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https://openalex.org/W3006188116
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https://www.cambridge.org/core/services/aop-cambridge-core/content/view/EA7EBAE82DB878D83316F100BD41C883/S0884291420000217a.pdf/div-class-title-microstructure-study-of-u-35-wt-zr-alloy-after-quick-annealing-at-650-c-div.pdf
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English
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Microstructure study of U–35 wt.% Zr alloy after quick annealing at 650 °C
|
Journal of materials research/Pratt's guide to venture capital sources
| 2,020
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cc-by
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ª Materials Research Society 2020. This is an Open Access article, distributed under the terms of the Creative Commons Attribution
licence (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted re-use, distribution, and reproduction in any
medium, provided the original work is properly cited. Microstructure study of U–35 wt.% Zr alloy after quick
annealing at 650 °C Cullison1, Cheng Zhen1, Jeshua J. Olson-Gross1, Yi Xie2, Michael T. Benson2
1 ) y
1School of Nuclear Science and Engineering, Oregon State University, Corvallis, Oregon 97333, USA
2Department of Advanced Fuel Manufacturing and Development, Idaho National Laboratory, Idaho Falls, Idaho 83402, USA
a)Address all correspondence to this author. e-mail: Tianyi.chen@oregonstate.edu
This paper has been selected as an Invited Feature Paper. Received: 15 October 2019; accepted: 6 January 2020 Received: 15 October 2019; accepted: 6 January 2020 Received: 15 October 2019; accepted: 6 January 2020 Uranium–35 wt.% zirconium (U–35 wt.% Zr) alloy was annealed for 1 h and 24 h at 650 °C and characterized to
understand the early-stage microstructure evolution. Dendritic microstructure with fine (∼300 nm in length) a-U
precipitates clustered between dendrite branches were observed in the 1-h annealed sample. After 24-h
annealing at 650 °C, the a-U precipitates coarsened, and the dendritic microstructure disappeared because of
microstructure homogenization. Furthermore, microchemical homogenization observed with energy-dispersive
X-ray spectroscopy analysis suggests that a-U precipitates are approaching thermodynamic equilibrium in the
24-h annealed sample. The findings from this study have potential impacts on the manufacturing and computer
modeling of metallic nuclear fuel. Dr. Chen is an assistant professor at the School of Nuclear Science and Engineering, Oregon State University. He has a wide range of research interests in nuclear materials and radiation effects, including the radiation
tolerance of advanced alloys, ion irradiation as a surrogate for neutron irradiation, materials deformation
mechanisms, and fuel-cladding chemical interactions. His studies cross the boundaries between radiation
science, materials science, and mechanics and materials. Before joining the Oregon State University, Dr. Chen
worked at several national laboratories including INL, ANL, and ORNL. Tianyi Chen proaches
e pushed
h region
ation for
. Firstly,
ions are
% Zr fuel
h U–Zr
such as
Reactor
llurgical
rication,
e.org/JMR
1095
j Journal of Materials Research j Volume 35 j Issue 8 j Apr 28, 2020 j www.mrs.org/jmr j Journal of Materials Research j Volume 35 j Issue 8 j Apr 28, 2020 j www.mrs.org/jmr https://doi.org/10.1557/jmr.2020.21 Published online by Cambridge University Press EARLY CAREER SCHOLARS IN MATERIALS SCIENCE ANNUAL ISSUE Invited Feature Paper
DOI: 10.1557/jmr.2020.21 Introduction The bright contrast of the a-
Figure 1: U–Zr binary phase diagram replotted from Ref. 4. The blue dots
represent prior microstructure study temperatures and compositions [8, 9, 12]. The red triangle represents this study’s annealing conditions. Figure 2: SEM-BSE micrographs of samples electrolytic polished at (a) roo
temperature and (b) 20 °C. Invited Feature Pape Figure 1: U–Zr binary phase diagram replotted from Ref. 4. The blue dots
represent prior microstructure study temperatures and compositions [8, 9, 12]. The red triangle represents this study’s annealing conditions. Invited Feature Paper Figure 2: SEM-BSE micrographs of samples electrolytic polished at (a) room
temperature and (b) 20 °C. Figure 2: SEM-BSE micrographs of samples electrolytic polished at (a) room
temperature and (b) 20 °C. the effects of electrolytic temperature in scanning electron
microscopy (SEM) images. Three contrast initially seen in
backscatter electron (BSE) micrographs were bright precip-
itates, dark features, and a gray matrix. Bright precipitates and
gray matrix in BSE micrographs along with the phase diagram
in Fig. 1 qualitatively suggest that a-U phase precipitated out of
a d-UZr2 or c phase matrix. The bright contrast of the a-U
precipitated in BSE micrographs come from electrons being
backscattered by the high Z–U atoms. Pits left behind from
etched precipitates display as dark features in Fig. 2(a) after
electrolytic polishing at room temperature. With all other
conditions held the same, room temperature electrolytic polish-
ing etched about half the a-U precipitates, whereas cold
(20 °C) electrolytic polishing preserved a-U precipitates as
seen in Fig. 2(b). Additionally, cold electrolytic polishing
achieved minimal scratching and pitting while removing re-
sidual oxidation. The rest of this study uses cold electrolytic
polished samples for consistency. More sample polishing
details are elaborated in the methods section. Figure 1: U–Zr binary phase diagram replotted from Ref. 4. The blue dots
represent prior microstructure study temperatures and compositions [8, 9, 12]. The red triangle represents this study’s annealing conditions. Accurate phase equilibria determination uncertainties re-
main [6]. This is especially true for the Zr-rich (aU, d), (aU, c),
and (bU, c) boundaries. As an example, Ahn pointed out
several discrepancies between experimental measurements and
the existing phase diagram while studying the solid phase
transformation behavior in the (bU, c) phase using differential
scanning calorimetry and thermogravimetric analysis [7]. One
of the many solid phase boundary determination challenges
include intrinsic sluggish phase transformation kinetics pre-
venting U–Zr alloy phase equilibrium. Introduction One U–35 wt.% Zr alloy
sluggish kinetics example includes Basak [10] finding zirco-
nium supersaturation in a-U precipitates after 500-h soaking at
630 °C and 72-h annealing at 600 °C. Earlier studies on metallic U–Zr sample preparation have
not accounted for electrolytic polishing temperature’s signifi-
cant impact on sample preparation quality [17]. An electro-
polishing potential of 3–4 V versus traditional 20–30 V [18] is
suggested by Kelly [17] to prevent etching or pitting around
inclusions. Suggested electrolytic polishing removed sample
oxide layers and scratches typically found after sample storage
and mechanical polishing. However, fine a-U precipitate
removal observed after room temperature electrolytic polishing
suggests preferential a-U etching. The low sample dissolution
rate associated with lower electrolytic polishing potential
voltage led to nonsaturated sample surface uranium cation
concentration. Under this scenario, the electrochemical re-
action is chemical reaction dominate rather than mass transfer
dominate [19]. A higher reaction rate of a-U phase over the
matrix phase is expected because of a higher concentration of
the more-active element uranium in a-U. Surface cation
supersaturation and mass-transfer controlled mechanisms are
favored by reducing the environment temperature from room
temperature to 20 °C where the saturation concentration and In this study, we investigated a U-35 wt.% Zr alloy
annealed at 650 °C which is in the fuel operation temperature
range of sodium-cooled faster reactor. Early-stage microstruc-
ture and chemical evolution from the as-cast conditions were
assessed with short 1-h and 24-h annealing times. Besides
providing scientific insights, this study also addresses the re-
search need in understanding the homogenization process for
cast metallic fuels [13, 14, 15, 16]. Microstructural evolution,
microchemical evolution, and phase transformation from the
as-cast condition with shorter annealing times than previously
done by other researchers are investigated. https://doi.org/10.1557/jmr.2020.21 Published online by Cambridge University Press https://doi.org/10.1557/jmr.2020.21 Published online by Cambridge University Pre Introduction reactor fuels. Recent experimental and theoretical approaches
by Basak, Ahn, Irukuvarghula, Xiong, and Bagchi have pushed
the compositional boundary toward the zirconium-rich region
up to U–50 wt.% Zr [6, 7, 8, 9, 10, 11]. The motivation for
studying these zirconium-rich compositions is twofold. Firstly,
uranium-lean (as much as U–50 wt.% Zr) compositions are
found in the center region of high burnup U–10 wt.% Zr fuel
rods. Secondly, uranium-lean and zirconium-rich U–Zr
alloys are considered for advanced nuclear reactors such as
the Korean subcritical Hybrid Power Extraction Reactor
(HYPER) [12]. U–Zr alloy microstructure and metallurgical
behavior are critical for fuel performance codes, fabrication,
and core design. reactor fuels. Recent experimental and theoretical approaches
by Basak, Ahn, Irukuvarghula, Xiong, and Bagchi have pushed
the compositional boundary toward the zirconium-rich region
up to U–50 wt.% Zr [6, 7, 8, 9, 10, 11]. The motivation for
studying these zirconium-rich compositions is twofold. Firstly,
uranium-lean (as much as U–50 wt.% Zr) compositions are
found in the center region of high burnup U–10 wt.% Zr fuel
rods. Secondly, uranium-lean and zirconium-rich U–Zr
alloys are considered for advanced nuclear reactors such as
the Korean subcritical Hybrid Power Extraction Reactor
(HYPER) [12]. U–Zr alloy microstructure and metallurgical
behavior are critical for fuel performance codes, fabrication,
and core design. Metallic nuclear fuels such as U–Zr and U–Pu–Zr alloys have
several advantages over ceramic fuels, such as superior heat
conductivity, large prompt negative temperature coefficient of
reactivity, and better safety margins [1]. Historically, U–Zr
alloy fuels were used in several types of test and research
reactors including the Experimental Breeder Reactor-II. The
research interests in the U–Zr binary alloy also come from the
candidacy of U–Pu–Zr ternary alloys for future fast spectrum
reactors [2, 3, 4]. Within the scope of U–Zr binary system
whose equilibrium phase diagram is presented in Fig. 1 [5],
most of the research efforts have been placed in the uranium-
rich compositions driven by the interests in metallic fission- https://doi.org/10.1557/jmr.2020.21 Published online by Cambridg cambridge.org/JM 1095 the effects of electrolytic temperature in scanning electro
microscopy (SEM) images. Three contrast initially seen i
backscatter electron (BSE) micrographs were bright precip
itates, dark features, and a gray matrix. Bright precipitates an
gray matrix in BSE micrographs along with the phase diagram
in Fig. 1 qualitatively suggest that a-U phase precipitated out o
a d-UZr2 or c phase matrix. Results and discussion Quality sample surface finish was achieved by electrolytic
polishing to allow reliable microstructure characterization. Samples electrolytically polished at room temperature and
20 °C, respectively, shown in Figs. 2(a) and 2(b) highlight cambridge.org/JMR 1096 cambridge.org/JMR ª Materials Research Society 2020 Figure 3: XRD patterns and refinement for the 24-h annealed sample. Invited Feature Paper Invited Feature Paper diffusion coefficient of uranium cations are lower. The resulted
diffusion-limited electrolytic polishing [20] minimizes the re-
action rate difference between a-U precipitates and matrix. Fine a-U precipitate preservation achieved is presented in
Fig. 2(b). An X-ray diffraction (XRD) pattern for the 24-h annealed
sample presented in Fig. 3 identifies and labels characteristic
peaks for the a, c, and d phases. The residual profile in the
bottom of Fig. 3 illustrates good fitting with Rietveld re-
finement for all the three phases. The weighted profile residual
between the calculated and experimental pattern is 15.2%, with
an expected profile residual of 11.1%, determines an acceptable
goodness of fit of 1.9 [21]. The three-phase weight fractions
estimated following the Hill and Howard method [22] are listed
in Table I. Figure 3: XRD patterns and refinement for the 24-h annealed sample. It is known that Rietveld refinement of XRD patterns
provides a semiquantitative analysis of the phase fractions. The
small fraction of a-U phase precipitates qualitatively agrees to
the phase diagram shown in Fig. 1 and the microstructural
analysis presented later in this article. Most of the matrix phase
being d rather than c suggests phase transformation took place
during sample cooling after annealing at 650 °C. During the
phase transformation from c to d, a metastable x phase has
been
reported
by
Irukuvarghula
when
the
sample
was
quenched from elevated temperatures [11]. The x phase has
the same chemical composition with the d phase but with
a disordered hexagonal structure. To distinguish x from d
phase via XRD is challenging because of their structural and
chemical similarities. In this study, the samples were cooled
through nature convention inside of a glovebox with a rela-
tively slow cooling rate. Thus, it is reasonable to believe that
more ordered d phase formed through atomic diffusion
compared to Irukuvarghula’s study [11]. Recent studies
using transmission electron microscopy (TEM) also evi-
denced the formation of d phase in a more rapid fashion
than traditionally believed [2]. ª Materials Research Society 2020 Results and discussion The microstructure
evolution reported herein shows that the dendrites can be
annealed out in U–35 wt.% Zr system at 650 °C for about 24 h,
suggesting that annealing within the temperature range of (aU,
c) may be an effective strategy to homogenize the as-cast
dendritic microstructures in U–Zr alloys. changing the area fraction was found by means of machine
learning–based microstructure analysis. Sample elemental analysis was performed with energy
dispersive X-ray spectroscopy (EDS). Sample EDS line scans
for 1-h and 24-h annealed samples are presented in Fig. 6. Uranium Ma (3.171 kV), La (13.614 keV), zirconium La (2.044
keV), and Ka (15.775 keV) characteristic X-rays were excited
and used for elemental quantification. a-U clusters had more
average uranium content than the dendrite branches evident in
Fig. 6(a) a-U precipitate clusters have a U-rich center with U-
lean compositions on the fringe. A wider range of Zr composi-
tion was observed in the 1-h annealed sample as seen in Fig. 6(a)
as compared with the 24-h annealed sample presented in
Fig. 6(b). Matrix compositions are found to be U–28 6 3 wt.%
Zr and U–29 6 2 wt.% Zr for 1-h and 24-h annealed samples,
respectively. Improved
local
chemical
homogeneity
with
annealing was indicated in the 24-h annealed sample by the
smaller Zr composition standard deviation in the matrix phase. Figure 5 presents BSE micrographs obtained at medium
magnifications (3000–4000) in (a and b), with their contain-
ing a-U phase identified by machine learning and presented in
(c and d). Trainable Weka Segmentation [27] machine learning
was used and is elaborated more in the Methods section. Machine learning micrograph magnification played a signifi-
cant role in precipitate recognition and was optimized. Machine learning classification improved with high magnifi-
cation; however, sample heterogeneity makes use of a small
area associated with high magnification impractical for
capturing bulk properties. Low-magnification micrograph
machine learning errors caused by finer precipitates missed
are because of low image resolution. High-magnification
micrographs decrease the machine learning phase identifica-
tion errors with the same image resolution because of
precipitates having more pixels; however, missed larger
features impact results significantly. The area fractions of
a-U phase in U–35 wt.% Zr 1-h and 24-h annealed samples
are 12 6 2 % and 13 6 1%, respectively. Precipitate sizes were
assessed by measuring more than 200 precipitates for each
sample. Results and discussion Dendrite Zr
compositions as high as 45 wt.% Zr are expected, a composition
so rich that it is in the single c/d-UZr2 phase indicated by red
dashed lines in Fig. 1. Molten U-rich alloy pockets trapped
between dendrite branches become uranium rich. Secondly,
when the sample cooled down, the decomposition of the high-
temperature c phase primarily occurred within the interden-
dritic region with uranium supersaturation, leading to a high
local density of a-U precipitates seen in Figs. 2(b) and 4(b). The
dendrites remain precipitate free because they remain in
a single-phase solid solution. a-U precipitates heavily decorate
grain boundaries because grain boundaries are the last molten
region during solidification. As shown in Fig. 1, the melting temperature of U–Zr system
increases with Zr concentration, so the solidification initialized
with a higher Zr concentration in the solid phase than the
liquid. Compositional gradients were observed with Zr-rich
dendrite cores and Zr-lean dendrite boundaries. Dendrite Zr
compositions as high as 45 wt.% Zr are expected, a composition
so rich that it is in the single c/d-UZr2 phase indicated by red
dashed lines in Fig. 1. Molten U-rich alloy pockets trapped
between dendrite branches become uranium rich. Secondly,
when the sample cooled down, the decomposition of the high-
temperature c phase primarily occurred within the interden-
dritic region with uranium supersaturation, leading to a high
local density of a-U precipitates seen in Figs. 2(b) and 4(b). The
dendrites remain precipitate free because they remain in
a single-phase solid solution. a-U precipitates heavily decorate
grain boundaries because grain boundaries are the last molten
region during solidification. Figure 5: Original SEM-BES micrographs of U–35 wt.% Zr annealed for (a) 1 h
and (b) 24 h. Machine learning–based precipitate recognition of U–35 wt.% Zr
annealed for (c) 1 h and (d) 24 h. Trainable Weka Segmentation [27] classified
a-U precipitates as black and c/d-UZr2 as white. Figure 5: Original SEM-BES micrographs of U–35 wt.% Zr annealed for (a) 1 h
and (b) 24 h. Machine learning–based precipitate recognition of U–35 wt.% Zr
annealed for (c) 1 h and (d) 24 h. Trainable Weka Segmentation [27] classified
a-U precipitates as black and c/d-UZr2 as white. Recently, dendrite formation in cast alloys of uranium–
zirconium [23], uranium–zirconium–niobium [13, 14], and
uranium–molybdenum [15, 16, 24, 25, 26] has been reported to
prevent microstructural homogenizition after thermomechan-
ical treatments such as hot rolling [13]. Results and discussion TABLE I: Rietveld refinement results for the XRD data on the sample annealed
at 650 °C for 24 h. TABLE I: Rietveld refinement results for the XRD data on the sample annealed
at 650 °C for 24 h. Fitting parameters
Phase fractions
(wt.%)
Expected profile residual
11.1%
a
19.4
Weighted profile residual
15.2%
c
6.3
Goodness of fit
1.9
d
74.2 Figure 4: Microstructure of the 1-h annealed sample in (a) optical micro-
graph and (b) SEM-BSE micrograph; and 24-h annealed sample in (c) optical
micrograph and (d) SEM-BSE micrograph. j Journal of Materials Research j Volume 35 j Issue 8 j Apr 28, 2020 j www.mrs.org/jmr Figure 4 presents the optical and SEM images for the
samples annealed for 1 h in Figs. 4(a) and 4(b) and 24-h in
Figs. 4(c) and 4(d). As seen in Fig. 4(a), the 1-h annealed
sample displays a black dendritic microstructure characteristic
of the solidification process. The comparison between the op-
tical micrograph [Fig. 4(a)] and the BSE image [Fig. 4(b)]
shows that the dendrites are precipitate free while high-density
a-U precipitate clusters between dendrite branches. Most a-U
precipitates have an elongated cross-sectional shape, with some
of them showing a polygonal shape as seen in Fig. 4(b) inset. The 3-dimensional morphology of these precipitates is thus
implied to be either needle-like or disc-like. After 24 h of
annealing, the microstructure was homogenized as presented in
Figs. 4(c) and 4(d). The dendritic microstructure disappeared
with the a-U precipitates coarsened considerably. https://doi.org/10.1557/jmr.2020.21 Published online by Cambridge University Press https://doi.org/10.1557/jmr.2020.21 Published online by Cambridge University Pres Figure 4: Microstructure of the 1-h annealed sample in (a) optical micro-
graph and (b) SEM-BSE micrograph; and 24-h annealed sample in (c) optical
micrograph and (d) SEM-BSE micrograph. Such complex U–Zr dendritic microstructure as seen in
Fig. 4 has not been reported by previous studies whose focuses
have been on the near-equilibrium conditions [10]. The
complex microstructure formed through a two-step mecha-
nism. Firstly, microsegregation took place during solidification. cambridge.org/JMR
1097 ª Materials Research Society 2020 Invited Feature Paper As shown in Fig. 1, the melting temperature of U–Zr system
increases with Zr concentration, so the solidification initialized
with a higher Zr concentration in the solid phase than the
liquid. Compositional gradients were observed with Zr-rich
dendrite cores and Zr-lean dendrite boundaries. ª Materials Research Society 2020 Results and discussion The average lengths were 0.3 6 0.2 lm and 1.1 6
0.7 lm for 1-h and 24-h annealed samples, respectively. Area
fraction cannot determine volume fraction [28]; however, a-U
precipitates coarsened with annealing without significantly https://doi.org/10.1557/jmr.2020.21 Published online by Cambridge University Press https://doi.org/10.1557/jmr.2020.21 Published online by Cambridge University Pres Although the nominal composition of the samples is U–35
Zr wt.%, the measured Zr contents in the EDS line scans
presented in Fig. 6 are systematically lower than 35 wt.%. Besides the experimental error from EDS qualification, there
are two possible explanations to the lower measured Zr
content. Firstly,
the
impurity-stabilized
a-Zr
precipitates
formed during the sample casting deplete Zr from the rest of
the materials. Impurity-stabilized a-Zr is inevitable and often
observed in uranium–zirconium metallic alloys [29]. In this
study, the a-Zr inclusions are observed as the black features in
BSE images in Figs. 5(a) and 5(c). A recent study by Hirsch-
horn analyzing the chemical composition of U–Zr alloys using
mass spectroscopy and EDS showed that the Zr content https://doi.org/10.1557/jmr.2020.21 Published online by Cambrid cambridge.org/JMR 1098 ª Materials Research Society 2020 Invited Feature Paper Figure 6: (a) SEM-BSE micrograph and (b) EDS line scan results of the 1-h annealed sample. (c) SEM micrograph and (d) EDS line scan results of the 24-h annealed
sample. The arrows in SEM micrographs indicate line scan distance and direction. Gray semitransparent boxes in line scan results indicate a-U regions in the line
scans. Figure 6: (a) SEM-BSE micrograph and (b) EDS line scan results of the 1-h annealed sample. (c) SEM micrograph and (d) EDS line scan results of the 24-h annealed
sample. The arrows in SEM micrographs indicate line scan distance and direction. Gray semitransparent boxes in line scan results indicate a-U regions in the line
scans. micrograph and (b) EDS line scan results of the 1-h annealed sample. (c) SEM micrograph and (d) EDS line scan results of the 24-h anneale
EM micrographs indicate line scan distance and direction. Gray semitransparent boxes in line scan results indicate a-U regions in the lin wt.% of Zr determined by EDS with different electron energies
on a a-U particle of 786 nm in width. The measured Zr content
decreases with the electron energy. ª Materials Research Society 2020 Results and discussion To further illustrate the effect
of electron energy, electron scattering Monte Carlo simulation
[30] was conducted to present the theoretical activation volumes
of 10 and 20 keV electrons in a-U phase in Figs. 7(c) and 7(d). Figures 7(e) and 7(f) provide two examples of EDS patterns
obtained from the same particle of submicron width with 10 and
20 keV electron energies, respectively. The Zr characteristic X-
ray is negligible for 10 keV electrons but significant for 20 keV
electrons. Considering the dependency of activation volume on
electron energies, it is suggested that EDS composition measure-
ment of a small particle with a lower electron energy tends to
provide more accuracy because of the reduced influence from
the surrounding matrix. For this study, an electron energy #10
keV is recommended. measured by EDS is lower by .4 at.% because of the impurity-
stabilized Zr inclusions not being counted by EDS [29]. Secondly,
the small samples received were sectioned from a pin alloy of the
U-35 wt.% Zr composition before being remelted. The sectioned
samples were not subjected to chemical analysis to determine its
composition before this work. Although nuclear fuel pins
fabricated using the same method at Idaho National Laboratory
generally show very good agreement between the nominal and
real chemical compositions, it is possible that the small section of
the pin alloy has a composition that is slightly off the alloy
composition because of the inhomogeneity in the pin alloy. Nevertheless, the limited difference in chemical composition
between the measured and nominal values is tolerable when
comparisons were made between samples of the same material
with different annealing times to show the short-term micro-
structural and microchemical evolution. https://doi.org/10.1557/jmr.2020.21 Published online by Cambridge University Press https://doi.org/10.1557/jmr.2020.21 Published online by Cambridge University Pre https://doi.org/10.1557/jmr.2020.21 Published online by Camb Figure 7(b) shows the wt.% of Zr in a-U particles of
different sizes determined by EDS with #10 keV electrons. A
trend of decreasing Zr content with increasing particle size is
observed. It is believed that measurements from larger particles
better reflect the true composition of the a-U phase because the The chemical composition of the a-U precipitates was
measured using EDS technique and presented in Fig. 7. The
accuracy in composition determination as influenced by the
incident electron energy and particle size is investigated by
separately controlling these two variables. Results and discussion j Journal of Materials Research j Volume 35 j Issue 8 j Apr 28, 2020 j www.mrs.org/jmr https://doi.org/10.1557/jmr.2020.21 Published online by Cambridge University Press https://doi.org/10.1557/jmr.2020.21 Published online by Cambridge University Pre The EDS-decided composition for a-U precipitates in this
study
qualitatively
agrees
with
the
equilibrium
value
(;0.5 wt.%) at 650 °C. Comparing with the results from Basak
[10], who observed a-U precipitates having as much as
11.6 wt.% of supersaturated Zr in U–35 wt.% Zr alloy after
thermal annealing at 630 °C for 500 h followed by 240 h at
600 °C, the result herein indicates that a thermodynamic
equilibrium can be approached, if not reached, in U–35 wt.%
Zr within 24 h at 650 °C. Basak ascribed the supersaturation of
Zr in a-U phase to the sluggish reaction kinetics associated
with local thermodynamic equilibrium conditions within the
(aU, d) temperature range [10]. The sluggish kinetics has also ª Materials Research Society 2020 Results and discussion Figure 7(a) shows the cambridge.org/JMR
1099 Figure 7: (a) The Zr content decided by EDS point scan as a function of electron energy in an a-U precipitate of 786 nm in width. (b) The mean Zr content as
a function of a-U particle width using #10 keV electron beams. (c, d) Monte–Carlo simulated activation volumes in a-U phase of 10 and 20 keV electrons,
respectively. (e, f) EDS spectra of a submicron a-U particle obtained with 10 and 20 keV electron beams, respectively. Invited Feature Paper Invited Feature Paper Figure 7: (a) The Zr content decided by EDS point scan as a function of electron energy in an a-U precipitate of 786 nm in width. (b) The mean Zr content as
a function of a-U particle width using #10 keV electron beams. (c, d) Monte–Carlo simulated activation volumes in a-U phase of 10 and 20 keV electrons,
respectively. (e, f) EDS spectra of a submicron a-U particle obtained with 10 and 20 keV electron beams, respectively. been suggested by the absence of peaks from d phase in XRD
patterns in some 15–20 wt.% Zr alloys, as reviewed in Ref. 2. However, recent investigations using TEM showed that the
nucleation of d phase is actually fast [2]. Without TEM
analysis, this study suggests a nonsluggish reaction at 650 °C
in reaching the equilibrium composition of the a-U phase. The
significant coarsening of a-U precipitates during the course of
annealing is an evidence of sufficient diffusion. been suggested by the absence of peaks from d phase in XRD
patterns in some 15–20 wt.% Zr alloys, as reviewed in Ref. 2. However, recent investigations using TEM showed that the
nucleation of d phase is actually fast [2]. Without TEM
analysis, this study suggests a nonsluggish reaction at 650 °C
in reaching the equilibrium composition of the a-U phase. The
significant coarsening of a-U precipitates during the course of
annealing is an evidence of sufficient diffusion. activation volume of X-rays is more likely to be within the
particle domains. Based on the trends shown in Figs. 7(a) and
7(b), the composition of the a-U phase was estimated by
averaging multiple EDS point scans collected from particles
with .1 lm using #10 keV electron energy. The Zr content in
a-U precipitates in the 24-h annealed sample is determined
accordingly to be 1.5 6 0.6 wt.%. Conclusion In this study, we investigated the crystallography, microstruc-
ture, and microchemistry for U–35 wt.% Zr alloys annealed at
650 °C for 1 h and 24 h. A modified electrolytic chemical
polishing method was applied to the samples to preserve the
fine a-U precipitates and reduce the pitting effects, while
maintaining the surface smoothness, and remove sample
surface oxidation. Two-phase microstructure of a-U and the
matrix phase in both the 1-h and 24-h annealed samples was cambridge.org/JMR
1100 ª Materials Research Society 2020 Invited Feature Paper using a pyrite standard to have a nominal accuracy of 61.5%
absolute maximum. EDS scans were performed with electron
beam energies no higher than 10 kV to excite the M uranium
and L zirconium characteristic X-rays while maintaining a min-
imal excitation volume for maximum accuracy. Automatic
background subtraction was applied to the EDS spectra followed
by the Z-factor, Absorption factor, Fluoresce factor (ZAF)
method to quantify the EDS results [31]. ZAF method uses Z-
factor, absorption factor, and fluorescence factor to adjust and
correct for atomic number effects, X-ray absorption, and X-ray
fluorescence, respectively. Simulating activation volume for EDS
was done with EISS-Electron Scattering Monte Carlo Simulation
Software [30]. One thousand trajectories were simulated with
different beam energies for uranium and zirconium. revealed by XRD, SEM, and EDS analysis. The uranium-rich
precipitate phase was identified as a-U, whereas the matrix was
identified to be d and c phases using Rietveld refinement on
XRD patterns. Dendritic microstructure in the 1-h annealed
sample remnant from as-cast was observed. The dendrites were
slightly Zr rich without a-U precipitation, and the interdendritic
regions were U rich with high density of a-U precipitates. After
a short annealing of 24 h at 650 °C, the microstructure was ho-
mogenized accompanied by the coarsening of a-U precipitates
and disappearance of the dendrites. The 24-h annealed sample
showed a more homogeneous matrix chemical composition than
the 1-h annealed sample. Careful EDS-based analysis of the a-U
precipitates suggested a thermal equilibrium chemical composi-
tion of these precipitates after 24 h of annealing at 650 °C. XRD was used to obtain crystallographic information of the
samples. The XRD spectra were collected using a Bruker-AXS
D8 Discover instrument with copper K-a1 X-rays. The scans
were done with a step size of 0.01°, step dwelling time of 2 s,
and within the 15°–80° 2h range. Methods U–35 wt.% Zr alloy samples were melt-casted from high-purity
depleted uranium and zirconium using an arc-melting furnace. The materials were flipped three times and remelted to ensure
homogeneity. The samples were casted into 10-g buttons in
a ceramic crucible and then cooled by natural convection in an
argon-filled glove box. After that, the samples were wrapped
with a Ta foil, placed inside an argon atmosphere furnace and
annealed at 650 °C for 1 h and 24 h separately, and cooled
again by natural convection in the glove box. The glove box
contains less than 10 ppm of oxygen and water. Before sample
characterization, standard metallographic preparations were
adopted, and samples were mechanically polished to a mir-
ror-like finish with 0.05-lm alumina suspension. Rietveld refinement was conducted to obtain more in-
formation from XRD result. Based on the refinement results,
the weight fractions of crystalline phases are calculated using
the method proposed by Hill and Howard [21, 22]: Wk ¼ Sk ZMV
ð
Þk
P
n
i¼1
Si ZMV
ð
Þi
; Wk ¼ Sk ZMV
ð
Þk
P
n
i¼1
Si ZMV
ð
Þi Surface oxides and fine scratches were removed from the
samples by using electrolytic polishing technique. Recommen-
dations of Kelly et al. [17] were followed with a modified
electrolytic polishing temperature of 20 °C instead of room
temperature. Electrolytic polishing conditions were 10% H3PO4
(phosphoric acid) methanol solution electrolyte, a 316 stainless
steel cathode, the sample as an anode, and 4 V direct current,
for 2–5 s. Before and after electrolytic polishing, the sample
surface quality was examined using an IM-5000 metallurgical
microscope to examine the removal of oxidation and scratches. Oxidation was minimized by analyzing samples within 30 min
of being polished. When not used, the samples were stored in
a vacuumed desiccator at 20 kPa gauge. where Wk is the weight fraction of phase k, S is the Rietveld
scale factor, Z is the number of formula units per unit cell, M is
the mass of the formula unit, and V is the unit cell volume. j Journal of Materials Research j Volume 35 j Issue 8 j Apr 28, 2020 j www.mrs.org/jmr https://doi.org/10.1557/jmr.2020.21 Published online by Cambridge University Press Conclusion The X-ray illuminated area is
around 0.6 mm2, which is enough to provide representative
results, given the level of microstructural inhomogeneity
presented in Fig. 4. The X-ray penetration depth was estimated
to be 8 lm for a normal incident beam based on the
attenuation of electromagnetic radiation in U–35 wt.% Zr. ª Materials Research Society 2020 Acknowledgments https://doi.org/10.1557/jmr.2020.21 Published online by Cambridge University Pres This work was supported by Oregon State University
startup funding and the U.S. Department of Energy, Office of
Nuclear Energy under DOE Idaho Operations Office Contract
DE-AC07-05ID14517. Accordingly,
the
U.S. Government
retains and the publisher, by accepting the article for publica-
tion, acknowledges that the U.S. Government retains a non-
exclusive, paid-up, irrevocable, worldwide license to publish or
reproduce the published form of this manuscript or allow
others to do so, for U.S. Government purposes. Microstructure characterization was conducted with an FEI
QUANTA 600F SEM and an FEI QUANTA 3D SEM using
backscattered electron (BSE) imaging and EDS. Elemental
composition line scans were done with an EDAX EDS system
fitted to the FEI QUANTA 600F SEM. Elemental composition
point scans were done with an EDAX EDS system fitted to the
FEI QUANTA 3D. The EDS systems were calibrated with
standard samples including uranium. The accuracy was checked Special thanks to Peter Eschbach, Teresa Sawyer for pro-
fessional and expert training on SEM, and Brady Gibbons and
Kyle Grove for assistance on XRD. We acknowledge OSU
Electron Microscopy Facility for the access to SEM, and X-ray cambridge.org/JMR
1101 ª Materials Research Society 2020 Invited Feature Paper Diffraction Facility for the access to XRD. MHC thanks Jill
Josselyn for the ARCS award. CZ acknowledges Oregon State
University Provost’s Distinguished Graduate Fellowship for
financial support. mechanical properties, microstructure and corrosion behavior of
U–10Mo monolithic fuel. J. Nucl. Mater. 527, 151804 (2019). 16. X. Hu, X. Wang, V.V. Joshi, and C.A. Lavender: The effect of
thermomechanical processing on second phase particle
redistribution in U–10 wt% Mo. J. Nucl. Mater. 500, 270 (2018). 17. A.M. Kelly, D.J. Thoma, R.D. Field, E. Cerreta, and
R.E. Hackenberg: Metallographic preparation techniques for
uranium/uranium alloys. Microsc. Microanal. 18, 454 (2012). References 33, 225 (2018 8. C. Basak, G.J. Prasad, H.S. Kamath, and N. Prabhu: An
evaluation of the properties of As-cast U-rich U–Zr alloys. J. Alloys
Compd. 480, 857 (2009). 25. S. Chakraborty, G. Choudhuri, J. Banerjee, R. Agarwal, K.B. Khan,
and A. Kumar: Micro-structural study and Rietveld analysis of fast
reactor fuels: U–Mo fuels. J. Nucl. Mater. 467, 618 (2015). 9. C.B. Basak, N. Prabhu, and M. Krishnan: On the formation
mechanism of UZr2 phase. Intermetallics 18, 1707 (2010). 26. S. Jana, L. Sweet, D. Neal, A. Schemer-Kohrn, C. Lavender, and
V. Joshi: The role of ternary alloying elements in eutectoid
transformation of U10Mo alloy part I. Microstructure evolution
during arc melting and subsequent homogenization annealing in
U9.8Mo0.2X alloy (X 5 Cr, Ni, Co). J. Nucl. Mater. 509, 318 (2018). 10. C.B. Basak: Microstructural evaluation of U-rich U–Zr alloys
under near-equilibrium condition. J. Nucl. Mater. 416, 280 (2011). 11. S. Irukuvarghula, S. Ahn, and S.M. McDeavitt: Decomposition of
the c phase in as-cast and quenched U–Zr alloys. J. Nucl. Mater. 473, 206 (2016). 27. I. Arganda-Carreras, V. Kaynig, C. Rueden, K.W. Eliceiri,
J. Schindelin, A. Cardona, and H. Sebastian Seung: Trainable
weka segmentation: A machine learning tool for microscopy pixel
classification. Bioinformatics 33, 2424 (2017). https://doi.org/10.1557/jmr.2020.21 Published online by Cambridge University Press 12. W.S. Park, U. Shin, S-J. Han, T.Y. Song, B.H. Choi, and
C.K. Park: HYPER (hybrid power extraction reactor): A system for
clean nuclear energy. Nucl. Eng. Des. 199, 155 (2000). 28. Standard Test Method for Determining Volume Fraction by
Systematic Manual Point Count. ASTM E562-08 (2008). 13. N.W.S. Morais, D.A. Lopes, and C.G. Schön: Effect of thermo-
mechanical processing on microstructure and mechanical
properties of U–Nb–Zr alloys: Part 1—U–6 wt% Nb–6 wt% Zr. J. Nucl. Mater. 488(Suppl. 3), 173 (2017). 29. J. Hirschhorn, M. Tonks, A. Aitkaliyeva, and C. Adkins:
Reexamination of a U–Zr diffusion couple experiment using
quantitative phase-field modeling and sensitivity analysis. J. Nucl. Mater. 529, 151929 (2020). 14. N.W.S. Morais, D.A. Lopes, and C.G. Schön: Effect of thermo-
mechanical processing on microstructure and mechanical
properties of U–Nb–Zr alloys: Part 2—U–3 wt% Nb–9 wt% Zr and
U–9 wt% Nb–3 wt% Zr. J. Nucl. Mater. 502, 51 (2018). 30. D.C. Joy: Monte Carlo Modeling for Electron Microscopy and
Microanalysis (Oxford University Press, New York, 1995). 31. J.I. Goldstein, D.E. Newbury, J.R. Michael, N.W.M. Ritchie,
J.H.J. Scott, and D.C. References 1. T. Sofu: A review of inherent safety characteristics of metal alloy
sodium-cooled fast reactor fuel against postulated accidents. Nucl. Eng. Technol. 47, 227 (2015). 18. K.H. Eckelmeyer, A.D. Romig, and L.J. Weirick: The effect of
quench rate on the microstructure, mechanical properties, and
corrosion behavior of U–6 wt% Nb. Metall. Trans. A 15, 1319 (1984). 2. D.E. Janney, C.A. Papesch, D.E. Burkes, J.I. Cole, R.S. Fielding,
S.M. Frank, T. Hartmann, T.A. Hyde, D.D. Keiser, Jr., J.R. Kennedy,
A. Maddison, R.D. Mariani, S.C. Middlemas, T.P. O’Holleran,
B.H. Sencer, and L.N. Squires: Metallic Fuels Handbook (Idaho
National Laboratory, Idaho Falls, ID, United States) (2017). rrosion behavior of U–6 wt% Nb. Metall. Trans. A 15, 1319 (198 19. R. Fujita, M. Enda, and T. Morisue: REDOX decontamination
technique development, (I). J. Nucl. Sci. Technol. 26, 339 (1989). 20. G. Yang, B. Wang, K. Tawfiq, H. Wei, S. Zhou, and G. Chen:
Electropolishing of surfaces: Theory and applications. Surf. Eng. 33, 149 (2017). 3. D.C. Crawford, D.L. Porter, and S.L. Hayes: Fuels for sodium-
cooled fast reactors: US perspective. J. Nucl. Mater. 371, 202 (2007). 21. D. Asmi and I.M. Low: Advanced Ceramic Matrix Composite
(Oxford: Woodhead Publishing 2014); pp. 109–140. 4. F. Delage, J. Carmack, C.B. Lee, T. Mizuno, M. Pelletier, and
J. Somers: Status of advanced fuel candidates for sodium fast
reactor within the generation IV international forum. J. Nucl. Mater. 441, 515 (2013). 22. R.J. Hill and C.J. Howard: Quantitative phase analysis from
neutron powder diffraction data using the Rietveld method. J. Appl. Crystallogr. 20, 467 (1987). 5. R.I. Sheldon and D.E. Peterson: The U–Zr (uranium–zirconium)
system. Bull. Alloy Phase Diagrams 10, 165 (1989). 23. Y. Zhang, X. Wang, G. Zeng, H. Wang, J. Jia, L. Sheng, and
P. Zhang: Microstructural investigation of as-cast uranium rich U–
Zr alloys. J. Nucl. Mater. 471, 59 (2016). 6. W. Xiong, W. Xie, C. Shen, and D. Morgan: Thermodynamic
modeling of the U–Zr system—A revisit. J. Nucl. Mater. 443, 331 (2013). 24. S. Chakraborty, G. Choudhuri, P.S. Somayajulu, R. Agarwal,
and K.B. Khan: Microstructure characterization and phase field
analysis of dendritic crystal growth of c-U and BCC-Mo dendrite
in U–33 at.% Mo fast reactor fuel. J. Mater. Res. 33, 225 (2018). 7. S. Ahn, S. Irukuvarghula, and S.M. McDeavitt: Thermophysical
investigations of the uranium–zirconium alloy system. J. Alloys
Compd. 611, 355 (2014). U–33 at.% Mo fast reactor fuel. J. Mater. Res. References Joy: Scanning Electron Microscopy and X-
Ray Microanalysis (fourth edition) (Springer, New York, NY 2017). 15. R. Prabhakaran, L. Gardner, V. Joshi, D. Burkes, and
C. Lavender: Effect of homogenization and hot rolling on the cambridge.org/JMR
1102 ª Materials Research Society 2020
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Thermal Treatment of Syrian Shot Coke
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Recent advances in petrochemical science
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Shot Coke basketballs) are usually made up of a fused aggregation of
uniformly-sized smaller spheres [1]. Shot coke is an abnormal form of delayed petroleum coke. Physically it can be comprised of: y
p
Physically it can be comprised of:
Figure 1: Shot coke. a)
Individual spheres, which are hard, dense, vitreous,
nonporous spheres that may or may not be fractured
(Figure 1). Normally, most shot coke spheres are uniformly
sized (1-2mm dia or 2-6 mm), but they can range from as
small as buckshot to as large as basket balls. It is thought
that smaller spheres are made when very high feed rates
are used in the coker. Larger spheres (up to 20 mm) and
more mixed sizing tend to occur when a coker just begins
to produce shot coke. Very large spheres (up to the size of b)
Agglomerated or clustered spheres, where individual
spheres may form an aggregate consisting of smaller
individual spheres of 1mm to 10mm in size, bonded together
somewhat loosely. An aggregate may range in size from a
few millimeters to as much as 30 or more centimeters. Figure 1: Shot coke. c)
Bonded spheres or matrix shot. This appears as
spheres of coke that melted together on formation. When it
fractures, it will fracture across the spheres, rather than at
the boundaries of the spheres as in agglomerated shot. The structure of shot coke is described by the use of Montage
microphotographs, comparing the structure to that of sponge
coke. The photographs reveal the fine-mosaic, high-density
structure of shot coke [2]. Figure 1: Shot coke. Figure 1: Shot coke. a)
Individual spheres, which are hard, dense, vitreous,
nonporous spheres that may or may not be fractured
(Figure 1). Normally, most shot coke spheres are uniformly
sized (1-2mm dia or 2-6 mm), but they can range from as
small as buckshot to as large as basket balls. It is thought
that smaller spheres are made when very high feed rates
are used in the coker. Larger spheres (up to 20 mm) and
more mixed sizing tend to occur when a coker just begins
to produce shot coke. Very large spheres (up to the size of Shot coke, while it may look like it is entirely made up of
shot, is not necessarily so. Abstract Shot coke is a by-product of the delayed coking process, and can represent a significant part of the petroleum coke produced. It is comprised
in general of two basic types, namely regular shot coke and clustered or agglomerated coke. Shot coke is, however, of little or no commercial
value, particularly if it has a high sulphur content, as is becoming increasingly the case in most oil refineries. Upgrading the coke and reducing
its sulphur content would add considerably to its economic value both as a fuel and/or for making aluminium anodes. Towards this end,
samples of Syrian shot coke, produced by the delayed coking unit at the Homs Oil Refinery, were thermally treated at high temperatures and
increased residence time. A coke of higher quality was thereby obtained, with reduced sulphur content (1%) and higher real density (1.9g/
cm3). The observed weight loss was minimal, and the decrease in the calorific value was less than the average expected for other types of
petroleum coke. Keywords: Petroleum coke; Shot coke; Thermal treatment Recent Adv Petrochem Sci Recent Adv Petrochem Sci
Copyright © All rights are reserved by Hassasn Al-Haj Ibrahim Hassasn Al-Haj Ibrahim* Department of Chemical Engineering, Al-Baath University, Syria Department of Chemical Engineering, Al-Baath University, Syria
Submission: April 25, 2017; Published: July 17, 2017 Department of Chemical Engineering, Al-Baath University,
Submission: April 25, 2017; Published: July 17, 2017 Submission: April 25, 2017; Published: July 17, 2017 *Corresponding author: Hassasn Al-Haj Ibrahim, Department of Chemical Engineering, Al-Baath University, Homs, Syria
Email: Recent Advances in
Petrochemical Science
ISSN: 2575-8578 Recent Advances in Petrochemical Science Recent Advances in Petrochemical Science Shot coke is normally found at lower levels in a coke drum but
may, on occasion, be found in the upper section of the drum. Occasionally it may also appear on top of sponge coke [1]. coke and of coarse-grained mosaic (5.0–10.0μm dia.) and small
domains (10-60μm dia.). Centrally located stress cracks are
thought to be due to shrinkage of the core structure. Scanning
electron microscopy photos of shot coke spheres which had
been partially fractured show that the outer skin must be a
discrete layer since it is fractured in a different pattern than
the core [1-3]. The formation of shot coke is favored in most instances
by a shorter delayed coking cycle, higher superficial velocity,
low coke drum pressures, low recycle ratios and high coke
drum temperatures. Such conditions lead to the increase of the
asphaltene content, relative reactivity of the coker feedstock
and immediate coke precursors, as well as the degree of
turbulence in the coke drum. Fluidization in the coke drum
may also cause shot coke formation, and a coker feedstock high
in oxygen content can produce shot coke [3]. Other types of coke, notably sponge coke, may also have
some embedded shot coke in the coke structure. Shot coke is usually produced from very heavy, low API,
feedstocks that have lower levels of aromaticity and higher
levels of asphaltenes and heteroatoms, i.e. nitrogen, sulphur
and oxygen and other associated metals. Presumably there
exists a sufficiently high content of aliphatic carbon and
hydrogen and this could lead to significant volatile evolution
within the coking drum [4]. Reducing the coke drum temperature can be an effective
means of eliminating shot coke formation, but normally
increases coke yield. The additional coke is produced from
the internal recycle or heavy gas oil constituents which alone
would produce a well-ordered coke; in combination they dilute
shot coke forming constituents [1]. Shot coke is produced as the oil flows into the coke drum. With the light ends flashing off, small spherical droplets
of heavy tar are suspended in the flow. These tar droplets
rapidly form coke due to the exothermic heat produced by
asphaltene polymerization. Their formation is caused by the
shearing action of a highly turbulent dynamic environment
which results from high fluid velocities and vaporisation of
existent and/or cracked products. Recent Advances in Petrochemical Science Rapid chemical reactions
which occur within the droplets while they are suspended in
the vapour phase increase the viscosity of the developing ball
of immature coke. Before the droplets can return back to and
become an integral part of the bulk liquid phase the viscosity
has increased sufficiently to “fix” the macroscopic form and
microstructure of the shot coke. The coke balls formed then
fall back into the drum as discrete little spheres. In the main
channel up through the drum, some of the spheres will roll
around and stick together forming large balls as large as
25cm. When these large balls are broken, they are found to be
composed of many of the smaller balls [1-3]. Shot coke should not be confused with fluid coke which
is formed in the fluid coking process. This is a completely
different process from delayed coking, in which the coke is
produced by spraying the heated residuum into a fluidized bed
of hot coke particles which are maintained at 1.4- 2.7 bars and
500°C. The feed vapours are cracked while forming a liquid
film on the coke particles. The residuum is formed immediately
into coke with complete disorientation of the crystals in the
hot coke particle. The particles grow by layers until they are
removed and new seed coke particles are added. Fluid coke has
smaller diameter spheres than shot coke. Shot coke tends to be more isotropic than other types of
coke and its optical texture is of fine-grained mosaic (~1μm
dia.) [4]. The carbon in shot coke is in the form of ribbon
and lenticular/granular anisotropic domains arranged in
concentric patterns. Magnification of the surface fractures
show whirled, or nonlinear structure in the isotropic shot coke
[1]. Shot coke can only be produced in a highly turbulent
dynamic environment such as that found in commercial delayed
cokers. It is very difficult to produce in conventional pilot
plants with low superficial velocity without specially designed
modifications. Also, it cannot be produced in a laboratory pot
coker; although cokes formed from a shot coke prone feed
stock will exhibit the same microstructure and coefficient of
thermal expansion regardless of whether they are generated in
a commercial-scale delayed or laboratory pot coker. Such cokes
produced in a laboratory pot coker will not however have the
microscopic form of shot coke [1]. Shot coke is unreactive and of relatively low electrical
conductivity. Shot Coke Shot coke is unique in that the small
spheres have a slick shiny exterior coating of needle or acicular
type carbon, but the inside of each sphere contains isotropic or
amorphous type coke. A microscopic study by Marsh, Calvert
and Bacha showed that the shot coke spheres consist of a fine-
grained mosaic core (0.5-1.5μm dia.) surrounded by a thin, slick
outer skin, 50μm thick, of more well-developed mesosphere 0047 Recent Adv Petrochem Sci 2(3): RAPSCI.MS.ID.555588 (2017) Recent Advances in Petrochemical Science Recent Advances in Petrochemical Science coke, this coefficient of thermal expansion is rather high. It is
typically greater than 20 (cm/cm/ °C×10-7) [3] were classified and divided into five basic types, namely shot
coke, clustered shot coke, porous sponge coke, continuous
sponge coke and fines. Significant differences were observed
in the properties of the five types of the Syrian petroleum coke
considered, particularly ash and VM contents [8]. Shot coke can have low mineral impurities (metal and
sulphur) but it is usually rich in such impurities because it
is produced most often from feedstocks derived from high
sulphur, high metals content crude oils [3]. Shot coke is in
general of low or no commercial value; and although it may be
used as a fuel, it is less desirable in this usage than sponge coke
The chief drawback to its use as a fuel is its extreme hardness
which increases the cost of grinding [1,5-7]. Thermal Treatment Thermal treatment of petcoke is the most promising
process for the desulphurization of petcoke, and can be the
only one possible when other techniques prove to be difficult or
inefficient as was found in at least one case with Syrian petcoke
[9,10]. By thermal treatment is meant the process whereby
a fixed static bed of petcoke is heated under atmospheric
pressure in an inert atmosphere to a specified temperature
and then kept at that temperature for a specified period of
time [9]. Thermal treatment of Syrian petcoke in general and
sponge coke in particular has already been made [1,11-13] with
encouraging results, but in view of the significant differences
between the different coke types, separate treatment of shot
coke was deemed of benefit as shot coke represents a major
part of Syrian coke production. Shot coke cannot be used in making aluminium anodes. While low grindability cokes are preferred since such cokes
yield calcined coke which exhibits a very high vibrated bulk
density which is desirable in an aluminium prebaked anode,
good bonding with binder coal tar pitch is prevented by the
slickness of the outer layer of the shot spheres, their lack of
permeability and porosity and dissimilarity of the outer needle
coke layer of the shot sphere which has a very low coefficient
of thermal expansion and the interior core of the sphere
which, being isotropic, has a very high coefficient of thermal
expansion. The higher coefficient of thermal expansion of the
shot coke is also thought to cause thermal shock cracking of the
anode when it is set in a hot cell [1-4]. Experimental Work For the present work, samples of Syrian shot coke were
taken from the coke heaps stored to the west of the Homs Oil
refinery. The coke samples were classified and divided into
regular shot coke and clustered or agglomerated shot coke. Matrix shot or bonded spheres of coke that melted together on
formation were discarded. (Tables 1 & 2) give the results of the
proximate and ultimate analysis for the coke samples. On the other hand, the special properties of shot coke,
including its isotropy, spherical shape, hardness, high
coefficient of thermal expansion and high density make it
useful for certain specialty applications, e. g, titanium dioxide
manufacture, nuclear graphite (if boron content is low), and
graphite mould stocks. Table 1: Proximate Analyses of Syrian shot coke, Air-dried basis. Property
Regular shot
coke
Clustered
shot coke
Ash (wt. %)
0.2
0.1
Moisture (wt. %)
0.2
0.4
Fixed carbon (wt. %)
89.7
89.7
Volatile Matter (wt. %)
9.9
9.8
Sulphur (wt. %)
7.9
8
Gross Calorific Value (kJ/kg)
34.7 × 103
34.3 × 103
Real density (g/cm3)
1.4
1.37
Surface area (B.E.T.)(m2 /g)
0.23
0.21
Table 2: Ultimate Analyses of Syrian shot coke, Dry, ash-fbasis. Regular shot Coke
Carbon
85
Hydrogen
4.3
Nitrogen
1.1
Oxygen
1.7
Sulphur
7.9
C/H (wt.)
19.8 For the manufacture of special graphite for nuclear
reactors, gilsonite coke, i.e. shot coke produced from Gilsonite
ore, may be used. Air blowing of a sponge coke precursor
before delayed coking can also be used to generate a shot coke
forming feedstock, the ultimate objective being production of
an isotropic coke for nuclear graphite manufacture [1]. Recent Advances in Petrochemical Science It is characterized by its lack of permeability,
low porosity, low Hardgrove Grindability Index (which may
be as low as 2.7) and high density which makes it difficult to
crush. When the Hardgrove Grindability index in a coke drops
suddenly, it is an indication of the coke becoming isotropic and
of a heightened potential for shot coke formation. The coefficient of thermal expansion is used sometimes to
determine a quantitative value describing coke structure. The
coke is calcined, ground to a flour, mixed with coal tar pitch,
extruded to orientate particles into. The concentration of shot coke particles can vary from
only a small zone in a coke drum to making up the entire coke
mass. These particles are generally harder than sponge coke
and can be a problem on cutting and grinding; and on opening
the delayed coker they can pour uncontrolled from the drum. mm rods, baked to 850 °C and graphitized to 2900 °C, and
then the difference in expansion at 0ºC and 50 °C is measured
for coefficient of thermal expansion determination. For shot Hassasn A H I. Thermal Treatment of Syrian Shot Coke. Recent Adv Petrochem Sci. 2017; 2(3): 555588. DOI: 10.19080/ Sulphur Removal is derived from the decomposition of the thermally-stable
sulphur compounds bound in side chains [11]. These results
may indicate a significant difference between clustered coke
and other types of coke in the amount and/or the nature of
sulphur compounds bound in side chains, but further work is
necessary before a definite conclusion is reached (Table 3 & 4). D
it
I Table 5: Average degree of desulphurization for shot and other types
of Syrian petroleum coke. Table 5: Average degree of desulphurization for shot and other types
of Syrian petroleum coke. of Syrian petroleum coke. Temperature
range (K)
Average degree of desulphurization(%)
Regular shot
Clustered
Other types
300–1075
4
8
7
1075–1175
19
6
18
1175–1450
30
39
23
1450–1550
1
5
13
1550–1650
28
24
22
1650-1700
5
6
7 Recent Advances in Petrochemical Science Table 3: Conditions of Thermal Treatment. Average weight of treated sample
10 g
Coke Size range
0.85- 1.60mm
Rate of heating
3.5°C/min
Gas atmosphere
N2
Pressure
Atmospheric
Rate of nitrogen flow
0.5 l/min/g
Residence time at the maximum temperature
180min Table 3: Conditions of Thermal Treatment. treatment was carried out in an electrical tube furnace heated
by a SiC element fully covering the working tube. The outside
diameter of the working tube is 59 mm, and the heated length
is 250 mm. A PtRh-Pt thermocouple is placed in the centre of
the heating zone and is lead to the temperature control unit. The conditions used in the treatment were such that were
expected to lead to a maximum rate of desulphurization at
moderately high temperatures [11]. Table 3 is a summary of
the treatment conditions used. A summary of the results of the
thermal treatment is shown in Table 4. Table 4: Results of the thermal treatment. Temperature K
Regular shot coke
Clustered shot coke
Wt loss %
CV× 103 kJ/kg
S wt %
DR10 – 20
Wt loss %
CV × 103kJ/kg
S wt %
300
-
34.7
7.9
1.4
-
34.3
8
500
0.6
34.7
7.9
1.4
0.6
34.2
8
775
4.1
34.5
7.9
1.45
3.9
34.5
7.8
875
4.1
34.8
7.8
1.48
3.7
33.8
7.9
975
8.2
32.4
7.3
1.57
7.8
32.4
7.4
1075
8.5
32.3
7.6
1.74
8.2
32.3
7.4
1175
9.1
31.9
6.1
1.82
7.3
32
6.9
1450
12.2
31.8
3.7
1.89
12.2
31.6
3.8
1550
14.1
31.8
3.6
1.75
14.2
31.9
3.4
1650
17.9
31.8
1.4
1.9
18.1
31.9
1.5
1700
18.6
32
1
1.92
20.7
32.5
1 Syrian Delayed Coke Syrian delayed coke is coke produced by the delayed coking
unit at the Homs Oil Refinery. This unit was designed and
built during the late sixties of last century for the purpose of
maximizing gasoline and distillate yields using a feedstock of
residue materials. The Petcoke produced is considered merely
as a by-product of little commercial value. This is mainly
because of its high sulphur content and the high percentage of
fines produced. There are at least four basic types of delayed petcoke with
different microstructures due to differences in operating
variables and nature of feedstock. The basic coke types are:
needle coke, honeycomb coke, sponge coke and shot coke. Of
these four types, only the last two types, namely sponge and
shot cokes are produced at the Homs Oil Refinery. In order to
characterise Syrian green petroleum coke, samples of the coke The coke samples were thermally treated in an inert
atmosphere of nitrogen at atmospheric pressure. The Hassasn A H I. Thermal Treatment of Syrian Shot Coke. Recent Adv Petrochem Sci. 2017; 2(3): 555588. DOI: 10.19080/ 049
How to cite this article: Hassasn A H I. Thermal Treatment of Syrian Shot Coke. Recent Adv Petrochem Sci. 2017; 2(3): 555588. DOI: 10.19080/
RAPSCI.2017.02.555588 0049 Recent Advances in Petrochemical Science References 1. Ellis PJ (1996) Shot coke, Light Metals, pp. 477-484. 2. Mochida I, Furuno T, Korai Y, Fujitsu H (1986) Studies reveal shot-coke
microstructure, suggest ways to minimize its formation. Oil & Gas J
84(5). 3. Ellis S, Paul CA (1998) Tutorial: Delayed coking fundamentals, AIChE
Spring National Meeting’s International Conference on Refinery
Processes Topical Conference Reprints, LA, pp. 29. 4. March H, Calvert C, Bacha J (1985) Structure and formation of shot
coke- A microscopic study. Journal of Materials Science 20(1): 289-302. 5. Figueiredo JL, Mouljin JA (1986) Carbon and coal gasification. In: (Eds.)
Figueiredo JL, Mouljin JA, Martinues Nijhoff Publishers, Dordrecht,
Netherlands. 6. Meyers, Robert A (1986) Handbook of petroleum refinery processes. (3rd Edn), McGraw-Hill Companies, New York, USA. 7. Tulsa, Okla, GL Farrar (1976) NPRA Q & A Session on refining and
petrochemical technology. The Petroleum Publishing Company, USA. The calorific value was also observed to increase slightly
in the temperature range 1650-1700K. This must be related
no doubt to the decreased sulphur content, as the heat of
combustion of sulphur (9420 kJ/kg) is considerably less than
that of carbon (33820kJ/kg). A similar result was also obtained
with other types of coke [11]. 8. Ibrahim HA (2005) Analysis of Syrian green delayed coke, Proceedings
of the sixth Egyptian Syrian conference on chemical and petroleum
engineering, Syria, p. 22-33. 9. Ibrahim H, Morsi BI (1992) Desulfurization of petroleum coke. Industrial and Engineering Chemistry Research volume 31(8): 1835-
1840. 10. El-kaddah N, Ezz SY (1973) Thermal desulphurization of ultra high
sulphur petroleum coke. Fuel 52: 128-129. Weight Loss The observed weight loss at the conclusion of the thermal
treatment varied between 19 and 21%. This is in agreement
with the generally observed weight loss for other types of
coke which is normally of the order of 20% or so. This amount
corresponds to the moisture and volatile matter content of the
coke as well as to the amount of sulphur removed. 11. Ibrahim H, Ali M (2004) The effect of increased residence time on
the thermal desulphurization of Syrian petroleum coke. Periodica
Polytechnica Ser Chem Eng 48: 53-62. 12. Ibrahim H, Ali MM (2005) Effect of the removal of sulphur and volatile
matter on the true density of petroleum coke. Periodica Polytechnica
Ser Chem Eng 49: 19-24. 13. Ibrahim H (2006) Thermal treatment of Syrian sponge coke. Journal of
King Saud University. Engineering Sciences 8(2): 261-270. Calorific Value increased residence time (180 minutes). The treated coke
has a low sulphur content (1%) and a high real density (1.9g/
cm3). The adverse effects normally associated with thermal
Treatments at high temperatures were minimal. The calorific value decreases, in general, with increasing
temperature of the thermal treatment. However, there were
observed two exceptions to this rule, where the calorific
value increased rather than decreased. A slight increase in
the calorific value was observed towards the end of the first
initial stage of thermal treatment (300-1200K). This is the
overall effect of the evaporation and removal of moisture and
volatile matter which take place during this stage, where the
removal of moisture, as an inert material, has an opposite
effect on the calorific value to that of removing the volatile
matter. Whereas the removal of moisture is accompanied by
an increase of the calorific value, the removal of the volatile
matter tends to lower this value. The overall effect of the
thermal treatment is therefore a factor of both volatile matter
and moisture content. Since the volatile matter content of shot
coke is lower, in general, than for other types of coke, the effect
of the removal of VM on the calorific value is expected to be less
also, with the result that the increase in the calorific value is
more pronounced for shot coke. Density Increase The true density of petcoke is expected to increase
continuously with increasing treatment temperature. The rate
of this increase is different, however, at different temperature
ranges. Three stages of density change were recognized [12]. a)
An initial stage (300-800K), with minimal density
increase due probably to the removal of moisture and some
volatile matter in the coke. The density increase observed was
0.05g/cm3 in the case of regular shot coke. Table 5 shows the results of sulphur removal for both types
of shot coke as compared with other types of Syrian coke in
general. Similar trends are observed in both cases, with a
notable exception in the temperature range 1450-1550K where
a marked drop in the degree of desulphurization of shot coke
was observed. At temperature ≥ 15 00K desulphurization
is normally inhibited by the formation of thermally-stable
metal sulphides [14]. This is mostly the case with shot coke,
which is usually rich in metal impurities as was pointed out
above. In the temperature range 1075–1175 K, the expected
increased degree of desulphurization is not observed in the
case of the clustered shot coke, with only 6% sulphur removal
as compared to 19% for regular shot coke and 18% for other
types of coke. Most of the sulphur removed during this stage b)
A second stage (800-1200) characterized by rapid
increase in density related to the evaporation of the volatile
matter adsorbed on the coke surface or in the pores. For
regular shot coke, with 9.9 VM (wt.%), the density increased
during this stage by 0.47 g/cm3. c)
A final stage (1200-1700), where the density increase
may be related to the rate of sulphur removal. The density
increased by 0.10g/cm3 for regular shot coke. Hassasn A H I. Thermal Treatment of Syrian Shot Coke. Recent Adv Petrochem Sci. 2017; 2(3): 555588. DOI: 10.19080/ How to cite this article: Hassasn A H I. Thermal Treatment of Syrian Shot Coke. Recent Adv Petrochem Sci. 2017; 2(3): 555
RAPSCI.2017.02.555588 0050 Recent Advances in Petrochemical Science This work is licensed under Creative
Commons Attribution 4.0 Licens
DOI: 10.19080/RAPSCI.2017.02.555588 Conclusion 14. Vrbanovic Z (1978) Possibility of using high temperature treatment of
petroleum coke to desulphurize it. Nafta (Zagreb) 2: 80-93. 14. Vrbanovic Z (1978) Possibility of using high temperature treatment of
petroleum coke to desulphurize it. Nafta (Zagreb) 2: 80-93. Effective desulphurization of shot coke was achieved by
means of thermal treatment to a temperature of 1700K and Your next submission with Juniper Publishers
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English
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Ethnotaxonomy of mastofauna as practised by hunters of the municipality of Paulista, state of Paraíba-Brazil
|
Journal of ethnobiology and ethnomedicine
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Journal of Ethnobiology and Ethnomedicine 2006, 2:19
doi:10.1186/1746-4269-2-19 Journal of Ethnobiology and Ethnomedicine 2006, 2:19
doi:10.1186/1746-4269-2-19 This article is available from: http://www.ethnobiomed.com/content/2/1/19 © 2006 Mourão et al; licensee BioMed Central Ltd. This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/2.0),
which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. Abstract It was aimed in the present work to report aspects related to identification, naming and
categorization of the mastofauna species of the caatinga biome, according to hunters' knowledge
of Northeast Brazil. The methods of free and semi-structured interviews and guided tours were
applied here. The data obtained were analyzed under the emic/etic point of view by comparing the
local people's knowledge to those reported in the literature. The inland hunters use some
classification models of mammals living around them as for example the folk taxonomy, and a
categorization based on the animal utility. Some species are preferably hunted for providing food
while others are hunted for therapeutic ends. Hunt techniques were made evident by the
informers. The retrieval and comprehension of the whole process related to such knowledge is
very important to evaluate the human culture and the protection that people exert on local
biodiversity, since these aspects have implications for the conservation and management of faunistic
resources. of studies in several areas of natural sciences. This knowl-
edge is the aim of ethnoscience studies, where the prefix
ethno refers to the system of knowledge and cognition that
are typical of each culture [4]. Journal of Ethnobiology and
Ethnomedicine BioMed Central BioMed Central Open Access Ethnotaxonomy of mastofauna as practised by hunters of the
municipality of Paulista, state of Paraíba-Brazil
José S Mourão1, Helder FP Araujo*2 and Fabiana S Almeida3 Address: 1Departamento de Biologia, Núcleo de Etnoecologia, Educação Ambiental e Gestão, Universidade Estadual da Paraíba. Campus
Universitário do Bodocongó, Campina Grande, PB, Brazil, 2Programa de Pós-Graduação em Ciências Biológicas (Zoologia), Departamento de
Sistemática e Ecologia, Universidade Federal da Paraíba, 58051-900 João Pessoa, PB, Brazil and 3Prefeitura de Serra Negra, RN, Brasil Email: José S Mourão - tramataia@uol.com.br; Helder FP Araujo* - hfparaujo@yahoo.com.br; Fabiana S Almeida - fabiologia2@hotmail.com
* Corresponding author Received: 21 November 2005
Accepted: 07 April 2006 Published: 07 April 2006 Methodological procedures We performed 20 free and open interviews, in Portuguese
language, with local hunters, inland herdsmen, in period
of 2003 and 2004. The hunters has a low literary degree,
however know to read and write. The biodiversity of the caatinga, (vegetation consisting of
thorny shrubs and stunted trees situated in the interland
of Northeast Brazil) have long been deemed as rather low
[10-12]. However, recent studies revealed a number of
animals expressively higher than the formerly reported
ones, tearing down the myth of the poor caatinga's biodi-
versity [13-15]. The figures currently reported, however,
may even be increased, since 41% of the entire caatinga
area [larger than 800,000 km2 in Northeast Brazil] has
never been scientifically investigated, and 80% of the
studied areas are rather small representative sampling
effort [16]. We asked about the mastofaunistic composition known
to them, followed by semi-structured direct forms on spe-
cific topics of the mastofauna, as nomination, identifica-
tion and use [20-22]. Only the most experienced hunters were interviewed. Their own choice followed the 'snow ball' technique, that
consists of the indication in sequence of recognized
informers, exactly, for the degree of experience [23,24]. The names of mammals known to the informers were
obtained from them by applying the free listing tech-
nique, that looks specific informations on a cultural
domain of the studied community. The hunters were
requested to list the names of known mammals [21]. The
limitations of free listing technique were overcome by
adopting the 'non-specific prompting' and 'reading back'
techniques. The first consists of questions made to the
informers when they declare not to remember of more
elements, however those inductions should be sentences
formulated that do not generate answers yes or not. The
second is a technique used soon after, where the
researcher reads the supplied list slowly and allowed the
citation, by informers, of items not listed previously
[21,25]. The dwelling places of inland herdsmen of the state of
Paraíba extend from the 'agreste' (a transitional microre-
gion between the littoral woods and the caatinga ecosys-
tems of the 'carirí', a quite semi-arid microregion) to
'sertão' (the caatinga ecosystems microregion on the
northwest) [17]. Such people grow crops and raise cattle,
besides carrying out hunting activities as means of subsist-
ence. The inland dweller is primarily a hunter, fisherman,
or grower, and only after that, he is able to carry out
another task [18]. The study area can be illustrated as follows: (i) nine species of non-sting
bees (Meliponinae) were discovered thanks to the Kayapó
Indian's ethnoentomology (in the Amazon basin) [6]; (ii)
the number of fishes forming lunar reproductive aggre-
gates, which are known to biologists, has more than dou-
bled as a consequence of ethnoichthyology of fishermen
from the Pacific islands [7]; (iii) the feeding behaviour of
marmosets of the genus Callithrix was evaluated with the
help of woodmen's ethnoethology of the State of Alagoas,
Northeast Brazil [8,9]. can be illustrated as follows: (i) nine species of non-sting
bees (Meliponinae) were discovered thanks to the Kayapó
Indian's ethnoentomology (in the Amazon basin) [6]; (ii)
the number of fishes forming lunar reproductive aggre-
gates, which are known to biologists, has more than dou-
bled as a consequence of ethnoichthyology of fishermen
from the Pacific islands [7]; (iii) the feeding behaviour of
marmosets of the genus Callithrix was evaluated with the
help of woodmen's ethnoethology of the State of Alagoas,
Northeast Brazil [8,9]. The municipality of Paulista is situated in a caatinga
region designated as septentrional inland depression,
whose geographic coordinates are at lat 6°35'58"S and
long 37°37'27"W and at an altitude of 160 m (Figure 1). The Piranhas River, a permanent watercourse, is the main
hydrologic resource of the municipality of Paulista. The climate of the region is typically semi-arid, with an
average annual rainfall of 400 mm. The population of that
municipality is of 15,349 [19]. Human being/animal is a quite ancient relation and an
extremely important connection to human societies,
because the latter depends very often on the former for
their survival. Ethnozoology was the name given to this
subfield of work by Mason in USA, in 1899, who defined
it as 'the zoology of the region as actually told by the
indigenous" [10]. Ethnozoology, as part of ethnobiology,
is concerned with the revelations of traditional popula-
tions' knowledge on wildlife, as well as their reciprocal
relationship that is aimed at understanding the role of
animals in the daily lives of human communities [9]. The natural environment, the caatinga, has the ground
covered with herbaceous but non-grassy plants and the
predominance of tropical xerophytes, which are tortuous
thorny shrubs and stunted trees, having small and cadu-
cous leaves [18]. Introduction
h k
l d The knowledge on natural world that peoples hand down
orally through the generations are usually denominated
as 'local' or 'traditional'. This knowledge is culturally
transmitted through the generations by using symbols,
phonetic, narratives, rituals, music, and dance [1], which
are imprinted in people's mind as memes [2]. There is a
variety of terms describing traditional knowledge and
practices, e.g. the indigenous technical knowledge (ITK),
traditional ecological knowledge (TEK), rural people
knowledge (RPK), traditional botanical knowledge (TBK),
and integrated knowledge system (IKS) [3]. Among the ethnosciences, the ethnobiology deserves spe-
cial attention by involving the analysis of the classifica-
tion system on Nature and for having a deep link with the
subjects of botany, zoology, and ecology. Lévi-Strauss was
one of the forerunners in this field of study, mainly for the
emphasis he gave to the classification systems allowing to
reach the logic of the native thought [5]. In the last years, traditional populations' wisdom has
been deemed as extremely important for the development There have been great contributions of ethnobiological
studies to the academic advancement of biology, which Page 1 of 7
(page number not for citation purposes) Page 1 of 7
(page number not for citation purposes) Journal of Ethnobiology and Ethnomedicine 2006, 2:19 http://www.ethnobiomed.com/content/2/1/19 Localizatio
Figure 1 Localization of the municipality of Paulista, in the caatinga region of the state of Paraíba, Northeast- Brazil
Figure 1
Localization of the municipality of Paulista, in the caatinga region of the state of Paraíba, Northeast- Brazil. p
y
,
g
g
,
g
Localization of the municipality of Paulista, in the caatinga region of the state of Paraíba, Northeast- Brazil. Some nominations of generics are not classified in hierar-
chical structure. However, they have a relation with cul-
tural and/or economical importance. Some generic
mentioned were also classified in an utilitarian way. In ethnotaxonomy, recongnized ethnobiological taxa are
taxonomically distributed as members of six mutually
exclusive ethonobiological ranks comparable in content
to the ranks of Western zoology and botany [27]. The six
ranks, in descending order of taxonomic inclusiveness, are
the kingdom, life-form, intermediate, generic specific and
varietal. The rank of kingdom is unique in that it but a sin-
gle member. For ethnobiologically, the kingdom corre-
sponds approximately to the biological taxons Plantae
and Animalia. Taxa of the life-form mark a small number
of highly distinctive morphotypes based on the recogni-
tion of the strong correlation of gross morphological
structure and ecological adaptation. Taxa of intermediate
rank are found most commonly as members of life-form
taxa, and are comprised of small numbers of folk generics
that show marked perceptual similarities with one
another. The most numerous taxa in folk biological taxon-
omies will be taxa of generic rank. Roughly 80 percent of
folk generic taxa in tipical folk systems are monotipic and
include no taxa of lesser rank. Taxa of the rank of folk spe-
cies partition folk generic taxa into two or more members;
in those systems where they occur, folk varietals further
subdivide folk species. Methodological procedures Despite the northeastern Brazilian
region be a vast field for ethnobiological studies, the
inlander's behaviour exploiting the natural resources has
not been much investigated [17]. The morphological characteristics of some mammals they
mentioned were obtained from the informers with the
help of photographs and cards containing the animal's
images, the scientific correspondents follow the nomen-
clature of the list of the Caatinga biome [26]. It was aimed in the present work to obtain information
about the regional mastofauna of Paraiban caatingas at
the municipality of Paulista and its use by local inland
herdsmen. Page 2 of 7
(page number not for citation purposes) Page 2 of 7
(page number not for citation purposes) Journal of Ethnobiology and Ethnomedicine 2006, 2:19 Journal of Ethnobiology and Ethnomedicine 2006, 2:19 http://www.ethnobiomed.com/content/2/1/19 Localization of the municipality of Paulista, in the caatinga region of the state of Paraíba, Northeast- Brazil
Figure 1
Localization of the municipality of Paulista, in the caatinga region of the state of Paraíba, Northeast- Brazil. Results and discussion The hunters' information totalled 20 genera of the masto-
fauna (Table I), which comprise 20 species of mammals
out of 148 known species of the caatinga biome [15,24]. The hunters we interviewed have got a detailed knowledge
of the mastofauna resource of caatinga ecosystems, which
enables them to show a folk taxonomy through identifica-
tion, denomination, and classification of organisms. This
way, they utilize morphological, ecological, and behav-
ioural criteria. Their ability for passing on information on
the habitat, trophic relations, behaviour, and morpholog-
ical details of animals, is a relevant feature of folk classifi-
cation systems, an aspect also found among other
Brazilian human groups reported elsewhere [27-36]. Biological classifications make up a general reference sys-
tem on biological diversity and are actual storehouse of Page 3 of 7
(page number not for citation purposes) http://www.ethnobiomed.com/content/2/1/19 Journal of Ethnobiology and Ethnomedicine 2006, 2:19 Table 1: The generic folk of the mastofauna mentioned by the hunters of the municipality of Paulista, State of Paraíba, showing their
respective scientific names, local habitats, and the habitats reported in the literature: 1 39 and 2 40
Habitats of the mammals
Generic folk
Corresponding taxon
Macrohabitat
Microhabitat
Habitats/[literature]
Artiodactyla Tayassuidae
Collared peccary
Pecari tajacu
.....Rocky hill
Den
Den/[2]
Carnivora Canidae
Crab-eating fox
Cerdocyon thous
Sertão
Burrow and den
Thickets, tablelands/[2]
Jaguarundi
Felididae Herpailurus
yaguarondi
Everywhere
Den and tree
Rocky hill and tablelands/
[1]
Margay
Leopardus ........wiedii
Everywhere
Den and tree
Rocky hill and tablelands
[1]
Greater grison
Mustelidae Galictis vittata
and/or G. Results and discussion cuja
Rocky hill
Burrow, den, tree
(No reference)
Crab-eaten raccoon
'Guará'
Procyonidae Procyon
cancrivorus (Unidentified
species)
'Island'* Rocky hill, 'island'
Den, tree Den
Thickets/[1] (No
reference)
Didelphimorphia
Skunk and 'timbu'
(opossums)
Didelphidae
Rocky hill, 'island'
Burrow, den tree
Rocky hills, trees/[1]
Primates Callithrichidae
Common marmoset
Callithrix jacchus Cebidae
Sertão
Slope, tree
Trees [2]
Tufted capuchin
Cebus apella
Rocky hill
Tree
Trees [2]
Rodentia Caviidae
Rock cavy
Kerodon rupestris
Rocky hill
Cracks in the stones
Caves, grottos, rocky hills/
[1]
Spix's yellow- toothed cavy
Galea spixii
Everywhere
Den and crevices in the
rocks
Rocky hills and grass fields/
[1]
Rats
Muridae
Everywhere
(No reference)
Xenarthra Dasypodidae
Nine-banded armadillo
Dasypus novemcinctus
Rocky hill, 'island'
Burrow
Burrows in rocky hills/[1]
Six-banded armadillo
Euphractus sexcinctus
Rocky hill, 'island'
Burrow, den
Burrows in rocky hills/[1]
Giant anteater
Mymercophagidae
Mymercophaga tridactyla
Rocky hill, 'island', Woods
Den, tree
(No reference)
Southern tamandua
Tamandua tetradactyla
Rocky hill, 'island', Woods
Den, tree
(No reference)
* 'Island': a lowland area surrounded by stagnant water Table 1: The generic folk of the mastofauna mentioned by the hunters of the municipality of Paulista, Sta
respective scientific names, local habitats, and the habitats reported in the literature: 1 39 and 2 40 evident that there is a great diversity of distinct kinds of
mammals. The most related or similar kinds are generally
grouped in one single category called 'family', as can be
noticed from some parts of their interviews: information [37]. In this sense, ethnobiological classifica-
tions are also a storehouse of information, since they con-
tain immense richness of information on the biology,
ecology, and ethology of several groups of animals and
plants. • 'I think that they are of the same family: skunk, anteater, and
opossum are of a same similarity'. The ethnobiological classification system is conceptually
organized as a shallow hierarchical structure [27]. Thus,
hunters categorize mammals hierarchically, as we can
observe from their expressions: 'there are two kinds of ant-
eaters'; 'there are many kinds of cats'. • 'The six- and nine-banded armadillos are quite alike: they
must belong to the same group'. • 'Anteater and skunk have similar furs'. 'I believe that the
crab-eating raccoon and crab-eating fox are of a single family;
of a single species'. According to the hunters, a mammal is any sort of animal
that has the habit of feeding its young on milk. * 'Island': a lowland area surrounded by stagnant water Journal of Ethnobiology and Ethnomedicine 2006, 2:19 • 'Monkey and marmoset are of the same species; some of them
being larger than others'. useful for their identification. The generic folk rat (Muri-
dae) has got a tail that makes it distinct from the rock cavy
(K. rupestris). This latter and the Spix's yellow-toothed
cavy (G. spixii) differ with respect to body length, the red
hind back of the former and also with respect to their hab-
itats; the informers say these are the most conspicuous
features of each generic folk. The animals' habitats in the
caatinga are classified by the hunters as 'macrohabitats',
like (i) rocky hills, (ii) sertão, a plain covered by the native
vegetation, and (iii) 'island', a lowland area surrounded
by stagnant water; and 'microhabitats', like (a) burrow,
(b) den, among rocks, (c) cave, (d) tree, (e) slopes, (f) tree
hole, and (g) dark hiding places. In Table I the habitats of
the generic terms mentioned here are presented, in com-
parison with other denominations reported elsewhere. This kind of habitat categorization, also used for identify-
ing organisms concerning their distribution and the areas
they share, has been widely reported in the ethnoecologi-
cal literature on several human populations [8,42-44]. Those groupings do not indicate hierarchical relations in
taxonomy folk, but they are made with morphologic sim-
ilarities and allow a comparison with the biological tax-
onomy. Within the scientific taxonomy, the rock cavy
(Kerodon rupestris) and the Spix's yellow-toothed cavy
(Galea spixii), and rats (several species of Muridae) are spe-
cies of the same order Rodentia, which were grouped in
the same ethnobiological taxon by the informers. The
hunters also use another form for identifying the animals,
through ecological criterion, i.e. their feeding habits, as in
the generic folk cat (several species of Felidae) and the
crab-eating raccoon (Procyon cancrivorus), which are carni-
vores (order Carnivora]. The semantic and ecological
dimensions of animal identification show how important
it is to recognize it for our comprehension on popular tax-
onomy [22]. Nominations that indicate hierarchical and
no-hierarchical relations were also recorded in a study of
classification ethnozoological of Nage, in western Indone-
sia [38]. In the same way of the generic folk above-mentioned, the
informers say that the crab-eating raccoon (P. carnivorus)
and the 'guará', an unidentified species of the family Cani-
dae, differ with respect to size and colour: this latter is a
smaller and more dark-coloured animal. Journal of Ethnobiology and Ethnomedicine 2006, 2:19 The generic
'ticaca' and 'timbu' (both species are some kind of opos-
sum, family Didelphidae) differ by their morphology, like
type and coloration of fur, as said by one of the informers:
'the "timbu" has a naked tail and the "ticaca" is black, with
white stripes on its back, which are not present on the "timbu's"
back'. Besides the hierarchical categorization, hunters use other
classification systems. They classify mammals, for exam-
ple, according to their utility (for human purposes):
'hunting animals' and just 'animals'. In the former cate-
gory they include the nine-banded armadillo (Dasypus
novemcinctus) and the six-banded armadillo (Euphractus
sexcinctus) which are of the same generic folk and are the
most hunted animals. Such classification criteria have also
been used by other peoples of aural tradition, like the
Montagnais ethnozoological classification [42], which
categorize the animals as edible (red meat and white
meat) and non-edible. Several studies focusing the folk taxonomy have reported
that Indian people and fishermen, besides using morpho-
logical classification criteria, also use, for example, ecolog-
ical and behavioural criteria for denominating and
identifying animal groups [34,36,22]. In studies on the
avifauna classification used by the Wayampi, an Amazo-
nian native people of Brazil, it was observed the prepon-
derance of such criteria, added up of characteristics from
their religious belief [30]. The inland hunters of the State of Paraíba identify and
name mammals by taking in account their colour, body
shape, size, or a typical characteristic of any part of the
animal. As an example, the generic 'red cat' or margay
(Leopardus wiedii) is so called because 'it is entirely red'. They also justify naming some mammals for their analogy
with objects, like the anteater called by them as 'taman-
duá-bandeira' literally meaning 'flag anteater', because of
its fury tail looking like a flag (a designation widely
known in Brazil for this animal). Another anteater is
called by the hunters as 'leather-tailed' anteater because of
its naked tail, or as they say: 'it's smooth; it's really a long
leathery tail'. The same criteria they use for naming mam-
mals are generally used for identifying them. http://www.ethnobiomed.com/content/2/1/19 Journal of Ethnobiology and Ethnomedicine 2006, 2:19 Results and discussion This is a
purely biological-based classification criterion, where the
taxon of the life-form is known as animals that suck or
that possess mammary glands. Despite they recognize this
category as bearing similar characteristics, they also make • 'The cat, despite its different fur, is also an animal that feeds
on the same kind of food that is preferred by the crab-eating rac-
coon and crab-eating fox'. • 'The cat, despite its different fur, is also an animal that feeds
on the same kind of food that is preferred by the crab-eating rac-
coon and crab-eating fox'. Page 4 of 7
(page number not for citation purposes) Page 4 of 7
(page number not for citation purposes) (page number not for citation purposes) http://www.ethnobiomed.com/content/2/1/19 Page 5 of 7
(page number not for citation purposes) http://www.ethnobiomed.com/content/2/1/19 from January to March, we would kill one or more individuals
because the poor pups are in the cave waiting that their parents
feed them'. since they provide variations for a further selection by
their peers. Ecological history makes use of the study of
changes in the environmental language to infer that his-
tory, not evolutionary events, is responsible for the chief
changes in the relations between the human society and
its close environment [45]. This is the way the hunters have to manage their local ani-
mal resources, by sparing the females and their pups' lives. However, hunting and deforestation are still the main fac-
tors threatening those animal species in the wild, in the
region we studied. That paradox suggests a deeper investi-
gation, where can generate quantitative informations
about the abundance of the resources mastofaunistics and
of the respective hunt products. Like this, showing to real
relation resource/hunt of the area. The use of mastofauna Food is not simply implicit in the category denominated
'animals', say the inland hunters, who consider as such,
just the 'hunting animals'. These are: nine-banded arma-
dillo (D. novemcinctus), six-banded armadillo (E. sexcinc-
tus), Spix's yellow-toothed cavy (G. spixii), and rock cavy
(K. rupestris), which are also used for other purposes. The
armadillos are their favourite generic folk, being the nine-
banded armadillo's meat the most appreciated by the
hunters. Such preference is confirmed in other northeast-
ern Brazilian states [46], like in Alagoas where 100% of
hunters elected this animal's meat as the one with the best
pleasant taste, being then one of the most hunted animals
[47]. In the Paraiban interland the rock cavy is used as
food and its curd is utilized for making cheese. Acknowledgements We are grateful for the hunters of municipality of Paulista, since our
research was founded on their knowledge. We are also grateful to CAPES
(Coordenadoria de Aperfeiçoamento de Pessoal de Ensino Superior). 17.
Diegues AC, Arruda RS: Saberes tradicionais e biodiversidade no Brasil
Brasília: Ministério do Meio Ambiente. São Paulo: USP; 2001. Journal of Ethnobiology and Ethnomedicine 2006, 2:19 http://www.ethnobiomed.com/content/2/1/19 http://www.ethnobiomed.com/content/2/1/19 Journal of Ethnobiology and Ethnomedicine 2006, 2:19 Such identi-
fication criteria are purely morphological, like the ones
used for the generic folk Spix's yellow-toothed cavy (Galea
spixii) and the rock cavy (Kerodon rupestris), and also for
rats (several species of Muridae), whose body shapes and
existent or non-existent body parts and even their size are Cultural and biological diversity are partly responsible for
the richness of names recorded in the folk taxonomy. This
is one of the reasons concerning the importance of ethno-
biological studies of the denominations that local human
populations give to the flora and fauna. This makes easier
our understanding on human/Nature relations and can be
useful for testing the possible effects of cultural evolution
for maintaining certain denominations [22]. Fishermen
in the State of Alagoas use fishing nomenclature com-
posed of synonymies, emergent names, and the most
commonly used names [8]. The emergence and localiza-
tion of ichythyonymic denominations may be used as an
evidence of cultural evolution of fishermen communities, Page 5 of 7
(page number not for citation purposes) Page 5 of 7
(page number not for citation purposes) Journal of Ethnobiology and Ethnomedicine 2006, 2:19 References 1. Toledo MP: What is ethnoecology? Origins, scope and impli-
cations of a rising discipline. Etnoecológica 1992, 1:5-21. 1. Toledo MP: What is ethnoecology? Origins, scope and impli-
cations of a rising discipline. Etnoecológica 1992, 1:5-21. 2. Dawkings R: O gene egoísta São Paulo; 1979. 3. Martin GL: Ethnobotany: methods manual London: Campamam & Hall;
1995. 3. Martin GL: Ethnobotany: methods manual London: Campamam & Hall;
1995. All the other animals are of secondary importance for
them, being only used if captured by the hunters. Cats'
furs for example, are only used as ornament; and other
animals can be caught and kept in captivity as pets. 4. Campos MD'O: Etnociência ou etnografia de saberes, técnicas
e práticas. In Métodos de Coleta e Análise de Dados em Etnobiologia,
Etnoecologia e Disciplinas Correlatas Edited by: Amorozo MCM, Ming
LC, Silva SP. Rio Claro: UNESP/CNPq; 2002. q
5. Begossi A: Ecologia Humana: Um enfoque das relações
homem-ambiente. Interciência 1993, 18:121-131. 6. Posey D: Introdução-Etnobiologia: Teoria e Prática. In Suma
Etnológica Brasileira Edited by: Ribeiro B. Petrópolis: Vozes;
1986:15-25. The traditional populations of the Paraiban interland also
use local faunistic resources for medical purposes in the
same way they use the phytotherapeutical resources [48]. When asked about that, the hunters said the generic folk
Spix's yellow-toothed cavy (G. spixii), rock cavy (K. rupes-
tris), and skunk (Didelphidae) are the most hunted ani-
mals, whose meat and its broth are used for treating
rheumatism, weakness, and loss of appetite. 7. Johannes RE: The utilitarian factor in folk biological classifica-
tion. American Antropologist 1981. 8. Marques JGW: Aspectos ecológicos na Etnoictiologia dos Pes-
cadores do Complexo Estuarino – Lagunar Mundaú – Mangu-
aba. In Tese Universidade Federal de Campinas, Campinas – SP;
1991. 9. Sanches RA: Caiçaras e a estação ecológica da Juréia-Itatins
(litaoral sul – SP): uma abordagem etnográfica e etnoecológ-
ica para o estudo da relação homem e meio ambiente. In Dis-
sertação Universidade de São Paulo, São Paulo-SP; 2000. http://www.ethnobiomed.com/content/2/1/19 http://www.ethnobiomed.com/content/2/1/19 18. Mendes BV: Biodiversidade e Desenvolvimento Sustentável do Semi-árido
Fortaleza: SEMACE; 1997. 43. Thé APG: Etnoecologia e produção pesqueira dos pescadores
da represa de Três Marias-MG. In Dissertação Universidade Fed-
eral de São Carlos, São Carlos -SP; 1999. 19. Projeto Alvorada:: Relação dos municípios do estado da
Paraíba. [http://www.assistenciasocial.gov.br/relcrys/alvorada/
docs/PB.pdf.]. Accessed in: 3.II.2005. 44. Costa-Neto EM: Etnoictiologia, Desenvolvimento e Sustenta-
bilidade no Litoral Norte Baiano. Um Estudo de Caso entre
pescadores do Município de Conde. Dissertação de Mestrado-
UFAL- Maceió – AL; 1998. 20. Bernard HR: Research Methods in Cultural Anthropology Newbury Park:
Sage Publication; 1998:520. 45. Balée W: Biodiversidade e os índios amazônicos. In Amazônia
etnologia e historia indígena FAPESP/NHII; 1994:385-393. g
21. Albuquerque UP, Lucena RF: Métodos e técnicas para coleta de
dados. Métodos e técnicas na pesquisa etnobotânica 2004:37-62. 46. Paiva MP: Fauna do Nordeste do Brasil Conhecimento Científico e Pop-
ular. Fortaleza – BNB; 1995. 22. Montenegro SCS: A Conexão Homem/Camarão (Macrobra-
chium acanthurus e M. carcinus) no Baixo São Francisco
Alagoano: uma abordagem etnoecológica. In Tese Universi-
dade Federal de São Carlos, São Carlos – SP; 2002. 47. Silva GA: Mamíferos de importância cinegética na Várzea de
Marituba e na Fazenda Boa Vista, Alagoas: espécies caçadas
e métodos de caça. In Dissertação Universidade Federal de
Alagoas, Maceió; 1993. 23. Bailey K: Methods of social reached 4th edition. New York: The Free
Press; 1994:588. 48. Bonifácio KM: Pescadores e Peixes: um estudo sobre o con-
hecimento ecológico tradicional dos pescadores do Açude
Bodocongó, Campina Grande -PB. Simpósio Brasileiro de Etnobi-
ologia, 4. Resumos 2002. 24. Albuquerque UP, Lucena RF: Seleção e escolha dos informantes. In Métodos e técnicas na pesquisa etnobotânica Edited by: Albuquerque
UP, Lucena RF. Recife: Livro Rápido; 2004:19-35. 25. Brewer DD: Supplementary interviewing techniques to max-
imize output in free listing tasks. Field Methods 2002,
14(1):108-118. ( )
26. Oliveira JA, Gonçalvez PR, Bonvicino CR: Mamíferos da Caatinga. In Ecologia e conservação da Caatinga Edited by: Leal IR, Tabarlli M, Silva
JMC. Editora Universitária, Universidade Federal de Pernambuco,
Recife; 2003:275-302. 27. Berlin B: Ethnobiolocal Classification: Principles of categorization of plants
and animals in traditional societies Princepton, Princepton University
Press; 1992. 28. MaranhÃo T: Naútica e classificação ictiológica em Icaraí,
Ceará: um estudo em antropologia cognitva. Dissertação de
Mestrado, UNB, Brasília- DF. 1975. 29. Silva GO: Tudo que tem na terra tem no amar. The hunter's collection techniques and their implications 10. Vanzolini PE, Ramos-Costa AMM, Vitt LJ: Répteis das Caatingas
Academia Brasileira de Ciências. Rio de Janeiro; 1980. The hunter's collection techniques and their implications
The hunters themselves report that these are sporting and
subsistence hunting, and for both kinds they utilize shot-
gun during the day for capturing mammals, birds, and
reptiles. During the night they make use of dogs for cap-
turing armadillos and skunk. A hunter said: '... we arrive at
the hill around 10 pm; we loose the dogs and sit down waiting
for them; they come back and we move to another place walking
for 10 or 15 minutes; the dogs find the animal's burrow and we
dig the animal out and capture it'. 11. Andrade-Lima D: Present-day Forest refuges in northeastern
Brazil. In Biological diversification in the tropics Edited by: Prance. Columbia Univ. Press, New York; 1982:123-135. 12. Prance GT: Vegetation. In Biogeography and Quaternary history in
tropical America Edited by: Whitmore TC, Prance GT. Oxford Science
Publications; 1987:28-45. 13. Leal IR, Tabarlli M, Silva JMC: Ecologia e conservação da Caatinga Edi-
tora Universitária, Universidade Federal de Pernambuco, Recife;
2003. 14. Silva JMC, Tabarelli M, Fonseca MT, Lins L: Biodiversidade da Caatinga:
áreas prioritárias para conservação Ministério do Meio Ambiente,
Brasília; 2004. 15. Leal IR, Silva JMC, Tabarelli M, Lacher TE: Changing the course of
biodiversity conservation in the Caatinga of Northeastern
Brazil. Conservation Biology 2005, 19(3):701-706. The interviewers report that they do not like to hunt from
December to March because of the females' reproductive
period or because they are caring after their pups. The
hunters said: 'We do not hunt in December and January
because the females are pregnant; and we do not hunt during
the pups' birth period because if we kill the pregnant female we
would kill "one plus four individuals"; and if we kill an animal 16. Tabarelli M, Vicente A: Conhecimento sobre plantas lenhosas
da Caatinga: lacunas geográficas e ecológicas. In Biodiversidade
da Caatinga: áreas prioritárias para conservação Edited by: Silva JMC,
Tabarelli M, Fonseca MT, Lins L. Ministério do Meio Ambiente,
Brasília; 2004:101-111. 17. Diegues AC, Arruda RS: Saberes tradicionais e biodiversidade no Brasil
Brasília: Ministério do Meio Ambiente. São Paulo: USP; 2001. Page 6 of 7
(page number not for citation purposes) Page 6 of 7
(page number not for citation purposes) (page number not for citation purposes) Journal of Ethnobiology and Ethnomedicine 2006, 2:19 http://www.ethnobiomed.com/content/2/1/19 A classificação
dos seres vivos entre os trabalhadores da pesca em Piratin-
inga. Rio de janeiro, FUNARTE/Instituto Nacional do Folclore 1988. g
j
30. Jensen AA: Sistemas indígenas de classificação de aves: aspectos compar-
ativos, ecológicos e evolutivos Belém, Museu Paraense Emílio Goeldi;
1988. 31. Begossi A, Garavello JC: Notes on the ethnoichthyology od fish-
ermen from the Tocantins river (Brazil). Acta Amazônia 1990,
20:341-118. 32. Paz VA, Begossi A: Ethnoichthyology of Gamboa Fishermen of
Septiba Bay, Brazil. J Ethnobiol 1996, 16(2):157-168. 33. Costa Neto E: Etnoictiologia, desenvolvimento e sustentabili-
dade no litoral norte baiano. Um estudo de caso entre pes-
cadores do município do Conde. In Dissertação Universidade
Federal de Alagoas. Maceió – AL; 1998. g
34. Mourão JS, Nordi N: Principais critérios utilizados por pes-
cadores artesanais na taxonomia folk dos peixes do estuário
do rio Mamanguape, Paraíba-Brasil. Interciência 2002,
27(11):607-612. (
)
35. Mourão JS, Nordi N: Comparações entre as taxonomias folk e
científica para peixes do estuário do rio Mamanguape,
Paraíba-Brasil. Interciência 2002, 27(12):664-668. (
)
36. Araujo HFP: Composição da avifuana e etnoornitologia em
complexos estuários-manguezais no estado da Paraíba –
Brasil. Dissertação. Universidade Federal da Paraíba. João Pessoa-PB
2002. 37. Hennig W: Phylogenetic Sistematic Urbana III. University of Tlenois
Press; 1966. 38. Forth G: Ethnozoological Classification and Calssificatory
Language among the Nage of Eastern Indonesia. J Ethnobiol
1995, 15(1):45-69. http://www.ethnobiomed.com/content/2/1/19 Publish with BioMed Central and every
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39. Varella-Freire , et al.: Zoogeografia do Rio Grande do Norte III. Lista preliminar dos mamíferos da Estação Ecológica do
Seridó, SNN-RN. In Caderno Norte-riograndense de Temas Geográfi-
cos Universidade Federal do Rio Grande do Norte, Natal – RN; 1997
37. Cabrera A, Yepes J: Mamíferos Sud. Americanos – Vidas, Costum-
bres y Descipicion. Buenos Aires: Compañia Argentinas de Editores;
1995. 40. Ihering RV: Dicionário dos Animais do Brasil São Paulo: Editora Univer-
sidade de Brasília;; 1968. 41. Clément D: Why is taxonomy utilitarian? Journal of Ethnobiology
1995, 15:1-44. 42. Mourão JS: Classificação e Ecologia de Peixes Estuarinos por
Pescadores do Estuário do Rio Mamanguape-PB. In Tese Uni-
versidade Federal de São Carlos, São Carlos -SP; 2000.
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Restless Legs Syndrome/Willis–Ekbom Disease Is Prevalent in Working Nurses, but Seems Not to Be Associated with Shift Work Schedules
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Frontiers in neurology
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R Siri Waage1,2*, Ståle Pallesen3, Bente Elisabeth Moen1,4 and Bjørn Bjorvatn1,2 1 Department of Global Public Health and Primary Care, University of Bergen, Bergen, Norway, 2 Norwegian Competence
Center for Sleep Disorders, Haukeland University Hospital, Bergen, Norway, 3 Department of Psychosocial Science,
University of Bergen, Bergen, Norway, 4 Centre for International Health, University of Bergen, Bergen, Norway Insomnia and excessive sleepiness are among the most commonly reported sleep
problems related to shift work. Sleep-related movement disorders have, however,
received far less attention in relation to such work schedules. The objective of this
study was to investigate the association between different shift work schedules and
the prevalence of Restless legs syndrome/Willis–Ekbom disease (RLS/WED) in a large
sample of Norwegian nurses. Our hypothesis was that shift working nurses would report
higher prevalence of RLS/WED compared to day workers. A total of 1,788 nurses with
different work schedules (day work, two-shift rotation, night work, three shift rotation)
participated in a cohort study, started in 2008/2009. Four questions about RLS/WED
based on the diagnostic criteria were included in wave 4 (2012). RLS/WED prevalence
rates across different shift schedules were explored by the Pearson chi-square test. Logistic regression analysis was used to assess the association between RLS/WED
and work schedules and shift work disorder (SWD) with adjustment for sex, age, marital
status, smoking, and caffeine use. In total, 90.0% of the nurses were females, mean age
36.5 years (SD = 8.6, range 25–67). The overall prevalence of RLS/WED was 26.8%. We found no significant differences between the prevalence of RLS/WED across the
different shift schedules, ranging from 23.3% (day work) to 29.4% (night work). There
was a significant difference (p < 0.001) in the prevalence of RLS/WED between nurses
having SWD (33.5%) compared to nurses not having SWD (23.8%). SWD remained
significantly associated with RLS/WED in the adjusted logistic regression analysis (1.56,
CI: 1.24–1.97). This study did not support the hypothesis. RLS/WED was associated
with SWD, which might indicate that nurses vulnerable to shift work also are sensitive to
other complaints related to a misalignment of the biological clock. Keywords: RLS, WED, sleep, shift work disorder, shift work, night work Citation: Waage S, Pallesen S, Moen BE and
Bjorvatn B (2018) Restless Legs
Syndrome/Willis–Ekbom Disease Is
Prevalent in Working Nurses, but
Seems Not to Be Associated with
Shift Work Schedules. Original Research
published: 29 January 2018
doi: 10.3389/fneur.2018.00021 Edited by:
Thomas Pollmächer,
Klinikum Ingolstadt, Germany Reviewed by:
Thomas Christian Wetter,
University of Regensburg, Germany
Fabrizio De Carli,
Istituto di Bioimmagini e Fisiologia
Molecolare (CNR), Italy Reviewed by:
Thomas Christian Wetter,
University of Regensburg, Germany
Fabrizio De Carli,
Istituto di Bioimmagini e Fisiologia
Molecolare (CNR), Italy *Correspondence:
Siri Waage
siri.waage@uib.no *Correspondence:
Siri Waage
siri.waage@uib.no Specialty section:
This article was submitted to
Sleep and Chronobiology,
a section of the journal
Frontiers in Neurology Received: 08 November 2017
Accepted: 11 January 2018
Published: 29 January 2018 Edited by:
Thomas Pollmächer,
Klinikum Ingolstadt, Germany INTRODUCTION Shift work is associated with impaired health, whereof sleep problems are among the most commonly
reported complaints (1, 2). Work schedules that involve night work are in particular associated with
sleep problems, i.e., sleep onset and maintenance difficulties, reduced sleep duration, and exces-
sive sleepiness during work (3). About 95% of shift workers working nights report sleep problems January 2018 | Volume 9 | Article 21 Frontiers in Neurology | www.frontiersin.org 1 RLS/WED Associated with Shift Work Waage et al. most of the nurses in Norway. The initial sample comprised five
equal strata based on the numbers of years since graduation from
nursing school (0–11 months, 1–3 years, 3.1–6 years, 6.1–9 years,
and 9.1–12 years). A total of 2,059 (response rate = 38.1%) com-
pleted the questionnaire at the first wave (2008/2009). In order to
increase the study population, an additional sample of 906 newly
educated nurses (response rate = 33.1%) was recruited in 2009. The total sample in wave 1, therefore, included 2,965 nurses. The
nurses who responded to the first wave were invited to participate
in annual follow-ups by receiving questionnaires sent by postal
mail with prepaid envelopes for returning the completed forms. Up to two reminders were sent for each wave to those who did
not respond. For each wave, the nurses received information
about a lottery performed upon completing and returning the
questionnaires, where 25 individuals would win a gift card with a
value of 500 NOK (~70 US $). The present study reports findings
based on data from the fourth (2012) wave. In 2012, 2,198 nurses
completed the questionnaire, yielding a response rate of 74.1%. Nurses who reported that they were no longer working as nurses
in wave 4 were excluded from the analyses, leaving a total study
population of 1,788 nurses. compared to 40% of day workers (4). Night workers are on duty
during their biological resting phase and try to sleep during their
biological active phase which has been proposed as a cause to
sleep and health problems (5). Even though insomnia and excessive sleepiness have been
widely studied in relation to shift work, other sleep disorders,
like for instance sleep-related movement disorders, have received
little attention in this type of working population. Shift Work Disorder (SWD)t Shift work disorder was measured with three previous used ques-
tions (15, 16) based on the minimal criteria from the Diagnostic
and Coding Manual from the second edition of the International
Classification of Sleep Disorders (ICSD-2) (17). The questions
were: (a) do you experience either difficulties sleeping or experi-
ence excessive sleepiness? (yes or no), (b) is the sleep or sleepiness
problem related to a work schedule that makes you work when
you normally would sleep? (yes or no), and (c) have you had this
sleep or sleepiness problem related to the work schedule for at
least 1 month? (yes or no). Participants were classified as having
SWD when they responded “yes” to all three questions. Instruments
Demographicsh Despite the fact that the occurrence of RLS/WED seems to be
influenced by a circadian component, few studies have investigated
the relationship between shift work and this disorder. The few
existing studies on this topic show inconsistent results (11–13). Both sleep deprivation and fatigue might trigger RLS/WED
symptoms; however, the impact of chronic circadian disruption
on RLS/WED is unclear. Shift work is associated with reduced
sleep duration (3), which may aggravate RLS/WED. Sleeping on
a regular schedule, following proper sleep hygiene, eliminating
caffeine before sleep, no smoking, exercising, and losing weight
are some of the most common behavioral recommendations
to ease and prevent symptoms of RLS/WED (7). Still, many of
these recommendations are difficult to adhere to when working
shifts. Notably, shift work is associated with higher BMI, sleeping
at irregular times, use of caffeine to prevent sleepiness at work
and the like (14). Against this backdrop, it is conceivable that
shift work may be associated with increased rates of RLS/WED. Therefore, the present study aimed to investigate the association
between different shift work schedules and the prevalence of RLS/
WED in a population of Norwegian nurses. Our main hypothesis
was that shift working nurses would report higher prevalence of
RLS/WED compared to day workers. The demographic variables were collected in wave 4, except for
age and sex that were collected in wave 1. The questionnaire
included data on the sociodemographic variables; marital status
and caretaker responsibility for children in the household, work-
related variables; work schedule (day only, evening only, two-shift
including day and evening, night only, three-shift schedule
including day, evening and night, and other schedules), type and
percentage of full time position, and life-style variables; daily
smoking (yes/no), daily number of cups of caffeine and body
mass index. Due to low numbers, the nurses who were working
“evening shift only” (n = 8) and “other schedules involving night
shifts” (n = 57) were excluded from the analysis. Also nurses who
did not report their work schedule (n = 19) were excluded. INTRODUCTION One common
sleep-related movement disorder is Restless legs syndrome/
Willis–Ekbom disease (RLS/WED), which is characterized by
unpleasant sensations in the legs represented by crawling, pulling
and creeping feelings, and with an urge to move the legs (6). The
diagnosis is also described as a circadian disorder of sensory-
motor integration (7). The symptoms show a clear circadian
rhythmicity and worsen during evening and night or while at rest. The symptoms typically occur at the transition between waking
and sleep, disrupting sleep onset, or the return to sleep (8). The
symptoms are relieved, at least for a short time, when moving,
walking, rubbing, and massaging the legs (6). Prevalence rates of
RLS/WED in Europe and the USA are reported to be between 2.4
and 10.8% (9). In the general population in Norway, a prevalence
of 14.3% was reported, in which about half reported symptoms of
moderate to very severe degree (10). Studies have shown that RLS/
WED is more prevalent among females and increases with age (9). MATERIALS AND METHODS Procedure and Participantsh p
The data stemmed from the ongoing longitudinal cohort study
“SUrvey of Shift work, Sleep and Health (SUSSH)” among
Norwegian nurses. The first data collection was conducted during
winter 2008/2009 (wave 1) when a sample of 5,400 nurses was ran-
domly selected from the Norwegian Nurses Organisation’s (NNO)
membership roll and invited to participate. The NNO includes Restless Legs Syndrome/Willis–Ekbom Disease Restless Legs Syndrome/Willis–Ekbom Disease
RLS/WED was assessed with questions based on the ICSD-2
(17), and in line with the current third edition of this diagnostic
system (8). Four questions were used to make a diagnosis of RLS/
WED: (a) during the past 3 months, have you had an urge to January 2018 | Volume 9 | Article 21 Frontiers in Neurology | www.frontiersin.org 2 RLS/WED Associated with Shift Work Waage et al. Table 1 | Demographic characteristics of Norwegian nurses included in the
study. Sex (n = 1,787): female
90.0%
Age in years; mean and SD (n = 1,784)
36.5 (8.6)
Married/cohabiting (n = 1,762)
74.2%
Children living at home (n = 1,744): yes
54.5%
Smoking (n = 1,778): yes
8.9%
Cups of caffeine daily; mean and SD (n = 1,784)
3.5 (2.5)
Body mass index; mean and SD (n = 1,771)
25.1 (4.5) Table 1 | Demographic characteristics of Norwegian nurses included in the
study. move the legs or arms, usually accompanied with discomfort or
unpleasant sensations in the legs or arms? (b) If yes, does this
urge start or increase when you are resting, such as when lying
or sitting? (c) Is the urge to move or the unpleasant sensation
partially or completely relieved when you are moving, such as
when walking or stretching? (d) Is the urge to move or unpleasant
sensation worse late in the day or at night compared with the rest
of the day? All four questions were rated “yes” or “no.” Only those
who answered yes to all four diagnostic criteria were defined as
suffering from RLS/WED. RESULTS Demographic characteristics are presented in Table 1. In total,
1,608 (90.0%) of the nurses were females and 179 (10.0%) were
males. Mean age in 2012 was 36.5 years (SD = 8.6, range 25–67). Altogether, 12.5% were day only workers, 34.6% were two-shift
workers, 8.1% were night only workers, and 44.8% were three-
shift workers. Mean age of the day only workers was 39.1 years,
37.2 years among the two-shift workers, 36.0 years among the
night only workers, and 35.3 years among three-shift workers,
respectively. Close to three quarters (74.2%) of the nurses were
married/cohabiting, and 54.5% had children living at home.h Statistics IBM SPSS Statistics 23 for Windows was used for the statistical
analyses. The prevalence of RLS/WED in relation to the different
types of shift schedules was explored by the Pearson chi-square
test. In addition, logistic regression analyses were used to assess
RLS/WED as the dependent variable with work schedule (day
only, two-shift, night only and three-shift, day shift as reference)
and SWD as predictors and with sex, age, marital status, smoking,
daily cups of caffeine use as covariates. In the total sample of nurses, 30.7% (n = 532) were classified as
having SWD. There was a significant difference (p < 0.01) in the
prevalence of RLS/WED between nurses having SWD (33.5%)
compared to nurses not having SWD (23.8%). Table 3 reports the results from the logistic regression analyses
with two predictors and five covariates where RLS/WED com-
prised the dependent variable. Only age and having SWD were
positively associated with RLS/WED. Table 4 reports similar
results from the adjusted logistic regression analyses with the
same predictors and covariates where severe and frequent RLS/
WED comprised the dependent variable. Ethicsh The study was approved by the Regional Committee for Medical
and Health Research Ethics of Western Norway (REK-West, no
088.08). Informed consent in written form was obtained from all
participants. the comparisons of severe RLS/WED and severe and frequent
RLS/WED across the different work schedules, also showing
non-significant associations. In terms of RLS/WED prevalence,
there were no significant differences when comparing day only
to the two-shift schedule (p = 0.17), day only compared to night
only (p = 0.21), and day only compared to the three-shift schedule
(p = 0.32).i Frontiers in Neurology | www.frontiersin.org MATERIALS AND METHODS To assess the severity of symptoms,
we also included a question about how much the nurses were
bothered by the symptoms, rated on a five point scale ranging
from “not bothered,” “mildly bothered,” “moderately bothered,”
“quite bothered” to “very bothered,” and one question pertaining
to how often they experienced the symptoms, rated on a five point
scale ranging from “never,” “1 day or less per week,” “2–3 days per
week,” “4–5 days per week,” and “6–7 days per week.” Severe RLS/
WED was defined as answering “yes” on all four diagnostic crite-
ria and being from moderately bothered to very bothered. Severe
and frequent RLS/WED was defined as having severe RLS/WED
and at least having these symptoms 2 days or more per week. Table 2 | Prevalence of RLS/WED among nurses in different types of shift work
schedules. alence of RLS/WED among nurses in different types of shift work Table 2 | Prevalence of RLS/WED among nurses in different types of shift work
schedules. Day
only
Two-
shift
Night
only
Three-
shift
p-Value
RLS/WED % (n)
23.3 (49)
28.2 (163)
29.4 (40)
26.8 (201)
0.51
Severe RLS/WED % (n)
11.7 (25)
14.2 (84)
11.6 (16)
11.9 (91)
0.57
Severe and frequent
RLS/WED % (n)
9.4 (20)
9.8 (58)
5.1 (7)
8.0 (146)
0.28
RLS/WED: experienced RLS during the last 3 months. Severe RLS/WED: experienced RLS during the last 3 months and being at least
moderately bothered. Severe and frequent RLS/WED: experienced RLS during the last 3 months, being at
least moderately bothered and with a frequency of 2 days or more per week. DISCUSSION Age and cups of caffeine were entered as continuous variables. bAdjusted for sex and age. cAdjusted for sex, age, marital status, smoking, and use of caffeine. Significant values are shown in bold. RLS/WED, restless legs syndrome/Willis–Ekbom disease. bAdjusted for sex and age. cAdjusted for sex, age, marital status, smoking, and use of caffeine. Significant values are shown in bold. RLS/WED, restless legs syndrome/Willis–Ekbom disease. Table 4 | Logistic regression analyses with severe and frequent RLS/WED as the dependent variable among shift working nurses in Norway (n = 1,788). Independent variables (n in crude analyses)
Crudea OR (95% CI)
Adjustedb OR (95% CI) n = 1,700–1,728
Adjustedc OR (95% CI) n = 1,650–1,696
Sex
Female (1,579)
1.00
Male (176)
0.77 (0.42–1.41)
Age (1,752)
1.04 (1.03–1.06)
Married/cohabiting
No (451)
1.00
Yes (1,301)
1.11 (0.75–1.64)
Smoking
No (1,590)
1.00
Yes (156)
2.00 (1.24–3.23)
Cups of caffeine daily (1,752)
1.12 (1.06–1.19)
Shift work disorder
No (1,192)
1.00
Yes (531)
1.93 (1.37–2.72)
1.94 (1.37–2.73)
1.94 (1.37–2.74)
Work schedule
Day only (210)
1.00
1.00
1.00
Two-shift (577)
1.06 (0.62–1.80)
1.11 (0.65–1.92)
1.06 (0.61–1.83)
Night only (136)
0.52 (0.21–1.25)
0.60 (0.24–1.46)
0.50 (0.20–1.23)
Three-shift (751)
0.84 (0.49–1.42)
0.98 (0.57–1.68)
0.92 (0.54–1.59)
aIn the crude regression analyses, each independent variable was entered separately. Age and cups of caffeine were entered as continuous variables. bAdjusted for sex and age. cAdjusted for sex, age, marital status, smoking, and use of caffeine. Significant values are shown in bold. RLS/WED, restless legs syndrome/Willis–Ekbom disease. Independent variables (n in crude analyses)
Crudea OR (95% CI)
Adjustedb OR (95% CI) n = 1,700–1,728
Adjustedc OR (95% CI) n = 1,650–1,696 aIn the crude regression analyses, each independent variable was entered separately. Age and cups of caffeine were entered as continuous variables. bAdjusted for sex and age. cAdjusted for sex, age, marital status, smoking, and use of caffeine. Significant values are shown in bold. RLS/WED, restless legs syndrome/Willis–Ekbom disease. WED among the nurses across the different shift schedules. Very
few studies have explored the relationship between shift sched-
ules and symptoms of RLS/WED, and the few results reported
to date have been inconsistent. The present results were at odds
with a cross-sectional study among 780 automobile manufactory a unique diagnostic feature (18). Rotating shift work and night
work generally cause circadian rhythm misalignment and sleep
problems including shortened sleep duration. Thus, such work
hours were expected to accentuate sleep disturbances like RLS/
WED. DISCUSSION The present study showed that nurses working in different
shift work schedules reported similar prevalence of RLS/WED
as compared to nurses working regular day work. This finding
did not support our hypothesis that shift working nurses would
report higher prevalence of RLS/WED compared to day workers. However, the overall RLS/WED prevalence of 26.8% was higher
than expected when compared to the prevalence reported in the
general population. In addition, nurses with SWD reported more
RLS/WED compared to nurses without SWD. The overall prevalence of RLS/WED was 26.8% (n = 470). In
the total sample of nurses, the prevalence of severe RLS/WED
was 12.4% and the prevalence of severe and frequent RLS/WED
was 8.4%, respectively. There were no significant differences
between the prevalence of RLS/WED and the different shift work
schedules, ranging from 23.3% among day only workers to 29.4%
among the night only workers (Table 2). Table 2 also presents Symptoms of RLS/WED worsen in the evening and during
the night, and the circadian variation of symptoms constitutes January 2018 | Volume 9 | Article 21 3 RLS/WED Associated with Shift Work Waage et al. Table 3 | Logistic regression analyses with RLS/WED as the dependent variable among shift working nurses in Norway (n = 1,788). I d
d
i bl
(
i
d
l
)
C
d
OR (9 % CI)
b Table 3 | Logistic regression analyses with RLS/WED as the dependent variable among shift working nurses in Norway (n = 1,788). Independent variables (n in crude analyses)
Crudea OR (95% CI)
Adjustedb OR (95% CI) n = 1,670–1,718
Adjustedc OR (95% CI) n = 1,640–1,686
Sex
Female (1,579)
1.00
Male (176)
0.76 (0.52–1.10)
Age (1,752)
1.03 (1.01–1.04)
Married/cohabiting
No (451)
1.00
Yes (1,301)
1.05 (0.82–1.34)
Smoking
No (1,590)
1.00
Yes (156)
0.78 (0.55–1.12)
Cups of caffeine daily (1,752)
1.02 (0.98–1.06)
Shift work disorder
No (1,192)
1.00
Yes (531)
1.61 (1.29–2.02)
1.60 (1.28–2.01)
1.56 (1.24–1.97)
Work schedule
Day only (210)
1.00
1.00
1.00
Two-shift (577)
1.29 (0.90–1.87)
1.34 (0.92–1.94)
1.33 (0.91–1.93)
Night only (136)
1.37 (0.84–2.23)
1.46 (0.89–2.40)
1.42 (0.86–2.35)
Three-shift (751)
1.20 (0.84–1.72)
1.32 (0.92–1.90)
1.32 (0.91–1.90)
aIn the crude regression analyses, each independent variable was entered separately. Age and cups of caffeine were entered as continuous variables. Independent variables (n in crude analyses)
Crudea OR (95% CI)
Adjustedb OR (95% CI) n = 1,670–1,718
Adj aIn the crude regression analyses, each independent variable was entered separately. n analyses, each independent variable was entered separately. Age and cups of caffeine were entered as continuous variables. DISCUSSION However, some of the variations in preva-
lence rates of RLS/WED across studies could partly be explained
by methodological differences in the assessment of the disorder. Not surprisingly, when we looked at severe RLS/WED and at
severe and frequent RLS/WED, the prevalence rates dropped. In fact, when assessing only severe and frequent RLS/WED, the
prevalence rates were lowest in the night only group (although
not significant), in contrast to the finding for the diagnosis of
RLS/WED. This result is difficult to interpret and further studies
on this topic are warranted. Still, the results might reflect the
healthy shift worker effect (24) or some methodological artifacts,
such a low number of observations within some cells. t
The increase of RLS/WED in the evening and during the night
is explained by several factors. First, the symptoms increase with
the increase of sleepiness in the evening. A second contributing
factor is the decrease in motor activity in the evening compared
with the daytime (19). Nurses working in the evening and during
the night are likely to report less sleepiness at these hours since
they need to be physical active during their work hours due to
work tasks and work demands. On the other hand, studies have
demonstrated that the circadian oscillation in RLS/WED may
occur independently of activity or sleep deprivation (18). Still,
the urge to move the legs and any accompanying unpleasant
sensation begin or worsen during periods of rest or inactivity
such as lying down or sitting, and the symptoms are relieved by
movement, such as walking or stretching, at least as long as the
activity continues (9). Hence, it is possible that the workers in the
present study suffering of RLS/WED would report less complaints
when they work during the evening or night, since their work-
related activity could reduce their symptoms. Thus, the specific
occurrence of RLS/WED symptoms in shift workers should,
therefore, be studied in more detail, for example, by sleep and
RLS/WED diaries. Also, studies with longitudinal designs should
be performed. In our study, the presence of a healthy worker effect
is likely to be present and could hamper the ability to detect a
relationship between RLS/WED and shift work. Furthermore, it
should also be taken into account that the vast majority of the
nurses in the present study were females working more than 50%
of full position in addition to having child and family obligations. DISCUSSION However, we found no differences in the prevalence of RLS/ January 2018 | Volume 9 | Article 21 Frontiers in Neurology | www.frontiersin.org 4 RLS/WED Associated with Shift Work Waage et al. etc.) between these and other sleep-related disorders (22). It
is also possible that people suffering of sleep-related problems
like RLS/WED and SWD could be prone to associate their sleep
problems to shift work.t workers in Iran where a significant higher prevalence of RLS/
WED in rotational shift workers compared to permanent day
workers was reported. The highest prevalence rate in that study
was found among rotating shift workers, mostly working night
shifts. The authors conclude that rotational shift work may act
as a risk or exacerbating factor for RLS/WED (13). The present
findings are, however, in accordance with another Iranian study
among textile factory workers where no significant difference
in the prevalence of RLS/WED was found when comparing 210
shift workers to 204 non-shift workers (12). Similarly, one Greek
epidemiological study also reported no association between RLS/
WED and shift work (11).h pt
Despite that our hypothesis about shift workers experiencing
more RLS/WED compared to day workers was not supported,
the overall prevalence of RLS/WED was high in the present
population of nurses. Prevalence rates of RLS/WED throughout
the Western part of the world vary between 2.4 and 15% (9, 23). In Norway, a mean overall prevalence rate of RLS/WED in the
general population of 14.3% has been reported (10). RLS/WED
is, however, more frequent in females compared to males (8), and
females older than 35 years of age are twice as likely to suffer
from RLS/WED compared to males (9). The mean age of the day
workers was slightly higher than in the shift working groups. This
may be one possible explanation why there was no difference in
the prevalence of RLS/WED between day workers compared to
the other shift working groups, as the prevalence of RLS/WED
increase with age. It should, however, be noted that age was
controlled for as a possible confounder in the analyses. Among
females in two Scandinavian countries (Denmark and Norway
together), a prevalence rate of 13.4% was reported (10). About
90% of the nurses in the present study were females, and in addi-
tion their mean age was 36.5 years, which can be one reason for
the high prevalence. DISCUSSION Hence, most of the sample represented a healthy working popula-
tion of “double-working women.” Frontiers in Neurology | www.frontiersin.org REFERENCES a comparison between shift workers and nonshift workers. Sleep Disord (2014)
2014:870320. doi:10.1155/2014/870320 1. Costa G. Shift work and occupational medicine: an overview. Occup Med
(2003) 53:83–8. doi:10.1093/occmed/kqg045 t 1. Costa G. Shift work and occupational medicine: an overview. Occup Med
(2003) 53:83–8. doi:10.1093/occmed/kqg045 13. Sharifian A, Firoozeh M, Pouryaghoub G, Shahryari M, Rahimi M,
Hesamian M, et al. Restless legs syndrome in shift workers: a cross sec-
tional study on male assembly workers. J Circadian Rhythms (2009) 7:12. doi:10.1186/1740-3391-7-12 qg
2. Harma M, Kecklund G. Shift work and health – how to proceed? Scand J Work
Environ Health (2010) 36:81–4. doi:10.5271/sjweh.2902 qg
2. Harma M, Kecklund G. Shift work and health – how to proceed? Scand J Work 2. Harma M, Kecklund G. Shift work and health – how to proceed? Scand J Work
Environ Health (2010) 36:81–4. doi:10.5271/sjweh.2902 t
Environ Health (2010) 36:81–4. doi:10.5271/sjweh.2902 t
Environ Health (2010) 36:81–4. doi:10.5271/sjweh.2902 14. Pallesen S, Bjorvatn B, Mageroy N, Saksvik IB, Waage S, Moen BE. Measures
to counteract the negative effects of night work. Scand J Work Environ Health
(2010) 36:109–20. doi:10.5271/sjweh.2886 3. Akerstedt T. Shift work and disturbed sleep/wakefulness. Occup Med (2003)
53:89–94. doi:10.1093/occmed/kqg046 tfifi 4. Wedderburn AI. Shiftwork and Health. Luxenbourg: Office for Official
Publications of the European Communities (2000). 15. Flo E, Pallesen S, Mageroy N, Moen BE, Gronli J, Hilde Nordhus I,
et al. Shift work disorder in nurses – assessment, prevalence and related
health problems. PLoS One (2012) 7:e33981. doi:10.1371/journal.pone. 0033981 Publications of the European Communities (2000). 5. Smith CS, Robie C, Folkard S, Barton J, Macdonald I, Smith L, et al. A process
model of shiftwork and health. J Occup Health Psychol (1999) 4:207–18. doi:10.1037/1076-8998.4.3.207 model of shiftwork and health. J Occup Health Psychol (1999) 4:207–18. doi:10.1037/1076-8998.4.3.207 16. Waage S, Moen BE, Pallesen S, Eriksen HR, Ursin H, Akerstedt T, et al. Shift
work disorder among oil rig workers in the North Sea. Sleep (2009) 32:558–65. doi:10.1093/sleep/32.4.558 i 6. Allen RP, Picchietti D, Hening WA, Trenkwalder C, Walters AS, Montplaisi J,
et al. Restless legs syndrome: diagnostic criteria, special considerations,
and epidemiology. A report from the restless legs syndrome diagnosis and
epidemiology workshop at the National Institutes of Health. Sleep Med (2003)
4:101–19. doi:10.1016/S1389-9457(03)00010-8 17. American Academy of Sleep Medicine. International Classification of Sleep
Disorders, Diagnostic and Coding Manual. Westchester, Illinois: American
Academy of Sleep Medicine (2005). 7. Wijemanne S, Jankovic J. Limitations and Strengthsh The present study was based on a large and homogeneous sample
of nurses, which limits the influence from possible confounding
variables. In addition, the study used a standardized and a well-
validated instrument to diagnose RLS/WED. As a limitation,
the response rate in the first wave was low, which may make the
interpretation of the data and conclusions less generalizable. Still, it is an asset that the response rate in the wave where RLS/
WED was assessed was as high as 74.1%. Another limitation of
the present study was the fact that all data exclusively were based
on self-reports, and not supplemented by, e.g., clinical interviews. Such interviews would strengthen the validation of the diagnosis
and could also provide additional information about the onset of
symptoms, family history of RLS/WED, possible use of medica-
tion, and so on. In addition, the symptoms that were included
in the questions to assess RLS/WED are similar to symptoms
of other medical and behavioral conditions such as myalgia, leg
edema, leg cramps, and others, and could, therefore, be confused
with RLS/WED (18). This could as such have contributed to
an overestimation of the RLS/WED prevalence rate. However, The prevalence of RLS/WED is reported to increase with
increasing age, and the mean age of onset is during the third or
fourth decade (20). Our findings were in line with this, as we
found that RLS/WED was positively associated with age. In
addition, we found an association between RLS/WED and SWD. SWD is a circadian rhythm sleep disorder that is due to a work
schedule that overlaps with the individuals’ habitual sleep period. Main symptoms are insomnia during the sleep period and/or
excessive sleepiness during the wake period (21). The prevalence
of SWD has previously been reported to be high in Norwegian
nurses (15). The fact that SWD was associated with RLS/WED in
these nurses might indicate that nurses having one sleep disorder
associated to shift work are more sensitive and are at greater risk to
also experience other complaints related to their work schedule. Future studies should, therefore, investigate whether there might
be some common vulnerability (e.g., genetic, health behavior, January 2018 | Volume 9 | Article 21 Frontiers in Neurology | www.frontiersin.org 5 Waage et al. RLS/WED Associated with Shift Work ETHICS STATEMENT since our aim was to study differences in prevalence across shift
schedules, such an overestimation will likely not influence com-
parisons. Still, it should be noted that the RLS/WED diagnosis,
according to the diagnostic criteria, is based on subjective assess-
ment (8, 17). The overall prevalence of RLS/WED in the present
study was high, but we found no difference between day workers
and the shift working groups. A limitation of this study was that
information about former shift work was not collected. Thus, it is
likely to assume that the day worker group also consisted of some
former shift workers. Furthermore, although the prevalence of
RLS/WED was high, the number of persons with this diagnosis in
some of the shift work groups was low, which may have reduced
the statistical power of the study. The study was approved by the Regional Committee for Medical
and Health Research Ethics of Western Norway (REK-West, no
088.08). Informed consent in written form was obtained from all
participants. FUNDING The results of the present study did not support the hypothesis
that shift workers report higher prevalence of RLS/WED com-
pared to day workers. Still, the overall prevalence of RLS/WED
in this population of Norwegian nurses was high. Furthermore,
RLS/WED was associated with SWD, which might indicate that
nurses vulnerable to shift work also are sensitive to other com-
plaints related to a misalignment of the biological clock. The study received a grant for practical administration and data
collection from The Western Norway Regional Health Authority
(grant number 911386, no personal payment/salary). The
Norwegian Nurses Organization has provided grants to cover
some of the running expenses of the SUSSH study. The study
was further partly funded from Nordforsk, Nordic Program on
Health and Welfare (74809). The study received a grant for practical administration and data
collection from The Western Norway Regional Health Authority
(grant number 911386, no personal payment/salary). The
Norwegian Nurses Organization has provided grants to cover
some of the running expenses of the SUSSH study. The study
was further partly funded from Nordforsk, Nordic Program on
Health and Welfare (74809). AUTHOR CONTRIBUTIONS SW: design of the study, collecting the data, data analysis, inter-
pretation of the results, and drafting the paper. SP, BM, and BB:
design of the study, interpretation of the results, and critical review
of the paper. All authors have approved the final manuscript. 24. Knutsson A. Methodological aspects of shift-work research. Chronobiol Int
(2004) 21:1037–47. doi:10.1081/CBI-200038525 Conflict of Interest Statement: The authors declare that the research was con-
ducted in the absence of any commercial or financial relationships that could be
construed as a potential conflict of interest. REFERENCES Restless legs syndrome: clinical presentation diag-
nosis and treatment. Sleep Med (2015) 16:678–90. doi:10.1016/j.sleep.2015. 03.002 18. Allen RP, Picchietti DL, Garcia-Borreguero D, Ondo WG, Walters AS,
Winkelman JW, et al. Restless legs syndrome/Willis-Ekbom disease diagnostic
criteria: updated International Restless Legs Syndrome Study Group (IRLSSG)
consensus criteria – history, rationale, description, and significance. Sleep Med
(2014) 15:860–73. doi:10.1016/j.sleep.2014.03.025 8. American Academy of Sleep Medicine. International Classification of Sleep
Disorders. 3rd ed. Darien IL, editor. Darian: American Academy of Sleep
Medicine (2014). 9. Garcia-Borreguero D, Williams AM. An update on restless legs syndrome
(Willis-Ekbom disease): clinical features, pathogenesis and treatment. Curr
Opin Neurol (2014) 27:493–501. doi:10.1097/WCO.0000000000000117 19. Michaud M, Dumont M, Selmaoui B, Paquet J, Fantini ML, Montplaisir
J. Circadian rhythm of restless legs syndrome: relationship with biological
markers. Ann Neurol (2004) 55:372–80. doi:10.1002/ana.10843 20. Picchietti DL, Van Den Eeden SK, Inoue Y, Berger K. Achievements, chal-
lenges, and future perspectives of epidemiologic research in restless legs
syndrome (RLS). Sleep Med (2017) 31:3–9. doi:10.1016/j.sleep.2016.06.007 t 10. Bjorvatn B, Leissner L, Ulfberg J, Gyring J, Karlsborg M, Regeur L, et al. Prevalence, severity and risk factors of restless legs syndrome in the general
adult population in two Scandinavian countries. Sleep Med (2005) 6:307–12. doi:10.1016/j.sleep.2005.03.008 21. Zee PC, Goldstein CA. Treatment of shift work disorder and jet lag. Curr Treat
Options Neurol (2010) 12:396–411. doi:10.1007/s11940-010-0090-9 h 11. Hadjigeorgiou GM, Stefanidis I, Dardiotis E, Aggellakis K, Sakkas GK,
Xiromerisiou G, et al. Low RLS prevalence and awareness in central
Greece: an epidemiological survey. Eur J Neurol (2007) 14:1275–80. doi:10.1111/j.1468-1331.2007.01966.x 22. Thun E, Le Hellard S, Osland T, Bjorvatn B, Moen B, Mageroy N, et al. Circadian clock gene variants and insomnia, sleepiness, and shift work
disorder. Sleep Biol Rhythms (2016) 14:55–62. doi:10.1007/s41105-015-0023-9 12. Yazdi Z, Sadeghniiat-Haghighi K, Loukzadeh Z, Elmizadeh K, Abbasi M. Prevalence of sleep disorders and their impacts on occupational performance: 23. Einollahi B, Izadianmehr N. Restless leg syndrome: a neglected diagnosis. Nephrourol Mon (2014) 6:e22009. doi:10.5812/numonthly.22009 January 2018 | Volume 9 | Article 21 Frontiers in Neurology | www.frontiersin.org 6 Waage et al. RLS/WED Associated with Shift Work Copyright © 2018 Waage, Pallesen, Moen and Bjorvatn. This is an open-access
article distributed under the terms of the Creative Commons Attribution License (CC
BY). Copyright © 2018 Waage, Pallesen, Moen and Bjorvatn. This is an open-access
article distributed under the terms of the Creative Commons Attribution License (CC
BY). The use, distribution or reproduction in other forums is permitted, provided
the original author(s) and the copyright owner are credited and that the original
publication in this journal is cited, in accordance with accepted academic practice. No
use, distribution or reproduction is permitted which does not comply with these terms. RLS/WED Associated with Shift Work January 2018 | Volume 9 | Article 21 Frontiers in Neurology | www.frontiersin.org REFERENCES The use, distribution or reproduction in other forums is permitted, provided
the original author(s) and the copyright owner are credited and that the original
publication in this journal is cited, in accordance with accepted academic practice. No
use, distribution or reproduction is permitted which does not comply with these terms. January 2018 | Volume 9 | Article 21 Frontiers in Neurology | www.frontiersin.org
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Cuidando en el hogar a una persona con enfermedad cerebrovascular:
del desconocimiento a la satisfacción
Caring a Person with Cerebrovascular disease at home: from the lack knowledge
to satisfaction
Cuidando de uma pessoa com doença cerebrovascular em casa: da ignorância à
satisfação
Fredy Tamayo-Botero1, Mauricio Arias-Rojas2, Stefany Ortega-Pérez3
1
Magister en Enfermería. Estudiante de Doctorado en Enfermería. Profesor asociado, Facultad
de Enfermería, Universidad de Antioquia. Medellín, Colombia. Orcid: https://orcid.org/00000003-2828-9216. Correo: duvan.tamayo@udea.edu.co
2
Doctor en Enfermería. Profesor asistente, Facultad de Enfermería, Universidad de Antioquia.
Medellín, Colombia. Orcid: https://orcid.org/0000-0003-2096-1792. Correo:
emarias@udea.edu.co
3
Doctora en Enfermería. Profesora asociada, Departamento de Enfermería, Universidad del
Norte. Barranquilla, Colombia. Orcid: https://orcid.org/0000-0003-3058-5161 Correo:
srortega@uninorte.edu.co
Correo electrónico de contacto: duvan.tamayo@udea.edu.co
Correspondencia: Calle 64 no. 53-09, Oficina 323. Medellín, Colombia.
Para citar este artículo: Tamayo-Botero, F. Arias-Rojas, M. Ortega-Pérez, S. (2022). Cuidando
en el hogar a una persona con enfermedad cerebrovascular: del desconocimiento a la
satisfacción. Cultura de los Cuidados, 26(62). Recuperado de
http://dx.doi.org/10.14198/cuid.2022.62.20
Recibido:02/11/2021 Aceptado: 02/02/2022
ABSTRACT
Introduction: cerebrovascular diseases generate disability and dependence. It is the family
caregiver who assumes responsibility for the daily care of the patient with sequelae of this disease.
Assuming this new role is not an easy activity and requires preparation and accompaniment.
Cultura de los Cuidados. 1º Cuatrimestre 2022. Año XXVI. nº 62
295
Objective: to know the experience of the family caregiver when they first take care of a person
with sequelae of a stroke at home. Methodology: qualitative study with a grounded theory
approach. 16 family caregivers participated. The information was collected through semistructured interviews. The data analysis was done with initial, focused, axial and theoretical
coding. Results: five categories were identified: Taking care of my family: a new experience,
Changing the environment: making the experience easier, Support from others: feeling company
in care, Feeling satisfaction: the result of care well done and Living care: between fear, faith and
love. The central category was called Caring at home: from lack of knowledge to satisfaction.
Conclusions: the experience of caring for the first time represents a challenge for the family
caregiver to create new strategies that favor caring for the person. Nursing professionals have the
responsibility of designing nursing interventions that meet the specific needs of this population.
Key words: Carer; Caregivers; Stroke; Home Nursing Care, Grounded Theory
RESUMEN
Introducción: las enfermedades cerebrovasculares generan discapacidad y dependencia. Es el
cuidador familiar quien asume la responsabilidad del cuidado diario de la persona con secuelas
de esta enfermedad. El asumir este nuevo rol no es una actividad sencilla y requiere de preparación
y acompañamiento. Objetivo: comprender la experiencia del cuidador familiar cuando asume por
primera vez el cuidado en el hogar de una persona con secuelas de un accidente cerebrovascular.
Metodología: estudio cualitativo con enfoque de teoría fundamentada. Participaron 16 cuidadores
familiares. Se recolectó la información por entrevistas semiestructuradas. El análisis de los datos
se hizo con codificación inicial, focalizada, axial y teórica. Resultados: se identificaron cinco
categorías: Asumiendo el cuidado de mi familiar: una nueva experiencia, Cambiando el entorno:
haciendo más fácil la experiencia, El apoyo de otros: sintiendo compañía en el cuidado, Sintiendo
satisfacción: el resultado de un cuidado bien hecho y Viviendo el cuidado: entre el miedo, la fe y
el amor. La categoría central se denominó Cuidando en el hogar: desde la falta de conocimiento
a la satisfacción. Conclusiones: la experiencia de cuidar por primera vez representa para el
cuidador familiar un reto para crear nuevas estrategias que favorezcan el cuidado de la persona.
Los profesionales de enfermería tienen la responsabilidad de diseñar intervenciones de enfermería
que atiendan las necesidades específicas de esta población.
Palabras clave: Cuidadores; accidente cerebrovascular; cuidados de enfermería en el hogar;
teoría fundamentada.
RESUMO
Introdução: as doenças cerebrovasculares geram incapacidade e dependência. É o
cuidador familiar que assume a responsabilidade pelo cuidado diário ao pessoa com
sequelas desta doença. Assumir este novo papel não é uma atividade fácil e requer
preparação e acompanhamento. Objetivo: conhecer a vivência do cuidador familiar ao
cuidar pela primeira vez de uma pessoa com sequela de AVE no domicílio. Metodologia:
estudo qualitativo com abordagem teórica fundamentada. Participaram 16 cuidadores
familiares. As informações foram coletadas por meio de entrevistas semiestruturadas. A análise
dos dados foi realizada com codificação inicial, focada, axial e teórica. Resultados: foram
identificadas cinco categorias: Cuidar do meu familiar: uma nova experiência, Mudar o ambiente:
Cultura de los Cuidados. 1º Cuatrimestre 2022. Año XXVI. nº 62
296
tornar a experiência mais fácil, O apoio dos outros: sentir-se companhia no cuidado, Sentir-se
satisfeito: o resultado de um cuidado bem feito , Viver o cuidado: entre o medo, a fé e o amor.
Conclusões: a experiência de cuidar pela primeira vez representa um desafio para o cuidador
familiar criar novas estratégias que favoreçam o cuidar da pessoa. Os profissionais de
enfermagem têm a responsabilidade de projetar intervenções de enfermagem que atendam às
necessidades específicas desta população.
Palavras chave: Cuidadores; acidente vascular cerebral; cuidados de enfermagem no
domicílio; teoria fundamentada.
INTRODUCCIÓN
El accidente cerebrovascular (ACV) es una de las principales causas de muerte y
discapacidad en el mundo (Yanez, Useche, Bayona, Porras, & Carrasquilla, 2020); es la
primera causa de años de vida ajustados por discapacidad (AVAD), la segunda causa de
años de vida potencial perdidos (AVPP) y la quinta causa de años de vida saludable
perdidos (AVISA) en Latinoámerica (Feigin et al., 2019). La persona después de un ACV
presenta problemas físicos, cognitivos y emocionales que perturban su capacidad de vivir
de forma independiente y con frecuencia necesitan asistencia permanente para las
actividades de la vida diaria (Khaku & Tadi, 2020; Rouanet & Silva, 2019).
En la mayoría de los países de la región de América Latina y el Caribe, esta asistencia es
proporcionada principalmente por los miembros de la familia, quienes se convierten en
el principal cuidador (Ortega-Perez, Sanchez-Rubio, De las Salas, & Borja-Gonzalez,
2019). Cuidar en casa no es una actividad sencilla, el cuidador familiar (CF) adquiere este
nuevo rol de forma inesperada, sin conocimientos, ni preparación para realizar
actividades como alimentación, rehabilitación, higiene corporal y administración de
medicamentos. Además, la carga de cuidado instrumental que trae este tipo de
enfermedad es superior a las de otras enfermedades crónicas (D’Onofrio et al., 2015).
La evidencia disponible en la literatura ha descrito las necesidades y dificultades que
deben enfrentar los cuidadores familiares de personas con ACV durante la hospitalización
de la persona y una vez estos son dados de alta. Entre estas se encuentran la necesidad de
darle una mayor continuidad al cuidado pues el cuidador experimenta una falta de soporte
y sentimientos de sentirse abandonado (Martinsen, Kirkevold, & Sveen, 2015), la
necesidad de mayor acceso y soporte en la organización y establecimiento de una rutina
Cultura de los Cuidados. 1º Cuatrimestre 2022. Año XXVI. nº 62
297
para el cuidado de la persona en el hogar y de soporte social y emocional (Hare, Rogers,
Lester, McManus, & Mant, 2006). Otro aspecto importante es la falta de instrucción para
acceder a servicios como la rehabilitación y fisioterapia pues se perciben muchas barreras
para el acceso a estas (Cecil, Thompson, Parahoo, & McCaughan, 2013). Finalmente, los
estudios describen la poca preparación que los cuidadores reciben en el alta hospitalaria
de la persona con ACV lo que genera pánico y ansiedad (Cecil, Parahoo, Thompson,
McCaughan, Power, & Campbell, 2011).
El proceso de asumir el cuidado por primera vez de una persona con ACV se ha descrito
de manera tangencial desde las necesidades que presentan los cuidadores en cada fase del
proceso de enfermedad y estabilización de la condición de la persona enferma. Así, en un
primer momento con la persona hospitalizado las necesidades principalmente giran en
torno a la persona con ACV, la atención recibida y la información honesta. Luego en un
segundo momento previo al alta las necesidades se expresan en información sobre la
medicación, tratamiento y fisioterapia, los problemas físicos. Posterior al alta se identificó
como necesario el reconocer cómo manejar los cambios comportamentales de la persona
y las emergencias médicas, finalmente 3 meses después de la hospitalización las
necesidades están enfocadas en la consecución de ayuda por parte de la red familiar y
comunitaria (Tsai, Yip, Tai, & Lou, 2015).
A la fecha la literatura ha reportado la experiencia de los cuidadores desde las
necesidades, dificultades y desafíos (Pindus, Mullis, Lim, Wellwood, Rundell, Abd, et
al., 2018), así como desde variables de resultado de la experiencia de cuidar como la
sobrecarga del cuidado y la calidad de vida (Caminha, Denubila, & Marinho, 2018), pero la
descripción del proceso de asumir por primera vez el cuidado de una persona con ACV
documentando dicha experiencia desde el alta hospitalaria hasta el posterior cuidado en
el hogar, no se ha realizado. Así pues, comprender esta experiencia como un continuo en
el cuidador novato puede servir como punto de partida para mejorar la atención de otros
cuidadores que se van a enfrentar a este proceso. En países de ingresos medios como
Colombia, es necesario documentar la experiencia del cuidador de la persona con ACV
pues las características del contexto, la cultura y el sistema de salud hacen que esta
situación sea distinta a la documentada en cuidadores en otros países de ingresos altos
(Rubiano, Carney, Chesnut, & Puyana, 2015). Por consiguiente, el objetivo de esta
investigación fue comprender la experiencia de los CF que asumen por primera vez el
cuidado de su familiar con ACV en Barranquilla-Colombia.
Cultura de los Cuidados. 1º Cuatrimestre 2022. Año XXVI. nº 62
METODOLOGÍA
Se desarrolló
fundamentada
298
un
constructivista
estudio
cualitativo
siguiendo
los
con
postulados
abordaje
de
Kathy
de
teoría
Charmaz
(Charmaz, 2006). El interaccionismo simbólico como propuesta epistemológica de
la teoría fundamentada permite reconocer la construcción y los significados atribuidos
a la experiencia por parte de los participantes enmarcado en un proceso social que para
este estudio fue asumir el cuidado de una persona, esta perspectiva además facilitó al
investigador reconocer el sentido atribuido a las acciones desde la perspectiva de los
participantes. En este sentido, en la interpretación de los datos se priorizaron los
significados que los participantes atribuyeron a su experiencia (Corbin & Strauss,
2014). El estudio se desarrolló en la ciudad de Barranquilla–Colombia durante el
primer semestre del 2019 y tuvo aprobación por parte del comité de ética de la
Universidad del Norte (Acta no. 184).
Participantes: se incluyeron cuidadores familiares mayores de 18 años
que cuidaran a personas que sufrieron un ACV que estuvieran en la fase pos-temprana
(menos de 3 meses), que fueran el principal respondiente del familiar, así como que
fuera la primera vez que asumían el cuidado de una persona enferma. Se excluyeron
aquellos cuidadores que fueran contratados, con experiencias previas como
cuidadores, aquellos cuidadores de familiares que su lugar de alta fueran centros
de cuidado crónico o residencias y aquellos que no fueran el cuidador principal de
la persona. Se utilizó un muestreo teórico en el que a medida que la información era
recolectada y analizada, se incluían más participantes para expandir cada una de las
categorías.
Recolección de la información: se realizó una llamada telefónica a los posibles
participantes, se presentaron los objetivos del estudio y se verificaron los criterios
de inclusión. Con los CF que aceptaron participar de forma verbal, se programó una
visita domiciliaria y se firmó el consentimiento informado escrito. Los investigadores
estaban entrenados en la realización de entrevistas semiestructuradas. Las siguientes
preguntas sirvieron de guía para realizar la entrevista a los participantes: 1) ¿cómo fue la
experiencia desde el alta del hospital hasta su llegada al domicilio con el familiar?, 2)
¿qué sintió usted como cuidador cuando tuvo que asumir por primera vez el cuidado de
su ser querido en el domicilio? Mientras transcurría la entrevista se hicieron otras
preguntas para profundizar en las respuestas dadas y se hicieron notas de campo para
complementar la información.
Cultura de los Cuidados. 1º Cuatrimestre 2022. Año XXVI. nº 62
299
En total se realizaron 16 entrevistas durante los meses de abril a mayo de
2019, cada uno de los participantes fue entrevistado solo una vez. Las entrevistas
tuvieron una duración de 45 a 90 minutos. Todas las entrevistas fueron transcritas
textualmente, así mismo fueron encriptadas para conservar el anonimato de los
participantes. Se transcribieron 16 diarios de campo que fueron incluidos en el análisis
de la información. Análisis de la información
Las entrevistas se transfirieron al programa Atlas-ti para su análisis. La información fue
analizada usando el método analítico constructivista propuesto por Charmaz (2006),
inicialmente dos de los investigadores, este análisis inicial fue discutido con el otro
investigador. El análisis de las entrevistas se llevó a cabo a través de 4 fases no lineales
entre ellas: 1) codificación inicial de la información que resultó en 320 códigos. 2)
codificación enfocada que permitió la asociación sistemática entre los códigos que resultó
en 12 subcategorías, los códigos se asociaron por su familiaridad. 3) codificación axial en
la que se establecieron las categorías principales y las subcategorías, esto determinado
por sus relaciones y propiedades, aquí surgieron 5 categorías. 4) codificación teórica en
la que se especificaron las relaciones entre las categorías de forma integrativa lo que
permitió el desarrollo de una categoría central que describiera de forma general el
fenómeno de estudio. Este proceso de recogida de datos y codificación se hizo de forma
simultánea, aspecto que favoreció la recolección de información faltante. El muestreo
teórico finalizó cuando no surgieron nuevos conceptos.
Como criterios de rigor, se tuvo en cuenta durante todo el proceso de análisis y
codificación, la interpretación de los códigos dentro del contexto, así mismo todo el
equipo de investigación validó y definió la categoría central. Por otra parte, se cumplieron
los criterios de reflexividad por parte de los autores cuando estos expresaron sus
preconcepciones sobre el fenómeno, así como cuando se realizaron notas de campo y en
los momentos en los que se discutió entre todos los investigadores las ideas frente a los
hallazgos del estudio. En la misma línea la credibilidad se logró cuando los hallazgos se
devolvieron a los participantes para ser confirmados y al momento de incluir en los
hallazgos de este estudio los extractos de entrevistas que validan el contenido propuesto
en la categoría. La transferibilidad se logró al hacer una descripción clara del contexto de
investigación y las características sociodemográficas de los participantes del estudio
(Guba & Lincoln, 1994).
Cultura de los Cuidados. 1º Cuatrimestre 2022. Año XXVI. nº 62
300
RESULTADOS
Se incluyeron un total de 16 cuidadores familiares, con una frecuencia de edad
entre los 51 a 70 años; la mayoría eran mujeres (68,7%), amas de casa (62,5%), con nivel
educativo de secundaria (62,5%) y con una relación con el familiar de esposa o hija. Estos
cuidadores llevaban en promedio 6 meses cuidando y pasaban en promedio 12 horas al
día dedicados al familiar. Las demás características sociodemográficas de los cuidadores
se presentan en la tabla 1. Con respecto a las personas cuidadas en su mayoría eran
hombres que presentaron ACV hemorrágico (n=11) e isquémico (n=5), con puntajes de
la escala de Rankin modificada entre 4-5.
Finalmente, se identificaron cinco categorias con doce subcategorías: 1)
asumiendo el cuidado de mi familiar: una nueva experiencia, 2) cambiando el entono:
haciendo más fácil la experiencia, 3) el apoyo de otros: sintiendo compañía en el cuidado,
4) sintiendo satisfacción: el resultado de un cuidado bien hecho, 5) viviendo el cuidado:
entre el miedo, la fe y el amor. Dado que estas categorías plantean la vivencia de un
proceso, se estructuró una categoría central que narra de forma longitudinal la experiencia
que tienen los cuidadores desde el primer momento el cuidado de un familiar hasta que
logran sentirse satisfechos. A continuacion se hace una descripcion de cada una de ellas.
En la grafica 1 se muestra el esquema de la teoría.
Asumiendo el cuidado de mi familiar: una nueva experiencia.
Cuando la persona que ha sufrido un ACV regresa de su estancia hospitalaria al
hogar, requiere del acompañamiento del CF para realizar algunas actividades de la vida
diaria según la discapacidad o secuelas derivadas de la enfermedad. Ante esta situación, el
CF debe asumir nuevas actividades en el hogar relacionadas con el cuidado como la
alimentación, el baño y el confort de su ser querido, para las cuales no tiene
entrenamiento ni se encuentra preparado.
Cultura de los Cuidados. 1º Cuatrimestre 2022. Año XXVI. nº 62
301
Tabla 1. Características sociodemográficas de los participantes.
Características Socio-demográficas de los CF
N=16 (%)
Género
Femenino
11 (68,75%)
Edad
18-30
3 (18,75%)
31- 50
5 (31,25%)
51-70
8 (50%)
Grado de
Secundaria
10 (62,5%)
escolaridad
Técnico
4 (25%)
Universitario
2 (12,5%)
Casado
11 (68,75%)
Soltero
5 (31,25%)
Católica
13 (81,25%)
Evangélica
3 (18,75%)
Si
2 (12,5%)
No
13 (81,25%)
Estrato
1
3 (18,75%)
socioeconómico
2
13 (81,25%)
Ocupación
Hogar
10 (62,5%)
Empleado – Trabajo independiente
6 (37,5%)
Estado civil
Religión
Único cuidador
Fuente: autores, 2020.
La complejidad de estas actividades se relaciona con el grado de dependencia para
el autocuidado de la persona con ACV y de las habilidades que vaya desarrollando el CF
a través del tiempo. Estas actividades se adicionan a otras responsabilidades innatas en el
cuidador según el rol convencional que ocupaba en el hogar.
Cultura de los Cuidados. 1º Cuatrimestre 2022. Año XXVI. nº 62
302
Grafico 1. Representación gráfica de la teoría
Fuentes: autores, 2020.
Al respecto, un cuidador narra cómo fue asumir estas nuevas actividades y por
tanto una nueva experiencia: “Y fue un proceso bien duro, después de que llegamos para
acá la tuvimos que llevar de la mano, yo la bañaba…(E5YPm). Así mismo, otro de los
participantes comentó como fue el proceso de actividades como el baño del familiar en el
hogar: “yo me levanto, con el encima y lo llevo para el patio y allá lo baño, lo bañamos
y todo eso”. (E2FTh)
Ante estas nuevas experiencias el CF reconoce que no tiene los conocimientos y
el entrenamiento para cuidar y asumir la dependencia, llevándolo a buscar información
sobre cómo hacerlo de forma adecuada. Esta información la obtiene de personas
conocidas que han vivido situaciones con familiares con un ACV y que por parte del
personal de la salud. Algunos de los cuidadores informaron que desde el hospital
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303
recibieron información parcial por parte del personal de enfermería que les ayudó a
manejar a su familiar en el hogar.
Por otra parte, un elemento fundamental en esta nueva experiencia es el proceso
de comunicación entre el cuidador y el familiar. Cuando las secuelas del familiar están
relacionadas con la pérdida de funciones cognitivas como el habla, se hace difícil la
expresión de sus necesidades y llevan a que el cuidador desarrolle estrategias para mejorar
la comunicación por medio de elementos o instrumentos que permitan a la persona
enferma informar al cuidador cuando requiere algo. Por ejemplo, uno de los participantes
diseñó una campana con materiales caseros para que su padre pudiera llamarlos cuando
necesitara algo de ellos: “si él está allá y nosotras aquí en la sala, y si necesita algo
¿Cómo va a avisar? Entonces yo busque dos vasos de aluminio y le metí unas bolitas de
cristal para que avisara si necesitaba algo” (E4Van)
Cambiando el entorno: haciendo más fácil la experiencia
Como parte del proceso de adaptación a la nueva experiencia de cuidar a una
persona con ACV, el cuidador familiar realiza modificaciones a diversos elementos de su
entorno físico y social con el fin de asumir de mejor manera el nuevo rol. Estas
modificaciones en el cuidador pueden variar según el grado de dependencia con el que
haya quedado la persona enferma, afectando las actividades cotidianas, tener menos
tiempo libre y en ocasiones a abandonar su empleo: “…a mi ya no me quedaba tiempo de
nada, entonces me tocó dejar el trabajo para cuidarlo, pero lo haría mil veces por mi
papá” (E4VAn). Debido a las secuelas de la enfermedad, el cuidador realiza adecuaciones
físicas y estructurales en algunos espacios de la casa con el objetivo de favorecer la
comodidad y seguridad del familiar. Por ejemplo, ampliar la puerta del baño para que
pueda atravesar una silla de ruedas sin dificultad, conseguir una cama hospitalaria para
hacer más fácil el cambio de posiciones de su familiar y alquilar una casa nueva, son
estrategias usadas para hacer más sencillo el cuidado: “como había que cargarlo para
llevarlo al baño y no cabíamos todos por la puerta, tuvimos que tumbarla…después
buscamos este apartamento más grande y nos vinimos para acá”. (E2FTh). Estas
modificaciones ocurren en corto tiempo e impactan social y económicamente no solo al
cuidador, sino a los demás miembros de la familia.
El apoyo de otros: sintiendo compañía en el cuidado
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304
Durante la experiencia de cuidar por primera vez en casa a una persona con
secuelas de un ACV surgen situaciones en las cuales el cuidador requiere de ayuda. El
apoyo recibido de la red primaria, es decir, amigos y familiares favorece el
acompañamiento y el descargo o disminución de responsabilidades. Así lo narra una
cuidadora: “mi sobrina ha sido un apoyo bastante grande, nos apoya bastante, nos ha
ayudado mucho, todo ha sido más fácil gracias a su apoyo” (E5YPm). Cuando el
cuidador siente que el apoyo que recibe no es suficiente manifiesta sus preocupaciones y
necesidades a otros miembros de la familia en espera de recibir ayuda, así lo describió un
participante: “…y yo le dije al esposo: contrata a alguien que me ayude porque yo sola
no puedo, porque había días que me costaba levantarla para yo bañarla, para
cambiarla…y siempre estaba yo sola” (E1DPh)
El apoyo recibido por el personal de salud se hace necesario cuando se tienen
inquietudes frente a cómo realizar un procedimiento como el baño en cama, la curación
de una herida ocasionada por el largo tiempo en cama o la realización de terapias de
rehabilitación física. Una de las cuidadoras narra que gracias a las enfermeras aprendió
como bañar al familiar en la cama: “Para bañarlo una de las enfermeras me explicó:
cuando lo vayas a bañar en la mañana lo bañas así y así”. (E6LYm). Así mismo, algunos
de los cuidadores explicaron que las enfermeras los alertaron de cara a la realidad que
ellos iban a enfrentar una vez tuvieran el familiar en el hogar, esto despertó el interés por
prepararse y aprender del cuidado mientras el familiar se encontraba en el hospital.
En algunas ocasiones, de acuerdo con el grado de dependencia o secuelas
secundarias al ACV, es necesario el uso de elementos para el cuidado del familiar como
absorbentes, cremas y protectores de piel que son costosos y deben ser asumidos
directamente por el cuidador; sin embargo, cuando este cambia su estilo de vida, los
ingresos económicos varían y se requiere el apoyo económico de otros para poder asumir
dichos costos. Por ejemplo, una cuidadora recibió ayuda de su hija para comprar estos
elementos: “como me quede sin trabajo la hija mía le dejo de todo lo que el necesitaba,
las cremas, el jabón, la toalla, todo eso se lo compró ella, A él no le ha faltado nada, si
le hace falta algo uno busca quien le ayude y se le compra” (E2FTh)
Sintiendo satisfacción: el resultado de un cuidado bien hecho
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Después de aprender a cuidar en casa y de tener una red de apoyo, las acciones de
cuidado se hacen gratificantes para el cuidador y empiezan a tener un significado y
sentido diferente. El cuidador resignifica su experiencia y siente satisfacción con los
progresos que tiene su familiar, aquí se experimenta gusto y agradecimiento con la
situación. Una cuidadora muestra cómo el progreso de su familiar le genera alegría: “Me
siento feliz, él va mejorando, hemos logrado mucho…pero va a haber siempre unas
secuelas, pero ya puede escribir y contar hasta 5” (E4VAe). Experimentar esta
satisfacción hace que el cuidador se sienta seguro y confiado de los cuidados que realiza,
y lo anima a enseñar a otros familiares cómo cuidar, además de convertirse en un apoyo
para otros cuidadores que están pasando por lo mismo.
Viviendo el cuidado: entre el miedo, la fe y el amor
Durante toda esta nueva experiencia, el cuidador experimenta muchos
sentimientos y emociones. Principalmente se evidenció que, dependiendo del estado de
salud del familiar, los apoyos disponibles, la preparación del cuidador y el seguimiento
por parte de los profesionales de la salud, el acto de cuidar puede ser percibido como una
experiencia positiva o negativa. Algunos cuidadores refieren sentir emociones como
miedo, ansiedad, tristeza y soledad, como es el caso una cuidadora quien expresó sus
sentimientos de miedo frente a la condición del familiar: “A veces uno siente tristeza
porque no va a volver a caminar…y es ese miedo de que se pare y se vaya a caer o que
convulsione de nuevo” (E6LYm). En contraste, el cuidador experimenta otras emociones
como la satisfacción, la alegría y el afrontamiento efectivo, las cuales surgen cuando la
condición de salud del familiar mejora: “se siente una alegría muy grande el ver que ya
dice algunas palabras…la hemos cuidado bien.” (E5YPm)
Un elemento que acompaña el desarrollo de las emociones en el cuidador de
personas con ACV es la espiritualidad, la cual se convierte en una forma de afrontamiento
del nuevo rol y la condición de salud del familiar. Por medio de la espiritualidad el
cuidador encuentra fortaleza y fe para continuar con sus labores, esperando siempre la
mejora de la condición familiar. Varios de los cuidadores manifestaron que Dios es su
fuente de apoyo y que gracias a Él todo es posible.
Finalmente, el proceso de asumir el cuidado de una persona con ACV es percibido
por el cuidador como una experiencia donde se aprende a reconocer el valor que tiene
cuidar a otra persona. Para los participantes asumir el cuidado es considerado como un
Cultura de los Cuidados. 1º Cuatrimestre 2022. Año XXVI. nº 62
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acto de amor, así como se presenta en la siguiente nota: “Una experiencia amorosa, se
estima más, se aprende, uno conoce lo que es un ser humano cuando está enfermo, una
persona que no se puede valer y no se abandona” (E4VAe).
Cuidando en el hogar: desde la falta de conocimiento a la satisfacción
Esta categoría constituye el concepto central que describe la vivencia del cuidador
familiar cuando asume por primera vez el cuidado de un familiar con ACV. El proceso
inicia cuando el familiar regresa a casa y el cuidador descubre las implicaciones del rol
que debe asumir para garantizar el bienestar y asumir la dependencia del cuidado de su
ser querido. Ante esta situación, el cuidador identifica que no tiene la suficiente
información, ni el entrenamiento adecuado sobre cómo cuidar, aquí empieza a buscar
apoyo e instrucción de otras personas que han vivido situaciones similares de cuidado y
del personal de salud. Con el paso de los días y de la experiencia acumulada, el cuidador
va aprendiendo la forma correcta de satisfacer las necesidades de cuidado del familiar, lo
cual se evidencia con un progreso en la condición del familiar y en su rehabilitación.
Durante todo el proceso, el cuidador experimenta situaciones asociadas al cuidado, que
generan emociones como ansiedad, angustia, tristeza y frustración, pero una vez
superadas estas situaciones, se experimenta satisfacción al sentir que la dedicación para
mejorar el bienestar y recuperación de su ser querido ha tenido buenos resultados. Durante
todo el proceso de cuidado, la espiritualidad tiene un papel relevante en el proceso de
adaptación del cuidador, debido a que en ella encuentra un soporte emocional importante
que le permite comprender el por qué está viviendo la situación, haciendo una
resignificación de la experiencia y la importancia de su rol para alcanzar.
DISCUSIÓN
En los hallazgos descritos se encontró que el impacto de asumir la experiencia de
cuidado en el hogar es proporcional al grado de discapacidad y dependencia del familiar,
para el caso de este estudio, se relacionó con la asistencia en actividades de la vida diaria.
Estos hallazgos son soportados por Dixe et al. (2019) quienes encontraron que en el caso
de personas con dependencia funcional existe una necesidad del 53,8% en suplir
actividades de higiene y comodidad como alimentación, movilidad y comunicación. Así
mismo, ese estudio encontró que asumir el cuidado de la persona asociado a su
dependencia genera cansancio en los cuidadores. Otras investigaciones han documentado
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que la fatiga del cuidador y el número de horas dedicadas al cuidado diario, tienen
estrecha relación con una disminución de la calidad de vida de los cuidadores (Okoye et
al., 2019). Los cuidadores de este estudio pasan más de 12 horas dedicados al cuidado
diario de la persona con ACV, lo que se convierte en un factor que puede impactar
negativamente su calidad de vida. Nueve de los cuidadores que participaron en este
estudio dejaron sus empleos para dedicarse tiempo completo a la atención de sus
familiares. Asociado con este tema, un estudio demostró que aquellos cuidadores que
dejaron sus empleos experimentaron sensaciones como aislamiento social y problemas
en las relaciones personales con otros familiares, generando en consecuencia un alto
riesgo de depresión (Caro, Costa, & Da Cruz, 2018).
Con relación al entorno donde se realizan las actividades de cuidado, es
importante resaltar que el hogar es un espacio ideal para la recuperación y rehabilitación
de los familiares; sin embargo, la estructura física de estos espacios no la adecuada. Por
esta razón, los cuidadores se ven en la necesidad de modificar algunos espacios. En un
estudio desarrollado por Kim, Zhao, Kim, & Ahn (2019) se encontró que las
modificaciones al hogar generan consecuencias positivas como un mejor rendimiento en
el cuidado y en las actividades de la vida diaria tanto para las personas con ACV como
para los cuidadores, aportando a mejorar su calidad de vida.
Las necesidades de apoyo fueron uno de los principales hallazgos. Los
participantes del estudio recibieron apoyo para la satisfacción de sus necesidades por
parte de su red de apoyo. De acuerdo con Rossinot, Marquestaut, & de Stampa (2019) los
cuidadores sufren un agotamiento multifacético, tanto a nivel físico como mental que
requiere de un apoyo por parte de su grupo social, lo que ayuda a disminuir emociones
como angustia y soledad, que podrían hacer más compleja la situación de asumir el
cuidado. El mismo estudio muestra que un aspecto importante para el cuidador es la
posibilidad de expresar sus emociones y pensamientos a otras personas, por lo cual el
soporte social de amigos o familiares se constituye como un recurso valioso para el
bienestar del cuidador.
A lo largo de toda la experiencia, el cuidador y su familia aprenden a cuidar de
acuerdo con las situaciones que se vayan dando con el familiar. En este estudio, los
participantes refirieron que con el tiempo fueron desarrollando habilidades para bañar y
cambiar de posición a sus familiares, lo cual permitió que cada vez fuera más sencillo
hacerlo. En un estudio realizado se evidenció que el cambio del hospital al hogar tiene un
Cultura de los Cuidados. 1º Cuatrimestre 2022. Año XXVI. nº 62
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impacto significativo en los roles y responsabilidades de los cuidadores, por lo cual es
necesario realizar entrenamiento que permita el desarrollo de habilidades, tanto en
aspectos técnicos como emocionales, con el fin de garantizar un afrontamiento adecuado
(Cheng, Chair, & Chau, 2018). Entre las principales preocupaciones que experimenta el
cuidador se encuentra la angustia ante lo desconocido, lo cual le genera disconfort. Lo
anterior se evidenció en el estudio realizado por McCurley et al. (2019) quienes
identificaron que la angustia emocional se encuentra relacionada con la aparición
repentina del ACV, la incertidumbre sobre el futuro, las preocupaciones sobre las secuelas
y cómo será la vida después del ACV.
Las personas con ACV con dificultades de comunicación presentan problemas
para expresar sus necesidades. Esta situación produce impotencia en los cuidadores al no
comprender lo que quieren expresar sus familiares, esto lleva a diseñar estrategias para
mejorar la comunicación. Wray, Clarke, & Forster (2019) manifiestan que los
supervivientes de ACV con dificultades del habla y sus familiares emprendieron un
trabajo significativo (práctico, relacional, emocional) para manejar su condición. La
adaptación se facilita mediante el "hacer", es decir, probando qué actividades se podían
gestionar de forma independiente y cuáles requerían apoyo adicional, demostrando
ingenio y creatividad en la elaboración de estrategias para hacer frente a sus dificultades
de comunicación. A pesar de la labor realizada, muchos expresaron una falta de confianza
en su capacidad y sentimientos de impotencia.
Finalmente, cuando el cuidador logra asumir el cuidado en el hogar y observa la
evolución y recuperación de su ser querido, siente satisfacción. Esto lo motiva a continuar
con su rol y vencer otras adversidades, a su vez, en este estudio se observó que cuando se
genera satisfacción por el cuidado se fortalecen los lazos familiares y se produce un
ambiente de tranquilidad para todos. En contraste, Lynch, Shuster, & Lobo (2018)
informan que pocos cuidadores de personas con ACV alcanzan satisfacción debido al alto
número de tareas de cuidado que debe realizar y al lento avance en su recuperación. Esto
puede explicarse teniendo en cuenta que si bien los cuidadores de este estudio estaban
dedicados gran parte del día al cuidado de la persona, no eran los únicos cuidadores pues
se contaba con el apoyo de otros familiares para el cuidado. Futuros estudios deben
Cultura de los Cuidados. 1º Cuatrimestre 2022. Año XXVI. nº 62
309
identificar si existe una asociación entre variables como el tiempo de dedicación al
cuidado, el soporte social recibido con la satisfacción con el cuidado.
Este estudio reconoce dentro de sus limitaciones que se realizó en cuidadores con niveles
socioeconómicos bajos y con dificultades para acceder a recursos del sistema de salud,
con lo cual los resultados descritos aquí representan las vivencias de un grupo poblacional
de bajos ingresos.
CONCLUSIONES
El cuidador familiar y su familiar con ACV emprenden una importante labor de
adaptación y gestión de la vida después de un ACV, desarrollan estrategias personalmente
significativas y específicas del contexto para ajustarse, manejar la vida y suavizar la difícil
transición al hogar; sin embargo, algunos cuidadores expresan sentimientos de
impotencia y abandono al momento del egreso del hospital. La comprensión de las
experiencias de cuidado de los cuidadores familiares de personas con ACV es
fundamental para diseñar intervenciones de enfermería desde el plan de egreso que
atiendan las necesidades específicas de esta población.
Este estudio tiene varias implicaciones prácticas. La primera de ellas es la tarea
urgente que tienen los profesionales de enfermería de reconocer al cuidador y disminuir
la sensación de abandono que estos tienen durante el proceso de alta hospitalaria y el
posterior paso al hogar. La segunda es la necesidad de implementar acciones como el
reconocimiento del cuidador, su vinculación y preparación para el cuidado, la entrega de
información oportuna y específica sobre el ACV y sobre los recursos disponibles, el
fomento de las relaciones a largo plazo con los profesionales de la salud y un seguimiento
constante después del alta, ya que estas acciones pueden facilitar la experiencia de
convertirse en un cuidador de una persona con ACV. Finalmente, los hallazgos de este
estudio muestran la necesidad de desarrollar intervenciones enfocadas en aumentar la
alfabetización en salud de los cuidadores familiares sobre ACV mediante la provisión de
información puntual, oportuna y mejorando el acceso a los servicios de salud
comunitarios.
Agradecimientos
Cultura de los Cuidados. 1º Cuatrimestre 2022. Año XXVI. nº 62
310
Los autores de este artículo desean agradecer a los cuidadores familiares de la ciudad de
Barranquilla, Colombia, que participantes en el estudio.
BIBLIOGRAFÍA
o Camak, D. J. (2015). Addressing the burden of stroke caregivers: a literature
review. Journal of Clinical Nursing, 24(17–18), 2376–2382. doi:
https://doi.org/10.1111/jocn.12884
o Caminha, C., Denubila, J., Marinho, D. (2018): Burden and Quality of Life of
Family Caregivers of Stroke Patients, Occupational Therapy In Health Care. doi:
https://doi.org/10.1080/07380577.2018.1449046
o Caro, C. C., Costa, J. D., & Da Cruz, D. M. C. (2018). Burden and Quality of Life
of Family Caregivers of Stroke Patients. Occupational Therapy in Health Care,
32(2), 154–171. doi: https://doi.org/10.1080/07380577.2018.1449046
o Carrillo, G. M., Arias-Rojas, M., Carreño, S. P., Gómez, O. J., López, R., &
Cárdenas, D. C. (2018). Looking for Control at the End of Life Through the Bond:
A grounded theory on the hospital discharge process in palliative care. Journal of
Hospice
and
Palliative
Nursing,
20(3),
296–303.
doi:https://doi.org/10.1097/NJH.0000000000000447
o Cecil, R., Parahoo, K., Thompson, K., McCaughan, E., Power, M., Campbell, Y.
(2011). “The hard work starts now”: a glimpse into the lives of carers of
community-dwelling stroke survivors. J Clin Nurs, 20(11– 12), 1723–30. doi:
https://doi.org/10.1111/j.1365-2702.2010.03400.x
o Cecil, R., Thompson, K., Parahoo, K., McCaughan, E. (2013). Towards an
understanding of the lives of families affected by stroke: a qualitative study of
home carers. Journal Adv Nurs, 69(8), 1761–70. doi:https://doi.org/
10.1111/jan.12037
o Charmaz, K. (2006). Constructing grounded theory: A practical guide through
qualitative analysis. London: sage.
o Cheng, H. Y., Chair, S. Y., & Chau, J. P. C. (2018). Effectiveness of a strengthoriented psychoeducation on caregiving competence, problem-solving abilities,
psychosocial outcomes and physical health among family caregiver of stroke
survivors: A randomised controlled trial. International Journal of Nursing
Studies, 87, 84–93. doi: https://doi.org/10.1016/j.ijnurstu.2018.07.005
o Corbin, J., & Strauss, A. (2014). Basics of qualitative research: Techniques and
procedures for developing grounded theory. London: Sage publications.
o D’Onofrio, G., Sancarlo, D., Addante, F., Ciccone, F., Cascavilla, L., Paris, F., …
Pilotto, A. (2015). Caregiver burden characterization in patients with Alzheimer’s
disease or vascular dementia. International Journal of Geriatric Psychiatry,
30(9), 891–899. doi: https://doi.org/10.1002/gps.4232
o Dixe, M. D. A. C. R., da Conceição Teixeira, L. F., Areosa, T. J. T. C. C., Frontini,
R. C., de Jesus Almeida Peralta, T., & Querido, A. I. F. (2019). Needs and skills
of informal caregivers to care for a dependent person: a cross-sectional study.
BMC Geriatrics, 19(1), 255. doi: https://doi.org/10.1186/s12877-019-1274-0
o Feigin, V. L., Nichols, E., Alam, T., Bannick, M. S., Beghi, E., Blake, N., … Vos,
T. (2019). Global, regional, and national burden of neurological disorders, 1990–
Cultura de los Cuidados. 1º Cuatrimestre 2022. Año XXVI. nº 62
311
o
o
o
o
o
o
o
o
o
o
o
o
o
2016: a systematic analysis for the Global Burden of Disease Study 2016. The
Lancet Neurology, 18(5), 459–480. doi:
https://doi.org/10.1016/S14744422(18)30499-X
Denzin, N.K., & Lincoln, Y. (1994). Handbook of qualitative research. London:
Sage.
Hare, R., Rogers, H., Lester, H., McManus, R., Mant, J. (2006). What do stroke
patients and their carers want from community services? Fam Pract, 23(1), 131–
6. doi: https://doi.org/10.1093/fampra/ cmi098
Jellema, S., Wijnen, M. A. M., Steultjens, E. M. J., Nijhuis-van der Sanden, M.
W. G., & van der Sande, R. (2019). Valued activities and informal caregiving in
stroke: a scoping review. Disability and Rehabilitation, 41(18), 2223–2234. doi:
https://doi.org/10.1080/09638288.2018.1460625
Khaku, A. S., & Tadi, P. (2021). Cerebrovascular Disease (Stroke). Treasure
Island: (FL)StatPearls Publishing.
Kim, H., Zhao, Y. L., Kim, N., & Ahn, Y. H. (2019). Home modifications for
older people with cognitive impairments: Mediation analysis of caregivers’
information needs and perceptions of fall risks. International Journal of Older
People Nursing, 14(3), e12240. doi: https://doi.org/10.1111/opn.12240
Lauritzen, J., Pedersen, P. U., Sørensen, E. E., & Bjerrum, M. B. (2015). The
meaningfulness of participating in support groups for informal caregivers of older
adults with dementia: a systematic review. JBI Database of Systematic Reviews
and
Implementation
Reports,
13(6),
373–433.
doi:
https://doi.org/10.11124/jbisrir-2015-2121
Lynch, S. H., Shuster, G., & Lobo, M. L. (2018). The family caregiver
experience - examining the positive and negative aspects of compassion
satisfaction and compassion fatigue as caregiving outcomes. Aging & Mental
Health, 22(11), 1424–1431. doi: https://doi.org/10.1080/13607863.2017.1364344
Martinsen, R., Kirkevold, M., Sveen, U. (2015). Young and midlife stroke
survivors’ experiences with the health services and long-term follow-up needs.
Journal of Neurosci Nurs, 47(1), 27–35. doi: https://doi.org/10.1097/JNN.
0000000000000107
McCurley, J. L., Funes, C. J., Zale, E. L., Lin, A., Jacobo, M., Jacobs, J. M., …
Vranceanu, A.-M. (2019). Preventing Chronic Emotional Distress in Stroke
Survivors and Their Informal Caregivers. Neurocritical Care, 30(3), 581–589.
doi: https://doi.org/10.1007/s12028-018-0641-6
Okoye, E. C., Okoro, S. C., Akosile, C. O., Onwuakagba, I. U., Ihegihu, E. Y., &
Ihegihu, C. C. (2019). Informal caregivers’ well-being and care recipients’ quality
of life and community reintegration - findings from a stroke survivor sample.
Scandinavian Journal of Caring Sciences, 33(3), 641–650. doi:
https://doi.org/10.1111/scs.12657
Ortega-Perez, S., Sanchez-Rubio, L., De las Salas, R., & Borja-Gonzalez, J.
(2019). An International Perspective of Transition of Neurological Disease: The
Latin American and the Caribbean Region. Nursing Clinics of North America,
54(3), 449–456. doi: https://doi.org/10.1016/j.cnur.2019.04.012
Pindus, D.M., Mullis, R., Lim, L., Wellwood, I., Rundell, A.V., Abd, N.A, et al.
(2018) Stroke survivors’ and informal caregivers’ experiences of primary care and
community healthcare services – A systematic review and meta-ethnography.
PLoS ONE, 13(2), e0192533. doi: https://doi.org/10.1371/ journal.pone.0192533
Rossinot, H., Marquestaut, O., & de Stampa, M. (2019). The experience of
patients and family caregivers during hospital-at-home in France. BMC Health
Cultura de los Cuidados. 1º Cuatrimestre 2022. Año XXVI. nº 62
312
Services Research, 19(1), 470. doi: https://doi.org/10.1186/s12913-019-4295-7
o Rouanet, C., & Silva, G. S. (2019). Aneurysmal subarachnoid hemorrhage:
current concepts and updates. Arquivos de Neuro-Psiquiatria, 77(11), 806–814.
doi: https://doi.org/10.1590/0004-282X20190112
o Rubiano, A. M., Carney, N., Chesnut, R., & Puyana, J. C. (2015). Global
neurotrauma research challenges and opportunities. Nature, 527(7578), S193-7.
doi: https://doi.org/10.1038/nature16035
o Tsai, P. C., Yip, P. K., Tai, J. J., & Lou, M. F. (2015). Needs of family caregivers
of stroke patients: a longitudinal study of caregivers' perspectives. Patient
preference and adherence, 9, 449–457. doi: https://doi.org/10.2147/PPA.S77713
o Wray, F., Clarke, D., & Forster, A. (2019). How do stroke survivors with
communication difficulties manage life after stroke in the first year? A qualitative
study. International Journal of Language and Communication Disorders, 54(5),
814–827. doi: https://doi.org/10.1111/1460-6984.12487
o Yanez, N., Useche, J. N., Bayona, H., Porras, A., & Carrasquilla, G. (2020).
Analyses of Mortality and Prevalence of Cerebrovascular Disease in Colombia,
South America (2014-2016): A Cross-Sectional and Ecological Study. Journal of
Stroke and Cerebrovascular Diseases : The Official Journal of National Stroke
Association,
29(5),
104699.
doi:
https://doi.org/10.1016/j.jstrokecerebrovasdis.2020.104699
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Keeping Emotions in Mind: The Influence of Working Memory Capacity on Parent-Reported Symptoms of Emotional Lability in a Sample of Children With and Without ADHD
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ORIGINAL RESEARCH
published: 02 October 2018
doi: 10.3389/fpsyg.2018.01846 Citation: Jensen DA, Høvik MF, Monsen NJN,
Eggen TH, Eichele H, Adolfsdottir S,
Plessen KJ and Sørensen L (2018)
Keeping Emotions in Mind: The
Influence of Working Memory
Capacity on Parent-Reported
Symptoms of Emotional Lability in a
Sample of Children With and Without
ADHD. Front. Psychol. 9:1846. doi: 10.3389/fpsyg.2018.01846 Daniel André Jensen1,2,3*, Marie Farstad Høvik4,5, Nadja Josefine Nyhammer Monsen5,
Thale Hegdahl Eggen6, Heike Eichele1, Steinunn Adolfsdottir1,5,
Kerstin Jessica Plessen2,7,8 and Lin Sørensen1,2 1 The Department of Biological and Medical Psychology, University of Bergen, Bergen, Norway, 2 K.G. Jebsen Centre
for Research on Neuropsychiatric Disorders, Bergen, Norway, 3 Betanien District Psychiatric Center (DPS), Bergen, Norway,
4 Department of Clinical Medicine, University of Bergen, Bergen, Norway, 5 Division of Psychiatry, Haukeland University
Hospital, Bergen, Norway, 6 Division Mental Health Services, Akershus University Hospital, Lørenskog, Norway, 7 Child and
Adolescent Mental Health Center, Copenhagen, Denmark, 8 Division of Child and Adolescent Psychiatry, Department
of Psychiatry, Lausanne University Hospital, Lausanne, Switzerland Keywords: working memory, attention-deficit/hyperactivity disorder, emotional lability, emotion regulation, letter–
number sequencing Edited by: Edited by:
Livio Provenzi,
Eugenio Medea (IRCCS), Italy Emotional lability (EL) often co-occurs with attention-deficit/hyperactivity disorder
(ADHD) in children. However, difficulties of regulating intense emotions in ADHD are
still poorly understood. We investigated the potential role of working memory (WM) as a
protective factor against EL in children with ADHD by building on models describing
the close relationship between WM and regulation of emotions. The parents of 41
children with ADHD and 34 typically developing children (TDC) filled out the emotional
control scale (ECS) from the Behavior Rating Inventory of Executive Functioning and
the child behavior checklist (CBCL). The children themselves completed the backward
conditions of the digit span (DS) and spatial span (SS) tasks as well as the letter–umber
sequencing (LNS) task. The results of a stepwise regression analysis confirmed the
negative relationship between parent reported EL measured using the ECS and scores
on the LNS, when controlling for symptoms of ADHD and oppositional defiant disorder
(ODD). WM thus seems to be important for the ability of the children to express emotions
in an adaptive and flexible way. We therefore suggest that a poorer WM capacity, which
is often found in children with ADHD, may be a predictor of high levels of EL. Reviewed by:
Vrinda Kalia,
Miami University, United States
Joanne Sara Johnston,
University of Reading,
United Kingdom Reviewed by:
Vrinda Kalia,
Miami University, United States
Joanne Sara Johnston,
University of Reading,
United Kingdom *Correspondence:
Daniel André Jensen
Daniel.A.Jensen@uib.no Specialty section:
This article was submitted to
Developmental Psychology,
a section of the journal
Frontiers in Psychology Received: 06 April 2018
Accepted: 10 September 2018
Published: 02 October 2018 Keeping Emotions in Mind: The
Influence of Working Memory
Capacity on Parent-Reported
Symptoms of Emotional Lability in a
Sample of Children With and Without
ADHD Daniel André Jensen1,2,3*, Marie Farstad Høvik4,5, Nadja Josefine Nyhammer Monsen5,
Thale Hegdahl Eggen6, Heike Eichele1, Steinunn Adolfsdottir1,5,
Kerstin Jessica Plessen2,7,8 and Lin Sørensen1,2 INTRODUCTION page 18 of Gioia et al., 2000). The ability to monitor and modulate incoming information
(WM capacity) is believed to be very important for the adaptive
perception, experience, and expression of emotions (i.e., level of
EL) (e.g., Gross, 2002; Sheppes and Gross, 2011; Sheppes et al.,
2014; Smith and Lane, 2015). The high prevalence of EL difficulties in children and
adults with ADHD (Skirrow et al., 2009) has been noted over
time (Wender, 1972), and has been included as an associated
feature to ADHD in the fifth edition of the Diagnostic and
Statistical Manual of Mental Disorders (DSM-5; American
Psychiatric Association, 2013). Previously, efforts to explain this
association have predominantly focused on poorer inhibitory
control (Barkley, 1997) and high levels of oppositional defiant
disorder (ODD; e.g., Sobanski et al., 2010) as predictors of EL. (
g
)
p
Only one prior study (Banaschewski et al., 2012) has, to
the best of our knowledge, investigated how inhibitory control
and WM relate to EL in ADHD. They found no significant
association between these functions and parent-reported levels
of EL after controlling for ADHD symptoms. However, the WM
task applied, the digit span (DS), is probably not as sensitive
as other measures of verbal WM in assessing the capacity to
modulate incoming information (i.e., simple reversal of a single
stimulus category may not be sufficiently cognitively demanding;
Shelton et al., 2009; Kasper et al., 2012). We therefore wanted
to investigate a possible link between verbal WM and parent-
reported EL by including a WM task that is assumed to place
a higher load on the modulation of incoming information than
the digit span, namely the letter–number sequencing (LNS) task
(e.g., a “complex” task; Shelton et al., 2009). The LNS requires
the participant both to remember (store, i.e., the phonological
loop) and to sequence the digits and letters that are presented
according to numerical and alphabetical order (integrating stored
information and modulating it according to knowledge of the
alphabet, i.e., the episodic buffer). Thus, introducing a greater
processing demand and reliance of the central executive than
simple reversal. It is important to note that WM, together
with inhibitory control and cognitive flexibility, are suggested to
comprise the subfunctions of cognitive control (Miyake et al.,
2000). WM is thus shown to load on inhibitory control, however,
not on cognitive flexibility (see Miyake and Friedman, 2012). INTRODUCTION Following Baddeley (1986) model, the central executive acts as an
inhibitory control component. However, there is ample evidence
of the importance of WM – and not inhibitory control alone –
in several emotion regulation strategies (Smith and Lane, 2015),
including cognitive reappraisal (McRae et al., 2012). This may
be because these processes involve multiple components of WM. In addition to inhibitory control (i.e., central executive), the
information is modulated by holding it in temporary storage (i.e.,
the phonological loop and the visuospatial sketchpad) at the same
time as the information is integrated with existing knowledge and
experience (i.e., the episodic buffer) (Baddeley, 2000, 2002). 2014; Smith and Lane, 2015). Baddeley’s (Baddeley, 1986, 2000, 2002) WM model can be
used to understand the role of WM in emotional experiences
and the modulation of these experiences. He describes WM
as a hierarchical system comprising a central executive that
regulates and controls the storing (the phonological loop
and the visuospatial sketchpad) and integration (the episodic
buffer) of information from multiple modalities. The central
executive is, as such, essential for monitoring and modulating
incoming information by regulating the allocation of attention
in accordance with goal-oriented behavior. A higher WM
capacity can help a child to modulate an emotional reaction by
taking into perspective the situational expectancies (e.g., such as
downregulating the emotional impact of a situation; Knudsen,
2007). Previous studies have shown that the contribution of the
capacity to modulate the meaning and importance of emotional
experiences is important in pursuing goal-oriented behavior
(Gross, 2002; Sheppes and Gross, 2011; Bridgett et al., 2013;
Sheppes et al., 2014; Smith and Lane, 2015). Gross (2002),
Sheppes and Gross (2011), McRae et al. (2012), and Sheppes et al. (2014) have focused on the role of verbal WM in the experience,
expression and regulation of emotions in typically developing
adults and concluded that the ability to cognitively reappraise
experiences eliciting negative emotions is related to better
performance on verbal WM tasks. Typically, participants have
been exposed to emotional stimuli with varying valence, such as
emotion eliciting images, with the instruction to actively reduce
the emotional impact of the stimuli by constructing alternative
interpretations. One study finding supporting evidence in
typically developing, young adults showed that the distribution
of pre-made reappraisals, assumed to decrease the cognitive
cost of reappraisal, increased the ability to down-regulate the
intensity of negative emotions and thus facilitated the reappraisal
process (Sheppes et al., 2014). INTRODUCTION Attention-deficit/hyperactivity disorder (ADHD) is a frequent neurodevelopmental disorder
present in around 5% of children (Polanczyk and Jensen, 2008; Willcutt, 2012). Problems of
self-regulation associated with the disorder include difficulties in both cognitive (Willcutt et al.,
2005) and emotional (Shaw et al., 2014) control functions (see Nigg, 2017). Typical difficulties October 2018 | Volume 9 | Article 1846 Frontiers in Psychology | www.frontiersin.org 1 Influence of WM-capacity on EL Jensen et al. include a reduced performance on working memory (WM) tasks,
which measure the capacity to monitor and modulate incoming
information (see the meta-analyses of Martinussen et al., 2005;
Kasper et al., 2012). At the same time, parents of children
with ADHD tend to report that their children have problems
controlling their emotional expressions (Skirrow et al., 2009). This has been described as emotional lability (EL; e.g., Sobanski
et al., 2010), which includes frequent expressions of high intensity
(negative) emotions (Skirrow et al., 2009; Shaw et al., 2014). Such difficulties can be assessed with parent reports on the
emotional control scale (ECS) of the Behavior Rating Inventory
of Executive Function that measures the ability to modulate
emotional responses, with high scores indicating a high level of
EL or explosiveness (BRIEF; cf. page 18 of Gioia et al., 2000). The ability to monitor and modulate incoming information
(WM capacity) is believed to be very important for the adaptive
perception, experience, and expression of emotions (i.e., level of
EL) (e.g., Gross, 2002; Sheppes and Gross, 2011; Sheppes et al.,
2014; Smith and Lane, 2015). of executive functioning, and emotional difficulties in children
with ADHD (e.g., Nigg et al., 2004; Sheppes et al., 2015). include a reduced performance on working memory (WM) tasks,
which measure the capacity to monitor and modulate incoming
information (see the meta-analyses of Martinussen et al., 2005;
Kasper et al., 2012). At the same time, parents of children
with ADHD tend to report that their children have problems
controlling their emotional expressions (Skirrow et al., 2009). This has been described as emotional lability (EL; e.g., Sobanski
et al., 2010), which includes frequent expressions of high intensity
(negative) emotions (Skirrow et al., 2009; Shaw et al., 2014). Such difficulties can be assessed with parent reports on the
emotional control scale (ECS) of the Behavior Rating Inventory
of Executive Function that measures the ability to modulate
emotional responses, with high scores indicating a high level of
EL or explosiveness (BRIEF; cf. Frontiers in Psychology | www.frontiersin.org INTRODUCTION Similarly, research investigating
the role of cognitive control in emotional experience from a
developmental perspective (i.e., based on the model of Posner and
Rothbart, 2000), have also implicated the importance of verbal
WM capacity (Bridgett et al., 2013). This is in line with work
suggesting a relationship between reduced WM capacity, as part Therefore, based on the theories of Gross (Gross, 2002;
Sheppes and Gross, 2011; Sheppes et al., 2014) and Posner and
Rothbart (Posner and Rothbart, 2000; Rueda et al., 2005; Rothbart
et al., 2011; Bridgett et al., 2013) as well as a recent review
(Smith and Lane, 2015), we expected an inverse relationship
between verbal WM and parent reported difficulties related to
EL. To examine this hypothesis we used three WM tasks –
the DS and SS which can be described as “simple reversal”
verbal and visuospatial span tasks, respectively, and the LNS October 2018 | Volume 9 | Article 1846 Frontiers in Psychology | www.frontiersin.org 2 Influence of WM-capacity on EL Jensen et al. which can be described as a complex verbal WM task –
and only expected verbal WM capacity to associate with EL,
and then only with the WM task with the highest load on
modulation of incoming information (i.e., the LNS; Shelton
et al., 2009). We also wanted to explore whether this association
was independent of parent reported symptoms of ADHD and
ODD, and diagnostic status. As the reviewed studies (e.g., Gross,
2002; Sheppes and Gross, 2011; McRae et al., 2012; Sheppes
et al., 2014) indicate an inverse relationship between EL and
WM capacity in healthy samples, this inverse relationship may
not distinguish between the ADHD group and the typically
developing children (TDC). However, we expected higher levels
of parent reported EL symptoms and a poorer WM capacity in
the ADHD group than among the TDC. Furthermore, due to
the noted association between WM and inhibition, as well as
prior theories emphasizing the importance of difficulties related
to inhibition, we also conducted supplementary analyses to
investigate whether inhibition would be a significant contributor
to the current results (see Supplementary Materials). materials (Leckman et al., 1982). Comorbidities affected several
of the participating children. Among the children with ADHD,
ODD was the most common comorbidity (n = 17) with three of
these children also fulfilling the criteria for a conduct disorder. Working Memory Working memory was assessed with the backward conditions
of the DS and the spatial span (SS) tasks, as well as the LNS
task (Kaplan et al., 2004; Wechsler, 2003). In the backward
conditions of the DS and the SS, children are instructed to recall
and reproduce a list, or touch blocks, in the opposite order of
that presented by the examiner (i.e., for the DS the examiner
may read the sequence 2-7-1 and the child is to respond by
reversing this sequence into 1-7-2), whereas the LNS requires
the children to recall, rearrange, and reproduce a sequence
of letters and numbers presented aloud by the examiner by
first repeating the numbers in ascending order and then the
letters in alphabetical order (i.e., the sequence E-1-F is to be
rearranged into 1-E-F; Kaplan et al., 2004). The DS and SS
have been described as “simple” span tasks (i.e., even though
the tasks include reversal of stimuli this may not be sufficiently
demanding to categorize such tasks as encompassing a high load
on the central executive component of WM), whereas the LNS
is the clinical measure which is most closely associated with
laboratory measures of WM (i.e., additional processing of the
stored information is required to correctly sort numbers by size
and letters by alphabet placement; Shelton et al., 2009; Kasper
et al., 2012). Participants The current study included 75 children between 8 and 12 years
old, and consisted of 41 children with an ADHD diagnosis and
a control group of 34 TDC. There were no group differences in
sex or age distributions between the two groups (Table 1).All
participating children had a full-scale intelligence quotient
(FSIQ) above 75, however, the children with an ADHD diagnosis
had lower FSIQ than the TDC. The study was carried out with the
approval of the Regional Ethical Committee for Western Norway
(REK-Vest), and written informed consent in accordance with
the Declaration of Helsinki was obtained from all parents. Children with a suspected ADHD diagnosis were referred
from outpatient child and adolescent psychiatric clinics serving
the municipality of Bergen, Norway. A control group of TDC was
recruited from schools in geographical areas overlapping with the
areas served by the above mentioned outpatient clinics. INTRODUCTION Furthermore, 15 of the children with ADHD also fulfilled the
criteria for an anxiety disorder and three the criteria for a tic
disorder. One of the TDC fulfilled the criteria for a specific
phobia. FSIQ was assessed using the Wechsler Intelligence Scale
for Children – Fourth Edition (WISC-IV; Wechsler, 2003). The general ability index (GAI) score was also included as
a measure of intellectual level in the current study, because
WM scores are included in the calculation of the FSIQ scores
(Table 1). Frontiers in Psychology | www.frontiersin.org Emotional Lability (EL) Exclusion criteria for both groups were an existing ADHD
diagnosis and prior use of psychostimulant medicine due to the
wish to study cognitive functions that had not been modulated
by treatment effects (Eichele et al., 2016; Plessen et al., 2016;
Sørensen et al., 2017). Further exclusion criteria were, suspicion
of an autism spectrum disorder, or a prior head injury with
loss of consciousness. The diagnosis of ADHD was given
following the algorithm of the “Schedule for Affective Disorders
and Schizophrenia for School-Age Children – Present and
Lifetime Version” (K-SADS-PL; Kaufman et al., 1997). Clinical
professionals interviewed the children and their parents using the
K-SADS-PL, and a board consisting of a child psychiatrist and a
clinical psychologist finally confirmed the diagnostic evaluations. Only children with a primary diagnosis of ADHD were included
in the clinical group (n = 41), 26 children fulfilled the diagnostic
criteria for the combined subtype, 12 had the predominantly
inattentive subtype, and three the hyperactive/impulsive subtype
on the basis of a best estimate diagnosis reviewing all available Emotional lability was measured with parent information on the
emotional control subscale from the Behavior Rating Inventory
of Executive Functioning, which “addresses the manifestation of
executive functions within the emotional realm and measures a
child’s ability to modulate emotional responses. Poor emotional
control can be expressed as EL or emotional explosiveness” (Gioia
et al., 2000, p. 18). This subscale asks the parents how they
experience their children typically acting when they are upset,
angry, or sad. Each item is evaluated according to a Likert-scale
with three response alternatives: “often” (score 3), “sometimes”
(score 2), or “never” (score 1). Internal reliability, as estimated
by Cronbach’s alpha, is high (0.92; Gioia et al., 2000), also
in a Norwegian sample in a comparable age group (Ranging
from 0.80–0.98 for all subscales; Sørensen et al., 2011), and in
the current sample (0.94 for the ECS). In the linear statistical
analyses, we used the raw scores to secure a higher variability in
scores (i.e., standardized scores are centralized around the mean). October 2018 | Volume 9 | Article 1846 Frontiers in Psychology | www.frontiersin.org 3 Influence of WM-capacity on EL Jensen et al. TABLE 1 | Descriptive characteristics of the sample. Emotional Lability (EL) TDC
ADHD
Between-group effects
M
SD
M
SD
F/chi square
Df
p
Post hoc
Age (years)
9.47
1.08
9.65
1.25
0.43
1/72
ns
FSIQ
105.76
11.07
91.15
7.33
4.71
1/72
<0.001
TDC > ADHD
GAI
111.94
12.47
95.60
8.85
2.85
1/72
<0.001
TDC > ADHD
ADHD
1.00
1.33
9.34
2.47
310.16
1/72
<0.001
TDC < ADHD
ODD
0.76
1.28
4.49
2.95
46.88
1/72
<0.001
TDC < ADHD
ECS
12.68
3.21
19.75
5.63
41.99
1/72
<0.001
TDC < ADHD
DS
6.74
1.69
6.03
1.33
4.08
1/72
<0.05
TDC > ADHD
SS
7.41
2.00
5.80
1.42
16.32
1/72
=0.001
TDC > ADHD
LNS
15.85
4.05
12.55
3.62
13.72
1/72
=0.001
TDC > ADHD
Boys/Girls
20/14
29/11
1.54
1
ns
ODD-diagnosis (number/total)
0/34
16/40
17.35
1
<0.001
Pearson X2
FSIQ, full scale IQ; GAI, general ability index; ADHD, scores on the attention deficit/hyperactivity problems scale of the CBCL; ODD, scores on the oppositional defiant
problems scale of the CBCL; DS, score on the digit span backward condition; SS, score on the spatial span backward condition; LNS; score on the letter–number
sequencing task; TDC, typically developing children; ODD-diagnosis, oppositional defiant disorder-diagnosis. TABLE 1 | Descriptive characteristics of the sample. FSIQ, full scale IQ; GAI, general ability index; ADHD, scores on the attention deficit/hyperactivity problems scale of the CBCL; ODD, scores on the oppositional defiant
problems scale of the CBCL; DS, score on the digit span backward condition; SS, score on the spatial span backward condition; LNS; score on the letter–number
sequencing task; TDC, typically developing children; ODD-diagnosis, oppositional defiant disorder-diagnosis. Preliminary Results Preliminary correlational analyses of the relationship between age
and the variables of EL and the WM scores (LNS, SS, and DS),
showed that age correlated significantly with the WM scores of SS
and LNS (Table 2). Age did, however, not correlate with the DS
scores. Gender appeared to only be significantly correlated with
the DS scores and not with the other WM scores (LNS and SS). The parent-reported symptoms of EL, ODD and ADHD were not
significantly correlated with either age or gender (See Table 2). All
three WM scores of LNS, SS, and DS correlated significantly with
each other. Dimensional Symptom Scales of ODD
and ADHD we repeated the primary stepwise regression with the Stop-
Signal Task score as an independent variable together with WM
scores, symptoms of ADHD and ODD, age, and gender (see
Supplementary Materials). We used the parent form of the child behavior checklist (CBCL),
part of the Achenbach System of Empirically Based Assessment
(ASEBA; Achenbach and Rescorla, 2001), to investigate the
predictive validity of symptoms of ADHD and ODD on EL. The
subscales of interest in the current study were the oppositional
defiant problems scale (ODD symptom scale) and the attention-
deficit/hyperactivity problems scale (ADHD symptom scale). The
CBCL is a highly validated and reliable measures in this age
group (Achenbach and Rescorla, 2001), and also for use with
clinical populations, including children and youth with ADHD
and comorbidities (Achenbach and Rescorla, 2001; Krol et al.,
2006; Biederman et al., 2008). Missing data for one child each on ADHD symptoms,
ODD symptoms, and GAI were replaced with the series mean. Furthermore, an inspection of the studentized residuals showed
that one participant belonging to the group of children with
ADHD was an outlier (Aguinis et al., 2013). This child’s data were
therefore omitted from the analyses. Frontiers in Psychology | www.frontiersin.org Statistical Analyses All statistical analyses were conducted using IBM SPSS, version
25. Bivariate correlation analyses were conducted among all
variables of interest. To test our main hypothesis, we conducted
a linear stepwise regression analysis that included EL scores from
the ECS as the dependent variable, and age, gender, symptoms
of ODD and ADHD, GAI scores, and WM scores of DS, SS, and
LNS scores as the independent variables. FSIQ was not included
as it has been argued that controlling for it as a covariate is likely
to distort findings (Dennis et al., 2009). The Relationship Between WM Capacity
and Parent-Reported Emotional Lability EL, score on the emotional control scale of the BRIEF; ADHD, score on the attention deficit/hyperactivity problems scale of the CBCL; ODD, score on the oppositional
defiant problems scale of the CBCL; DS, score on the digit span backward condition; SS, score on the spatial span backward condition; LNS, score on the letter–number
sequencing task. ∗∗Correlation is significant at the 0.01 level (1-tailed); ∗correlation is significant at the 0.05 level (1-tailed). esults from the forward stepwise regression model showing the prediction of EL based on symptoms of ODD and LNS-scores. TABLE 3 | Results from the forward stepwise regression model showing the prediction of EL based on symptoms of ODD and LNS-scores. Model summary
ECS
Adjusted R2
1R
df
p
B
SE B
β
p
Model 1
ODD
0.70
0.71
1/72
<0.001
1.65
0.13
0.84
<0.001
Model 2
ODD
0.73
0.03
1/71
<0.01
1.56
0.12
0.80
<0.001
LNS
−0.26
0.09
−0.18
<0.01
ECS, score on the emotional control scale of the BRIEF; ODD, score on the oppositional defiant problems scale of the CBCL; LNS, Score on the letter–number sequencing
task. FIGURE 1 | A graphical representation of the moderation analysis (A), and a scatterplot showing the distribution of scores on the Letter–Number Sequencing (LNS)
and Emotional Control Scale (ECS) as well as the equations describing the relationships between these for the group with attention-deficit/hyperactivity disorder
(ADHD), the No ADHD as well as the whole sample (B). Note: IV, independent variable; M, moderator; DV, dependent variable. Letter Number
Sequencing = Centered scores on the Letter Number Sequencing task (i.e., individual scores minus the sample mean). FIGURE 1 | A graphical representation of the moderation analysis (A), and a scatterplot showing the distribution of scores on the Letter–Number Sequencing (LNS)
and Emotional Control Scale (ECS) as well as the equations describing the relationships between these for the group with attention-deficit/hyperactivity disorder
(ADHD), the No ADHD as well as the whole sample (B). Note: IV, independent variable; M, moderator; DV, dependent variable. Letter Number
Sequencing = Centered scores on the Letter Number Sequencing task (i.e., individual scores minus the sample mean). The Relationship Between WM Capacity
and Parent-Reported Emotional Lability FIGURE 1 | A graphical representation of the moderation analysis (A), and a scatterplot showing the distribution of scores on the Letter–Number Sequencing (LNS)
and Emotional Control Scale (ECS) as well as the equations describing the relationships between these for the group with attention-deficit/hyperactivity disorder
(ADHD), the No ADHD as well as the whole sample (B). Note: IV, independent variable; M, moderator; DV, dependent variable. Letter Number
Sequencing = Centered scores on the Letter Number Sequencing task (i.e., individual scores minus the sample mean). As expected, higher LNS scores were related to lower EL
symptoms after controlling for parent-reported ADHD and ODD
symptoms. The follow-up moderation analysis supported that
this relationship was independent of diagnostic status, although
the levels of both WM capacity and EL differed between the
groups (i.e., children with ADHD had lower WM scores and
higher EL scores than TDC, but the relationships between these
scores did not significantly differ between groups). The results of the moderation analysis, investigating the
interaction between ADHD diagnostic status and the LNS scores
on the EL scores from the ECS, showed that there were no
significant interaction between the LNS scores and diagnostic
status (see Figure 1). The Relationship Between WM Capacity
and Parent-Reported Emotional Lability The Relationship Between WM Capacity
and Parent-Reported Emotional Lability
All three WM scores of LNS, SS, and DS were inversely correlated
with the parent-reported EL scores on the ECS. The forward
linear stepwise regression model including the EL scores from the
ECS as the dependent variable and the independent variables of
age, gender, ADHD symptoms, GAI scores, and the WM scores
of LNS, DS, and SS, showed that only symptoms of ODD and the
LNS scores significantly predicted the parent-reported scores of
EL on the ECS, and not age, gender, GAI, symptoms of ADHD,
scores on the DS or scores on the SS (see Table 3). The stepwise regression analysis was followed by a moderation
analysis as described by Kraemer et al. (2002) and Hayes (2012)
building on the model of Baron and Kenny (1986). In our study
this comprised a regression approach including the independent
variable of the LNS scores (IV), a moderator variable of diagnostic
status of ADHD versus TDC (M), and an interaction variable
of the LNS scores by moderator variable of diagnostic status
(IV × M) with the EL scores from the ECS as the dependent
variable. To investigate the potential influence of inhibition on the
relationship between WM-scores and EL scores from the ECS October 2018 | Volume 9 | Article 1846 Frontiers in Psychology | www.frontiersin.org 4 Influence of WM-capacity on EL Jensen et al. TABLE 2 | Correlations among the examined variables. 1
2
3
4
5
6
7
8
(1) EL
–
−0.37∗∗
−0.31∗∗
−0.21∗
0.84∗∗
0.70∗∗
0.05
0.05
(2) LNS
–
0.53∗∗
0.49∗∗
−0.24∗
−0.40∗∗
0.33∗∗
0.03
(3) SS
–
0.36∗∗
−0.24∗
−0.47∗∗
0.36∗∗
−0.05
(4) DS
–
−0.09
−0.19
0.14
−0.21∗
(5) ODD
–
0.72∗∗
0.15
0.08
(6) ADHD
–
0.09
0.10
(7) Age
–
0.18
(8) Gender
–
EL, score on the emotional control scale of the BRIEF; ADHD, score on the attention deficit/hyperactivity problems scale of the CBCL; ODD, score on the oppositional
defiant problems scale of the CBCL; DS, score on the digit span backward condition; SS, score on the spatial span backward condition; LNS, score on the letter–number
sequencing task. ∗∗Correlation is significant at the 0.01 level (1-tailed); ∗correlation is significant at the 0.05 level (1-tailed). TABLE 2 | Correlations among the examined variables. DISCUSSION The current findings are in line with previous studies in
healthy samples (e.g., McRae et al., 2012; Sheppes et al., 2014)
in that a lower WM capacity seems to be related to an increased In line with our hypotheses, we found an inverse relationship
between children’s verbal WM scores and parent reported EL. October 2018 | Volume 9 | Article 1846 Frontiers in Psychology | www.frontiersin.org 5 Influence of WM-capacity on EL Jensen et al. probability of experiencing and expressing emotions in a way
which is described as problematic by the children’s parents. Overall the current findings are therefore also in line with the
model proposed by Gross and colleagues (Gross, 2002; Sheppes
and Gross, 2011) and the previous findings that verbal WM is
involved in expressing one’s emotions in an adaptive and goal-
oriented way (Smith and Lane, 2015). The current findings can
also be linked to similar findings from temperamental research
showing an overlap between WM and efficient control of one’s
emotions (Bridgett et al., 2013). This may suggest that a higher
WM capacity acts as a protective factor against developing
clinically significant difficulties in expressing one’s emotions (i.e.,
difficulties in controlling strong emotional outbursts – EL). development in the ability to answer the task requirements of
the DS, with one period ending around the age of 8–9 years,
and the second commencing around 12–13 years of age. The
period between these, spanning the age range of our participants,
seems to be characterized by small developmental changes, and
this may therefore be the explanation for the lack of association
found between age and DS scores. With regard to gender effects
on WM capacity in ADHD, previous studies show mixed results
depending on the percentage of females included (Kasper et al.,
2012). In studies with a more balanced gender distribution, as
in the current study, smaller between-group effect sizes appear
related to the WM capacity. p
y
It is also worth mentioning some contrasts and similarities
between the current findings and the findings of Banaschewski
et al. (2012), as they found no association between WM and
EL in children with ADHD. As stated in the introduction, we
believe this may be due to the measure applied. The DS was
the only measure of WM included in the study of Banaschewski
et al. (2012), and our results support their conclusion that this
measure is not closely associated with EL. DISCUSSION Future studies may therefore want to investigate whether
this holds true in other populations with elevated levels of EL,
such as in children with anxiety disorders (Maire et al., 2017) and
in adults with bipolar disorders (Phillips et al., 2003), borderline
personality disorder (Schoenleber et al., 2016) and post-traumatic
stress disorder (Schoenleber et al., 2018). Interestingly, in the
current study, neither age nor gender affected the relationship
between WM capacity as measured with the LNS and the level
of parent-reported EL. This indicates that a poorer WM capacity
seems to relate to higher levels of EL in general, independent
of diagnosis, age and gender of the child. However, both an
ADHD diagnosis and age showed an expected association with
the performance on the WM tasks, with the exception that age did
not correlate with the performance on the DS task. A differential
effect of gender on the WM task scores also appeared, with boys
scoring lower on the DS task compared to the girls, whereas such
a difference did not appear on the SS and LNS. Previously, small
age related improvements have been reported on the DS task
in samples with similar age ranges as included in the current
study (see Brocki and Bohlin, 2004; Lensing and Elsner, 2018). These findings seem to indicate two distinct periods of marked The current findings highlight some interesting possible
directions for future work. If the current results can be replicated
in a larger sample we believe that this would also merit an
investigation of whether measures of verbal WM could also
be used to direct the implementation of clinical interventions
aimed at reducing the impact of EL as an associated feature
of ADHD, and at reducing the risk for comorbid difficulties
related to EL (i.e., ODD; Sobanski et al., 2010). One potential
intervention in this regard could be emotional WM training,
which consists of a dual n-back task presenting a combination
of auditory and visual stimuli where a majority of the stimuli
have a negative emotional valence (Schweizer et al., 2011). Such
training has been shown to have an effect on a frontoparietal
network assumed to underlie both WM and affective control
(Schweizer et al., 2013). Furthermore, results show that the
effects of such training generalizes to traditional measures of
emotion regulation (Schweizer et al., 2013). DISCUSSION However, we believe
that the current results support the assumption that WM is in fact
meaningfully associated with EL, and that WM as measured using
the LNS specifically, seems to be particularly important. Another
distinction between the two studies is the inclusion of a measure
of ODD in the current work. Given that findings show that EL
in ADHD seems to be more closely associated to ODD than to
ADHD (Sobanski et al., 2010), we believe that the significance
of the current findings even when controlling for symptoms of
ODD further supports the notion that WM capacity may be an
important protective factor against the development of EL. It is,
however, worth noting the possibility that the close association
between the LNS and EL may not be due to it being a specific
measure of verbal WM, but of general WM capacity due to its’
higher demands on the modulation of information (Kasper et al.,
2012). The findings may also be seen in connection with research
on ADHD. There is a known relationship between ADHD and
lower WM capacity (Martinussen et al., 2005). This lower WM
capacity may be one of the factors contributing to the high
prevalence of clinically significant levels of EL in this group
(Skirrow et al., 2009; Sobanski et al., 2010). This is also in line
with the suggestion that there may be a connection between
difficulties in cognitive and emotional control (Nigg et al., 2004),
although the current results cannot give any indication on the
causal relationship between these difficulties. Important to note,
though, is that the inverse relationship found between a lower
WM capacity and higher levels of parent-reported EL did not
appear to be restricted to children with ADHD. Rather this
was shown to be a dimensional relationship true for the whole
sample. The results, therefore, indicate that the findings regarding
a relationship between WM and emotion regulation from studies
on typically developing adult populations reviewed in this article
are also applicable to children, both with and without ADHD. However, the children with ADHD showed poorer WM capacity
on the LNS (and the SS) and a higher frequency of parent-
reported EL symptoms than the TDC, indicating that the inverse
relationship between EL symptoms and WM capacity may be
more significant for their everyday functioning than for the group
of TDC. Frontiers in Psychology | www.frontiersin.org FUNDING This work was supported by grants from the Research Council of
Norway under grant 190544/H110, the Western Norway Health
Authority (MoodNet, the Network for Anxiety Disorders, and a
postdoc grant) under grants 911435, 911607, 911827, and 911460
(MoodNet and the Network for Anxiety Disorders) under grants
911435, 911607, and 911827, and the National Norwegian ADHD
network. All grants were given to KP, with the exception of the
postdoc grant awarded to LS. DISCUSSION Another potential
area of investigation is whether a screening of verbal WM can
help inform the pharmacological treatment of ADHD. Building
on the study by Cubillo et al. (2013) showing a differential
effect of methylphenidate and atomoxetine, in combination with
findings indicating an anatomical overlap between WM and October 2018 | Volume 9 | Article 1846 Frontiers in Psychology | www.frontiersin.org 6 Influence of WM-capacity on EL Jensen et al. common-method variance; Richardson et al., 2009). Ideally, the
investigation should be replicated with the inclusion of observer
measures of emotional reactions to reduce the impact of this
limitation. self-regulation (e.g., Bridgett et al., 2015), it seems plausible to
hypothesize that atomoxetine might be particularly beneficial
for the subgroup of children with ADHD who also have a
low WM capacity. This is due to differential effects showing
that atomoxetine has a pronounced activating effect on the
dorsolateral prefrontal cortex, a region which has been shown to
be involved in both WM and executive attention (Bridgett et al.,
2015). Strengths and Limitations The
current
study
had
several
important
strengths
and
limitations. It employed neuropsychological measures which are
often used in clinical practice (i.e., subtests from the WISC-IV
and WISC-IV-Integrated) in combination with well validated and
widely accessible questionnaires, thereby obtaining results which
are available in, and transferable to, day-to-day clinical practice
and may be replicated in many clinical settings. We also regard
the use of dimensional analyses as a strength, as these allowed
us to investigate the hypothesized pattern of results in both the
children with ADHD and the TDC. This is in line with our
expectations as the hypothesis was, to a large degree, based on
studies of typically developing individuals. SUPPLEMENTARY MATERIAL The Supplementary Material for this article can be found
online
at:
https://www.frontiersin.org/articles/10.3389/fpsyg. 2018.01846/full#supplementary-material CONCLUSION The current study found support for the hypothesis that WM is
a protective factor against elevated levels of EL in children, thus
supporting previous findings showing the importance of high
(verbal) WM capacity in the adaptive display of emotions. The
results, if replicated, may represent an approach to understanding
the functional heterogeneity associated with ADHD. ACKNOWLEDGMENTS We would like to thank the children and parents who participated
in this study. We also thank Anne Øfsthus and Randi Hopsdal
for their technical assistance, Paul M. Kauserud, Marco A. Hirnstein, and Helene B. Halleland for their contributions in the
preparations for this article, and Kristine Sirevåg for comments
on the manuscript. AUTHOR CONTRIBUTIONS KP and LS conceived and designed the study. MH, NM, HE, SA,
KP, and LS acquired the data. DJ and LS analyzed and interpreted
the data. DJ, MH, TE, KP, and LS wrote the manuscript. All
authors contributed to manuscript revision, read and approved
the submitted version. yp
y
p
g
The main limitations of this study are the limited sample
size and the cross-sectional nature of our data. Due to these
limitations all of our participants with high levels of EL belonged
to the diagnostic group, thus limiting the generalizability of our
conclusions. Furthermore, the use of cross-sectional data does
not allow for investigation of the developmental ordering of
the children’s difficulties, which would be highly relevant with
regards to the model proposed by Nigg et al. (2004). A closer
examination of whether the results reported here are mainly due
to the use of a measure of verbal WM or a WM task with high
demands on the modulation of information is also necessary to
improve our understanding of the relationship between WM and
EL. At the current time it could equally well be argued that a
complex visuospatial WM task would be equally as predictive
of parent reported EL scores, and a direct comparison of two
complex WM tasks where one is assumed to be reliant on the
verbal and one on the visuospatial component of WM would,
therefore, help to clarify this issue. The results would also have
been strengthened if the investigation had included a measure
of task switching, as this executive function may associate with
level of EL (e.g., Dickstein et al., 2007). There is also the issue of a
significant difference in FSIQ between the two groups. Although
this is common in studies of ADHD, and related to the known
difference in WM capacity as well as likely to be related to test-
taking behavior (Dennis et al., 2009), the findings should ideally
be investigated in a sample with matched FSIQ scores. Lastly, the
use of the same informant report when collecting information
about symptoms of ADHD and ODD as well as EL may have
reduced the statistical power of WM in the analyses (i.e., due to Aguinis, H., Gottfredson, R. K., and Joo, H. (2013). Best-practice recommendations
for defining, identifying, and handling outliers. Organ. Res. Methods 16, 270–
301. doi: 10.1177/1094428112470848 Assessment. Burlington, VT: Research Center for Children, Youth, &
Families. Assessment. Burlington, VT: Research Center for Children, Youth, &
Families.
Aguinis, H., Gottfredson, R. K., and Joo, H. (2013). Best-practice recommendations
for defining, identifying, and handling outliers. Organ. Res. Methods 16, 270–
301. doi: 10.1177/1094428112470848 REFERENCES C., Kaiser, R., and Faraone, S. V. (2008). CBCL clinical scales discriminate adhd youth with structured-interview derived
diagnosis of oppositional defiant disorder (ODD). J. Atten. Disord. 12, 76–82. doi: 10.1177/1087054707299404 Lensing, N., and Elsner, B. (2018). Development of hot and cool executive functions
in middle childhood: three-year growth curves of decision making and working
memory updating. J. Exp. Child Psychol. 173, 187–204. doi: 10.1016/j.jecp.2018. 04.002 Bridgett, D. J., Burt, N. M., Edwards, E. S., and Deater-Deckard, K. (2015). Intergenerational transmission of self-regulation: a multidisciplinary review
and integrative conceptual framework. Psychol. Bull. 141, 602–654. doi: 10. 1037/a0038662 Maire, J., Galéra, C., Meyer, E., Salla, J., and Michel, G. (2017). Is emotional lability
a marker for attention deficit hyperactivity disorder, anxiety and aggression
symptoms in preschoolers? Child Adolesc. Ment. Health 22, 77–83. doi: 10.1111/
camh.12168 Bridgett, D. J., Oddi, K. B., Laake, L. M., Murdock, K. W., and Bachmann,
M. N. (2013). Integrating and differentiating aspects of self-regulation: effortful
control, executive functioning, and links to negative affectivity. Emotion 13,
47–63. doi: 10.1037/a0029536 Martinussen, R., Hayden, J., Hogg-Johnson, S., and Tannock, R. (2005). A meta-analysis of working memory impairments in children with attention-
deficit/hyperactivity disorder. J. Am. Acad. Child Adolesc. Psychiatry 44, 377–
384. doi: 10.1097/01.chi.0000153228.72591.73 Brocki, K. C., and Bohlin, G. (2004). Executive functions in children aged 6 to
13: a dimensional and developmental study. Dev. Neuropsychol. 26, 571–593. doi: 10.1207/s15326942dn2602-3 McRae, K., Jacobs, S. E., Ray, R. D., John, O. P., and Gross, J. J. (2012). Individual
differences in reappraisal ability: links to reappraisal frequency, well-being, and
cognitive control. J. Res. Pers. 46, 2–7. doi: 10.1016/j.jrp.2011.10.003 Chamberlain, S. R., Robbins, T. W., Winder-Rhodes, S., Müller, U., Sahakian,
B. J., Blackwell, A. D., et al. (2011). Translational approaches to frontostriatal
dysfunction in attention-deficit/hyperactivity disorder using a computerized
neuropsychological battery. Biol. Psychiatry 69, 1192–1203. doi: 10.1016/j. biopsych.2010.08.019 Miyake, A., and Friedman, N. P. (2012). The nature and organization of individual
differences in executive functions: four general conclusions. Curr. Dir. Psychol. Sci. 21, 8–14. doi: 10.1177/0963721411429458 Miyake, A., Friedman, N. P., Emerson, M. J., Witzki, A. H., Howerter, A., and
Wager, T. D. (2000). The unity and diversity of executive functions and their
contributions to complex “Frontal Lobe” tasks: a latent variable analysis. Cognit. Psychol. 41, 49–100. doi: 10.1006/cogp.1999.0734 Cubillo, A., Smith, A. B., Barrett, N., Giampietro, V., Brammer, M., Simmons, A.,
et al. (2013). REFERENCES Assessment. Burlington, VT: Research Center for Children, Youth, &
Families. Achenbach, T. M., and Rescorla, L. (2001). Manual for the ASEBA School-
Age Forms & Profiles : Child Behavior Checklist for Ages 6-18, Teacher’s
Report Form, Youth Self-Report : An Integrated System Of Multi-Informant October 2018 | Volume 9 | Article 1846 Frontiers in Psychology | www.frontiersin.org 7 Influence of WM-capacity on EL Jensen et al. American Psychiatric Association (2013). Diagnostic and Statistical Manual of
Mental Disorders, 5th Edn. Washington, DC: American Psychiatric Association. (ADHD): a meta-analytic review. Clin. Psychol. Rev. 32, 605–617. doi: 10.1016/
j.cpr.2012.07.001 g
y
Baddeley, A. D. (1986). Working Memory. Oxford: Clarendon Press. Kaufman, J., Birmaher, B., Brent, D., Rao, U., Flynn, C., Moreci, P., et al. (1997). Schedule for affective disorders and schizophrenia for school-age children
present and lifetime version (K-SADS-PL): initial reliability and validity data. J. Am. Acad. Child Adolesc. Psychiatry 36, 980–988. doi: 10.1097/00004583-
199707000-00021 Baddeley, A. D. (2000). The episodic buffer: a new component of working memory? Trends Cogn. Sci. 4, 417–423. doi: 10.1016/S1364-6613(00)01538-2 Baddeley, A. D. (2002). Is working memory still working? Eur. Psychol. 7, 85–97. doi: 10.1027//1016-9040.7.2.85 Knudsen, E. I. (2007). Fundamental components of attention. Annu. Rev. Neurosci. 30, 57–78. doi: 10.1146/annurev.neuro.30.051606.094256 Banaschewski, T., Jennen-Steinmetz, C., Brandeis, D., Buitelaar, J. K., Kuntsi, J.,
Poustka, L., et al. (2012). Neuropsychological correlates of emotional lability in
children with ADHD. J. Child Psychol. Psychiatry 53, 1139–1148. doi: 10.1111/j. 1469-7610.2012.02596.x Kraemer, H. C., Wilson, G. T., Fairburn, C. G., and Agras, W. S. (2002). Mediators
and moderators of treatment effects in randomized clinical trials. Arch. Gen. Psychiatry 59, 877–883. Barkley, R. A. (1997). Behavioral inhibition, sustained attention, and executive
functions: constructing a unifying theory of ADHD. Psychol. Bull. 121, 65–94. doi: 10.1037/0033-2909.121.1.65 Krol, N. P., De Bruyn, E. E. J., Coolen, J. C., and van Aarle, E. J. M. (2006). From CBCL to DSM: a comparison of two methods to screen for DSM-IV
diagnoses using CBCL data. J. Clin. Child Adolesc. Psychol. 35, 127–135. doi:
10.1207/s15374424jccp3501-11 Baron, R. M., and Kenny, D. A. (1986). The moderator-mediator variable
distinction in social psychological research: conceptual, strategic, and statistical
considerations. J. Pers. Soc. Psychol. 51, 1173–1182. Leckman, J. F., Sholomskas, D., Thompson, W. D., Belanger, A., and Weissman,
M. M. (1982). Best estimate of lifetime psychiatric diagnosis: a methodological
study. Arch. Gen. Psychiatry 39, 879–883. Biederman, J., Ball, S. W., Monuteaux, M. REFERENCES Drug-specific laterality effects on frontal lobe activation of
atomoxetine and methylphenidate in attention deficit hyperactivity disorder
boys during working memory. Psychol. Med. 44, 633–646. doi: 10.1017/
S0033291713000676 Nigg, J. T. (2017). Annual research review: on the relations among self-regulation,
self-control,
executive
functioning,
effortful
control,
cognitive
control,
impulsivity, risk-taking, and inhibition for developmental psychopathology. Ch ld
h l
h
d
/ Dennis, M., Francis, D. J., Cirino, P. T., Schachar, R., Barnes, M. A., and
Fletcher, J. M. (2009). Why IQ is not a covariate in cognitive studies of
neurodevelopmental disorders. J. Int. Neuropsychol. Soc. 15, 331–343. doi: 10. 1017/S1355617709090481 J. Child Psychol. Psychiatry 58, 361–383. doi: 10.1111/jcpp.12675 Nigg, J. T., Goldsmith, H. H., and Sachek, J. (2004). Temperament and attention
deficit hyperactivity disorder: the development of a multiple pathway model. J. Clin. Child Adolesc. Psychol. 33, 42–53. doi: 10.1207/S15374424JCCP
3301-5 Dickstein, D. P., Nelson, E. E., McClure, E. B., Grimley, M. E., Knopf, L., Brotman,
M. A., et al. (2007). Cognitive flexibility in phenotypes of pediatric bipolar
disorder. J. Am. Acad. Child Adolesc. Psychiatry 46, 341–355. doi: 10.1097/chi. 0b013e31802d0b3d Phillips, M. L., Drevets, W. C., Rauch, S. L., and Lane, R. (2003). Neurobiology
of emotion perception II: implications for major psychiatric disorders. Biol. Psychiatry 54, 515–528. Eichele, H., Eichele, T., Bjelland, I., Høvik, M. F., Sørensen, L., van Wageningen, H.,
et al. (2016). Performance monitoring in medication-naïve children with
tourette syndrome. Front. Neurosci. 10:50. doi: 10.3389/fnins.2016.00050 Plessen, K. J., Allen, E. A., Eichele, H., van Wageningen, H., Hovik, M. F.,
Sørensen, L., et al. (2016). Reduced error signalling in medication-naive
children with ADHD: associations with behavioural variability and post-error
adaptations. J. Psychiatry Neurosci. 41, 77–87. Gioia, G. A., Isquith, P. K., Guy, S. C., and Kenworthy, L. (2000). Behavior Rating
Inventory of Executive Function: Professional Manual. Lutz, FL: Psychological
Assessment Resources, Inc. Gross,
J. J. (2002). Emotion
regulation:
affective,
cognitive,
and
social
consequences. Psychophysiology 39, 281–291. Polanczyk, G. G., and Jensen, P. P. (2008). Epidemiologic considerations in
attention deficit hyperactivity disorder: a review and update. Child Adolesc. Psychiatr. Clin. N. Am. 17, 245–260. doi: 10.1016/j.chc.2007.11.006 Hayes, A. F. (2012). PROCESS: A Versatile Computational Tool for Observed
Variable Mediation, Moderation, and Conditional Process Modeling [White
paper]. Available at: http://is.muni.cz/el/1423/podzim2014/PSY704/50497615/
hayes_2012_navod_process.pdf Posner, M. I., and Rothbart, M. K. (2000). Developing mechanisms of self-
regulation. Dev. Psychopathol. 12, 427–441. Richardson, H. A., Simmering, M. J., and Sturman, M. C. (2009). REFERENCES A tale of
three perspectives: examining post hoc statistical techniques for detection and
correction of common method variance. Organ. Res. Methods 12, 762–800. Kaplan, E., Fein, D., Kramer, J., Morris, R., Delis, D., and Maerlender, A. (2004). Wechsler Intelligence Scale for Children, Fourth Edition – Integrated. San
Antonio, TX: Harcourt Assessment, Inc. n of common method variance. Organ. Res. Methods 12, 762–800 Rothbart, M. K., Sheese, B. E., Rueda, M. R., and Posner, M. I. (2011). Developing
mechanisms of self-regulation in early life. Emot. Rev. 3, 207–213. doi: 10.1177/
1754073910387943 Kasper, L. J., Alderson, R. M., and Hudec, K. L. (2012). Moderators of working
memory deficits in children with attention-deficit/hyperactivity disorder October 2018 | Volume 9 | Article 1846 Frontiers in Psychology | www.frontiersin.org 8 Influence of WM-capacity on EL Jensen et al. Rueda, M. R., Posner, M. I., and Rothbart, M. K. (2005). The development
of
executive
attention:
contributions
to
the
emergence
of
self-
regulation. Dev. Neuropsychol. 28,
573–594. doi:
10.1207/s15326942dn
2802-2 Smith, R., and Lane, R. D. (2015). The neural basis of one’s own conscious and
unconscious emotional states. Neurosci. Biobehav. Rev. 57, 1–29. doi: 10.1016/j. neubiorev.2015.08.003 Sobanski,
E.,
Banaschewski,
T.,
Asherson,
P.,
Buitelaar,
J.,
Chen,
W.,
Franke, B., et al. (2010). Emotional lability in children and adolescents
with attention deficit/hyperactivity disorder (ADHD): clinical correlates
and
familial
prevalence. J. Child
Psychol. Psychiatry
51,
915–923. doi: 10.1111/j.1469-7610.2010.02217.x Schoenleber, M., Berghoff, C. R., Gratz, K. L., and Tull, M. T. (2018). Emotional lability and affective synchrony in posttraumatic stress disorder
pathology. J. Anxiety
Disord. 53,
68–75. doi:
10.1016/j.janxdis.2017. 11.006 Schoenleber, M., Berghoff, C. R., Tull, M. T., DiLillo, D., Messman-Moore, T.,
and Gratz, K. L. (2016). Emotional lability and affective synchrony in
borderline personality disorder. Pers. Disord. 7, 211–220. doi: 10.1037/per00
00145 Sørensen, L., Plessen, K. J., Nicholas, J., and Lundervold, A. J. (2011). Is behavioral
regulation in children with ADHD aggravated by comorbid anxiety disorder? Sørensen, L., Plessen, K. J., Nicholas, J., and Lundervold, A. J. (2011). regulation in children with ADHD aggravated by comorbid anx
J. Atten. Disord. 15, 56–66. doi: 10.1177/1087054709356931 J. Atten. Disord. 15, 56–66. doi: 10.1177/1087054709356931 Sørensen, L., Sonuga-Barke, E., Eichele, H., van Wageningen, H., Wollschlaeger, D.,
and Plessen, K. J. (2017). Suboptimal decision making by children with ADHD
in the face of risk: poor risk adjustment and delay aversion rather than
general proneness to taking risks. Neuropsychology 31, 119–128. REFERENCES doi: 10.1037/
neu0000297 Schweizer, S., Grahn, J., Hampshire, A., Mobbs, D., and Dalgleish, T. (2013). Training the emotional brain: improving affective control through emotional
working memory training. J. Neurosci. 33, 5301–5311. doi: 10.1523/jneurosci. 2593-12.2013 Wechsler, D. (2003). Wechsler Intelligence Scale for Children Fourth Edition (WISC-
IV). Stockholm: Pearson Assessment. Schweizer, S., Hampshire, A., and Dalgleish, T. (2011). Extending brain-training
to the affective domain: increasing cognitive and affective executive control
through emotional working memory training. PLoS One 6:e24372. doi: 10.1371/
journal.pone.0024372 Wender, P. H. (1972). The minimal brain dysfunction syndrome in children. I. The
syndrome and its relevance for psychiatry. II. A psychological and biochemical
model for the syndrome. J. Nerv. Ment. Dis. 155, 55–71. Shaw, P., Stringaris, A., Nigg, J., and Leibenluft, E. (2014). Emotional dysregulation
and attention-deficit/hyperactivity disorder. Am. J. Psychiatry 171, 276–293. doi: 10.1176/appi.ajp.2013.13070966 Willcutt, E. G. (2012). The prevalence of DSM-IV attention-deficit/hyperactivity
disorder: a meta-analytic review. Neurotherapeutics 9, 490–499. doi: 10.1007/
s13311-012-0135-8 Shelton, J. T., Elliott, E. M., Hill, B. D., Calamia, M. R., and Gouvier, W. D. (2009). A comparison of laboratory and clinical working memory tests and their
prediction of fluid intelligence. Intelligence 37:283. doi: 10.1016/j.intell.2008. 11.005 Willcutt, E. G., Doyle, A. E., Nigg, J. T., Faraone, S. V., and Pennington, B. F. (2005). Validity of the executive function theory of attention-deficit/hyperactivity
disorder: a meta-analytic review. Biol. Psychiatry 57, 1336–1346. doi: 10.1016/j. biopsych.2005.02.006 Sheppes, G., and Gross, J. J. (2011). Is timing everything? temporal considerations
in emotion regulation. Pers. Soc. Psychol. Rev. 15, 319–331. doi: 10.1177/
1088868310395778 Conflict of Interest Statement: The authors declare that the research was
conducted in the absence of any commercial or financial relationships that could
be construed as a potential conflict of interest. Sheppes, G., Scheibe, S., Suri, G., Radu, P., Blechert, J., and Gross, J. J. (2014). Emotion regulation choice: a conceptual framework and supporting evidence. J. Exp. Psychol. Gen. 143, 163–181. doi: 10.1037/a0030831 Copyright © 2018 Jensen, Høvik, Monsen, Eggen, Eichele, Adolfsdottir, Plessen and
Sørensen. This is an open-access article distributed under the terms of the Creative
Commons Attribution License (CC BY). The use, distribution or reproduction in
other forums is permitted, provided the original author(s) and the copyright owner(s)
are credited and that the original publication in this journal is cited, in accordance
with accepted academic practice. No use, distribution or reproduction is permitted
which does not comply with these terms. Frontiers in Psychology | www.frontiersin.org October 2018 | Volume 9 | Article 1846 REFERENCES Copyright © 2018 Jensen, Høvik, Monsen, Eggen, Eichele, Adolfsdottir, Plessen and
Sørensen. This is an open-access article distributed under the terms of the Creative
Commons Attribution License (CC BY). The use, distribution or reproduction in
other forums is permitted, provided the original author(s) and the copyright owner(s)
are credited and that the original publication in this journal is cited, in accordance
with accepted academic practice. No use, distribution or reproduction is permitted
which does not comply with these terms. Copyright © 2018 Jensen, Høvik, Monsen, Eggen, Eichele, Adolfsdottir, Plessen and
Sørensen. This is an open-access article distributed under the terms of the Creative
Commons Attribution License (CC BY). The use, distribution or reproduction in
other forums is permitted, provided the original author(s) and the copyright owner(s)
are credited and that the original publication in this journal is cited, in accordance
with accepted academic practice. No use, distribution or reproduction is permitted
which does not comply with these terms. Sheppes, G., Suri, G., and Gross, J. J. (2015). Emotion regulation and
psychopathology. Annu. Rev. Clin. Psychol. 11, 379–405. doi: 10.1146/annurev-
clinpsy-032814-112739 Skirrow, C., McLoughlin, G., Kuntsi, J., and Asherson, P. (2009). Behavioral,
neurocognitive and treatment overlap between attention-deficit/hyperactivity
disorder and mood instability. Expert Rev. Neurother. 9, 489–503. doi: 10.1586/
ern.09.2 October 2018 | Volume 9 | Article 1846 Frontiers in Psychology | www.frontiersin.org 9
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Decrease in tropospheric O&lt;sub&gt;3&lt;/sub&gt; levels in the Northern Hemisphere observed by IASI
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Correspondence: Catherine Wespes (cwespes@ulb.ac.be) Correspondence: Catherine Wespes (cwespes@ulb.ac.be) Received: 29 September 2017 – Discussion started: 23 November 2017
Revised: 30 March 2018 – Accepted: 9 April 2018 – Published: 16 May 2018 Received: 29 September 2017 – Discussion started: 23 November 2017
Revised: 30 March 2018 – Accepted: 9 April 2018 – Published: 16 May 2018 and covariance) that we found to be the strongest at northern
midlatitudes in summer. and covariance) that we found to be the strongest at northern
midlatitudes in summer. Abstract. In this study, we describe the recent changes in the
tropospheric ozone (O3) columns measured by the Infrared
Atmospheric Sounding Interferometer (IASI), onboard the
Metop satellite, during the first 9 years of operation (Jan-
uary 2008 to May 2017). Using appropriate multivariate re-
gression methods, we differentiate significant linear trends
from other sources of O3 variations captured by IASI. The
geographical patterns of the adjusted O3 trends are provided
and discussed on the global scale. Given the large contri-
bution of the natural variability in comparison with that of
the trend (25–85 % vs. 15–50 %, respectively) to the total O3
variations, we estimate that additional years of IASI mea-
surements are generally required to detect the estimated O3
trends with high precision. Globally, additional 6 months to
6 years of measurements, depending on the regions and the
seasons, are needed to detect a trend of |5| DU decade−1. An exception is interestingly found during summer at mid-
and high latitudes of the Northern Hemisphere (NH; ∼40
to ∼75◦N), where the large absolute fitted trend values
(∼|0.5| DU yr−1 on average) combined with the small model
residuals (∼10 %) allow for detection of a band-like pat-
tern of significant negative trends. Despite no consensus in
terms of tropospheric O3 trends having been reached from
the available independent datasets (UV or IR satellites, O3
sondes, aircrafts, ground-based measurements, etc.) for the
reasons that are discussed in the text, this finding is consis-
tent with the reported decrease in O3 precursor emissions in
recent years, especially in Europe and USA. The influence
of continental pollution on that latitudinal band is further in-
vestigated and supported by the analysis of the O3–CO rela-
tionship (in terms of correlation coefficient, regression slope Atmos. Chem. Phys., 18, 6867–6885, 2018
https://doi.org/10.5194/acp-18-6867-2018
© Author(s) 2018. This work is distributed under
the Creative Commons Attribution 4.0 License. 1
Introduction O3 plays a key role throughout the whole troposphere where
it is produced by the photochemical oxidation of carbon
monoxide (CO), non-methane volatile organic compounds
(NMVOCs) and methane (CH4) in the presence of nitrogen
oxides (NOx) (e.g., Logan et al., 1981). O3 sources in the
troposphere consist of the in situ photochemical production
from anthropogenic and natural precursors and the down-
wards transport of stratospheric O3. Being a strong pollutant,
a major reactive species and an important greenhouse gas in
the upper troposphere, O3 is of greatest interest regarding air
quality, atmospheric chemistry and radiative forcing studies. Thanks to its long lifetime (several weeks) relative to trans-
port timescales in the free troposphere (Fusco and Logan,
2003), O3 also contributes to large-scale transport of pollu-
tion far from source regions with further impacts on global
air quality (e.g., Stohl et al., 2002; Parrish et al., 2012) and
climate. Monitoring and understanding the time evolution of
tropospheric O3 at a global scale is, therefore, crucial to ap-
prehend future climate changes. Nevertheless, a series of lim-
itations make O3 trends particularly challenging to retrieve
and to interpret. While the O3 precursors anthropogenic emissions have
increased and shifted equatorward in the developing coun-
tries (Zhang et al., 2016) since the 1980s, extensive cam-
paigns and routine in situ and remote measurements at spe- Decrease in tropospheric O3 levels in the Northern
Hemisphere observed by IASI Catherine Wespes1, Daniel Hurtmans1, Cathy Clerbaux1,2, Anne Boynard2, and Pierre-François Coheur1
1Spectroscopie de l’Atmosphère, Service de Chimie Quantique et Photophysique, Faculté des Sciences,
Université Libre de Bruxelles (ULB), Brussels, Belgium
2LATMOS/IPSL, UPMC Univ. Paris 06 Sorbonne Universités, UVSQ, CNRS, Paris, France 2
IASI O3 measurements and multivariate regression The IASI instrument is a nadir-viewing Fourier transform
spectrometer that records the thermal infrared emission of
the Earth–atmosphere system between 645 and 2760 cm−1
from the polar Sun-synchronous orbiting meteorological
Metop series of satellites. Metop-A and -B were successively
launched in October 2006 and September 2012. The third and
last launch, of Metop-C, is planned for 2018, which will en-
sure homogeneous long-term IASI measurements. The mea-
surements are taken every 50 km along the track of the satel-
lite at nadir and over a swath of 2200 km across track, with
a field of view of four simultaneous footprints of 12 km at
nadir, which provides global coverage of the Earth twice a
day (at 09:30 and 21:30 mean local solar time). The instru-
ment has good spectral resolution and low radiometric noise,
which allows for retrieval of numerous gas-phase species in
the troposphere (e.g., Clerbaux et al., 2009, and references
therein; Hilton et al., 2012; Clarisse et al., 2011). In this paper, we use the FORLI O3 profiles (Fast Opti-
mal Retrievals on Layers for IASI processing chain set up at
ULB; v20151001) retrieved from the IASI-A (aboard Metop-
A) daytime measurements (defined with a solar zenith an-
gle to the sun of < 80◦), which are characterized by good
spectral fit (determined here by quality flags on biased or
sloped residuals, suspect averaging kernels, maximum num-
ber of iteration exceeded, etc.) and which correspond to clear
or almost-clear scenes (a filter based on a fractional cloud
cover below 13 % has been applied; see Clerbaux et al., 2009;
Hurtmans et al., 2012). These profiles are characterized by
good vertical sensitivity in the troposphere and the strato-
sphere (e.g., Wespes et al., 2017). The FORLI algorithm re-
lies on a fast radiative transfer and retrieval methodology
based on the optimal estimation method (Rodgers, 2000) and
is fully described in Hurtmans et al. (2012). The FORLI O3
profiles, which are retrieved at 40 constant vertical layers
from surface up to 40 km and an additional 40–60 km one,
have already undergone thorough characterization and vali-
dation exercises (e.g., Anton et al., 2011; Dufour et al., 2012;
Gazeaux et al., 2013; Hurtmans et al., 2012; Parrington et
al., 2012; Pommier et al., 2012; Scannell et al., 2012; Oet-
jen et al., 2014; Boynard et al., 2016, 2018; Wespes et al.,
2016; Keppens et al., 2018). C. Wespes et al.: Decrease in tropospheric O3 levels in the Northern Hemisphere 6868 variance are examined for characterizing the origin of the air
masses in regions of positive and negative trends. cific urban and rural sites have provided long-term but sparse
datasets of tropospheric O3 (e.g., Cooper et al., 2014 and
references therein). Ultraviolet and visible (UV/VIS) atmo-
spheric sounders onboard satellites provide tropospheric O3
measurements with much wider coverage, but they result ei-
ther from indirect methods (e.g., Fishman et al., 2005) or
from direct retrievals which are limited by coarse vertical
resolution (Liu et al., 2010). All these datasets also suffer
from a lack of homogeneity in terms of measurement meth-
ods (instrument and algorithm) and spatio-temporal sam-
plings (e.g., Doughty et al., 2011; Heue et al., 2016; Lev-
entidou et al., 2017). Those limitations, in addition to the
large natural interannual variability (IAV) and decadal varia-
tions in tropospheric O3 levels (due to large-scale dynamical
modes of O3 variations and to changes in stratospheric O3, in
stratosphere–troposphere exchanges, in precursor emissions
and in their geographical patterns), introduce strong biases
in trends determined from independent studies and datasets
(e.g., Zbinden et al., 2006; Thouret et al., 2006; Logan et al.,
2012; Parrish et al., 2012 and references therein). As a con-
sequence, determining accurate trends requires a long period
of high density and homogeneous measurements (e.g., Payne
et al., 2017). Published by Copernicus Publications on behalf of the European Geosciences Union. Published by Copernicus Publications on behalf of the European Geosciences Union. 3
Regression performance and sensitivity to trend In this section, we first verify the performance of the MLR
models (annual and seasonal; in terms of residual errors and
variation explained by the model) to globally reproduce the
time evolution of O3 records over the entire studied period
(January 2008–May 2017). Based on this, we then investi-
gate the statistical relevance of a trend study from IASI mea-
surements in the troposphere by examining the sensitivity of
the pair IASI-MLR to the retrieved LT term. For the purpose of this work, we focus on a tropospheric
column ranging from ground to 300 hPa (MLT) that includes
the altitude of maximum sensitivity of IASI in the tropo-
sphere (usually between 4 and 8 km altitude), which lim-
its the influences of the stratospheric O3 as much as possi-
ble and which was shown in Wespes et al. (2017) to exhibit
independent deseasonalized anomalies/dynamical processes
from those in the stratospheric layers. The stratospheric con-
tribution into the tropospheric O3 columns have been previ-
ously estimated in Wespes et al. (2016) as ranging between
30 and 65 % depending on the region and the season with the
smallest contribution and the largest sensitivity in the north-
ern midlatitudes in spring–summer, where the O3 variations,
thus, mainly originate from the troposphere. We use almost
the same MLR model (in its annual or its seasonal formula-
tion) as the one developed in the companion paper (see Eqs. 1
and 2; Sect. 2.2 in Wespes et al., 2017), which includes a se-
ries of geophysical variables in addition to a linear trend (LT)
term. In order to take account of the observed jump properly,
we modified the previously used MLR model so that the con-
stant term is split into two components covering the periods
before and after the September 2010 jump, separately. The
MLR which is performed using an iterative stepwise back-
ward elimination approach to retain the most relevant ex-
planatory variables (called “proxies”) at the end of the iter-
ations (e.g. Mäder et al., 2007) is applied to the daily IASI
O3 time series. The main proxies selected to account for the
natural variations in O3 are namely the QBO (quasi-biennial
oscillation), the NAO (North Atlantic Oscillation) and the
ENSO (El Niño–Southern Oscillation; see Table 1 in Wespes
et al., 2017 for the exhaustive list of the proxies used). 3
Regression performance and sensitivity to trend Their
associated standard errors are estimated from the covariance
matrix of the regression coefficients and are corrected to take
into account the uncertainty due to the autocorrelation of the
noise residual (see Eq. 3 in Wespes et al., 2016). The com-
mon rule that the regression coefficients are significant if they
are greater in magnitude than 2 times their standard errors is
applied (95 % confidence limits defined by 2σ level). The
MLR model was found to give a good representation of the
IASI O3 records in the troposphere over 2008–2016, allow-
ing us to identify/quantify the main O3 drivers with marked
regional differences in the regression coefficients. Time lags
of 2 and 4 months for ENSO are also included hereafter in
the MLR model to account for a large but delayed impact of
ENSO on mid- and high latitudes O3 variations far from the p
Figure 1 presents the seasonal distributions of tropospheric
O3 measured by IASI averaged over January 2008–May
2017 (Fig. 1a), along with the RMSE of the seasonal regres-
sion fit (in DU; Fig. 1b) and the contribution of the fitted sea-
sonal model into the IASI O3 time series (in percent; Fig. 1c),
calculated as σ
O3Fitted_model(t)
σ(O3(t))
, where σ is the standard devia-
tion relative to the regression models and to the IASI O3 time
series. These two statistical parameters help to evaluate how
well the fitted model explains the variability in the IASI O3
observations. The seasonal patterns of O3 measurements are
close to those reported in Wespes et al. (2017) for a shorter
period (see Sects. 2.1 and 3.1 in Wespes et al., 2017 for a de-
tailed description of the distributions) and they clearly show,
for instance, high O3 values over the highly populated ar-
eas of Asia in summer. The distributions from Fig. 1 show
that the model reproduces between 35 and 90 % of the daily
O3 variation captured by IASI and that the residual errors
vary between 0.01 and 5 DU (i.e., the RMSEs relative to the
IASI O3 time series are of ∼15 % on global average and vary
between 10 % in the NH in summer and 30 % in specific
tropical regions). C. Wespes et al.: Decrease in tropospheric O3 levels in the Northern Hemisphere 6869 C. Wespes et al.: Decrease in tropospheric O3 levels in the Northern Hemisphere equatorial Pacific, where the ENSO signal originates (We-
spes et al., 2017). nard et al. (2018) from comparison with O3 sondes. This
drift (∼2.8 DU decade−1 in the NH) is shown in Boynard
et al. (2018) to result from a discontinuity (called “jump”
by the author) in September 2010 in the IASI O3 time se-
ries, for reasons that are unclear at present. Furthermore, the
drift strongly decreases (< |1| DU decade−1 on average) af-
ter the jump and it becomes even non-significant for most of
the stations (significant positive drift is also found for some
stations) over the periods before or after the jump, separately. 3
Regression performance and sensitivity to trend On an annual basis (data not shown), the
model explains a large fraction of the variation in the IASI
O3 dataset (from ∼45 to ∼85 %) and the RMSEs are lower
than 4.5 DU everywhere (∼3 DU on the global average). The
relative RMSE is less than 1 % in almost all situations indi-
cating the absence of bias. Figure 1 presents the seasonal distributions of tropospheric
O3 measured by IASI averaged over January 2008–May
2017 (Fig. 1a), along with the RMSE of the seasonal regres-
sion fit (in DU; Fig. 1b) and the contribution of the fitted sea-
sonal model into the IASI O3 time series (in percent; Fig. 1c),
l
l t d
σ
O3Fitted_model(t)
h
i th
t
d d d
i The seasonal distributions of the contribution to the total
variation in the MLT from the adjusted harmonic terms and
explanatory variables, which account for the “natural” vari-
ability, and from the LT term are shown in Fig. 2a and b,
respectively. The grey areas in the LT panels refer to the LT
terms rejected by the stepwise backward elimination process. The crosses indicate that the trend estimate in the grid cell is
non-significant at the 95 % confidence limits (2σ level) when
accounting for the autocorrelation in the noise residual at the
end of the elimination procedure. While the large influences
of the seasonal variations and of the main drivers – namely
ENSO, NAO and QBO – on the IASI O3 records have been
clearly attested in Wespes et al. (2017), we demonstrate in
Fig. 2 that the LT also contributes considerably to the O3
variations detected by IASI in the troposphere. The LT con- 2
IASI O3 measurements and multivariate regression They demonstrated a good de-
gree of accuracy, precision and vertical sensitivity, and no in-
strumental drift, for capturing large-scale dynamical modes
of O3 variability in the troposphere independently from the
layers above (Wespes et al., 2017), with the possibility of
further differentiating long-term O3 changes in the tropo-
sphere (Wespes et al., 2016). Note, however, that a drift in
the NH middle–low troposphere (MLT) O3 over the whole
IASI dataset is reported in Keppens et al. (2018) and Boy- Such long-term datasets are now becoming obtainable
with the new generation of nadir-looking and polar-orbiting
instruments measuring in the thermal infrared region. In par-
ticular, about one decade of O3 profile measurements, with
good sensitivity in the troposphere independent from the lay-
ers above, is now available from the IASI (Infrared Atmo-
spheric Sounding Interferometer) sounder aboard the Euro-
pean Metop platforms, allowing the monitoring of regional
and global variations in tropospheric O3 levels (e.g., Dufour
et al., 2012; Safieddine et al., 2014; Wespes et al., 2016). ,
;
,
;
p
,
)
In this study, we examine the tropospheric O3 changes
behind the natural IAV as measured by IASI over January
2008–May 2017. To that end, we use the approach described
in Wespes et al. (2017), which relies on a multi-linear regres-
sion (MLR) procedure, for accurately differentiating trends
from other sources of O3 variations, the latter being robustly
identified and quantified in the companion study. In Sect. 2,
we briefly review the IASI mission and the tropospheric O3
product, and we shortly describe the multivariate models (an-
nual or seasonal) that we use for fitting the daily O3 time se-
ries. In Sect. 3, after verifying the performance of the MLR
models over the available IASI dataset, we evaluate the fea-
sibility of capturing and retrieving significant trend param-
eters, apart from natural O3 dependencies, by performing
trend sensitivity studies. In Sect. 4, we present and discuss
the global distributions of the O3 trends estimated from IASI
in the troposphere. The focus is given in summer over and
downwind anthropogenic polluted areas of the NH where
the possibility of inferring significant trends from the first
∼9 years of available IASI measurements is demonstrated. Finally, the O3–CO correlations, enhancement ratios and co- www.atmos-chem-phys.net/18/6867/2018/ Atmos. Chem. Phys., 18, 6867–6885, 2018 www.atmos-chem-phys.net/18/6867/2018/ www.atmos-chem-phys.net/18/6867/2018/ Atmos. Chem. Phys., 18, 6867–6885, 2018 C. Wespes et al.: Decrease in tropospheric O3 levels in the Northern Hemisphere 6870 Figure 1. Seasonal distribution of O3 tropospheric columns (in DU, integrated from ground to 300 hPa) measured by IASI and averaged over
January 2008–May 2017 (a), of the RMSE of the regression fits (in DU, b) and of the fraction of the variation in IASI data explained by the
regression model, calculated as 100 ×
σ
O3Fitted_ model(t)
/σ (O3(t))
(in percent, c). Data are averaged over a 2.5◦× 2.5◦grid box. Figure 1. Seasonal distribution of O3 tropospheric columns (in DU, integrated from ground to 300 hPa) measured by IASI and averaged over
January 2008–May 2017 (a), of the RMSE of the regression fits (in DU, b) and of the fraction of the variation in IASI data explained by the
regression model, calculated as 100 ×
σ
O3Fitted_ model(t)
/σ (O3(t))
(in percent, c). Data are averaged over a 2.5◦× 2.5◦grid box. tribution generally ranges from 15 to 50 %, with the largest
values (∼30 to ∼50 %) being observed at mid- and high lati-
tudes in the SH (30–70◦S) and in the NH (45–70◦N) in sum-
mer. In the SH, they are associated with the smallest tropo-
spheric O3 columns (Fig. 1a) and the smallest natural con-
tributions (< 25 %; Fig. 2a), while in the NH summer, they
interestingly correspond to large MLT O3 columns, large nat-
ural contributions (∼50 to ∼60 %) and the smallest RMSE
(< 12 % or < 3 DU). From the annual regression model, the
natural variation and the trend respectively contribute 30–
85 % and up to 40 % to the total variation in the MLT. from the adjustment with and without the LT term included
in the MLR model (light blue and orange lines, respec-
tively). The differences between the fitted models with and
without LT are shown in Fig. 3c (pink lines). They match
fairly well the adjusted trend over the IASI period (Fig. 3c,
grey lines; the trend and the RMSE values are also indi-
cated) and the adjustment without LT leads to larger residuals
(e.g., RMSE_JJA_w/o_LT = 3.37 DU vs. RMSE_JJA_with_LT =
3.21 DU in summer). www.atmos-chem-phys.net/18/6867/2018/ This result demonstrates the possibility
of capturing trend information from ∼9 years of IASI-MLR
with only some compensation effects from the other explana-
tory variables, contrary to what was observed when consid-
ering a shorter period of measurements or less-frequent sam-
pling (i.e., monthly dataset; e.g., Wespes et al., 2016). It is
also worth mentioning that the O3 change calculated over
the whole IASI dataset in summer is larger than the RMSE
of the model residuals (increase of 6.50 ± 2.35 DU vs. RMSE
of 3.21 DU), underlying the statistical relevance of trend es-
timates. p
In Fig. 3, we further investigate the robustness of the
estimated trends by performing sensitivity tests in regions
of significant trend contributions (e.g., in the NH midlat-
itudes in summer; see Fig. 2). The ∼9-year time series
of IASI O3 daily averages (dark blue) along with the re-
sults from the seasonal regression model with and without
the LT term included in the model (light blue and orange
lines, respectively) are represented in Fig. 3a for one spe-
cific location (highlighted by a blue circle in the JJA panel
in Fig. 4). Figure 3b provides the deseasonalized IASI (dark
blue line) and fitted time series (calculated by subtracting
the adjusted seasonal cycle from the time series) resulting The robustness of the adjusted trend is verified at the
global scale in Fig. 4 which represents the seasonal dis-
tributions of the relative differences in the RMSE with
and without the LT included in the MLR model, calcu- www.atmos-chem-phys.net/18/6867/2018/ www.atmos-chem-phys.net/18/6867/2018/ Atmos. Chem. Phys., 18, 6867–6885, 2018 6871 C. Wespes et al.: Decrease in tropospheric O3 levels in the Northern Hemisphere Figure 2. Seasonal distributions of the contribution from the seasonal and explanatory variables into the IASI O3 variations estimated as
"
100 × σ
4;m
P
n=1;j=2
an;bn;xj
cos(nωt);sin(nωt);Xnorm,j(t)
! /σ (O3(t))
#
(in percent, a) and of the contribution from the linear trend
calculated as
100 × σ
xj=1 · trend
/σ (O3(t))
(in percent, b). The grey areas and crosses refer to the non-significant grid cells in the 95 %
confidence limits (2σ level). Note that the scales are different. Figure 2. Seasonal distributions of the contribution from the seasonal and explanatory variables into the IASI O3 variations estimated as
"
100 × σ
4;m
P
n=1;j=2
an;bn;xj
cos(nωt);sin(nωt);Xnorm,j(t)
! 4
O3 trend over 2008–2017 lated as (RMSE_w/o_LT −RMSE_with_LT) / RMSE_with_LT ×
100 (in percent). An increase in the RMSE when excluding
LT from the MLR is observed almost everywhere in regions
of significant trend contributions (Fig. 2), especially in mid-
and high latitudes of the SH and of the NH in summer, where
it reaches 10 %. This result indicates that adjusting LT im-
proves the performance of the model and, hence, that a trend
signal is well captured by IASI at a regional scale in the tro-
posphere. From the annual model, the increase in the RMSE
only reaches 5 % at mid- and high latitudes of the SH (data
not shown). In regions of weak or non-significant trend con-
tribution (see crosses in Fig. 2), no improvement is logically
found. www.atmos-chem-phys.net/18/6867/2018/ /σ (O3(t))
#
(in percent, a) and of the contribution from the linear trend
calculated as
100 × σ
xj=1 · trend
/σ (O3(t))
(in percent, b). The grey areas and crosses refer to the non-significant grid cells in the 95 %
confidence limits (2σ level). Note that the scales are different. 4.1
Annual and seasonal trends The annual and the seasonal distributions of the fitted LT
terms which are retained in the annual and the seasonal MLR
models by the stepwise elimination procedure are respec-
tively represented in Fig. 5a and b (in DU yr−1). Generally,
the mid- and high latitudes of both hemispheres and, more
particularly, the NH midlatitudes in summer reveal signif-
icant negative trends, while the tropics are mainly charac-
terized by non-significant or weak significant trends. Even
if trends in emissions have already been able to qualita-
tively explain measured tropospheric O3 trends over spe-
cific regions, the magnitude and the trend estimates consider- www.atmos-chem-phys.net/18/6867/2018/ Atmos. Chem. Phys., 18, 6867–6885, 2018 C. Wespes et al.: Decrease in tropospheric O3 levels in the Northern Hemisphere 6872 Figure 3. (a) Example of daily time series of IASI O3 measurements (dark blue) and of the fitted seasonal regression models with (light
blue) and without (orange) the linear term in the troposphere. Daily time series (b) of the deseasonalized O3 (observations and regression
models) and (c) of the difference of the fitted models with and without the linear trend term as well as the adjusted annual trend (pink and
grey lines, respectively; c; given in DU). The RMSE (annual and for the JJA period in DU) and the trend values (annual and for the JJA
period in DU yr−1) are also indicated. Figure 3. (a) Example of daily time series of IASI O3 measurements (dark blue) and of the fitted seasonal regression models with (light
blue) and without (orange) the linear term in the troposphere. Daily time series (b) of the deseasonalized O3 (observations and regression
models) and (c) of the difference of the fitted models with and without the linear trend term as well as the adjusted annual trend (pink and
grey lines, respectively; c; given in DU). The RMSE (annual and for the JJA period in DU) and the trend values (annual and for the JJA
period in DU yr−1) are also indicated. Figure 4. Seasonal distribution of the differences between the RMSE of the regression fits with and without the linear trend term
[(RMSE_w/o_LT −RMSE_with_LT) / RMSE_with_LT × 100] (in percent). The blue circle in the JJA panel refers to the case presented in
Fig. 3. Figure 4. 4.1
Annual and seasonal trends Seasonal distribution of the differences between the RMSE of the regression fits with and without the linear trend term
[(RMSE_w/o_LT −RMSE_with_LT) / RMSE_with_LT × 100] (in percent). The blue circle in the JJA panel refers to the case presented in
Fig. 3. Figure 4. Seasonal distribution of the differences between the RMSE of the regression fits with and without the linear trend term
[(RMSE_w/o_LT −RMSE_with_LT) / RMSE_with_LT × 100] (in percent). The blue circle in the JJA panel refers to the case presented in
Fig. 3. (e.g., Jonson et al., 2006; Cooper et al., 2010; Logan et al.,
2012; Wilson et al., 2012; Hess and Zbinden, 2013; and
references therein). As a result, comparing/reconciling the
adjusted trends with independent measurements, even on a
qualitative basis, remains difficult. Nevertheless, several of
the statistically significant features observed in Fig. 5 show, ably vary between independent measurement datasets (e.g.,
Cooper et al., 2014; the TOAR-Climate report coordinated
by the International Global Atmospheric Chemistry Project
and available soon at http://www.igacproject.org/activities/
TOAR, last access: 8 May 2018, of Gaudel et al., 2018,
and references therein) for the reasons discussed in Sect. 1,
and they are not reproduced/explained by model simulations www.atmos-chem-phys.net/18/6867/2018/ Atmos. Chem. Phys., 18, 6867–6885, 2018 6873 C. Wespes et al.: Decrease in tropospheric O3 levels in the Northern Hemisphere C. Wespes et al.: Decrease in tropospheric O3 levels in the Northern Hemisphere Figure 5. (a) Annual and (b) seasonal distributions of the adjusted trends in DU yr−1 from the multi-linear regression models. The grey areas
and crosses refer to the non-significant grid cells in the 95 % confidence limits (2σ level). Figure 5. (a) Annual and (b) seasonal distributions of the adjusted trends in DU yr−1 from the multi-linear regression models. The grey areas
and crosses refer to the non-significant grid cells in the 95 % confidence limits (2σ level). interestingly, qualitative consistency with respect to recent
published findings: to the tropospheric O3 trends over that region (Liu et al.,
2016, 2017). Nevertheless, this finding should be miti-
gated by the fact that the trend value in the SH tropics
is of the same magnitude as the RMSE of the regression
residuals (∼2 to ∼4.5 DU; see Fig. 1). 4.1
Annual and seasonal trends – The SH tropical region extending from the Amazon
to tropical eastern Indian Ocean seems to indicate a
general increase with, for example, a DJF trend of
∼0.23 ± 0.18 DU yr−1 (i.e., 2.09 ± 1.70 DU over the
IASI measurement period), despite the large IAV in the
MLT which characterizes the tropics and which likely
explains the high frequency of non-significant trends. Enhanced O3 levels over that region have already been
analyzed for previous periods (e.g., Logan, 1985; Lo-
gan and Kirchhoff, 1986; Fishman et al., 1991; Moxim
and Levy, 2000; Thompson and Wallace, 2000; Thomp-
son et al., 2007; Sauvage et al., 2006, 2007; Heue et al.,
2016; Ebojie et al., 2016; Archibald et al., 2018; Leven-
tidou et al., 2017). For instance, the large O3 enhance-
ment of ∼0.36 ± 0.25 DU yr−1 (i.e., 3.3 ± 2.3 DU over
the whole IASI period) stretching from southern Africa
to Australia over the northeast of Madagascar during the
austral winter–spring likely originates from large IAV in
the subtropical jet-related stratosphere–troposphere ex-
changes, which have been found to primarily contribute – The SH tropical region extending from the Amazon
to tropical eastern Indian Ocean seems to indicate a
general increase with, for example, a DJF trend of
∼0.23 ± 0.18 DU yr−1 (i.e., 2.09 ± 1.70 DU over the
IASI measurement period), despite the large IAV in the
MLT which characterizes the tropics and which likely
explains the high frequency of non-significant trends. Enhanced O3 levels over that region have already been
analyzed for previous periods (e.g., Logan, 1985; Lo-
gan and Kirchhoff, 1986; Fishman et al., 1991; Moxim
and Levy, 2000; Thompson and Wallace, 2000; Thomp-
son et al., 2007; Sauvage et al., 2006, 2007; Heue et al.,
2016; Ebojie et al., 2016; Archibald et al., 2018; Leven-
tidou et al., 2017). For instance, the large O3 enhance-
ment of ∼0.36 ± 0.25 DU yr−1 (i.e., 3.3 ± 2.3 DU over
the whole IASI period) stretching from southern Africa
to Australia over the northeast of Madagascar during the
austral winter–spring likely originates from large IAV in
the subtropical jet-related stratosphere–troposphere ex-
changes, which have been found to primarily contribute Conversely, the tropical Pacific region exhibits signif-
icant negative trends that are similar to those reported
from UV sounders in Ebojie et al. (2016) and in Leven-
tidou et al. (2017) over previous periods, while Heue et
al. C. Wespes et al.: Decrease in tropospheric O3 levels in the Northern Hemisphere This finding is line with pre-
vious studies which point out a possible leveling off of
tropospheric O3 in summer due to the decline of anthro-
pogenic O3 precursor emissions observed since 2010-
2011 in North America, in western Europe and also
in some regions of China (e.g., Cooper et al., 2010,
2012; Logan et al., 2012; Parrish et al., 2012; Olt-
mans et al., 2013; Simon et al., 2015; Ebojie et al.,
2016; Archibald et al., 2018; Miyazaki et al., 2017). The present study even goes a step further by sug-
gesting a possible decrease in the tropospheric O3 lev-
els. Archibald et al. (2018) recently reported a net de-
crease of ∼5 % in the global anthropogenic NOx emis-
sions in the 30–90◦N latitude band, which is con-
sistent with the annual significant negative trend of
−0.27 ± 0.15 DU yr−1 for O3 estimated from IASI in
that band. We should also note that, even if these lati-
tudes are characterized by the lowest stratospheric con-
tribution (∼30 to ∼45 %; see Supplement in Wespes et
al., 2016), it might partly mask/attenuate the variability
in the tropospheric O3 levels. – The mid- and high latitudes of the SH show clear
patterns of negative trends, throughout the year and
in a more pronounced manner during winter–spring,
with larger amplitudes than those of the RMSE values
(∼−0.33 ± 0.14 DU yr−1 on average in the 35–65◦S
band; i.e., a trend amplitude of ∼|3.1| ± 1.3 DU over
the studied period vs. an RMSE value of ∼2.5 DU). These significant negative trends in the SH are hard
to explain, but considering the stratospheric contribu-
tion into the tropospheric columns (natural and artifi-
cial due to the limited IASI vertical sensitivity) in the
mid- and high latitudes of the SH (∼40 to ∼60 %;
see Supplement in Wespes et al., 2016) and the nega-
tive significant trends previously reported from IASI in
the UTLS/low stratosphere in the 30–50◦S band, they
could be in line with those derived by Zeng et al. (2017)
in the UTLS for a clean rural site of the SH (Lauder,
New Zealand), which mainly originate from increasing
tropopause height and O3-depleting substances. Signif-
icant negative change in tropospheric O3 over these re-
gions were also reported in Ebojie et al. (2016). 4.2
Expected year for trend detection In this section, we further verify that it is indeed possi-
ble to infer, from the studied IASI period, the significant
negative trend derived in the 40–75◦N band in summer
(∼|0.5| DU yr−1 on average; see Sect. 4.1) by determining
the expected year from which such a trend amplitude would
be detectable at a global scale. This is achieved by estimat-
ing the minimum duration (with probability 0.90) of the IASI
O3 measurements that would be required to detect a trend
of a specified magnitude, and its 95 % confidence level, fol-
lowing the formalism developed in Tiao et al. (1990) and in
Weatherhead et al. (1998): N∗≈
"
3.3 · σε
τyr
·
s
1 + φ
1 −φ
# 2
3
,
(1)
CLN∗=
h
N∗· e−B;N∗· e+B,
i
(2) (1) (2) – In the NH, a band-like pattern of negative trends is
observed in the 40–75◦N band covering Europe and
North America, especially during summer. Averaged
annual trend of −0.31 ± 0.17 DU yr−1 and summer
trend of −0.47 ± 0.22 DU yr−1 (i.e., −2.87 ± 1.57 and
−4.36 ± 2.02 DU, respectively, from January 2008 to
May 2017) are estimated in that latitudinal band. These
trend values are significantly larger than the RMSEs
of the MLR model (< 3.5 DU in JJA; see Sect. 3,
Fig. 1). Interestingly, both the annual and summer
trends are amplified relative to the ones calculated in
the midlatitudes of the NH over the 2008–2013 pe-
riod of IASI measurements (−0.19 ± 0.05 DU yr−1 and
−0.30 ± 0.10 DU yr−1 for the annual and the summer
trends, respectively, calculated in the 30–50◦N band; where N∗is the number of the required years, σε is the stan-
dard deviation of the autoregressive noise residual εt, τyr is
the magnitude of the trend per year and φ is the lag-1 autocor-
relation of the noise. The magnitudes of the variation and the
autocorrelation in the noise residuals are taken into account
for reaching a better trend estimate precision. Given that
large variance (σ 2
ε ) and large positive autocorrelation φ of the
noise induce small signal-to-noise ratio and long trend-like
segments in the dataset, respectively, these two parameters
increase the number of years that would be required for de-
tecting a specified trend. C. Wespes et al.: Decrease in tropospheric O3 levels in the Northern Hemisphere C. Wespes et al.: Decrease in tropospheric O3 levels in the Northern Hemisphere 6874 but also from a substantial change in the stratospheric
contribution (Verstraeten et al., 2015), persist through
2008–2017 despite the recent decrease in O3 precursor
emissions recorded in China after 2011 (e.g., Duncan et
al., 2016; Krotkov et al., 2016; Miyazaki et al., 2017;
van der A et al., 2017). This would indicate that this de-
crease is probably too recent/weak to recover the 2008
O3 levels over the entire region. Significant positive
trends over Southeast Asia have also been reported from
UV sounders over previous periods (e.g., Ebojie et al.,
2016). Note, however, that this finding has to be taken
carefully given the large model residuals (RMSE of ∼2
to ∼4 DU; see Sect. 3, Fig. 1) over that region. Finally,
the large uncertainty in trend estimates over Southeast
Asia might reflect the large IAV in the biomass-burning
emissions and lightning NOx sources, in addition to the
recent changes in emissions. but also from a substantial change in the stratospheric
contribution (Verstraeten et al., 2015), persist through
2008–2017 despite the recent decrease in O3 precursor
emissions recorded in China after 2011 (e.g., Duncan et
al., 2016; Krotkov et al., 2016; Miyazaki et al., 2017;
van der A et al., 2017). This would indicate that this de-
crease is probably too recent/weak to recover the 2008
O3 levels over the entire region. Significant positive
trends over Southeast Asia have also been reported from
UV sounders over previous periods (e.g., Ebojie et al.,
2016). Note, however, that this finding has to be taken
carefully given the large model residuals (RMSE of ∼2
to ∼4 DU; see Sect. 3, Fig. 1) over that region. Finally,
the large uncertainty in trend estimates over Southeast
Asia might reflect the large IAV in the biomass-burning
emissions and lightning NOx sources, in addition to the
recent changes in emissions. see Wespes et al., 2016). 4.1
Annual and seasonal trends (2016) mainly report a significant positive trend over
that region. – The trends over Southeast Asia are mostly non-
significant and vary by season. In spring–summer, some
grid cells in India, in mainland China and eastern down-
wind China exhibit significant positive trends reach-
ing ∼0.45 DU yr−1 (i.e., ∼4.2 DU over the IASI mea-
surement period). This tends to indicate that the tropo-
spheric O3 increases, which have been shown to mainly
result from a strong positive trend in the Asian emis-
sions over the past decades (e.g., Zhao et al., 2013;
Cooper et al., 2014; Zhang et al., 2016; Cohen et al.,
2017; Tarasick et al., 2018; and references therein) – The trends over Southeast Asia are mostly non-
significant and vary by season. In spring–summer, some
grid cells in India, in mainland China and eastern down-
wind China exhibit significant positive trends reach-
ing ∼0.45 DU yr−1 (i.e., ∼4.2 DU over the IASI mea-
surement period). This tends to indicate that the tropo-
spheric O3 increases, which have been shown to mainly
result from a strong positive trend in the Asian emis-
sions over the past decades (e.g., Zhao et al., 2013;
Cooper et al., 2014; Zhang et al., 2016; Cohen et al.,
2017; Tarasick et al., 2018; and references therein) www.atmos-chem-phys.net/18/6867/2018/ Atmos. Chem. Phys., 18, 6867–6885, 2018 C. Wespes et al.: Decrease in tropospheric O3 levels in the Northern Hemisphere In summary, these large-scale indirect ENSO-
related variations in tropospheric O3 and the lightning NOx
impact on O3, which are not accounted for in the MLR by
specific representative proxies, are misrepresented in the re-
gression models. They induce large noise residuals, i.e., large
σε, and hence extend the time period needed to detect a trend
of any given magnitude. the uncertainty in φ (the uncertainty in σε being negligible
given that only a few years of data are needed to estimate
it; see Weatherhead et al., 1998). As a result, based on the
available IASI-A and proxies datasets and assuming that the
MLR model used in this study is accurate, we estimate, in
Fig. 6a and b, the expected year when an O3 trend ampli-
tude of |5| DU decade−1 (i.e., τyr = |0.5| DU yr−1 which cor-
responds to the averaged absolute value of the fitted nega-
tive trends in the NH summer; see Fig. 5b) is detectable, and
its associated maximal confidence limit, respectively. The re-
sults in Fig. 6 clearly demonstrate the possibility of infer-
ring, from the available IASI dataset, such significant trends
in the mid- and high latitudes of the NH in summer and fall
(trend detectable from ∼2016 to 2017 with an uncertainty
of ∼6 to ∼9 months; see Fig. 6b). Conversely, the tropi-
cal regions and the NH in winter–spring would require ad-
ditional ∼6 months to ∼6 years of measurements to detect
an amplitude of |0.5| DU yr−1 (trend significant only from
∼2017 to 2023 or after depending on the location and the
season). Note also that the strongest negative trends (up to
−0.85 DU yr−1, i.e., τyr = |0.85| DU yr−1; see Fig. 5b) ob-
served in specific regions of the NH midlatitudes would only
require ∼6 years of IASI measurements for being detected. The mid- and high latitudes of the SH would require the
shortest period of IASI measurement for detecting a speci-
fied trend, with only ∼7 years ± ∼6 months of IASI mea-
surements to detect a |0.5| DU yr−1 trend (trend detectable
from ∼2015). That band-like pattern in the SH corresponds
to the region with the weakest IAV and contribution from
large-scale dynamical modes of variability in the IASI MLT
columns (see Sect. 3, Figs. 1 and 2), which translates into
small σ 2
ε and φ. C. Wespes et al.: Decrease in tropospheric O3 levels in the Northern Hemisphere Note however that an additional few months
of IASI data are required to confirm the smaller negative
trend of ∼−0.35 DU yr−1 measured on average in the SH
(see Fig. 5; a period ∼9 years ± ∼6 months being necessary
to detect a trend amplitude of |3.5| DU decade−1). Given that
large σε means large noise residual in the IASI data, the re-
gions of short (long) required measurement period coincide,
as expected, well with the small (high) RMSE values of the
regression residuals (see Sect. 3, Fig. 1). Figure 6, finally, suggests that a long duration is also re-
quired, especially in summer, above and east of China to
quantify the anthropogenic impact on the local changes in
the MLT: additional 3 ± 1.5 or 5 ± 1.5 years for a given |5|
or |3.5| DU decade−1 trend are respectively calculated. This
result could be explained by large perturbations in the MLT
columns induced by recent decreases after decades of almost
constant increases in surface emissions in China (e.g., Cohen
et al., 2017; Miyazaki et al., 2017). 4.3
Multi-linear vs. single linear model Even if MLR models have already been used for extracting
trends in stratospheric and total O3 columns (e.g., Mäder et
al., 2007; Frossard et al., 2013; Rieder et al., 2013; Knibbe et
al., 2014), single linear regression (SLR) models, which do
not differentiate the natural (chemical and dynamical) factors
describing the O3 variability, are still commonly used (e.g.,
Cooper et al., 2014; the TOAR-Climate report of Gaudel et
al., 2018; and references therein). They are, however, sus-
pected to contribute to trend biases retrieved between inde-
pendent measurements. In addition to the time-varying in-
strumental biases, trend biases can also be related to dif-
ferences in the spatial and the temporal samplings (e.g.,
Doughty et al., 2011; Saunois et al., 2012; Lin et al., 2015),
in the measurement period, in the upper boundary of the O3
columns, in the algorithm and in the vertical sensitivity of
the measurements. The latter artificially alters the character-
istics of the sounded layer by contaminations from the above
and below layers leading to a mixing of the trend and also
of the natural characteristics originating from these different
layers (e.g., troposphere and stratosphere). The differences
in the studied period, in the tropopause definition and in the The regions of the longest measurement periods required
in the tropics for the |5| DU decade−1 trend detection (up to
∼16 years of IASI data) correspond to known patterns of
widespread high O3: (a) above intense biomass burning in
Amazonia and eastwards across the tropical Atlantic (Lo-
gan and Kirchhoff, 1986; Fishman et al., 1991; Moxim and
Levy, 2000; Thompson and Wallace, 2000; Thompson et al.,
2007; Sauvage et al., 2007), (b) eastwards of Africa across
the southern Indian Ocean which is subject to large varia-
tions in the stratospheric influences during the winter–spring
austral period (JJA–SON; Liu et al., 2016, 2017), (c) east-
wards of Africa across the northern Indian Ocean to India
likely due to large lightning NOx emissions above central
Africa during the wet season associated with the northeast-
ward jet conducting a so-called “O3 river” (Tocquer et al., C. Wespes et al.: Decrease in tropospheric O3 levels in the Northern Hemisphere C. Wespes et al.: Decrease in tropospheric O3 levels in the Northern Hemisphere 2015) and (d) above regions of positive ENSO “chemical” ef-
fect in equatorial Asia/Australia and eastwards above north-
ern and southern tropical regions (Wespes et al., 2016) ex-
plained by reduced rainfall and biomass fires during El Niño
conditions (e.g., Worden et al., 2013). In fact, most of these
patterns (a, b and d) are closely connected with strong El
Niño events which extend the duration of the dry season and
cause severe droughts, producing intense biomass-burning
emissions, for instance, over South America (e.g., Chen et
al., 2011; Lewis et al., 2011) and South Asia/Australia (e.g.,
Oman et al., 2013; Valks et al., 2014; Ziemke et al., 2015),
and which alter the tropospheric circulation by increasing
the transport of stratospheric O3 into the troposphere (e.g.,
Voulgarakis et al., 2011b; Neu et al., 2014) and the transport
of biomass-burning air masses to the Indian Ocean (Zhang
et al., 2012). In summary, these large-scale indirect ENSO-
related variations in tropospheric O3 and the lightning NOx
impact on O3, which are not accounted for in the MLR by
specific representative proxies, are misrepresented in the re-
gression models. They induce large noise residuals, i.e., large
σε, and hence extend the time period needed to detect a trend
of any given magnitude. 2015) and (d) above regions of positive ENSO “chemical” ef-
fect in equatorial Asia/Australia and eastwards above north-
ern and southern tropical regions (Wespes et al., 2016) ex-
plained by reduced rainfall and biomass fires during El Niño
conditions (e.g., Worden et al., 2013). In fact, most of these
patterns (a, b and d) are closely connected with strong El
Niño events which extend the duration of the dry season and
cause severe droughts, producing intense biomass-burning
emissions, for instance, over South America (e.g., Chen et
al., 2011; Lewis et al., 2011) and South Asia/Australia (e.g.,
Oman et al., 2013; Valks et al., 2014; Ziemke et al., 2015),
and which alter the tropospheric circulation by increasing
the transport of stratospheric O3 into the troposphere (e.g.,
Voulgarakis et al., 2011b; Neu et al., 2014) and the transport
of biomass-burning air masses to the Indian Ocean (Zhang
et al., 2012). 4.2
Expected year for trend detection CLN∗is the 95 % confidence limit,
which is not symmetric around N∗and depends on B, an es-
timated uncertainty factor calculated as
4
3
√
D
q
1+φ
1−φ , with D
the number of days in the IASI datasets, which accounts for where N∗is the number of the required years, σε is the stan-
dard deviation of the autoregressive noise residual εt, τyr is
the magnitude of the trend per year and φ is the lag-1 autocor-
relation of the noise. The magnitudes of the variation and the
autocorrelation in the noise residuals are taken into account
for reaching a better trend estimate precision. Given that
large variance (σ 2
ε ) and large positive autocorrelation φ of the
noise induce small signal-to-noise ratio and long trend-like
segments in the dataset, respectively, these two parameters
increase the number of years that would be required for de-
tecting a specified trend. CLN∗is the 95 % confidence limit,
which is not symmetric around N∗and depends on B, an es-
timated uncertainty factor calculated as
4
3
√
D
q
1+φ
1−φ , with D
the number of days in the IASI datasets, which accounts for www.atmos-chem-phys.net/18/6867/2018/ Atmos. Chem. Phys., 18, 6867–6885, 2018 6875 Atmos. Chem. Phys., 18, 6867–6885, 2018 www.atmos-chem-phys.net/18/6867/2018/ The fitted signal of the ENSO proxy from the MLR model
(calculated as xjXnorm,j following Wespes et al., 2017) is
also represented (Fig. 8c). That example clearly shows that
the ENSO influence is considerably compensated for by the
adjustment of the linear trend in the SLR (annual trend of
−0.48 ± 0.06 DU yr−1 from SLR vs. −0.23 ± 0.16 DU yr−1
from MLR for that example). Finally, differences between
the SLR and the MLR models are also observed in the region
with strong positive NAO influence over the Icelandic/Arctic
region during MAM (see Wespes et al., 2016, for a descrip-
tion of the NAO-related O3 changes). Conversely, the sub-
tropical SH exhibits similar seasonal patterns of negative
trends from both the SLR and the MLR. This results from
the weak natural IAV and contributions in tropospheric O3
above that region (see Sect. 3, Figs. 1 and 2), which, hence,
limits the compensation effects. spatio-temporal sampling might also imply differences in the
natural influence on the measured O3 variations. While the
impact of the natural contribution is taken into account in
the MLR model, it might introduce an additional bias in the
trend determined from SLR, making further challenging to
compare trends estimated from a series of inhomogeneous
independent measurements. Substantial efforts in homogenizing independent tropo-
spheric O3 column (TOC) datasets have been made in the
TOAR-Climate assessment report (Gaudel et al., 2018), but
large SLR trend biases remain between the TOAR datasets,
in particular, between the satellite datasets where the lack
of homogeneity in terms of tropopause calculation (same
tropopause definition but different temperature profiles are
used), of instrument vertical sensitivities and of spatial sam-
pling have been specifically raised as possible causes for the
trend divergence. If reconciling the trend biases between the datasets by ap-
plying the vertical sensitivity of each measurement type to a
common platform, as proposed in the TOAR-Climate assess-
ment report is beyond the scope of this study and if, at this
stage, there is no consensus in determining tropospheric O3
trends, the improvement in using a MLR instead of a SLR
model for determining more accurate/realistic trends is ex-
plored here by comparing the seasonal distributions of the
trends estimated from MLR (see Fig. 5b in Sect. 4.1.) and
from SLR (presented in Fig. 7). www.atmos-chem-phys.net/18/6867/2018/ www.atmos-chem-phys.net/18/6867/2018/ Atmos. Chem. Phys., 18, 6867–6885, 2018 C. Wespes et al.: Decrease in tropospheric O3 levels in the Northern Hemisphere 6876 e 6. (a) Estimated year of tropospheric IASI O3 trend detection (with a probability of 90 %) for a given trend of |5| D
ng at the beginning of the studied period (20080101) and (b) associated maximal confidence limits from the annual (top pa
nal (bottom panels) regression models. os. Chem. Phys., 18, 6867–6885, 2018
www.atmos-chem-phys.net/18/6 Figure 6. (a) Estimated year of tropospheric IASI O3 trend detection (with a probability of 90 %) for a given trend of |5| DU decade−1
starting at the beginning of the studied period (20080101) and (b) associated maximal confidence limits from the annual (top panel) and the
seasonal (bottom panels) regression models. www.atmos-chem-phys.net/18/6867/2018/ Atmos. Chem. Phys., 18, 6867–6885, 2018 Atmos. Chem. Phys., 18, 6867–6885, 2018 C. Wespes et al.: Decrease in tropospheric O3 levels in the Northern Hemisphere 6877 C. Wespes et al.: Decrease in tropospheric O3 levels in the Northern Hemisphere Figure 7. Seasonal distributions of the fitted linear term trends (given in DU yr−1) derived from a single linear regression model. The crosses
refer to the non-significant grid cells in the 95 % confidence limits (2σ level). Figure 7. Seasonal distributions of the fitted linear term trends (given in DU yr−1) derived from a single linear regression model. The crosses
refer to the non-significant grid cells in the 95 % confidence limits (2σ level). LT term and other covariates. For instance, the regions with
high significant SLR trends (∼0.3 to ∼0.6 DU yr−1 over
the tropical western and middle Pacific) during the period
extending from September to May match the regions with
strong El Niño/Southern Oscillation influence (see Figs. 8
and 12 in Wespes et al., 2016). Conversely, the MLR model
shows generally weak significant negative or non-significant
trends in the Pacific El Niño region during that period and it
would even need additional ∼3 to ∼4 years of IASI mea-
surements for detecting the fitted SLR trends (see Sect. 4.2
above). The effect of ENSO in overestimating the fitted SLR
trend is further illustrated in Fig. 8 which represents the time
series of O3 observed by IASI and adjusted by the annual
MLR model (Fig. 8a) along with the deseasonalized times
series (Fig. 8b) and the fitted SLR and MLR trends (Fig. 8c). www.atmos-chem-phys.net/18/6867/2018/ Note that the constant term
in the SLR model is split into two components (covering the
periods before and after the September 2010 jump) to take
account of the observed jump (see Sect. 2). The highest dif-
ferences in the fitted trends derived from the two methods
are found in the tropics and in some regions of the midlati-
tudes of the NH. They likely result from overlaps between the In summary, despite the fact that considering a long period
of measurements is usually recommended in SLR studies to www.atmos-chem-phys.net/18/6867/2018/ Atmos. Chem. Phys., 18, 6867–6885, 2018 C. Wespes et al.: Decrease in tropospheric O3 levels in the Northern Hemisphere 6878 Figure 8. Daily time series of (a) O3 measured by IASI (dark blue) and adjusted by the multivariate annual regression model (light blue),
(b) the deseasonalized O3 and (c) the fitted signal of ENSO proxy (one of the main retained proxies in the multivariate regression model)
calculated as xjXnorm,j (given in DU) along with the adjusted trends derived from the single and the multivariate linear regressions (SLR
and MLR) over the equatorial central Pacific (region of negative ENSO “dynamical” effect). The RMSE of the MLR fit and the fitted SLR
and MLR trend values are also indicated. Figure 8. Daily time series of (a) O3 measured by IASI (dark blue) and adjusted by the multivariate annual regression model (light blue),
(b) the deseasonalized O3 and (c) the fitted signal of ENSO proxy (one of the main retained proxies in the multivariate regression model)
calculated as xjXnorm,j (given in DU) along with the adjusted trends derived from the single and the multivariate linear regressions (SLR
and MLR) over the equatorial central Pacific (region of negative ENSO “dynamical” effect). The RMSE of the MLR fit and the fitted SLR
and MLR trend values are also indicated. Bertschi and Jaffe, 2005). However, there are only a few stud-
ies using global satellite data for this purpose (Zhang et al.,
2006; Voulgarakis et al., 2011a; Kim et al., 2013) and the
analysis of the O3–CO relationship for better understanding
the origin of O3 trends in the troposphere has, to the best of
our knowledge, never been explored. www.atmos-chem-phys.net/18/6867/2018/ overcome the dynamical cycles and, hence, to help in differ-
entiating their influences from trends, we show that, consid-
ering that some dynamics have irregular or no particular pe-
riodicity (e.g., NAO, ENSO), it is not accurate enough. Fur-
thermore, accurate satellite measurements of tropospheric O3
at a global scale are quite recent, limiting the period of avail-
able and comparable datasets (e.g., Payne et al., 2017). As a
consequence, we support here that using a reliable multivari-
ate regression model based on geophysical parameters and
adapted for each specific sounded layer is a robust method
for differentiating a “true” trend from any other sources of
variability and, hence, that it should help in resolving trend
differences between independent datasets. Figure 9a and b show the seasonal patterns of the O3–CO
correlations (referred as RO3−CO) and of the dO3 / dCO re-
gression slopes calculated in the troposphere (from the sur-
face to 300 hPa) over the studied IASI period (January 2008–
May 2017). The dO3 / dCO regression slopes, which rep-
resent the so-called O3–CO enhancement ratio, are used to
evaluate the photochemical O3 production in continental out-
flow regions. The RO3−CO and the dO3 / dCO distributions
are similar and clearly show regional and seasonal differ-
ences in the strength of the O3–CO relationships. The pat-
terns of positive and negative correlations allows differen-
tiating the outflow regions characterized by photochemical
O3 production from precursors (including CO) or CO de-
struction (both identified by positive RO3−CO) from the re-
gions characterized by O3 loss (chemical destruction or sur-
face deposition) or by strong stratospheric contaminations
(both identified by negative RO3−CO). Negative RO3−CO and
dO3 / dCO are measured at high latitudes of both hemi-
spheres all over the year, but more specifically at high lat- 4.4
Continental influence In this section, we use the capabilities of IASI to simultane-
ously measure O3 and CO in order (1) to differentiate tro-
pospheric and stratospheric air masses, (2) to identify the
regions influenced by the continental export/intercontinental
transport of O3 pollution and (3) to evaluate that continen-
tal influence on tropospheric O3 trends as observed by IASI. Similar tracer correlations between CO and O3 have already
been used to give insights into the photochemical O3 en-
hancement in air pollution transport (e.g., Parrish et al., 1993; www.atmos-chem-phys.net/18/6867/2018/ Atmos. Chem. Phys., 18, 6867–6885, 2018 C. Wespes et al.: Decrease in tropospheric O3 levels in the Northern Hemisphere C. Wespes et al.: Decrease in tropospheric O3 levels in the Northern Hemisphere 6879 Figure 9. Global distributions of (a) the correlation coefficients (RO3−CO), (b) the regression slope (dO3 / dCO in mol cm−2/mol cm−2)
and (c) the covariances (COVO3−CO in 1033 mol cm−2 × mol cm−2) of daily median IASI tropospheric O3 and CO over January 2008–May
2017. Data are averaged over a 2.5◦× 2.5◦grid box. Crosses in RO3−CO (a) refer to the non-significant grid cells in the 95 % confidence
intervals (2σ level). Figure 9. Global distributions of (a) the correlation coefficients (RO3−CO), (b) the regression slope (dO3 / dCO in mol cm−2/mol cm−2)
and (c) the covariances (COVO3−CO in 1033 mol cm−2 × mol cm−2) of daily median IASI tropospheric O3 and CO over January 2008–May
2017. Data are averaged over a 2.5◦× 2.5◦grid box. Crosses in RO3−CO (a) refer to the non-significant grid cells in the 95 % confidence
intervals (2σ level). itudes of the SH in summer–fall (with RO3−CO < −0.25 on
averages in DJF and MAM). Given that high latitudes ex-
perience more O3 destruction than the low latitudes due to
a lack of sunlight, the negative correlations for the high
latitude regions might also reflect air masses originating
from/characterizing the stratosphere due to natural intrusion
or to artificial mixing with the troposphere introduced by
the limited vertical sensitivity of IASI in the highest lati-
tudes (stratospheric contribution varying between ∼40 and
∼65 %; see Supplement in Wespes et al., 2016). These pro-
cesses are likely at the origin of the band-like pattern of
negative trends in the SH discussed in Sects. 3 and 4.1. 4.4
Continental influence Negative RO3−CO and dO3 / dCO are also found above the
Caribbean, the Arabic Peninsula and the northern Indian
Ocean in JJA/SON and the South Atlantic in DJF. They are
in line with Kim et al. (2013) and they likely reflect the in-
fluence of lightning NOx which produce O3 but also OH ox-
idizing CO (e.g., Sauvage et al., 2007; Labrador et al., 2004). and over the southern Africa/Amazonia/South Atlantic re-
gion. These O3–CO correlation patterns from IASI are fully
consistent with those measured by TES (Zhang et al., 2006,
2008; Voulgarakis et al., 2011a) and by OMI/AIRS (Kim et
al., 2013), which have been interpreted with global chemical
transport models (CTMs) as originating from Asian pollu-
tion influences and combustion sources including biomass
burning, respectively. The high positive RO3−CO found in
JJA at midlatitudes of the NH are detected to a lesser ex-
tent in DJF reflecting the decreasing photochemistry. It is
also worth pointing out the clear hemispheric differences in
Fig. 9 in the RO3−CO and dO3 / dCO values at mid- and high
latitudes and, in particular, the shift of positive RO3−CO and
dO3 / dCO towards higher latitudes of the NH during sum-
mer (e.g., RO3−CO = 0.24 in summer vs. 0.038 in spring in
the 35–55◦N band). As a consequence, these results sug-
gest that the band-like pattern of negative trends measured
by IASI in summer might substantially reflect the continen-
tal pollution influence and, hence, that it could result from
the decline of anthropogenic O3 precursor emissions. Nev-
ertheless, interpreting O3–CO correlations in the free tropo-
sphere, especially in photochemically aged pollution plumes
far from the emission sources towards the highest latitudes,
remains complicated by the mixing of the continental com- Strong positive correlations are identified in both RO3−CO
and dO3 / dCO patterns over the tropical regions and
for midlatitudes of both hemispheres during the peak of
photochemistry in summer. Maxima (RO3−CO > 0.8 and
dO3 / dCO > 0.5) are detected in continental pollution out-
flow regions in the NH, especially downwind Southeast Asia www.atmos-chem-phys.net/18/6867/2018/ Atmos. Chem. Phys., 18, 6867–6885, 2018 C. Wespes et al.: Decrease in tropospheric O3 levels in the Northern Hemisphere The distributions have allowed us
to identify, in particular, strong positive O3–CO correlations,
regression slopes and covariance in the NH midlatitudes and
northward during summer, which suggest a continental pol-
lution influence in the NH band-like pattern of high signif-
icant negative trends recorded by IASI and, hence, a direct
effect of the policy measures taken to reduce emissions of
O3 precursor species. )
Finally, we also provide in Fig. 9c the seasonal patterns of
O3–CO covariances (COVO3−CO). They confirm the band-
like pattern of the weak natural variation captured in the
SH midlatitudes (see Sects. 3 and 4.1) and help identify-
ing the region downwind eastern China, the northern mid-
latitudes outflow region and the southern tropical region as
the ones with the highest pollution variability, in addition to
the strongest O3–CO correlations. To conclude, the particu-
larly strong positive O3–CO relationship in terms of RO3−CO,
dO3 / dCO and COVO3−CO measured over and downwind
northeast India/eastern China in summer in comparison with
the ones measured downwind eastern USA and over Eu-
rope indicate that Southeast Asia experiences the most of
the intense pollution episodes of the NH with the largest
O3–CO variability (COVO3−CO > 40 × 1033 mol2 cm−4) and
the largest O3 enhancement (dO3 / dCO > 0.5) over the last
decade. The strong O3–CO relationship in that region is as-
sociated with the significant increase that is detected in the
IASI O3 levels downwind east of Asia (see Sect. 4.1) despite
the net decrease in O3 precursor emissions recorded in China
after 2011 (e.g., Cohen et al., 2017; Miyazaki et al., 2017). C. Wespes et al.: Decrease in tropospheric O3 levels in the Northern Hemisphere 6880 bustion outflow with stratospheric air masses, in addition to
the background dynamic and photochemistry (e.g., Liang et
al., 2007). found interesting significant positive trends in the SH trop-
ical region extending from the Amazon to the tropical east-
ern Indian Ocean and over Southeast Asia in spring–summer,
which should however be carefully considered given the high
RMSEs of the regression residuals in these regions. The
MLR analysis reveals a band-like pattern of high significant
negative trends in the NH mid- and high latitudes in summer
(−0.47 ± 0.22 DU yr−1 on average in the 40–75◦N band). The statistical significance of such trend estimates is fur-
ther verified by estimating, based on the autocorrelation and
on the variance of the noise residuals, the minimum number
of years of IASI measurements that are required to detect a
trend of a | 5| DU decade−1 magnitude. The results clearly
demonstrate the possibility of determining such a trend am-
plitude from the available IASI dataset and the used MLR
model at northern mid- and high latitudes in summer, while
much larger measurement periods are necessary elsewhere. In particular, the regions with the longest required period,
in the tropics, highlight a series of known processes that are
closely related to the El Niño dynamic, which underlies the
lack of associated parameterizations in the MLR model. The
importance of using reliable MLR models in understanding
large-scale O3 variations and in determining trends is fur-
ther explored by comparing the trends inferred from MLR
and from SLR, the latter still being commonly used by the
international community. The comparison has clearly high-
lighted the advantage of MLR in attributing the trend-like
segments in natural variations, such as ENSO, to the right
processes and, hence, in avoiding misinterpretation of “ap-
parent” trends in the measurement datasets. Nevertheless, it
is worth noting that there could be a possible impact of the
sampling (because of the cloud and quality filters applied)
and of the jump in September 2010 that has been identified in
the IASI dataset (see Sect. 2), in both MLR and SLR estima-
tions. Finally, by exploiting the simultaneous and vertically
resolved O3 and CO measurements from IASI, we have pro-
vided and used the O3–CO correlations in the troposphere
to help determine the origins/characteristics of patterns of
negative or positive trends. www.atmos-chem-phys.net/18/6867/2018/ Atmos. Chem. Phys., 18, 6867–6885, 2018 C. Wespes et al.: Decrease in tropospheric O3 levels in the Northern Hemisphere Climate assessment report of Gaudel et al., 2018). Currently,
no consensus in terms of O3 trends in the troposphere is
reached from the available measurements (UV or IR satel-
lites, O3 sondes, aircrafts, ground-based measurements, etc.)
for several reasons (time-varying instrumental biases, dif-
ferences in the methodology used for calculating trends, in
the measurement period, in the upper boundary of the O3
columns, in the retrieval algorithm, in the spatio-temporal
sampling, in the vertical sensitivity of the instrument, etc.;
see Sect. 4.3 and the TOAR-Climate report of Gaudel et al.,
2018). However, determination, with IASI, of robust trends
in tropospheric O3 at the global scale will be achievable in
the near future by merging homogeneous O3 profiles from
the three successive instruments onboard Metop-A (2006);
-B (2012) and –C (2018) platforms and from the IASI next-
generation instrument onboard the Metop Second Generation
series of satellites (Clerbaux and Crevoisier, 2013; Crevoisier
et al., 2014). A long record of tropospheric O3 measurements
will be also provided by the Cross-track Infrared Sounder
(CrIS) onboard the Joint Polar Satellite System series of
satellites. References Aeris:
The
IASI
O3
products
processed
with
FORLI-O3
v20151001, available at: http://iasi.aeris-data.fr/O3/ (last access:
14 May 2018), 2017a. Aeris:
The
IASI
CO
products
processed
with
FORLI-CO
v20151001, available at: http://iasi.aeris-data.fr/CO/ (last access:
14 May 2018), 2017b. Anton, M., Loyola, D., Clerbaux, C., Lopez, M., Vilaplana, J.,
Banon, M., Hadji-Lazaro, J., Valks, P., Hao, N., Zimmer, W.,
Coheur, P., Hurtmans, D., and Alados-Arboledas, L.: Validation
of the Metop-A total ozone data from GOME-2 and IASI using
reference ground-based measurements at the Iberian peninsula,
Remote Sens. Environ., 115, 1380–1386, 2011. Archibald, A., Elshorbany, Y., et al.: Tropospheric Ozone Assess-
ment Report: Critical review of the present-day and near future
tropospheric ozone budget, Elem. Sci. Anth., in review, 2018. Bertschi, I. T. and Jaffe, D. A.: Long-range transport of ozone,
carbon monoxide, and aerosols to the NE Pacific troposphere
during the summer of 2003: Observations of smoke plumes
from Asian boreal fires, J. Geophys. Res., 110, D05303,
https://doi.org/10.1029/2004JD005135, 2005. Boynard, A., Hurtmans, D., Koukouli, M. E., Goutail, F., Bureau,
J., Safieddine, S., Lerot, C., Hadji-Lazaro, J., Wespes, C., Pom-
mereau, J.-P., Pazmino, A., Zyrichidou, I., Balis, D., Barbe, A.,
Mikhailenko, S. N., Loyola, D., Valks, P., Van Roozendael, M.,
Coheur, P.-F., and Clerbaux, C.: Seven years of IASI ozone re-
trievals from FORLI: validation with independent total column
and vertical profile measurements, Atmos. Meas. Tech., 9, 4327–
4353, https://doi.org/10.5194/amt-9-4327-2016, 2016. Data availability. The IASI O3 and CO data respectively pro-
cessed with FORLI-O3 and FORLI-CO v0151001 can be down-
loaded from the Aeris portal (http://iasi.aeris-data.fr/O3/ and http:
//iasi.aeris-data.fr/CO/, respectively; Aeris, 2017a, b). Boynard, A., Hurtmans, D., Garane, K., Goutail, F., Hadji-Lazaro,
J., Koukouli, M. E., Wespes, C., Keppens, A., Pommereau, J.-
P., Pazmino, A., Balis, D., Loyola, D., Valks, P., Coheur, P.-F.,
and Clerbaux, C.: Validation of the IASI FORLI/Eumetsat ozone
products using satellite (GOME-2), ground-based (Brewer-
Dobson, SAOZ) and ozonesonde measurements, Atmos. Meas. Tech. Discuss., https://doi.org/10.5194/amt-2017-461, in review,
2018. 5
Conclusions In this study, we have explored, for the first time, the possi-
bility of inferring significant trends in tropospheric O3 from
the first ∼10 years (January 2008–May 2017) of IASI daily
measurements at a global scale. To this end, MLR analyses
have been performed by applying a multivariate regression
model (annual and seasonal formulations), including a linear
trend term in addition to chemical and dynamical proxies,
on gridded mean tropospheric ozone time series. This work
follows on the analysis of the main dynamical drivers of O3
variations measured by IASI, which was recently published
in Wespes et al. (2017). We have first verified the perfor-
mance of the MLR models in explaining the variations in
daily time series over the whole studied period. In particu-
lar, we have shown that the model reproduces a large part of
the O3 variations (> 70 %) with small residuals errors (RMSE
of ∼10 %) at northern latitudes in summer. We have then
performed O3 trend sensitivity tests to verify the possibility
of capturing trend characteristics independently from natural
variations. Despite the weak contribution of trends to the to-
tal variation in the MLT O3 columns at a global scale, the re-
sults demonstrate the possibility of differentiating significant
trends from the explanatory variables, especially in summer
at mid- and high latitudes of the NH (∼40–75◦N) where
the contribution and the sensitivity of trends are the largest
(contribution of ∼30 to ∼50 % and a ∼10 % increase in
the RMSE excluding the LT in the model). We then focused
on the interpretation of the global trend estimates. We have Overall, this study supports the importance of us-
ing (1) high density and long-term homogenized satellite
records, such as those provided by IASI and (2) complex
models with predictor functions that describe the O3 regres-
sors dependencies for more accurate determination of trends
in tropospheric O3 – as required by the scientific commu-
nity, e.g., in the Intergovernmental Panel on Climate Change
(IPCC, 2013) – and for further resolving trend biases be-
tween independent datasets (Payne et al., 2017; the TOAR- www.atmos-chem-phys.net/18/6867/2018/ Atmos. Chem. Phys., 18, 6867–6885, 2018 C. Wespes et al.: Decrease in tropospheric O3 levels in the Northern Hemisphere 6881 C. Wespes et al.: Decrease in tropospheric O3 levels in the Northern Hemisphere 6882 ern mid-latitudes, as seen by IAGOS from 1995 to 2013, Atmos. Chem. Phys. Discuss., https://doi.org/10.5194/acp-2017-778, in
review, 2017. between total ozone and atmospheric dynamics and chemistry at
mid-latitudes – Part 1: Statistical models and spatial fingerprints
of atmospheric dynamics and chemistry, Atmos. Chem. Phys.,
13, 147–164, https://doi.org/10.5194/acp-13-147-2013, 2013. Cooper, O., Parrish, D., Stohl, A., Trainer, M., Nédélec, P., Thouret,
V., Cammas, J.-P., Oltmans, S., Johnson, B., and Tarasick, D.:
Increasing springtime ozone mixing ratios in the free tropo-
sphere over western North America, Nature, 463, 344–348,
https://doi.org/10.1038/nature08708, 2010. Fusco, A. C. and Logan, J. A.: Analysis of 1970–1995 trends
in tropospheric ozone at northern hemisphere midlatitudes
with the GEOSCHEM model, J. Geophys. Res., 108, 4449,
https://doi.org/10.1029/2002JD002742, 2003. Gaudel, A., Cooper, O. R., Ancellet, G., Barret, B., Boynard, A.,
Burrows, J. P., Clerbaux, C., Coheur, P.-F., Cuesta, J., Cuevas,
E., Doniki, S., Dufour, G., Ebojie, F., Foret, G., Garcia, O.,
Granados-Muñoz, M. J., Hannigan, J., Hase, F., Hassler, B.,
Huang, G., Hurtmans, D., Jaffe, D., Jones, N., Kalabokas, P.,
Kerridge, B., Kulawik, S., Latter, B., Leblanc, T., Le Flochmoën,
E., Lin, W., Liu, J., Liu, X., Mahieu, E., McClure-Begley, A.,
Neu, J., Osman, M., Palm, M., Petetin, H., Petropavlovskikh, I.,
Querel, R., Rahpoe, N., Rozanov, A., Schultz, M. G., Schwab,
J., Siddans, R., Smale, D., Steinbacher, M., Tanimoto, H., Tara-
sick, D., Thouret, V., Thompson, A. M., Trickl, T., Weatherhead,
E., Wespes, C., Worden, H., Vigouroux, C., Xu, X., Zeng, G., and
Ziemke, J.: Tropospheric Ozone Assessment Report: Present-day
distribution and trends of tropospheric ozone relevant to climate
and global atmospheric chemistry model evaluation, Elementa,
in review, 2018. Cooper, O. R., Gao, R.-S., Tarasick, D., Leblanc, T., and Sweeney,
C.: Long-term ozone trends at rural ozone monitoring sites across
the United States, 1990–2010, J. Geophys. Res., 117, D22307,
https://doi.org/10.1029/2012JD018261, 2012. Cooper, O. R., Parrish, D. D., Ziemke, J., Balashov, N. V., Cu-
peiro, M., Galbally, I. E., Gilge, S., Horowitz, L., Jensen, N. R.,
Lamarque, J.-F., Naik, V., Oltmans, S. J., Schwab, J., Shindell,
D. T., Thompson, A. M., Thouret, V., Wang, Y., and Zbinden,
R. M.: Global distribution and trends of tropospheric ozone:
An observation-based review, Elem. Sci. Anth., 2, 000029,
https://doi.org/10.12952/journal.elementa.000029, 2014. C. Wespes et al.: Decrease in tropospheric O3 levels in the Northern Hemisphere Crevoisier, C., Clerbaux, C., Guidard, V., Phulpin, T., Armante,
R., Barret, B., Camy-Peyret, C., Chaboureau, J.-P., Coheur, P.-
F., Crépeau, L., Dufour, G., Labonnote, L., Lavanant, L., Hadji-
Lazaro, J., Herbin, H., Jacquinet-Husson, N., Payan, S., Péquig-
not, E., Pierangelo, C., Sellitto, P., and Stubenrauch, C.: Towards
IASI-New Generation (IASI-NG): impact of improved spectral
resolution and radiometric noise on the retrieval of thermody-
namic, chemistry and climate variables, Atmos. Meas. Tech., 7,
4367004385, https://doi.org/10.5194/amt-7-4367-2014, 2014. Gazeaux, J., Clerbaux, C., George, M., Hadji-Lazaro, J., Kuttippu-
rath, J., Coheur, P.-F., Hurtmans, D., Deshler, T., Kovilakam, M.,
Campbell, P., Guidard, V., Rabier, F., and Thépaut, J.-N.: Inter-
comparison of polar ozone profiles by IASI/MetOp sounder with
2010 Concordiasi ozonesonde observations, Atmos. Meas. Tech.,
6, 613–620, https://doi.org/10.5194/amt-6-613-2013, 2013. Doughty, D. C., Thompson, A. M., Schoeberl, M. R., Stajner, I.,
Wargan, K., and Hui, W. C. J.: An intercomparison of tropo-
spheric ozone retrievals derived from two Aura instruments and
measurements in western North America in 2006, J. Geophys. Res.,
116,
D06303,
https://doi.org/10.1029/2010JD014703,
2011. Hess, P. G. and Zbinden, R.: Stratospheric impact on tropospheric
ozone variability and trends: 1990–2009, Atmos. Chem. Phys.,
13, 649–674, https://doi.org/10.5194/acp-13-649-2013, 2013. Heue, K.-P., Coldewey-Egbers, M., Delcloo, A., Lerot, C., Loy-
ola, D., Valks, P., and van Roozendael, M.: Trends of tropical
tropospheric ozone from 20 years of European satellite mea-
surements and perspectives for the Sentinel-5 Precursor, Atmos. Meas. Tech., 9, 5037–5051, https://doi.org/10.5194/amt-9-5037-
2016, 2016. Dufour,
G.,
Eremenko,
M.,
Griesfeller,
A.,
Barret,
B.,
LeFlochmoën, E., Clerbaux, C., Hadji-Lazaro, J., Coheur,
P.-F., and Hurtmans, D.: Validation of three different scientific
ozone products retrieved from IASI spectra using ozonesondes,
Atmos. Meas. Tech., 5, 611–630, https://doi.org/10.5194/amt-5-
611-2012, 2012. Hilton, F., Armante, R., August, T., Barnet, C., Bouchard, A.,
Camy-Peyret, C., Capelle, V., Clarisse, L., Clerbaux, C., Co-
heur, P.-F., Collard, A., Crevoisier, C., Dufour, G., Edwards, D.,
Faijan, F., Fourrié, N., Gambacorta, A., Goldberg, M., Guidard,
V., Hurtmans, D., Illingworth, S., Jacquinet-Husson, N., Kerzen-
macher, T., Klaes, D., Lavanant, L., Masiello, G., Matricardi, M.,
McNally, A., Newman, S., Pavelin, E., Payan, S., Péquignot, E.,
Peyridieu, S., Phulpin, T., Remedios, J., Schlüssel, P., Serio, C.,
Strow, L., Stubenrauch, C., Taylor, J., Tobin, D., Wolf, W., and
Zhou, D: Hyperspectral Earth Observation from IASI: Five Years
of Accomplishments, B. Am. Meteorol. Soc., 93, 347–370, 2012. Duncan, B. N., Lamsal, L. N., Thompson, A. M., Yoshida, Y., Lu,
Z., Streets, D. G., Hurwitz, M. Competing interests. The authors declare that they have no conflict
of interest. Special issue statement. This article is part of the special issue
“Quadrennial Ozone Symposium 2016 – Status and trends of at-
mospheric ozone (ACP/AMT inter-journal SI)”. It is a result of
the Quadrennial Ozone Symposium 2016, Edinburgh, United King-
dom, 4–9 September 2016. Chen, Y., Randerson, J. T., Morton, D. C., DeFries, R. S., Col-
latz, G. J., Kasibhatla, P. S., Giglio, L., Jin, Y., and Marlier,
M. E.: Forecasting Fire Season Severity in South America Us-
ing Sea Surface emperature Anomalies, Science, 334, 787–791,
https://doi.org/10.1126/science.1209472, 2011. Acknowledgements. IASI was developed and built under the
purview of the Centre National d’Etudes Spatiales (CNES, France). It is flown onboard the Metop satellites as part of the EUMETSAT
Polar System. The IASI L1 data are received through the EUMET-
Cast near-realtime data distribution service. We acknowledge the
financial support from the ESA O3-CCI and the Copernicus O3-
C3S projects. The AC SAF project is acknowledged for supporting
the IASI FORLI-O3 and FORLI-CO implementation at EUMET-
SAT. The research in Belgium is also funded by the Belgian State
Federal Office for Scientific, Technical and Cultural Affairs and
the European Space Agency (ESA Prodex IASI Flow and AC SAF). Clarisse, L., R’Honi, Y., Coheur, P.-F., Hurtmans, D., and
Clerbaux,
C.:
Thermal
infrared
nadir
observations
of
24 atmospheric gases, Geophys. Res. Lett., 38, L10802,
https://doi.org/10.1029/2011GL047271, 2011. Clerbaux, C. and Crevoisier, C.: New Directions: Infrared remote
sensing of the troposphere from satellite: Less, but better, Atmos. Environ., 72, 24–26, 2013. Clerbaux, C., Boynard, A., Clarisse, L., George, M., Hadji Lazaro,
J., Herbin, H., Hurtmans, D., Pommier, M., Razavi, A., Turquety,
S., Wespes, C., and Coheur, P.-F.: Monitoring of atmospheric
composition using the thermal infrared IASI/MetOp sounder, At-
mos. Chem. Phys., 9, 6041–6054, https://doi.org/10.5194/acp-9-
6041-2009, 2009. Edited by: Mark Weber
Reviewed by: two anonymous referees Edited by: Mark Weber
Reviewed by: two anonymous referees Cohen, Y., Petetin, H., Thouret, V., Marécal, V., Josse, B., Clark,
H., Sauvage, B., Fontaine, A., Athier, G., Blot, R., Boulanger,
D., Cousin, J.-M., and Nédélec, P.: Climatology and long-term
evolution of ozone and carbon monoxide in the UTLS at north- www.atmos-chem-phys.net/18/6867/2018/ www.atmos-chem-phys.net/18/6867/2018/ Atmos. Chem. Phys., 18, 6867–6885, 2018 C. Wespes et al.: Decrease in tropospheric O3 levels in the Northern Hemisphere A., Cammas, J.-
P., Thouret, V., Claude, H., De Backer, H., Steinbacher,
M., Scheel, H.-E., Stübi, R., Fröhlich, M., and Derwent,
R.: Changes in ozone over Europe: Analysis of ozone
measurements
from
sondes,
regular
aircraft
(MOZAIC)
and alpine surface sites, J. Geophys. Res., 117, D09301,
https://doi.org/10.1029/2011JD016952, 2012. Krotkov, N. A., McLinden, C. A., Li, C., Lamsal, L. N., Celarier,
E. A., Marchenko, S. V., Swartz, W. H., Bucsela, E. J., Joiner,
J., Duncan, B. N., Boersma, K. F., Veefkind, J. P., Levelt, P. F.,
Fioletov, V. E., Dickerson, R. R., He, H., Lu, Z., and Streets,
D. G.: Aura OMI observations of regional SO2 and NO2 pollu-
tion changes from 2005 to 2015, Atmos. Chem. Phys., 16, 4605–
4629, https://doi.org/10.5194/acp-16-4605-2016, 2016. Mäder, J. A., Staehelin, J., Brunner, D., Stahel, W. A., Wohlt-
mann, I., and Peter, T.: Statistical modelling of total ozone: Se-
lection of appropriate explanatory variables, J. Geophys. Res.,
112, D11108, https://doi.org/10.1029/2006JD007694, 2007. Labrador, L. J., von Kuhlmann, R., and Lawrence, M. G.:
Strong sensitivity of the global mean OH concentration
and the tropospheric oxidizing efficiency to the source of
NOx
from
lightning,
Geophys. Res. Lett.,
31,
L06102,
https://doi.org/10.1029/2003GL019229, 2004. Miyazaki, K., Eskes, H., Sudo, K., Boersma, K. F., Bowman, K.,
and Kanaya, Y.: Decadal changes in global surface NOx emis-
sions from multi-constituent satellite data assimilation, Atmos. Chem. Phys., 17, 807–837, https://doi.org/10.5194/acp-17-807-
2017, 2017. Leventidou, E., Weber, M., Eichmann, K.-U., and Burrows,
J. P.: Harmonisation and trends of 20-years tropical tro-
pospheric
ozone
data,
Atmos. Chem. Phys. Discuss.,
https://doi.org/10.5194/acp-2017-815, in review, 2017. Moxim, W. J. and Levy II, H.: A model analysis of the tropical
South Atlantic Ocean tropospheric ozone maximum: The inter-
action of transport and chemistry, J. Geophys. Res., 105, 17393–
17415, https://doi.org/10.1029/2000JD900175, 2000. Lewis, S. L., Brando, P. M., Phillips, O. L., van der Heijden, G. M. F., and Nepstad, D.: The 2010 Amazon Drought, Science, 331,
554–554, https://doi.org/10.1126/science.1200807, 2011. Neu, J. L., Flury, T., Manney, G. L., Santee, M. L., Livesey, N. J., and Worden, J.: Tropospheric ozone variations governed by
changes in stratospheric circulation, Nat. Geosci., 7, 340–344,
https://doi.org/10.1038/ngeo2138, 2014. Liang, Q., Jaegle, L., Hudman, R. C., Turquety, S., Jacob, D. J., Av-
ery, M. A., Browell, E. V., Sachse, G. W., Blake, D. R., Brune,
W., Ren, X., Cohen, R. C., Dibb, J. E., Fried, A., Fuelberg, H.,
Porter, M., Heikes, B. G., Huey, G., Singh, H. B., and Wennberg,
P. C. Wespes et al.: Decrease in tropospheric O3 levels in the Northern Hemisphere 6883 A model investigation, J. Geophys. Res.-Atmos., 121, 521–537,
https://doi.org/10.1002/2015jd023981, 2016. A model investigation, J. Geophys. Res.-Atmos., 121, 521–537,
https://doi.org/10.1002/2015jd023981, 2016. V., and Midgley, P. M., 164–270, Cambridge Univ. Press, Cam-
bridge, UK and New York, USA, 2013. Jonson, J. E., Simpson, D., Fagerli, H., and Solberg, S.: Can we ex-
plain the trends in European ozone levels?, Atmos. Chem. Phys.,
6, 51–66, https://doi.org/10.5194/acp-6-51-2006, 2006. Liu, J., Rodriguez, J. M., Steenrod, S. D., Douglass, A. R., Lo-
gan, J. A., Olsen, M. A., Wargan, K., and Ziemke, J. R.: Causes
of interannual variability over the southern hemispheric tropo-
spheric ozone maximum, Atmos. Chem. Phys., 17, 3279–3299,
https://doi.org/10.5194/acp-17-3279-2017, 2017. Keppens, A., Lambert, J.-C., Granville, J., Hubert, D., Verhoelst,
T., Compernolle, S., Latter, B., Kerridge, B., Siddans, R., Boy-
nard, A., Hadji-Lazaro, J., Clerbaux, C., Wespes, C., Hurtmans,
D. R., Coheur, P.-F., van Peet, J., van der A, R., Garane, K., Kouk-
ouli, M. E., Balis, D. S., Delcloo, A., Kivi, R., Stübi, R., Godin-
Beekmann, S., Van Roozendael, M., and Zehner, C.: Quality as-
sessment of the Ozone_cci Climate Research Data Package (re-
lease 2017): 2. Ground-based validation of nadir ozone profile
data products, in preparation, 2018. Liu, X., Bhartia, P. K., Chance, K., Spurr, R. J. D., and
Kurosu, T. P.: Ozone profile retrievals from the Ozone Mon-
itoring Instrument, Atmos. Chem. Phys., 10, 2521–2537,
https://doi.org/10.5194/acp-10-2521-2010, 2010. Logan, J. A.: Tropospheric Ozone: Seasonal behaviour, Trends, and
Anthropogenic Influence, J. Geophys. Res., 90, 10463–10482,
1985. Logan, J. A. and Kirchhoff, V. W. J. H.: Seasonal variations of tro-
pospheric ozone at Natal, Brazil, J. Geophys. Res., 91, 7875–
7881, https://doi.org/10.1029/JD091iD07p07875, 1986. Kim, P. S., Jacob, D. J., Liu, X., Warner, J. X., Yang, K., Chance, K.,
Thouret, V., and Nedelec, P.: Global ozone–CO correlations from
OMI and AIRS: constraints on tropospheric ozone sources, At-
mos. Chem. Phys., 13, 9321–9335, https://doi.org/10.5194/acp-
13-9321-2013, 2013. Logan, J. A., Prather, M. J., Wofsy, S. C., and McElroy, M. B.: Tro-
pospheric chemistry: A global perspective, J. Geophys. Res., 86,
7210–7254, https://doi.org/10.1029/JC086iC08p07210, 1981. Knibbe, J. S., van der A, R. J., and de Laat, A. T. J.: Spatial re-
gression analysis on 32 years of total column ozone data, At-
mos. Chem. Phys., 14, 8461–8482, https://doi.org/10.5194/acp-
14-8461-2014, 2014. Logan, J. A., Staehelin, J., Megretskaia, I. C. Wespes et al.: Decrease in tropospheric O3 levels in the Northern Hemisphere M., and Pickering, K. E.: A space-
based, high-resolution view of notable changes in urban NOx
pollution around the world (2004–2005), J. Geophys. Res., 121,
976–96, 2016. Ebojie, F., Burrows, J. P., Gebhardt, C., Ladstätter-Weißenmayer,
A., von Savigny, C., Rozanov, A., Weber, M., and Bovensmann,
H.: Global tropospheric ozone variations from 2003 to 2011
as seen by SCIAMACHY, Atmos. Chem. Phys., 16, 417–436,
https://doi.org/10.5194/acp-16-417-2016, 2016. Fishman, J., Fakhruzzaman, K., Cros, B., and Nganda, D.: Identi-
fication of widespread pollution in the southern-hemisphere de-
duced from satellite analyses, Science, 252, 1693–1696, 1991. Hurtmans, D., Coheur, P., Wespes, C., Clarisse, L., Scharf, O., Cler-
baux, C., Hadji-Lazaro, J., George, M., and Turquety, S.: FORLI
radiative transfer and retrieval code for IASI, J. Quant. Spectrosc. Ra., 113, 1391–1408, 2012. Fishman, J., Creilson, J. K., Wozniak, A. E., and Crutzen, P. J.:
Interannual variability of stratospheric and tropospheric ozone
determined from satellite measurements, J. Geophys. Res., 110,
D20306, https://doi.org/10.1029/2005JD005868, 2005. Intergovernmental Panel on Climate Change (IPCC): The Physi-
cal Science Basis. Contribution of Working Group I to the Fifth
Assessment Report of the Intergovernmental Panel on Climate
Change, edited by: Stocker, T. F., Qin, D., Plattner, G.-K., Tig-
nor, M., Allen, S. K., Boschung, J., Nauels, A., Xia, Y., Bex, Frossard, L., Rieder, H. E., Ribatet, M., Staehelin, J., Maeder, J. A.,
Di Rocco, S., Davison, A. C., and Peter, T.: On the relationship www.atmos-chem-phys.net/18/6867/2018/ Atmos. Chem. Phys., 18, 6867–6885, 2018 C. Wespes et al.: Decrease in tropospheric O3 levels in the Northern Hemisphere O.: Summertime influence of Asian pollution in the free tro-
posphere over North America, J. Geophys. Res., 112, D12S11,
https://doi.org/10.1029/2006JD007919, 2007. Oetjen, H., Payne, V. H., Kulawik, S. S., Eldering, A., Worden, J.,
Edwards, D. P., Francis, G. L., Worden, H. M., Clerbaux, C.,
Hadji-Lazaro, J., and Hurtmans, D.: Extending the satellite data
record of tropospheric ozone profiles from Aura-TES to MetOp-
IASI: characterisation of optimal estimation retrievals, Atmos. Meas. Tech., 7, 4223–4236, https://doi.org/10.5194/amt-7-4223-
2014, 2014. Lin, M., Horowitz, L. W., Cooper, O. R., Tarasick, D., Conley,
S., Iraci, L. T., Johnson, B., Leblanc, T., Petropavlovskikh,
I., and Yates, E. L.: Revisiting the evidence of increasing
springtime ozone mixing ratios in the free troposphere over
western North America, Geophys. Res. Lett., 42, 8719–8728,
https://doi.org/10.1002/2015GL065311, 2015. Oltmans, S. J, Lefohn, A. S., Shadwick, D., Harris, J. M., Scheel,
H.-E., Galbally, I., Tarasick, D. W., Johnson, B. J., Brunke, E. G., Claude, H., Zeng, G., Nichol, S., Schmidlin, F. J., Davies, J.,
Cuevas, E., Redondas, A., Naoe, H., Nakano, T., and Kawasato,
T.: Recent Tropospheric Ozone Changes – A Pattern Domi-
nated by Slow or No Growth, Atmos. Environ., 67, 331–351,
https://doi.org/10.1016/j.atmosenv.2012.10.057, 2013. Liu, J., Rodriguez, J. M., Thompson, A. M., Logan, J. A., Dou-
glass, A. R., Olsen, M. A., Steenrod, S. D., and Posny, F.: Ori-
gins of tropospheric ozone interannual variation over Reunion: C. Wespes et al.: Decrease in tropospheric O3 levels in the Northern Hemisphere J., Cuesta, J., Dufour, G., Thouret, V., Has-
sler, B., and Trickl, T.: Tropospheric Ozone Assessment Report:
Tropospheric ozone observations – How well do we know tropo-
spheric ozone changes?, Elem. Sci. Anth., in review, 2018. Payne, V. H., Neu, J. L., and Worden, H. M.: Satellite obser-
vations for understanding the drivers of variability and trends
in tropospheric ozone, J. Geophys. Res., 122, 6130–6134,
https://doi.org/10.1002/2017JD026737, 2017. Pommier, M., Clerbaux, C., Law, K. S., Ancellet, G., Bernath, P.,
Coheur, P.-F., Hadji-Lazaro, J., Hurtmans, D., Nédélec, P., Paris,
J.-D., Ravetta, F., Ryerson, T. B., Schlager, H., and Weinheimer,
A. J.: Analysis of IASI tropospheric O3 data over the Arctic dur-
ing POLARCAT campaigns in 2008, Atmos. Chem. Phys., 12,
7371–7389, https://doi.org/10.5194/acp-12-7371-2012, 2012. Thompson, A. M., Witte, J. C., Smit, H. G. J., Oltmans, S. J.,
Johnson, B. J., Kirchhoff, V. W. J. H., and Schmidlin, F. J.:
Southern Hemisphere Additional Ozonesondes (SHADOZ)
1998–2004
tropical
ozone
climatology:
3. Instrumenta-
tion,
station-to-station
variability,
and
evaluation
with
simulated flight profiles, J. Geophys. Res., 112, D03304,
https://doi.org/10.1029/2005JD007042, 2007. Rieder, H. E., Frossard, L., Ribatet, M., Staehelin, J., Maeder, J. A., Di Rocco, S., Davison, A. C., Peter, T., Weihs, P., and Ho-
lawe, F.: On the relationship between total ozone and atmo-
spheric dynamics and chemistry at mid-latitudes – Part 2: The ef-
fects of the El Niño/Southern Oscillation, volcanic eruptions and
contributions of atmospheric dynamics and chemistry to long-
term total ozone changes, Atmos. Chem. Phys., 13, 165–179,
https://doi.org/10.5194/acp-13-165-2013, 2013. Thompson, D. W. J. and Wallace, J. M.: Annular modes in the ex-
tratropical circulation. Part I: month-to month variability, J. Cli-
mate, 13, 1000–1016, 2000. Thouret, V., Cammas, J.-P., Sauvage, B., Athier, G., Zbinden, R.,
Nédélec, P., Simon, P., and Karcher, F.: Tropopause referenced
ozone climatology and inter-annual variability (1994–2003) from
the MOZAIC programme, Atmos. Chem. Phys., 6, 1033001051,
https://doi.org/10.5194/acp-6-1033-2006, 2006. Rodgers, C. D.: Inverse Methods for Atmospheric Sounding: The-
ory and Practice, World Scientific, Series on Atmospheric,
Oceanic and Planetary Physics, 2, edited by: Hackensack, N. J.,
World Scientific, Oxford, UK, 2000. Tiao, G. C., Reinsel, G. C., Xu, D., Pedrick, J. H., Zhu, X., Miller,
A. J., DeLuisi, J. J., Mateer, C. L., and Wuebbles, D. J.: Effects of
autocorrelation and temporal sampling schemes on estimates of
trend and spatial correlation, J. Geophys. Res., 95, 20507–20517,
1990. C. Wespes et al.: Decrease in tropospheric O3 levels in the Northern Hemisphere 6884 MOZAIC and SHADOZ data, J. Geophys. Res.-Atmos., 111,
D01301, https://doi.org/10.1029/2005jd006241, 2006. Oman, L. D., Douglass, A. R., Ziemke, J. R., Rodriguez, J. M.,
Waugh, D. W., and Nielsen, J. E.: The ozone response to ENSO
in Aura satellite measurements and a chemistry–climate simula-
tion, J. Geophys. Res.-Atmos., 118, 965–976, 2013. Sauvage, B., Martin, R. V., van Donkelaar, A., and Ziemke, J. R.:
Quantification of the factors controlling tropical tropospheric
ozone and the South Atlantic maximum, J. Geophys. Res.-
Atmos., 112, D11309, https://doi.org/10.1029/2006jd008008,
2007. p y
Parrington, M., Palmer, P. I., Henze, D. K., Tarasick, D. W.,
Hyer, E. J., Owen, R. C., Helmig, D., Clerbaux, C., Bow-
man, K. W., Deeter, M. N., Barratt, E. M., Coheur, P.-F., Hurt-
mans, D., Jiang, Z., George, M., and Worden, J. R.: The in-
fluence of boreal biomass burning emissions on the distribu-
tion of tropospheric ozone over North America and the North
Atlantic during 2010, Atmos. Chem. Phys., 12, 2077–2098,
https://doi.org/10.5194/acp-12-2077-2012, 2012. Scannell, C., Hurtmans, D., Boynard, A., Hadji-Lazaro, J., George,
M., Delcloo, A., Tuinder, O., Coheur, P.-F., and Clerbaux, C.:
Antarctic ozone hole as observed by IASI/MetOp for 2008–2010,
Atmos. Meas. Tech., 5, 123–139, https://doi.org/10.5194/amt-5-
123-2012, 2012. Simon, H., Reff, A., Wells, B., Xing, J., and Frank, N.: Ozone
Trends Across the United States over a Period of Decreasing
NOx and VOC Emissions, Environ. Sci. Technol., 49, 186–195,
https://doi.org/10.1021/es504514z, 2015. Parrish, D. D., Holloway, J. S., Trainer, M., Murphy, P. C., Forbes,
G. L., and Fehsenfeld, F. C.: Export of North American Ozone
Pollution to the North Atlantic Ocean, Science, 259, 1436–1439,
1993. Stohl, A., Eckhardt, S., Forster, C., James, P., and Spichtinger,
N.:
On
the
pathways
and
timescales
of
intercontinen-
tal air pollution transport, J. Geophys. Res., 107, 4684,
https://doi.org/10.1029/2001JD001396, 2002. Parrish, D. D., Law, K. S., Staehelin, J., Derwent, R., Cooper,
O. R., Tanimoto, H., Volz-Thomas, A., Gilge, S., Scheel,
H.-E., Steinbacher, M., and Chan, E.: Long-term changes in
lower tropospheric baseline ozone concentrations at north-
ern mid-latitudes, Atmos. Chem. Phys., 12, 11485–11504,
https://doi.org/10.5194/acp-12-11485-2012, 2012. Tarasick, D., Galbally, I., Cooper, O. R., Ancellet, G., Leblanc, T.,
Wallington, T. J., Ziemke, J., Liu, X., Steinbacher, M., Stähelin,
J., Vigouroux, C., Hannigan, J., García, O., Foret, G., Zanis, P.,
Weatherhead, E., Petropavlovskikh, I., Worden, H., Osman, M.,
Liu, J., Lin, M., Schultz, M., Granados-Muñoz, M., Thompson,
A. M., Oltmans, S. www.atmos-chem-phys.net/18/6867/2018/ www.atmos-chem-phys.net/18/6867/2018/ Atmos. Chem. Phys., 18, 6867–6885, 2018 C. Wespes et al.: Decrease in tropospheric O3 levels in the Northern Hemisphere 6885 Zbinden, R. M., Cammas, J.-P., Thouret, V., Nédélec, P., Karcher,
F., and Simon, P.: Mid-latitude tropospheric ozone columns from
the MOZAIC program: climatology and interannual variability,
Atmos. Chem. Phys., 6, 1053–1073, https://doi.org/10.5194/acp-
6-1053-2006, 2006. van der A, R. J., Mijling, B., Ding, J., Koukouli, M. E., Liu, F., Li,
Q., Mao, H., and Theys, N.: Cleaning up the air: effectiveness
of air quality policy for SO2 and NOx emissions in China, At-
mos. Chem. Phys., 17, 1775–1789, https://doi.org/10.5194/acp-
17-1775-2017, 2017. Verstraeten, W. W., Neu, J. L., Williams, J. E., Bowman, K. W.,
Worden, J. R., and Boersma, K. F.: Rapid increases in tropo-
spheric ozone production and export from China, Nat. Geosci.,
8, 690–695, https://doi.org/10.1038/NGEO2493, 2015. Zeng, G., Morgenstern, O., Shiona, H., Thomas, A. J., Querel,
R. R., and Nichol, S. E.: Attribution of recent ozone changes
in the Southern Hemisphere mid-latitudes using statistical anal-
ysis and chemistry–climate model simulations, Atmos. Chem. Phys., 17, 10495–10513, https://doi.org/10.5194/acp-17-10495-
2017, 2017. Voulgarakis, A., Telford, P. J., Aghedo, A. M., Braesicke, P., Falu-
vegi, G., Abraham, N. L., Bowman, K. W., Pyle, J. A., and Shin-
dell, D. T.: Global multi-year O3–CO correlation patterns from
models and TES satellite observations, Atmos. Chem. Phys., 11,
5819–5838, https://doi.org/10.5194/acp-11-5819-2011, 2011a. Zhang, L., Jacob, D. J., Bowman, K. W., Logan, J. A., Turquety,
S., Hudman, R. C., Li, Q., Beer, R., Worden, H. M., Worden, J. R., Rinsland, C. P., Kulawik, S. S., Lampel, M. C., Shephard,
M. W., Fisher, B. M., Eldering, A., and Avery, M. A.: Ozone-
CO correlations determined by the TES satellite instrument in
continental outflow regions, Geophys. Res. Lett., 33, L18804,
https://doi.org/10.1029/2006GL026399, 2006. Voulgarakis, A., Hadjinicolaou, P., and Pyle, J. A.: Increases in
global tropospheric ozone following an El Nino event: examin-
ing stratospheric ozone variability as a potential driver, Atmos. Sci. Lett., 12, 228–232, https://doi.org/10.1002/asl.318, 2011b. Weatherhead, E. C., Reinsel, G. C., Tiao, G. C., Meng, X.-L., Choi, Zhang, L., Jacob, D. J., Boersma, K. F., Jaffe, D. A., Olson, J. R.,
Bowman, K. W., Worden, J. R., Thompson, A. M., Avery, M. A., Cohen, R. C., Dibb, J. E., Flock, F. M., Fuelberg, H. E.,
Huey, L. G., McMillan, W. W., Singh, H. B., and Weinheimer,
A. J.: Transpacific transport of ozone pollution and the effect of
recent Asian emission increases on air quality in North Amer-
ica: an integrated analysis using satellite, aircraft, ozonesonde,
and surface observations, Atmos. Chem. C. Wespes et al.: Decrease in tropospheric O3 levels in the Northern Hemisphere Phys., 8, 6117–6136,
https://doi.org/10.5194/acp-8-6117-2008, 2008. Weatherhead, E. C., Reinsel, G. C., Tiao, G. C., Meng, X.-L., Choi,
D Cheang W K Keller T DeLuisi J Wuebbles D J Kerr g
D., Cheang, W.-K., Keller, T., DeLuisi, J., Wuebbles, D. J., Kerr,
J. B., Miller, A. J., Oltmans, S. J., and Frederick, J. E.: Factors af-
fecting the detection of trends: Statistical considerations and ap-
plications to environmental data, J. Geophys. Res.-Atmos., 103,
17149–17161, 1998. Wespes, C., Hurtmans, D., Emmons, L. K., Safieddine, S., Cler-
baux, C., Edwards, D. P., and Coheur, P.-F.: Ozone variability in
the troposphere and the stratosphere from the first 6 years of IASI
observations (2008–2013), Atmos. Chem. Phys., 16, 5721–5743,
https://doi.org/10.5194/acp-16-5721-2016, 2016. Zhang, L., Li, Q. B., Murray, L. T., Luo, M., Liu, H., Jiang, J. H.,
Mao, Y., Chen, D., Gao, M., and Livesey, N.: A tropospheric
ozone maximum over the equatorial Southern Indian Ocean, At-
mos. Chem. Phys., 12, 4279–4296, https://doi.org/10.5194/acp-
12-4279-2012, 2012. Wespes, C., Hurtmans, D., Clerbaux, C., and Coheur, P.-
F.: O3 variability in the troposphere as observed by IASI
over 2008–2016 – Contribution of atmospheric chemistry
and dynamics, J. Geophys. Res.-Atmos., 122, 2429–2451,
https://doi.org/10.1002/2016JD025875, 2017. Zhang, Y., Cooper, O. R., Gaudel, A., Thompson, A. M.,
Nédélec, P., Ogino, S.-Y., and West, J. J.: Tropospheric
ozone change from 1980 to 2010 dominated by equator-
ward redistribution of emissions, Nat. Geosci., 9, 875–879,
https://doi.org/10.1038/NGEO2827, 2016. Wilson, R. C., Fleming, Z. L., Monks, P. S., Clain, G., Henne, S.,
Konovalov, I. B., Szopa, S., and Menut, L.: Have primary emis-
sion reduction measures reduced ozone across Europe? An anal-
ysis of European rural background ozone trends 1996–2005, At-
mos. Chem. Phys., 12, 437–454, https://doi.org/10.5194/acp-12-
437-2012, 2012. Zhao, B., Wang, S. X., Liu, H., Xu, J. Y., Fu, K., Klimont, Z.,
Hao, J. M., He, K. B., Cofala, J., and Amann, M.: NOx emis-
sions in China: historical trends and future perspectives, At-
mos. Chem. Phys., 13, 9869–9897, https://doi.org/10.5194/acp-
13-9869-2013, 2013. Worden, J., Jiang, Z., Jones, D. B. A., Alvarado, M., Bowman, K.,
Frankenberg, C., Kort, E. A., Kulawik, S. S., Lee, M., Liu, J.,
Payne, V., Wecht, K., and Worden, H.: El Niño, the 2006 In-
donesian peat fires, and the distribution of atmospheric methane,
Geophys. Res. Lett., 40, 1–6, https://doi.org/10.1002/grl.50937,
2013. Ziemke, J. R., Douglass, A. R., Oman, L. D., Strahan, S. E., and
Duncan, B. C. Wespes et al.: Decrease in tropospheric O3 levels in the Northern Hemisphere Safieddine, S., Boynard, A., Coheur, P.-F., Hurtmans, D., Pfis-
ter, G., Quennehen, B., Thomas, J. L., Raut, J.-C., Law, K. S.,
Klimont, Z., Hadji-Lazaro, J., George, M., and Clerbaux, C.:
Summertime tropospheric ozone assessment over the Mediter-
ranean region using the thermal infrared IASI/MetOp sounder
and the WRF-Chem model, Atmos. Chem. Phys., 14, 10119–
10131, https://doi.org/10.5194/acp-14-10119-2014, 2014. Tocquer, F., Barret, B., Mari, C., Le Flochmoen, E., Cammas, J. P., and Sauvage, B.: An upper tropospheric “ozone river” from
Africa to India during the 2008 Asian post-monsoon season,
Tellus B, 67, 25350, https://doi.org/10.3402/tellusb.v67.25350,
2015. Saunois, M., Emmons, L., Lamarque, J.-F., Tilmes, S., Wespes,
C., Thouret, V., and Schultz, M.: Impact of sampling fre-
quency in the analysis of tropospheric ozone observations, At-
mos. Chem. Phys., 12, 6757–6773, https://doi.org/10.5194/acp-
12-6757-2012, 2012. Valks, P., Hao, N., Gimeno Garcia, S., Loyola, D., Dameris, M.,
Jöckel, P., and Delcloo, A.: Tropical tropospheric ozone col-
umn retrieval for GOME-2, Atmos. Meas. Tech., 7, 2513–2530,
https://doi.org/10.5194/amt-7-2513-2014, 2014. Sauvage, B., Thouret, V., Thompson, A. M., Witte, J. C., Cammas,
J. P., Nedelec, P., and Athier, G.: Enhanced view of the “tropical
Atlantic ozone paradox” and “zonal wave one” from the in situ www.atmos-chem-phys.net/18/6867/2018/ Atmos. Chem. Phys., 18, 6867–6885, 2018 C. Wespes et al.: Decrease in tropospheric O3 levels in the Northern Hemisphere N.: Tropospheric ozone variability in the tropics from
ENSO to MJO and shorter timescales, Atmos. Chem. Phys., 15,
8037–8049, https://doi.org/10.5194/acp-15-8037-2015, 2015. Atmos. Chem. Phys., 18, 6867–6885, 2018 www.atmos-chem-phys.net/18/6867/2018/ www.atmos-chem-phys.net/18/6867/2018/
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Constructing an Ovarian Cancer Prognostic Model Based on Shared m6A Modifications and Cellular Senescence-Related Genes with Polycystic Ovary Syndrome
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Research Square (Research Square)
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Constructing an Ovarian Cancer Prognostic Model
Based on Shared m6A Modifications and Cellular
Senescence-Related Genes with Polycystic Ovary
Syndrome Yang Liu Department of Reproductive Medicine, The Second Affiliated Hospital of Kunming Medical University
Yujie Gengxiao
Department of Reproductive Medicine, The Second Affiliated Hospital of Kunming Medical University
Yanzhi Wu
Department of Reproductive Medicine, The Second Affiliated Hospital of Kunming Medical University
Xi Hu
Department of Reproductive Medicine, The Second Affiliated Hospital of Kunming Medical University
Yingying Ma
Department of Reproductive Medicine, The Second Affiliated Hospital of Kunming Medical University
Chunyi Sun
Department of gynecology, The Second Affiliated Hospital of Kunming Medical University Research Article License:
This work is licensed under a Creative Commons Attribution 4.0 International
License. Read Full License Additional Declarations: No competing interests reported. Page 1/25 Abstract Background: Polycystic ovary syndrome (PCOS) and ovarian cancer (OV) are significant women's health
concerns. This study aims to identify genes related to m6A modification and cellular senescence that are
shared by PCOS and OV and to develop a prognostic model for OV outcomes. Methods: Transcriptomic datasets from GEO and TCGA were collected to identify differentially expressed
genes (DEGs) associated with m6A modifications and cellular senescence in both PCOS and OV. We
identified hub genes through WGCNA and assessed their prognostic significance. An OV prognostic
model was developed and validated using multiple datasets, and correlations between risk scores and
tumor immune microenvironment were evaluated. Drug sensitivity was predicted based on risk scores. qRT-PCR was performed to verify model gene alterations in OV cell lines. Results: We identified 73 DEGs that were common to both PCOS and OV, with eight genes associated with
m6A modification and cellular senescence. WGCNA revealed 242 DEhub genes. A 19-gene prognostic
model was established, exhibiting impressive efficacy with AUCs exceeding 0.7 for predicting OV patient
survival. High-risk scores correlated with increased M0 macrophages and monocytes and decreased M1,
CD8+ T cells, and T follicular helper cells. Drug sensitivity varied based on risk scores. Model gene
alterations were verified in external OV datasets and OV cell lines. In external datasets, CXCR4 emerged
as a key target gene of m6A modification. Conclusions: The derived 19-gene prognostic model offers potential avenues for risk assessment and
personalized therapy in OV patients. Introduction In this study, we aimed to investigate the shared molecular mechanisms between PCOS and OV to
uncover a potential link from PCOS to OV. We employed a comprehensive approach, including
transcriptomic data analysis, co-expression network analysis, and the development of a prognostic mode
for OV patients. Our methods involved the integration of multiple datasets, identification of differentially
expressed genes (DEGs), and the exploration of gene modules associated with m6A modification and
cellular senescence. Additionally, we constructed a prognostic risk signature and validated its
effectiveness across different OV cohorts. Our results may identify novel biomarkers and therapeutic
avenues for OV, ultimately improving patient care and outcomes. Introduction Polycystic Ovary Syndrome (PCOS) is an endocrine disorder that affects 5-20% of reproductive-age
women worldwide[1]. Characterized by hormonal imbalances, irregular menstrual cycles, and ovarian
cysts, PCOS has been intimately associated with a myriad of health issues[2-4]. Of these, one of the most
concerning is the potential link between PCOS and ovarian cancer (OV)[5], a lethal gynecological
malignancy that accounted for 4.2% of all cancer-related deaths worldwide in 2020[6]. The frequency of
both disorders and their potential connection has led to increasing concerns about the progression from
PCOS to OV[7, 8]. Unraveling this relationship is crucial, not only for understanding disease etiology but
also for the development of timely interventions. Recent studies have demonstrated the significant involvement of N6-methyladenosine (m6A) RNA
modification in OV. Elevated expression of the methyltransferase-like-3 (METTL3) protein in OV has been
associated with tumor growth and invasion[9], along with other m6A-related proteins such as YTH
domain family protein 1 (YTHDF1), YTHDF2, and obesity-associated protein (FTO)[10-12]. Interestingly,
these genes have also been found to be upregulated in PCOS[13]. Furthermore, m6A-related osteoglycin
has been identified as a risk marker linking PCOS to OV[14]. Abnormal m6A modification has been linked
to cellular senescence[15-17], which is a process where cells lose their ability to divide and contribute to Page 2/25 age-related diseases, including ovarian cancer. It plays a multifaceted role in OV pathobiology, including
the disease-promoting activity of normal peritoneal mesothelial cells, the effect of drugs on the
senescence of normal cells, and spontaneous senescence in OV cells[18]. PCOS patients with irregular
menstruation have been shown to share mRNA expression profiles similar to those observed in OV,
including the alterations in cellular senescence-related genes[8]. However, the roles of the shared genes in
OV development and prognosis remain largely unknown. In this study, we aimed to investigate the shared molecular mechanisms between PCOS and OV to
uncover a potential link from PCOS to OV. We employed a comprehensive approach, including
transcriptomic data analysis, co-expression network analysis, and the development of a prognostic model
for OV patients. Our methods involved the integration of multiple datasets, identification of differentially
expressed genes (DEGs), and the exploration of gene modules associated with m6A modification and
cellular senescence. Additionally, we constructed a prognostic risk signature and validated its
effectiveness across different OV cohorts. Our results may identify novel biomarkers and therapeutic
avenues for OV, ultimately improving patient care and outcomes. Functional enrichment analysis Functional enrichment analysis of the DEhub genes was conducted using the R package "clusterProfiler."
Gene Ontology (GO) and Kyoto Encyclopedia of Genes and Genomes (KEGG) functional enrichment
analyses were performed. To enhance the robustness of the results, P-values were corrected using the
Benjamini-Hochberg method. Enrichment results associated with the corrected P-values were reported. ssGSEA analysis of DEGs in PCOS and OV for m6A and cellular senescence The DEGs that consistently exhibited altered expression in both PCOS and OV were combined. Subsequently, these genes were intersected with m6A target genes and cellular senescence genes,
resulting in the identification of m6A_CellAgeRGs. The m6A_CellAgeRG score was then computed using
the "GSVA" package to evaluate m6A and cell aging-related metrics. Data retrieval and processing The schematic overview of the study is shown in Fig. S1. Transcriptomic data were obtained from the
Gene Expression Omnibus database (GEO, https://www.ncbi.nlm.nih.gov/geo/), including PCOS datasets
GSE34526, GSE137684, GSE80432, GSE114419, and GSE102293, as well as OV datasets GSE18520,
GSE27651, and GSE140082 (Table 1). The PCOS datasets were merged for DEG identification,
comprising 28 PCOS granulocyte samples and 22 normal granulocyte samples. The GSE18520 OV
dataset was used for the identification of OV-related DEGs, consisting of 53 OV cases and 10 normal
controls. An external dataset, GSE27651, was combined with GSE18520 to explore model gene
expression in OV. GSE18520 and the external dataset GSE140082 were used to validate the efficacy of
the prognostic risk model, comprising 380 cancer tissue samples with prognosis data. GEO data
processing involved matching probes to gene names, removing empty probes, and calculating the
median expression value for genes with multiple corresponding probes. Batch-effect correction of the
merged datasets was carried out using the "ComBat" function from the "sva" package. Transcriptomic data of The Cancer Genome Atlas (TCGA) OV dataset were retrieved from the UCSC Xena
Browser (https://xenabrowser.net/) to develop a prognostic model for OV patients. FPKM values were
converted into TPM using a formula: and were subsequently subjected to a log2(x + 1) transformation
for subsequent analysis. m6A target genes in humans were obtained from m6A2Target m6A target genes in humans were obtained from m6A2Target
(http://rm2target.canceromics.org/#/home). A total of 701 m6A target genes were selected as they were
validated m6A targets reported in the literature for the human genome (hg38). A total of 866 genes Page 3/25 related to cellular senescence were sourced from the CellAge database
(https://genomics.senescence.info/cells/). Weighted Gene Co-Expression Network Analysis (WGCNA) A WGCNA network was constructed using the "WGCNA" R package. In this analysis, the m6A_CellAgeRG
score was used to identify gene modules associated with this score. For each cohort (PCOS and OV),
disease samples from patients were selected. The top 50% of genes with the highest variance were used
as input data. Outliers were removed, and the optimal soft threshold was determined based on the scale-
free topology criterion. Subsequently, the weighted adjacency matrix and topological overlap matrix
transformation were constructed. Modules containing more than 30 genes were identified using the
hierarchical clustering tree method, with a merged similarity threshold set at 0.25. Each module was
visually distinguished by a unique color. Furthermore, modules underwent additional scrutiny based on
their correlation with the m6A_CellAgeRG score. Hub genes within these modules were identified using
dual criteria: |Module Membership (MM)| > 0.6 and Gene Significance (GS) > 0.5. Those belonging to OV-
related DEGs (DEhub) were extracted for subsequent analysis. Identification of DEGs Differential gene expression analysis between the disease and control groups was performed using the R
package "limma." In the integrated PCOS dataset, DEGs were identified with a significance threshold of P
< 0.05. In the OV dataset GSE18520, DEGs were determined based on the criteria of |logFC| > 1 and an
adjusted P-value < 0.05. Construction of protein-protein interaction (PPI) network To explore the interactions between model genes and their functionally similar counterparts, a PPI was
constructed using GeneMANIA (www.genemania.org) Construction of a prognostic risk signature for OV A prognostic risk signature for OV was established using TCGA OV cohort data. Prognosis-related DEhub
genes were identified through univariate Cox analysis based on a significance threshold of P-value < 0.05. Subsequently, TCGA OV patients were randomly divided into training and test sets in a 7:3 ratio. LASSO Page 4/25 COX regression analysis was conducted within the training set using the "glmnet" R package. The optimal
penalty parameter (λ) was determined, and nineteen genes with non-zero coefficients were selected as
significant contributors to the model. To calculate the risk score, weight coefficients from the model were
combined with gene expression levels using the following formula: COX regression analysis was conducted within the training set using the "glmnet" R package. The optimal
penalty parameter (λ) was determined, and nineteen genes with non-zero coefficients were selected as
significant contributors to the model. To calculate the risk score, weight coefficients from the model were
combined with gene expression levels using the following formula: Immune response prediction The Tumor Immune Dysfunction and Exclusion (TIDE) tool (http://tide.dfci.harvard.edu) was used to
predict the response of patients within the TCGA cohort to immunotherapy. The TIDE scores were
compared among patients with different risk levels. Immune cell infiltration assessment The "CIBERSORT" algorithm was used to assess the infiltration levels of 22 different immune cell types
within the TCGA OV cohort. To ensure reliable analysis, immune cell types with an abundance of 0 in
more than half of the samples were removed. The remaining immune cells were evaluated for their
infiltration patterns in patients with different risk scores. The R package "estimate" was utilized to
evaluate the immune score, tumor purity, and stromal score in patients at varying risk levels. Construction and evaluation of a prognostic nomogram Univariate and multivariate Cox analyses were conducted to assess the prognostic value of the risk score
and clinical variables, including age, stage, and grade. The R package "forestplot" was utilized to visualize
the results of the Cox analyses in the form of forest plots. A nomogram was constructed using the R
package “regplot”. The performance, which measures the agreement between predicted and observed
outcomes, of the nomogram was evaluated using calibration curves generated by the calibrate function
of the R package "rms". The clinical decision-making performance was assessed using decision curve
analysis (DCA) curves generated by the R package "ggDCA". Identification of DEGs in PCOS and OV To identify shared DEGs between PCOS and OV, we analyzed gene expression data from public datasets. The synthesis of five PCOS datasets yielded data from 28 PCOS and 22 normal granulocyte samples. The TCGA OV dataset GSE18520 provided 53 cancer and 10 normal tissue samples. Our analysis
revealed 1179 PCOS-associated DEGs (520 upregulated and 659 downregulated; Fig. 1A) and 2092 OV-
related DEGs (1237 upregulated and 855 downregulated; Fig. 1B). Remarkably, there was an overlap of 28
upregulated and 45 downregulated DEGs between PCOS and OV (Fig. 1C). Statistical analysis Statistical analysis was carried out using R (v4.3.0). Survival analysis and visualization were performed
using the R packages "survival" and "survminer". Heat maps were generated using the "pheatmap"
package. Time-dependent Receiver Operating Characteristic analysis (ROC) was conducted using the
"timeROC" package. Venn diagrams were generated using the "ggvenn" package. Other results were
visualized using ggplot2 or plot functions. Correlation analysis was performed using the Pearson
method. The significance of differences between two groups was assessed using the Wilcox test. A P-
value of less than 0.05 was considered statistically significant. Drug Sensitivity Prediction Drug sensitivity was predicted in the training set of the TCGA OV cohort using the "calcPhenotype"
function of the "oncoPredict" package, utilizing data from the Genomics of Drug Sensitivity in Cancer
(GDSC2) and Cancer Therapeutics Response Portal (CTRP V2) databases. Page 5/25 Page 5/25 qRT-PCR qRT-PCR was conducted to determine mRNA expression of model genes in SKOV3 and A2780 OV cell
lines compared to human ovarian surface epithelial cells (HOSEpiC). Total RNA was isolated using Trizol
reagent (Ambion, Thermo Fisher Scientific, Waltham, MA, USA) following the manufacturer's instructions,
followed by cDNA synthesis using Hifair® III 1st Strand cDNA Synthesis SuperMix (Yeasen Biotechnology,
China). The cDNA amplification was performed using Hieff UNICON® Universal Blue qPCR SYBR Green
Master Mix (Yeasen Biotechnology) following the manufacturer’s protocol. GAPDH was used as the
internal reference, and relative expression was calculated using the 2-ΔΔCt method. The experiment was
repeated three times. The primer sequences are summarized in Table S4. Association of DEGs with m6A modification and cellular senescence To identify DEGs associated with both m6A modification and cellular senescence (m6A_CellAgeRG), we
aligned the DEGs from both PCOS and OV with known m6A target genes and cellular senescence genes. This intersection produced 8 significant m6A_CellAgeRGs, including LMNB1, SNAI2, NOTCH1, DDIT3,
MEIS2, STAT5A, TACC3, and VCAN (Fig. 1D). A subsequent m6A_CellAgeRG score was derived using the
ssGSEA algorithm, which revealed elevated scores in PCOS and OV patients compared to controls (Fig. 1E and 1F). This finding suggests that m6A modification and cellular senescence may play a pivotal role
in the pathogenesis of both PCOS and OV. Functional enrichment and pathway analysis of DEhub genes To investigate the biological functions and pathways of the DEhub genes, we performed GO and KEGG
enrichment analyses. For functional annotation, GO analysis revealed that the DEhub genes were
significantly enriched in 2627 biological processes, including cell-substrate adhesion, positive regulation
of angiogenesis, and positive regulation of vasculature development. They were also associated with 18
cellular components, such as the collagen-containing extracellular matrix, external side of the plasma
membrane, and membrane raft, as well as 11 molecular functions, including extracellular matrix
structural constituent, coreceptor activity, and cytokine binding (Fig. 3D, Table S1). Furthermore, through
KEGG pathway enrichment analysis, we identified 11 significant pathways, including Adherens junction,
Fc gamma R-mediated phagocytosis, and the AGE-RAGE signaling pathway in diabetic complications
(Fig. 3E, Table S2). These results suggest that these pathways and processes may be potential
therapeutic targets for OV. Identification of core modules and OV-related hub genes To identify core modules related to the m6A_CellAgeRG score, we conducted WGCNA on PCOS and TCGA
OV datasets. After initial sample clustering, we detected and removed one outlier in the PCOS dataset
(Fig. 2A). To establish an optimal scale-free topology and connectivity, we set the soft threshold β to 12
(Fig. 2B). Utilizing hierarchical clustering, we categorized the genes into 10 distinct modules (Fig. 2C). Notably, the blue module exhibited the highest correlation (R = 0.8) with the m6A_CellAgeRG score (Fig. 2D). Similarly, in the TCGA OV dataset, we identified and removed 13 outliers (Fig. 2E), selected a soft
threshold β of 8 (Fig. 2F), and organized the genes into 19 modules (Fig. 2G), with the brown module
showing the highest correlation (R = 0.74) with the m6A_CellAgeRG score (Fig. 2H). By applying the
criteria GS > 0.5 and |MM| > 0.6, we identified 1246 hub genes within the blue module in the PCOS cohort
(Fig. 3A) and 308 hub genes within the brown module in the OV cohort (Fig. 3B). Out of these hub genes,
242 were also among the 2092 DEGs associated with OV (termed as DEhub genes) (Fig. 3C). These data
suggest the involvement of these hub genes in OV development and progression. Page 6/25 Page 6/25 Construction and validation of the prognostic nomogram To explore the clinical utility of the prognostic model, we identified independent prognostic clinical factors
through univariate and multivariate Cox analyses. Both analyses unveiled significant associations
between OS and the risk score (both HR = 2.7, P < 0.001; Fig. 5A and 5B). Subsequently, we constructed a
nomogram by integrating the risk score with tumor stage, grade, and age, aiming to forecast 1-year, 2-
year, and 3-year survival probabilities (Fig. 5A). The calibration plot showed good agreement between the
observed and predicted survival rates spanning 1, 2, and 3 years (Fig. 4D-F). The DCA for these durations
further underscored the clinical utility of this nomogram (Fig. 4G-I). These data suggest that the
constructed nomogram provides a valuable tool for predicting survival outcomes in OV patients. Efficacy of prognostic risk score model across OV cohorts To explore the prognostic implications of the risk score, we performed Kaplan-Meier (KM) survival
analysis on the TCGA OV cohort. The results showed diminished OS for high-risk patients in both the
training and test sets (Fig. S2A and S2B). The ROC curves indicated AUC values of 0.72, 0.77, and 0.74
for 1-year, 2-year, and 3-year OS in the training set and 0.61, 0.67, and 0.64 in the test set (Fig. S2D and
2E). When evaluating the model's reliability on an external OV cohort, GSE140082, a significant decrease
in OS for the high-risk group was observed (Fig. S2C). The corresponding ROC curves showed AUC values
of 0.56, 0.63, and 0.64 for 1-year, 2-year, and 3-year survival (Fig. S2F). Upon analyzing the correlation
between risk scores and OS among the TCGA OV patients, we categorized these patients based on their
age, tumor stage, and grade. The data showed that high-risk patients generally had lower OS rates
compared to their low-risk counterparts across the overall patient population (P < 0.0001; Fig. S2G) and
when differentiated by age (P < 0.0001; Fig. S2H and S2I). The difference in OS was notably significant
among patients with high-grade (G3+G4, P < 0.0001; Fig. S2J) and advanced-stage tumors (III+IV, P <
0.0001; Fig. S2K). However, for those diagnosed with early-stage (I+II, P = 0.25; Fig. S2L) or low-grade
tumors (G1+G2, P = 0.46; Fig. S2M), there wasn't a significant difference in OS between the high and low-
risk groups. The results suggest that the risk score is a reliable prognostic indicator for OS in OV,
particularly among high-grade and advanced-stage tumors. Development and validation of an OV prognostic model To identify hub genes related to the prognosis of OV, we conducted a univariate Cox analysis to assess
the correlation between the expression levels of 242 DEhub genes and patient prognosis in the TCGA OV
cohort. Using a significance threshold of P < 0.05, we identified 31 DEhub genes significantly associated
with patient prognosis (Table S3). To address potential issues such as variable collinearity and
overfitting, we performed LASSO Cox analysis on these 31 DEhub genes in the training set (Fig. 4A),
selecting the minimum λ value from the model (Fig. 4B). This process led us to identify 19 genes (APBB2
C5AR1, CCDC80, CFI, CXCR2, CXCR4, DOCK11, FNIP1, GBP5, KATNAL1, KCTD1, LILRA2, MRC1, P2RX1,
P2RY14, PI3, PYGB, TMOD2, and ZBP1) with corresponding weight coefficients shown in Fig. 4C. Subsequently, these 19 genes underwent multivariate Cox analysis (Fig. 4D), and their functional
interactions with closely related proteins were explored (Fig. 4E). Using the expression levels and
regression coefficients of these 19 DEhub genes, we calculated risk scores for each TCGA sample. Page 7/25 Page 7/25 Patients were then divided into high-risk and low-risk groups based on the median risk score, and the risk
score formula was as follows: risk score = (-0.102) × APBB2 + 0.016 × C5AR1 + 0.13 × CCDC80 + (-0.066)
× CFI + 0.485 × CXCR2 + (-0.133) × CXCR4 + 0.073 × DOCK11 + 0.067 × FNIP1 + (-0.088) × GBP5 + 0.108
× KATNAL1 + (-0.041) × KCTD1 + 0.165 × LILRA2 + 0.05 × MRC1 + (-0.192) × P2RX1 + (-0.678) × P2RY14
+ 0.089 × PI3 + 0.177 × PYGB + 0.073 × TMOD2 + (-0.13) × ZBP1. A heatmap depicted the expression of
these 19 DEhub genes in each TCGA OV sample (Fig. 4F). Drug sensitivity analysis in different risk categories To investigate how the risk score reflects therapeutic responsiveness, we projected drug sensitivity in
patients. Differences in drug sensitivity between risk groups were determined based on the prediction
scores (Fig. 7A). The lower the prediction score, the higher the sensitivity of the corresponding patients to
the drug. Three drugs, namely Sabutoclax_1849, AGI-6780_1634, and BMS-536924_1091, emerged as the
most correlated with the risk scores (Fig. 7B). However, the prediction scores of Sabutoclax_1849 showed
no difference between the two groups. Thus, we only display the Pearson correlation coefficient (r) and P-
value between the risk score and the prediction scores of AGI-6780_1634 and BMS-536924_1091 (Fig. 7C
and 7D). BMS-536924_1091 response was negatively correlated with the risk score (r = -0.22, p = 1.5e-05),
while AGI-6780_1634 response was positively correlated with the risk score (r = 0.25, p = 1.4e-06). These
patterns suggest that risk scores could potentially serve as informative indicators for therapeutic
strategies in OV. Association of risk score with immune cell infiltration To explore the potential interplay between the risk score and the tumor's immune microenvironment, we
used the CIBERSORT algorithm to quantify the infiltration of immune cells within the tumor and
compared these measurements across risk groups. The results revealed significant differences in the Page 8/25 Page 8/25 Page 8/25 abundance of seven immune cell types between the risk groups (Fig. 6A and 6B). In particular, the high-
risk group was characterized by elevated counts of M0 macrophages and monocytes, coupled with a
subtle rise in M2 macrophages. Conversely, counts of M1, CD8+ T cells, and T follicular helper (Tfh) cells
decreased significantly in this group. By employing the ESTIMATE algorithm, we found that the
ESTIMATEScore and stromal score were noticeably higher in the high-risk group compared to the low-risk
group (P = 0.014 and 0.00011, respectively; Fig. 6C and 6E), while tumor purity reduced significantly in the
high-risk group (P = 0.014; Fig. 6D). However, no marked difference was observed in the immune score
across the groups (Fig. 6F). Subsequent TIDE analyses to measure the potential for immunotherapy
response revealed that interferon gamma (IFNG), CD8, microsatellite instability (MSI), and myeloid-
derived suppressor cell (MDSC) levels decreased in the high-risk group, while T cell dysfunction,
exclusion, and cancer-associated fibroblasts (CAF) increased (Fig. 6G). These observations suggest an
intricate relationship between the risk score and the immune landscape of the tumor. Discussion In this study, shared DEGs were identified between PCOS and OV using multiple datasets. Eight DEGs
were associated with both m6A modification and cellular senescence, suggesting their role in both
conditions. A 19-gene prognostic model was developed and validated for OV, demonstrating its
effectiveness in predicting patient outcomes and revealing associations with immune cell infiltration and
drug sensitivity. Furthermore, qRT-PCR analysis confirmed notable upregulation or downregulation of the
model genes in SKOV-3 and A2780 cell lines compared to HOSEpiC, consistent with the gene expression
patterns observed in OV datasets. The developed 19-gene prognostic model for OV offers potential
clinical significance by providing a valuable tool for predicting patient outcomes and guiding
personalized therapeutic approaches. We identified eight significant m6A_CellAgeRGs, including LMNB1, SNAI2, NOTCH1, DDIT3, MEIS2,
STAT5A, TACC3, and VCAN, which are common between PCOS and OV. This overlap suggests potential
shared molecular mechanisms or pathways that might underlie the progression from PCOS to OV. LMNB1, from the lamin family, is pivotal for maintaining the structure and function of the cell
nucleus[19]. Notably, its related protein, LMNB2, has been identified as a potential biomarker for ovarian
cancer risk in women with PCOS[20]. Moreover, LMNB1 is one of the top hub genes in the PPI network of
PCOS, playing a central role in the core network of PCOS-related genes[21]. This connection suggests that
changes in the nuclear lamina could bridge PCOS and OV. The association between irregular menstrual
cycles and an elevated risk of OV further strengthens the link between PCOS and OV[22]. SNAI2 exhibits
differential expression in ovarian tissue from PCOS patients with irregular menstruation compared to
those with regular cycles[8]. This implies that hormonal imbalances or irregular menstrual cycles,
common in PCOS, might set the stage for cellular changes that predispose to OV. DDIT3's association
with both PCOS and OV is also intriguing. While it correlates positively with tumor purity in OV, its role as
a core ferroptosis-related gene in PCOS suggests that cellular stress and death pathways might be a
bridge connecting these two conditions[23]. Moreover, the enrichment of DEhub genes in pathways like
the AGE-RAGE signaling pathway in OV, offers another potential connection between PCOS and OV, given
its role in chronic inflammation[24], a hallmark of PCOS[25-27]. In OV, the AGE-RAGE pathway is
associated with tumor growth, angiogenesis, and metastasis[28, 29]. Model gene expression in external OV datasets and OV cell lines. Lastly, we examined the alterations in model gene expression in external OV datasets and OV cell lines. The expression patterns of these model genes in GSE18520 and GSE27651 datasets (Fig. 8A) are
summarized in Table 2. Notably, our analysis revealed that CXCR4 emerged as the only m6A target gene,
subject to regulation by m6A-associated genes FTO, METTL14, ELAVL1, and YTHDF2 (Fig. 8B). This
finding suggests a complicated regulatory network governing CXCR4 in OV. Furthermore, in SKOV-3 and
A2780 OC cell lines, qRT-PCR analysis revealed notable upregulation of C5AR1, CFI, CXCR2, CXCR4,
KCTD1, PI3, PYGB, ZBP1, and LILRA2 (only in SKOV3 cells) compared to HOSEpiC. Conversely, CCDC80,
FNIP1, GBP5 (only in SKOV3 cells), KATNAL1, MRC1, P2RX1, and TMOD2 (only in A2780 cells) showed
significant downregulation (all P < 0.05). The other genes did not exhibit significant changes (all P > 0.05;
Fig. 9). These findings are generally consistent with the gene expression alterations observed in OV
datasets (Table 2). Page 9/25 Conclusion In conclusion, our study identified shared dDEGs between PCOS and OV, highlighting the potential
involvement of m6A modification and cellular senescence in both conditions. We developed a prognostic
model for OV based on 19 hub genes, offering promise for risk assessment in OV patients. This model
demonstrated efficacy across multiple OV cohorts and revealed associations with the tumor immune
microenvironment and drug sensitivity. Further research and clinical validation are needed to fully realize
the clinical significance of these findings and their potential impact on OV patient care. Discussion These results highlight the need for personalized immunotherapeutic strategies that address the specific
immune challenges faced by high-risk OV patients. The limitations of this study include the reliance on bioinformatics and data analysis, which requires
further experimental validation to confirm the functional roles of identified genes and their clinical
significance. Additionally, the study's findings are based on retrospective data, and prospective clinical
studies are needed to validate the prognostic model's effectiveness in real-world clinical settings. Lastly,
the study focuses on associations and does not establish causation, warranting future mechanistic
investigations. Discussion These results suggest that the
shared DEGs and signaling pathways might collectively drive the progression from PCOS to OV. In this study, we observed that the high-risk group exhibited increased levels of M0 macrophages and
monocytes, accompanied by a slight elevation in M2 macrophages. Conversely, we observed a significant
reduction in the counts of M1 macrophages, CD8+ T cells, and TFH cells within this group. These findings
collectively suggest a distinct immunological profile in the high-risk individuals, potentially indicating an
immune microenvironment conducive to OV progression. Elevated levels of M0 macrophages and
monocytes indicate a potential pro-tumorigenic environment, as these cells can promote tumor growth
and suppress anti-tumor immune responses[30]. Malignant OV cells can release M2-like cytokines,
including IL-10, CCL2/3/4/5/7/8, CXCL12, VEGF, and PDGF, as part of their strategy to attract and recruit
additional monocytes and M0 macrophages to the tumor site, subsequently inducing their transformation Page 10/25 Page 10/25 into the M2 phenotype[31]. The subtle increase in M2 macrophages further supports a tumor-promoting
milieu, as M2 macrophages are known for their immunosuppressive functions in OV[32]. Conversely, the
significant decrease in M1 macrophages, CD8+ T cells, and TFH cells suggests impaired anti-tumor
immunity, as these cells play crucial roles in mounting effective immune responses against OV[33]. High-
grade serous OV tumors with higher estimated proportions of TFH and M1 macrophages were
significantly and independently associated with long-term survival[34]. This distorted immune profile in
the high-risk group may contribute to disease progression and highlights the importance of therapeutic
strategies aimed at restoring a balanced and robust anti-tumor immune response in OV patients at risk. TIDE analyses in the high-risk group indicated a decrease in key immune factors such as IFNG, CD8 T
cells, MSI, and MDSC, coupled with an increase in indicators of T cell dysfunction, immune exclusion, and
the presence of CAF. In OV immunotherapy, these findings suggest that the high-risk group may face
challenges in responding effectively to immunotherapeutic interventions. The decrease in CD8 T cells,
which are crucial for anti-tumor immune responses, and the rise in immunosuppressive MDSCs can
compromise the immune system's ability to target and control OV[35, 36]. Additionally, elevated T cell
dysfunction and immune exclusion markers indicate a potentially hostile tumor microenvironment that
hinders immune cell infiltration and function in OV[37, 38]. The presence of CAFs, known for their role in
promoting tumor growth and immune evasion, further complicates the therapeutic landscape[39, 40]. Authors' contributions YL and CYS carried out the studies, participated in collecting data, and drafted the manuscript. YJGX and
YZW performed the statistical analysis and participated in its design. YYM and XH participated in
acquisition, analysis, or interpretation of data and draft the manuscript. All authors read and approved
the final manuscript. Abbreviations Polycystic ovary syndrome (PCOS); ovarian cancer (OV); differentially expressed genes (DEGs); ovarian
cancer (OV); N6-methyladenosine (m6A); methyltransferase-like-3 (METTL3); YTH domain family protein Page 11/25 Page 11/25 1 (YTHDF1); Weighted Gene Co-Expression Network Analysis (WGCNA); Gene Ontology (GO); Genomics
of Drug Sensitivity in Cancer (GDSC2); Cancer Therapeutics Response Portal (CTRP V2); Receiver
Operating Characteristic analysis (ROC); Kaplan-Meier (KM); T follicular helper (Tfh); interferon gamma
(IFNG); microsatellite instability (MSI); myeloid-derived suppressor cell (MDSC); cancer-associated
fibroblasts (CAF) 1 (YTHDF1); Weighted Gene Co-Expression Network Analysis (WGCNA); Gene Ontology (GO); Genomics
of Drug Sensitivity in Cancer (GDSC2); Cancer Therapeutics Response Portal (CTRP V2); Receiver
Operating Characteristic analysis (ROC); Kaplan-Meier (KM); T follicular helper (Tfh); interferon gamma
(IFNG); microsatellite instability (MSI); myeloid-derived suppressor cell (MDSC); cancer-associated
fibroblasts (CAF) Ethics approval and consent to participate Ethics approval and consent to participate Not applicable. Funding The study was supported by the Famous Doctor Project of Xingdian Talent Support Program in Yunnan
Province [XDYC-MY-2022-0057]; Kunming Medical UniversityYoung and Middle-aged Discipline Leaders
and Reserve Candidates -"Riding the Wind* Talent Cultivation Programme [2023(108)]; External
Cooperation Research Project of the Second Affiliated Hospital of Kunming Medical University -
Mechanism of histone lactate regulation of METTL3 in PCOS affecting the proliferation of ovarian
granulosus cells [2022dwhz03]. Consent for publication Not applicable. Competing interests The authors declare that they have no competing interests. Availability of data and materials All data generated or analysed during this study are included in this published article. Acknowledgements Not applicable. Page 12/25 Page 12/25 References 1. Kh MM, Boboev K. Modern aspects of etiology, diagnosis, and treatment of polycystic ovarian
syndrome. European journal of modern medicine and practice. 2022;2:86-93. 2. Guan C, Zahid S, Minhas AS, Ouyang P, Vaught A, Baker VL, et al. Polycystic ovary syndrome: a “risk-
enhancing” factor for cardiovascular disease. Fertility and sterility. 2022;117:924-35. 2. Guan C, Zahid S, Minhas AS, Ouyang P, Vaught A, Baker VL, et al. Polycystic ovary syndrome: a “risk-
enhancing” factor for cardiovascular disease. Fertility and sterility. 2022;117:924-35. 3. Maldonado SS, Grab J, Wang CW, Huddleston H, Cedars M, Sarkar M. Polycystic ovary syndrome is
associated with nonalcoholic steatohepatitis in women of reproductive age. Hepatology
communications. 2022;6:2634-9. 4. Du Y, Li F, Li S, Ding L, Liu M. Causal relationship between polycystic ovary syndrome and chronic
kidney disease: A Mendelian randomization study. Frontiers in Endocrinology. 2023;14:1120119. 5. PK HT, Unnikrishnan L, Pangath M, Vasudevan K, Jayaraman S, Li M, et al. The epigenetic correlation
among ovarian cancer, endometriosis and PCOS: A review. Critical reviews in oncology/hematology. 2022;180:103852. 6. Sung H, Ferlay J, Siegel RL, Laversanne M, Soerjomataram I, Jemal A, et al. Global cancer statistics
2020: GLOBOCAN estimates of incidence and mortality worldwide for 36 cancers in 185 countries. CA: a cancer journal for clinicians. 2021;71:209-49. 7. Tanha K, Mottaghi A, Nojomi M, Moradi M, Rajabzadeh R, Lotfi S, et al. Investigation on factors
associated with ovarian cancer: An umbrella review of systematic review and meta-analyses. Journal
of ovarian research. 2021;14:1-17. 8. Jiao J, Sagnelli M, Shi B, Fang Y, Shen Z, Tang T, et al. Genetic and epigenetic characteristics in
ovarian tissues from polycystic ovary syndrome patients with irregular menstruation resemble those
of ovarian cancer. BMC Endocrine Disorders. 2019;19:1-10. 9. Hua W, Zhao Y, Jin X, Yu D, He J, Xie D, et al. METTL3 promotes ovarian carcinoma growth and
invasion through the regulation of AXL translation and epithelial to mesenchymal transition. Gynecologic oncology. 2018;151:356-65. 9. Hua W, Zhao Y, Jin X, Yu D, He J, Xie D, et al. METTL3 promotes ovarian carcinoma growth and
invasion through the regulation of AXL translation and epithelial to mesenchymal transition. Gynecologic oncology. 2018;151:356-65. 10. Hao L, Wang J-M, Liu B-Q, Yan J, Li C, Jiang J-Y, et al. m6A-YTHDF1-mediated TRIM29 upregulation
facilitates the stem cell-like phenotype of cisplatin-resistant ovarian cancer cells. Biochimica et
Biophysica Acta (BBA)-Molecular Cell Research. 2021;1868:118878. 10. References m6A-independent genome-wide METTL3 and
METTL14 redistribution drives the senescence-associated secretory phenotype. Nature cell biology. 2021;23:355-65. 18. Książek K, editor Where does cellular senescence belong in the pathophysiology of ovarian cancer? Seminars in Cancer Biology; 2022: Elsevier. 18. Książek K, editor Where does cellular senescence belong in the pathophysiology of ovarian cancer? Seminars in Cancer Biology; 2022: Elsevier. 19. Lin F, Worman HJ. Structural organization of the human gene encoding nuclear lamin A and nuclear
lamin C. Journal of Biological Chemistry. 1993;268:16321-6. 19. Lin F, Worman HJ. Structural organization of the human gene encoding nuclear lamin A and nuclear
lamin C. Journal of Biological Chemistry. 1993;268:16321-6. 20. Galazis N, Olaleye O, Haoula Z, Layfield R, Atiomo W. Proteomic biomarkers for ovarian cancer risk in
women with polycystic ovary syndrome: a systematic review and biomarker database integration. Fertility and sterility. 2012;98:1590-601. e1. 21. Zhou F, Xing Y, Cheng T, Yang L, Ma H. Exploration of hub genes involved in PCOS using biological
informatics methods. Medicine. 2022;101. 21. Zhou F, Xing Y, Cheng T, Yang L, Ma H. Exploration of hub genes involved in PCOS using biological
informatics methods. Medicine. 2022;101. 22. Cirillo PM, Wang ET, Cedars MI, Chen Lm, Cohn BA. Irregular menses predicts ovarian cancer:
Prospective evidence from the Child Health and Development Studies. International journal of cancer. 2016;139:1009-17. Prospective evidence from the Child Health and Development Studies. International journal of cancer. 2016;139:1009-17. 23. Zhang Y, Zhao T, Hu L, Xue J. Integrative Analysis of Core Genes and Biological Process Involved in
Polycystic Ovary Syndrome. Reproductive Sciences. 2023:1-16. 23. Zhang Y, Zhao T, Hu L, Xue J. Integrative Analysis of Core Genes and Biological Process Involved in
Polycystic Ovary Syndrome. Reproductive Sciences. 2023:1-16. 24. Xu W, Tang M, Wang J, Wang L. Identification of the active constituents and significant pathways of
Cangfu Daotan decoction for the treatment of PCOS based on network pharmacology. Evidence-
Based Complementary and Alternative Medicine. 2020;2020. 24. Xu W, Tang M, Wang J, Wang L. Identification of the active constituents and significant pathways of
Cangfu Daotan decoction for the treatment of PCOS based on network pharmacology. Evidence-
Based Complementary and Alternative Medicine. 2020;2020. 25. Xie Q, Xiong X, Xiao N, He K, Chen M, Peng J, et al. Mesenchymal stem cells alleviate DHEA-induced
polycystic ovary syndrome (PCOS) by inhibiting inflammation in mice. Stem cells international. 2019;2019. 25. References Hao L, Wang J-M, Liu B-Q, Yan J, Li C, Jiang J-Y, et al. m6A-YTHDF1-mediated TRIM29 upregulation
facilitates the stem cell-like phenotype of cisplatin-resistant ovarian cancer cells. Biochimica et
Biophysica Acta (BBA)-Molecular Cell Research. 2021;1868:118878. 11. Xu F, Li J, Ni M, Cheng J, Zhao H, Wang S, et al. FBW7 suppresses ovarian cancer development by
targeting the N 6-methyladenosine binding protein YTHDF2. Molecular cancer. 2021;20:1-16. 11. Xu F, Li J, Ni M, Cheng J, Zhao H, Wang S, et al. FBW7 suppresses ovarian cancer development by
targeting the N 6-methyladenosine binding protein YTHDF2. Molecular cancer. 2021;20:1-16. 12. Huang H, Wang Y, Kandpal M, Zhao G, Cardenas H, Ji Y, et al. FTO-dependent N 6-methyladenosine
modifications inhibit ovarian cancer stem cell self-renewal by blocking cAMP signaling. Cancer
research. 2020;80:3200-14. 12. Huang H, Wang Y, Kandpal M, Zhao G, Cardenas H, Ji Y, et al. FTO-dependent N 6-methyladenosine
modifications inhibit ovarian cancer stem cell self-renewal by blocking cAMP signaling. Cancer
research. 2020;80:3200-14. 13. Zhang S, Deng W, Liu Q, Wang P, Yang W, Ni W. Altered m6A modification is involved in up‐regulated
expression of FOXO3 in luteinized granulosa cells of non‐obese polycystic ovary syndrome patients. Journal of cellular and molecular medicine. 2020;24:11874-82. 13. Zhang S, Deng W, Liu Q, Wang P, Yang W, Ni W. Altered m6A modification is involved in up‐regulated
expression of FOXO3 in luteinized granulosa cells of non‐obese polycystic ovary syndrome patients. Journal of cellular and molecular medicine. 2020;24:11874-82. Page 13/25 Page 13/25 14. Zou J, Li Y, Liao N, Liu J, Zhang Q, Luo M, et al. Identification of key genes associated with polycystic
ovary syndrome (PCOS) and ovarian cancer using an integrated bioinformatics analysis. Journal of
Ovarian Research. 2022;15:1-16. 15. Shafik AM, Zhang F, Guo Z, Dai Q, Pajdzik K, Li Y, et al. N6-methyladenosine dynamics in
neurodevelopment and aging, and its potential role in Alzheimer’s disease. Genome biology. 2021;22:1-19. 15. Shafik AM, Zhang F, Guo Z, Dai Q, Pajdzik K, Li Y, et al. N6-methyladenosine dynamics in
neurodevelopment and aging, and its potential role in Alzheimer’s disease. Genome biology. 2021;22:1-19. 16. Chen X, Gong W, Shao X, Shi T, Zhang L, Dong J, et al. METTL3-mediated m6A modification of ATG7
regulates autophagy-GATA4 axis to promote cellular senescence and osteoarthritis progression. Annals of the rheumatic diseases. 2022;81:85-97. 17. Liu P, Li F, Lin J, Fukumoto T, Nacarelli T, Hao X, et al. References Xie Q, Xiong X, Xiao N, He K, Chen M, Peng J, et al. Mesenchymal stem cells alleviate DHEA-induced
polycystic ovary syndrome (PCOS) by inhibiting inflammation in mice. Stem cells international. 2019;2019. 26. Ozcaka O, Buduneli N, Ceyhan BO, Akcali A, Hannah V, Nile C, et al. Is interleukin-17 involved in the
interaction between polycystic ovary syndrome and gingival inflammation? J Periodontol. 2013;84:1827-37. 26. Ozcaka O, Buduneli N, Ceyhan BO, Akcali A, Hannah V, Nile C, et al. Is interleukin-17 involved in the
interaction between polycystic ovary syndrome and gingival inflammation? J Periodontol. 2013;84:1827-37. 27. Foroozanfard F, Soleimani A, Arbab E, Samimi M, Tamadon MR. Relationship between IL-17 serum
level and ambulatory blood pressure in women with polycystic ovary syndrome. J Nephropathol. 2017;6:15-24. Page 14/25 Page 14/25 28. Wang Y, Li BX, Li X. Identification and validation of angiogenesis-related gene expression for
predicting prognosis in patients with ovarian cancer. Frontiers in Oncology. 2022;11:783666. 29. Rahimi F, Karimi J, Goodarzi MT, Saidijam M, Khodadadi I, Razavi ANE, et al. Overexpression of
receptor for advanced glycation end products (RAGE) in ovarian cancer. Cancer Biomarkers. 2017;18:61-8. 30. Boutilier AJ, Elsawa SF. Macrophage polarization states in the tumor microenvironment. Internation
journal of molecular sciences. 2021;22:6995. 31. Zhang M, He Y, Sun X, Li Q, Wang W, Zhao A, et al. A high M1/M2 ratio of tumor-associated
macrophages is associated with extended survival in ovarian cancer patients. Journal of ovarian
research. 2014;7:1-16. 31. Zhang M, He Y, Sun X, Li Q, Wang W, Zhao A, et al. A high M1/M2 ratio of tumor-associated
macrophages is associated with extended survival in ovarian cancer patients. Journal of ovarian
research. 2014;7:1-16. 32. Nowak M, Klink M. The role of tumor-associated macrophages in the progression and
chemoresistance of ovarian cancer. Cells. 2020;9:1299. 32. Nowak M, Klink M. The role of tumor-associated macrophages in the progression and
chemoresistance of ovarian cancer. Cells. 2020;9:1299. 33. Gao Y, Chen L, Cai G, Xiong X, Wu Y, Ma D, et al. Heterogeneity of immune microenvironment in
ovarian cancer and its clinical significance: a retrospective study. Oncoimmunology. 2020;9:1760067. 33. Gao Y, Chen L, Cai G, Xiong X, Wu Y, Ma D, et al. Heterogeneity of immune microenvironment in
ovarian cancer and its clinical significance: a retrospective study. Oncoimmunology. 2020;9:1760067. 34. Berry L, Kelly M, Miller L. Tumor immunogenicity status in high-grade serous ovarian cancer. Gynecologic Oncology. 2021;162:S319. 35. References Wu JW, Dand S, Doig L, Papenfuss AT, Scott CL, Ho G, et al. T-Cell receptor therapy in the treatment of
ovarian cancer: A mini review. Frontiers in immunology. 2021;12:672502. 36. Mabuchi S, Sasano T, Komura N. Targeting myeloid-derived suppressor cells in ovarian cancer. Cells. 2021;10:329. 36. Mabuchi S, Sasano T, Komura N. Targeting myeloid-derived suppressor cells in ovarian cancer. Cells. 2021;10:329. 37. Desbois M, Udyavar AR, Ryner L, Kozlowski C, Guan Y, Dürrbaum M, et al. Integrated digital pathology
and transcriptome analysis identifies molecular mediators of T-cell exclusion in ovarian cancer. Nature communications. 2020;11:5583. 37. Desbois M, Udyavar AR, Ryner L, Kozlowski C, Guan Y, Dürrbaum M, et al. Integrated digital pathology
and transcriptome analysis identifies molecular mediators of T-cell exclusion in ovarian cancer. Nature communications. 2020;11:5583. 38. Jiang P, Gu S, Pan D, Fu J, Sahu A, Hu X, et al. Signatures of T cell dysfunction and exclusion predict
cancer immunotherapy response. Nature medicine. 2018;24:1550-8. 38. Jiang P, Gu S, Pan D, Fu J, Sahu A, Hu X, et al. Signatures of T cell dysfunction and exclusion predict
cancer immunotherapy response. Nature medicine. 2018;24:1550-8. 39. Gao Q, Yang Z, Xu S, Li X, Yang X, Jin P, et al. Heterotypic CAF-tumor spheroids promote early
peritoneal metastasis of ovarian cancer. Journal of Experimental Medicine. 2019;216:688-703. 39. Gao Q, Yang Z, Xu S, Li X, Yang X, Jin P, et al. Heterotypic CAF-tumor spheroids promote early
peritoneal metastasis of ovarian cancer. Journal of Experimental Medicine. 2019;216:688-703. 40. Zhang M, Chen Z, Wang Y, Zhao H, Du Y. The role of cancer-associated fibroblasts in ovarian cancer. Cancers. 2022;14:2637. 40. Zhang M, Chen Z, Wang Y, Zhao H, Du Y. The role of cancer-associated fibroblasts in ovarian cancer. Cancers. 2022;14:2637. Tables Table 1 Information of public datasets Page 15/25 ID
Platform
Sample type
Sample
size
Data type
Disease
GSE34526
GPL570
Normal or PCOS granulocytes
10
mRNA
array
PCOS
GSE137684
GPL17077
Normal or PCOS granulocytes
12
mRNA
array
PCOS
GSE80432
GPL6244
Normal or PCOS granulocytes
16
mRNA
array
PCOS
GSE114419
GPL17586
Normal or PCOS granulocytes
6
mRNA
array
PCOS
GSE102293
GPL570
Normal or PCOS granulocytes
6
mRNA
array
PCOS
GSE18520
GPL570
Normal or cancer tissue
63
mRNA
array
OV
GSE27651
GPL570
Normal or cancer tissue
49
mRNA
array
OV
GSE140082
GPL14951
Cancer tissue with prognosis
data
380
mRNA
array
OV
TCGA-OV
Cancer tissue with prognosis
data
373
RNASeq
OV ID Table 2 Model gene expression in external OV datasets Table 2 Model gene expression in external OV datasets Page 16/25 Gene
OV_GSE18520
OV_GSE27651
PCOS_DEGs
APBB2
Up
Down
Down
C5AR1
Down
-
Up
CCDC80
Down
Down
-
CFI
Down
-
-
CXCR2
Down
-
Up
CXCR4
Up
-
-
DOCK11
Down
Down
Up
FNIP1
Down
-
-
GBP5
Up
-
Up
KATNAL1
Down
Down
-
KCTD1
Up
Up
-
LILRA2
Down
Down
Up
MRC1
Down
Down
Up
P2RX1
Up
Down
-
P2RY14
Down
Down
-
PI3
Up
-
-
PYGB
Up
-
-
TMOD2
Down
Down
-
ZBP1
Up
-
- Figures Figures Page 17/25 Figure 1
Identification of differentially expressed genes (DEGs) associated with both polycystic ovary syndrome
(PCOS) and ovarian cancer (OV). Five PCOS datasets (GSE34526, GSE137684, GSE80432, GSE114419,
and GSE102293) were merged, including 28 PCOS granulocyte samples and 22 normal granulocyte
samples. The TCGA OV dataset GSE18520 contained 53 cancer tissue samples and 10 normal control
tissue samples. (A, B) Volcano plots illustrate DEGs associated with PCOS (A) and OV (B), where red
represents upregulated genes, blue represents downregulated genes, and gray represents non-significant
changes. (C) Venn diagrams depict the intersection of upregulated (left) and downregulated (right) DEGs Figure 1
Identification of differentially expressed genes (DEGs) associated with both polycystic ovary syndrome
(PCOS) and ovarian cancer (OV). Five PCOS datasets (GSE34526, GSE137684, GSE80432, GSE114419,
and GSE102293) were merged, including 28 PCOS granulocyte samples and 22 normal granulocyte
samples. The TCGA OV dataset GSE18520 contained 53 cancer tissue samples and 10 normal control
tissue samples. (A, B) Volcano plots illustrate DEGs associated with PCOS (A) and OV (B), where red
represents upregulated genes, blue represents downregulated genes, and gray represents non-significant
changes. (C) Venn diagrams depict the intersection of upregulated (left) and downregulated (right) DEGs Identification of differentially expressed genes (DEGs) associated with both polycystic ovary syndrome
(PCOS) and ovarian cancer (OV). Five PCOS datasets (GSE34526, GSE137684, GSE80432, GSE114419,
and GSE102293) were merged, including 28 PCOS granulocyte samples and 22 normal granulocyte
samples. The TCGA OV dataset GSE18520 contained 53 cancer tissue samples and 10 normal control
tissue samples. (A, B) Volcano plots illustrate DEGs associated with PCOS (A) and OV (B), where red
represents upregulated genes, blue represents downregulated genes, and gray represents non-significant
changes. (C) Venn diagrams depict the intersection of upregulated (left) and downregulated (right) DEGs Page 18/25 Page 18/25 in both PCOS and OV cohorts. (D) Venn diagram depicting the intersection of PCOS and OV-related DEGs
with m6A target genes and cellular senescence genes (m6A_CellAgeRG). (E and F) Comparison of the
m6A_CellAgeRG scores in merged PCOS dataset (E) and TCGA OV dataset GSE18520 (F) between
disease and control groups. with m6A target genes and cellular senescence genes (m6A_CellAgeRG). (E and F) C
m6A_CellAgeRG scores in merged PCOS dataset (E) and TCGA OV dataset GSE185
disease and control groups. Pag
Figure 2 Figure 2 Page 19/25 Identification of hub genes in PCOS and OV cohorts. Figures (A, E) Sample clustering with the removal of outliers
in PCOS (A) and TCGA OV (E) cohorts. (B, F) Soft threshold β selection. (C, G) Co-expression module
clustering. Different colors represent various co-expression modules. (D, H) Correlation between modules
and m6A_CellAgeRG Score. Figure 3
Identification of hub genes. (A, B) Hub gene selection within the blue module of the PCOS cohort (A) and
the brown module of the OV cohort (B). (C) Intersection of the hub genes with the DEGs associated with
OV (D E) GO (D) and KEGG (E) enrichment analyses on intersected hub genes Figure 3 Identification of hub genes. (A, B) Hub gene selection within the blue module of the PCOS cohort (A) and
the brown module of the OV cohort (B). (C) Intersection of the hub genes with the DEGs associated with
OV. (D, E) GO (D) and KEGG (E) enrichment analyses on intersected hub genes. Page 20/25 Page 20/25 Figure 4
Identification of prognostic-related hub genes in OV. (A) Distribution of LASSO coefficients of 31
prognosis-related DEhub genes. Coefficients are plotted against log lambda (λ), depicting the trend of
approaching zero as λ increases. (B) λ selection by 10-fold cross-validation. The vertical dot lines
represent the minimum λ and optimal λ values for the model. (C) Bar plot showing the weight coeffici
of the 19 selected candidate genes in the model. (D) Forest plot of the multivariate Cox regression
analysis for the model genes. (E) Protein interaction network illustrating the functional interactions of
model genes with proteins that have similar functions. (F) Heatmap displaying the expression pattern
the model genes in each TCGA OV sample Figure 4 Figure 4 Identification of prognostic-related hub genes in OV. (A) Distribution of LASSO coefficients of 31
prognosis-related DEhub genes. Coefficients are plotted against log lambda (λ), depicting the trend of
approaching zero as λ increases. (B) λ selection by 10-fold cross-validation. The vertical dot lines
represent the minimum λ and optimal λ values for the model. (C) Bar plot showing the weight coefficients
of the 19 selected candidate genes in the model. (D) Forest plot of the multivariate Cox regression
analysis for the model genes. (E) Protein interaction network illustrating the functional interactions of the
model genes with proteins that have similar functions. (F) Heatmap displaying the expression patterns of
the model genes in each TCGA OV sample. Page 21/25 Page 21/25 Figure 5
Construction and evaluation of the nomogram. (A, B) Forest plots showing the results of univariate and
multivariate Cox analyses for the risk score and clinical factors. (C) The nomogram constructed based on
the risk score, age, stage, and grade. (D-F) Calibration plots of the nomogram for predicting 1-year, 2-year,
and 3-year survival rates. (G-I) Clinical decision curve analysis (DCA) curves evaluating the predictive
performance of the model for 1-year, 2-year, and 3-year survival rates. Figure 5 Construction and evaluation of the nomogram. (A, B) Forest plots showing the results of univariate and
multivariate Cox analyses for the risk score and clinical factors. (C) The nomogram constructed based on
the risk score, age, stage, and grade. (D-F) Calibration plots of the nomogram for predicting 1-year, 2-year,
and 3-year survival rates. (G-I) Clinical decision curve analysis (DCA) curves evaluating the predictive
performance of the model for 1-year, 2-year, and 3-year survival rates. Construction and evaluation of the nomogram. (A, B) Forest plots showing the results of univariate and
multivariate Cox analyses for the risk score and clinical factors. (C) The nomogram constructed based on
the risk score, age, stage, and grade. (D-F) Calibration plots of the nomogram for predicting 1-year, 2-year,
and 3-year survival rates. (G-I) Clinical decision curve analysis (DCA) curves evaluating the predictive
performance of the model for 1-year, 2-year, and 3-year survival rates. Page 22/25 Page 23/25
Figure 6
Correlation between risk score and immune cell infiltration. (A) Heatmap illustrating the differential
abundance of immune cells in different risk groups. (B)Box plots showing the abundance of immune
cells in different risk groups. Figure 4 (C-F) Box plots depicting the ESTIMATEScore, tumor purity, stromal score,
and immune score in different risk groups. (G) Violin plot demonstrating the interferon gamma (IFNG)
response, T cell dysfunction scores, T cell exclusion scores, CD8 levels, MSI expression signature, CAF
score, and MDSC score in different risk groups. Figure 6 Figure 6 Figure 6 Correlation between risk score and immune cell infiltration. (A) Heatmap illustrating the differential
abundance of immune cells in different risk groups. (B)Box plots showing the abundance of immune
cells in different risk groups. (C-F) Box plots depicting the ESTIMATEScore, tumor purity, stromal score,
and immune score in different risk groups. (G) Violin plot demonstrating the interferon gamma (IFNG)
response, T cell dysfunction scores, T cell exclusion scores, CD8 levels, MSI expression signature, CAF
score, and MDSC score in different risk groups. Page 23/25 Page 23/25 Figure 7
Predicting drug sensitivity in patients from different risk groups.(A) Comparison of drug prediction scores
between different risk groups. (B) Correlation between drug sensitivity and risk score. (C, D) the Pearson
correlation coefficient (r) and p-value (p) between the risk score and the prediction scores of BMS-
536924_1091 (C) and AGI-6780_1634 (D). Figure 7 Predicting drug sensitivity in patients from different risk groups.(A) Comparison of drug prediction scores
between different risk groups. (B) Correlation between drug sensitivity and risk score. (C, D) the Pearson
correlation coefficient (r) and p-value (p) between the risk score and the prediction scores of BMS-
536924_1091 (C) and AGI-6780_1634 (D). Page 24/25
Figure 8
Model gene expression in external OV datasets. (A) Box plot of model gene expression in GSE27651
dataset. (B) CXCR4 is regulated by FTO, METTL14, ELAVL1, and YTHDF2. Figure 8 Model gene expression in external OV datasets. (A) Box plot of model gene expression in GSE27651
dataset. (B) CXCR4 is regulated by FTO, METTL14, ELAVL1, and YTHDF2. Page 24/25 Page 24/25 Figure 9
Model gene expression in OV cell lines. qRT-PCR was conducted to determine mRNA levels of model
genes in SKOV3 and A2780 cells compared to human ovarian surface epithelial cells (HOSEpiC). Data are
expressed as mean ± standard deviation. *P < 0.05, **P < 0.01, ****P < 0.0001, ns, non-significant; n = 3. Figure 9 Model gene expression in OV cell lines. qRT-PCR was conducted to determine mRNA levels of model
genes in SKOV3 and A2780 cells compared to human ovarian surface epithelial cells (HOSEpiC). Data are
expressed as mean ± standard deviation. *P < 0.05, **P < 0.01, ****P < 0.0001, ns, non-significant; n = 3. Supplementary Files This is a list of supplementary files associated with this preprint. Click to download. Supplementarymaterial.docx TableS1.xlsx TableS2.csv TableS3.csv TableS4.docx Page 25/25
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https://openalex.org/W4239479587
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https://osf.io/tvm6q/download
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English
| null |
A study on English communication skills at tertiary level
| null | 2,021
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cc-by
| 6,456
|
Thu Huynh Ngoc Anh 1 *
3 Submitted for possible open access
publication under the terms and
conditions of the Creative Commons
Attribution
(CC
BY)
license
(https://creativecommons.org/license
s/by/4.0/). Thu Huynh Ngoc Anh 1 *
3 1 Ho Chi Minh City University off Food industry; huynhthu0810@gmail.com
* Correspondence: huynhthu0810@gmail.com; Tel.: +84 982 898 737 Abstract: Communication skills are one of the most important soft skills in the 21st century. There is a sad fact that even young Vietnamese, although learning English as an official
subject at school, almost always show a lack of confidence when communicating with
foreigners. Many high school graduates or even university students, when meeting for-
eigners, teachers or speaking in front of the class, still can not say anything more than
simple questions such as greetings and introducing themselves. This study was conducted
by the Ho Chi Minh City University of Food Industry (HUFI). With the participation of
120 students. Through the questionnaire. This study was for the purpose of indicating the
errors that students make, as well as finding solutions that support their skills to learn
and improve their ability to communicate. The results of this study showed the participa-
tion of 120 students. Only 50 out of 120 students received good reviews in the research, 45
students still lack skills and confidence when communicating and received an average
rating. The rest of the 120 study participants were rated as weak, lacking a lot of commu-
nication skills. This condition needs to be interested in, as if not even when communi-
cating with Vietnamese in English, you will lack confidence. Keywords: Communication; communication skills; tertiary lever (or tertiary education); 24
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Lastname, F. Title. Information 2021,
12, x. https://doi.org/10.3390/xxxxx
Academic Editor: Firstname Last-
name
Received: date
Accepted: date
Published: date
Publisher’s Note: MDPI stays neu-
tral with regard to jurisdictional
claims in published maps and institu-
tional affiliations. Copyright: © 2021 by the authors. Submitted for possible open access
publication under the terms and
conditions of the Creative Commons
Attribution
(CC
BY)
license
(https://creativecommons.org/license
s/by/4.0/). 24
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Citation: Lastname, F.; Lastname, F.;
Lastname, F. Title. Information 2021,
12, x. https://doi.org/10.3390/xxxxx
Academic Editor: Firstname Last-
name
Received: date
Accepted: date
Published: date
Publisher’s Note: MDPI stays neu-
tral with regard to jurisdictional
claims in published maps and institu-
tional affiliations. Copyright: © 2021 by the authors. 1. Introduction In general, communication might be described as the procedure of sending and re-
ceiving data from people giving the knowledge to the person receiving the knowledge via
verbal and nonverbal strategies. The most common way to communicate is verbal, which
may be a two-way process with responses to the received data. The sharing of thoughts,
views, and knowledge for a shared goal is usually mentioned as communication. Apart
from verbal communication, information can also be communicated by the utilization of
symbols or signage. Language and textiles are is the 2 elements that have been parallel
throughout history and are inseparable. Language itself is the culture of a country and
culture can be expressed through language. Therefore, to learn the language better, you
can take the time to learn about culture through cultural subjects as well as news channels. In this way, when understanding culture, language learning as well as using language are
more efficient and appropriate. In addition, the job of loving and respecting a culture is
also a springboard to promoting students to learn the language of that culture well. Com-
munication is the process of passing information and understanding from one person to
another. Therefore, all communication influences at least two people: the one who sends
the message and the one who receives it. Consistent with this definition, elements of com-
munication include the individual providing the knowledge, the infomation gained, and
the receiver’s feedback, with the replication of those processes leading to knowledge cre-
ation. 39
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Copyright: © 2021 by the authors. Submitted for possible open access
publication under the terms and
conditions of the Creative Commons
Attribution
(CC
BY)
license
(https://creativecommons.org/license
s/by/4.0/). Additionally, for self-study, students should make the most of outside help, espe-
cially help and orientation from subject teachers. Instructors guide students to learn and 45 2 of 12 2 of 12 develop English skills from simple to journal. At the same time, provide sufficient infor-
mation to students so that students can understand the content, objectives and require-
ments of the training program. 1. Introduction 46
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96 Speaking is one of the important parts of English skills that should be mastered by
students besides reading and listening. Speaking and most of all, communication skills
play an important role in language proficiency. Many researchers have been conducted
discussing the various problems facing Vietnamese learners of English. But few reports
mention how to learn and how to apply communication skills in practice. Currently, there
are still problems that need to be solved in learning English communication skills among
students. Including lack of vocabulary, lack of speaking skills and lack of non-verbal com-
munication-body language. This survey will show the current situation as well as some
specific solutions to help students acquire proficient English communication skills. 2. Literature review Since the 1970s, there have been many different conceptions of communication by
different authors. Everyone looks at the problem from a different angle and gives different
concepts: (Kôlôminxki, 1981) described: “Communication is the interaction of objects and in-
formation between man and man''. (Tarone, 1997) has analyzied about communication is used by an individual to over-
come the crisis which occurs when language structures are inadequate to convey the in-
dividual’s thought”. (Tarone, 1980) also provides a broad explanation of communication
as a “mutual attempt of two interlocutors to agree on a meaning in situations where req-
uisite meaning structures do not seem to be shared” According to Nguyen Thac and Hoang Anh (1991), there are 4 signs of communica-
tion: According to Nguyen Thac and Hoang Anh (1991), there are 4 signs of communica-
tion: + Communication is a phenomenon specific to humans, only humans have real com-
munication. + Communication is a phenomenon specific to humans, only humans have real com-
munication. + Communication is a way of expressing relationships with one or more other people
on the basis of economic and political relations in society. + Communication is carried out through the exchange of information and mutual
understanding. + Communication is based on mutual understanding between peopl g
p
p
(Cleland, Foster, & Moffat, 2005) They found that a positive communication environ-
ment provides opportunities for students to find ways to communicate, and thus, have
better communication skills to be better prepared for the work market after completing
their degree, university students should find ways to attach. When the individual receiv-
ing the message understands and practices the skills, communication improves. Commu-
nication is easier if the receiver of the information can understand and practice the skills. Further, communication are getting to be more meaningful if physical, spiritual and social
factors are taken into account during the communication process. As a college student
preparing to start their chosen profession, they ought to participate in any activities that
improve communication skills in a broad and comprehensive manner to develop and im-
prove communication skills. There are many kinds of communication skills, but generally
it involves oral and written skills, there are essentially three sorts of communication,
which are interpersonal communication, management communication (communication
during a group), and public communication (speech making) has proposed by (Rahman.,
2005). 3.1 Participants The research was carried out between March and May 2021, and included 120 stu-
dents (aged from 18 to 24 years old), from Ho Chi Minh City University of Food Industry
(HUFI). According to random selection, the distribution according to gender is uneven,
as the sample includes 49 men (40.83%), 70 women (58.33%), and 1 gender X (0.83%). They
were asked to fill out a questionnaire. The data was collected and (was) analyzed. The questionnaire has eight questions, including four questions with a multiple
choice format, and four questions with a one-to-five-number rating corresponding to the
explanation of each number below: 1 = Worst/very unskilled. 2 = Not good/unskilled. 3 = Neutral/normal. 4 = Skilled. 4 = Skilled. 5 = Very skilled. 3. Materials and Methods The questionnaire was designed using the available communication skills literature. The frameworks of communication skills (oral skills, reading skills, listening and social
skills) during this paper were decided to use the communication definitions mentioned
previously. 106
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133 2. Literature review (Cleland, Foster, & Moffat, 2005) They found that a positive communication environ-
ment provides opportunities for students to find ways to communicate, and thus, have
better communication skills to be better prepared for the work market after completing
their degree, university students should find ways to attach. When the individual receiv-
ing the message understands and practices the skills, communication improves. Commu-
nication is easier if the receiver of the information can understand and practice the skills. Further, communication are getting to be more meaningful if physical, spiritual and social
factors are taken into account during the communication process. As a college student
preparing to start their chosen profession, they ought to participate in any activities that
improve communication skills in a broad and comprehensive manner to develop and im-
prove communication skills. There are many kinds of communication skills, but generally Communication generally involves four elements, which are the speaker, the re-
ceiver, channel and feedback. Some researchers have defined communication as verbal
communication, written language, non-verbal communication, listening and giving feed-
back. Concurrently, (Rodiah & Idris, 2010) has said that communication as a non-verbal
skill, giving feedback, presenting ideas verbally and in written form, doing presentations 3 of 12 98
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133 and negotiating to achieve a goal and getting agreement in our globalized world, univer-
sity students have to master communication skills in several cultural contexts. As a re-
sponse, universities need to provide plenty more ways to help students communicate
more effectively to beat the stress of a globalized world. As a result, the aim of this study
would be to look into the stage of communication skills of many students. 4. Results The questionnaire has been analyzed and linked according to each section having an
impact on the other. Below are four headings, along with the charts to be analyzed. 4.1 The correlation between study time and proficiency in essential English s 4.1 The correlation between study time and proficiency in essential English skills 4.2 Freshman and level of proficiency off essential English skills 4.1 The correlation between study time and proficiency in essential English skills Through the questionnaire, it is easy to see how time (school year) affects students'
proficiency in using English skills. Learning a foreign language is a complex, time-con-
suming process. That is, the development of the linguistic ability of learners is influenced
by many influencing factors. The theory of second language acquisition covers many fac-
tors that are likely to affect language learning and development. These factors may be
related to the teaching and learning process in the curriculum for a school year. 4.2 Freshman and level of proficiency off essential English skills 134
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10%
20%
30%
40%
50%
60%
SPEAKING
LISTENING
READING
SPEAKING
LISTENING
READING
VERY GOOD
0%
0%
10%
GOOD
9%
7%
21%
NEUTRAL
49%
56%
52%
NOT GOOD
12%
34%
10%
WORST
30%
3%
7% 0%
10%
20%
30%
40%
50%
60%
SPEAKING
LISTENING
READING
SPEAKING
LISTENING
READING
VERY GOOD
0%
0%
10%
GOOD
9%
7%
21%
NEUTRAL
49%
56%
52%
NOT GOOD
12%
34%
10%
WORST
30%
3%
7% 134
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158 Table 1. Freshman and level of proficiency of essential English skills. At HUFI, first year students will cultivate all four basic and essential skills in English:
listening, speaking, reading, and writing. Most of the time studying is at school because
students are not familiar with self-study at home, so most of them depend on lectures
from books and knowledge passed from lecturers. Speaking is one of the most critical and fundamental abilities that must be practiced
to communicate orally. The factors affecting speaking skills are lack of subject, improper
listening skills, lack of proper vocabulary, anxiety, and being overwhelmed by the fast
and good grades of learners in the class. One common issue seen among freshman is that
they think that they have nothing to say about a specific theme. In reality, they may be
bored or feel that the subject is unrelated to anything they know. On the off chance that
this is often the case, they will have no inspiration to talk other than the truth that they
ought to be partaking in it effectively. 4.3 Sophomore and level of proficiency off essential English skills 4.1 The correlation between study time and proficiency in essential English skills This is because they are still dependent on topics
limited to textbooks and have limited vocabulary. Attached was their anxiety about being
asked to speak in English. Listening and reading skills are similar. Class time is limited
and students are unfamiliar with having to study at home (except doing homework). All
things have formed the habit of relying on, waiting for teaching from their class. The above factors are also based on the questionnaire. It was concluded that fresh-
man English-speaking skills were assessed as below average on a five-point scale. Listen-
ing skills are assessed on average, mainly because the lack of vocabulary also affects hear-
ing ability. Reading skills are assessed to be simpler than speaking because there are al-
ready words in the text. Students will have no difficulty in looking up the meaning of
words, so reading skills are assessed as fairly good. 5 of 12 159
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10%
20%
30%
40%
50%
60%
70%
SPEAKING
LISTENING
READING
SPEAKING
LISTENING
READING
VERY GOOD
14%
7%
10%
GOOD
15%
15%
30%
NEUTRAL
54%
60%
55%
NOT GOOD
7%
18%
5%
WORST
10%
0%
0% 0%
10%
20%
30%
40%
50%
60%
70%
SPEAKING
LISTENING
READING
SPEAKING
LISTENING
READING
VERY GOOD
14%
7%
10%
GOOD
15%
15%
30%
NEUTRAL
54%
60%
55%
NOT GOOD
7%
18%
5%
WORST
10%
0%
0% Table 2. Sophomore and level of proficiency of essential English skills In the sophomore year, students are introduced to their majors. Sophomores are thor-
oughly instructed in theory as well as practical skills. From here on, the necessary skills
will be gradually developed. Sophomore students have gradually adapted to self-study, but few spend a great deal
of time on it. Moreover, the ratings system has also been improved. Less "Worst" ratings,
instead fairly good higher than the rating in Table 1. In Table 2, it was observed that as-
sessment of speaking and listening skills improved from worse to better, as well as slight
changes in the ratings of reading skills. Students realized that studying at home was equally important to improving essen-
tial skills in English during the second year of study, after a first year of study with a
surprise. Table 3. Junior and level of proficiency of essential English skills 4.1 The correlation between study time and proficiency in essential English skills This is the year during which the knowledge delivered by the faculty become
extremely practical, no longer contingent upon the topics provided. Likewise, the ability to listen and speak has greatly improved, since today's topics
are diverse and the sophomores will not be worried about running out of things to talk
about. Yet, the ability to speak relies on factors such as public speaking anxiety as well as
poor performance in actual communication. 4.4 Junior and level of proficiency off essential English skills
Table 3. Junior and level of proficiency of essential English skills
0%
10%
20%
30%
40%
50%
60%
SPEAKING
LISTENING
READING
SPEAKING
LISTENING
READING
VERY GOOD
30%
6%
22%
GOOD
23%
27%
36%
NEUTRAL
47%
56%
31%
NOT GOOD
0%
11%
11%
WORST
0%
0%
0% 4.4 Junior and level of proficiency off essential English skills Table 3. Junior and level of proficiency of essential English skills 180
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213 6 of 12 The third year of education saw juniors being exposed to English in different
fields, such as hotels, tourism, accounting, finance, and banking. Learning English
through a variety of careers greatly improved vocabulary and sentence building skills. Besides learning English by profession. A translation and interpretation subject is also
taught to juniors, which is crucial to improving their English language skills. During that
period, listening and speaking skills were assessed as good, while reading skills were ex-
amined as fair. 4.5 Senior and level of proficiency off essential English skills
0%
10%
20%
30%
40%
50%
60%
SPEAKING
LISTENING
READING
SPEAKING
LISTENING
READING
VERY GOOD
32%
14%
24%
GOOD
35%
23%
20%
NEUTRAL
33%
55%
49%
NOT GOOD
0%
8%
7%
WORST
0%
0
0% 4.5 Senior and level of proficiency off essential English skills
0%
10%
20%
30%
40%
50%
60%
SPEAKING
LISTENING
READING
SPEAKING
LISTENING
READING
VERY GOOD
32%
14%
24%
GOOD
35%
23%
20%
NEUTRAL
33%
55%
49%
NOT GOOD
0%
8%
7%
WORST
0%
0
0% 4.5 Senior and level of proficiency off essential English skills Table 4. Senior and level of proficiency of essential English skills All seniors completed all academic requirements at the school over the past four
years in order to meet the English proficiency requirements. 4.1 The correlation between study time and proficiency in essential English skills As seen in Table 4, English
proficiency is ranked from good to excellent in the listening, speaking, and reading do-
mains. Speaking level is dependent on the school year. Students' skills improve more
quickly the longer they study. 4.6 Genders affect communicating in English A total of 120 individuals took part in the survey, including 49 men (40.83%), 70
women (58.33%), and one gender X (0.83%). These results reveal that English learning is
unequally distributed between men and women. In terms of gender and language, there
are three main differences: First, language differences between men and women occur due
to differences in human structure, including the position of language-containing regions
in the brain, as well as differences in sound structure. A second difference is the language
used by men and women, or, more specifically, the ways in which women speak. Lan-
guages have different words meant for different genders and some words that could not
be used for another. Third, gender-based language differences can be seen in the dialects
each gender speaks. The distinction is in the way the words are used; each gender uses
words different from one another to describe the same issue. It's no secret that every gen-
der receives or learns language differently. Learning styles differ among men and women,
particularly when learning a second language (English). It has been observed that males
possess a more powerful right hemisphere while females have a more balanced left hem-
isphere. Because of that, men can better visualize, understand space, or use logic, whereas
women excel at vocabulary exercises, or in tasks related to music, humanities, etc. There are significant differences between male and female learning styles. Males tend
to be more motoric, tactile, and intuitive. Environments with a high level of dynamic in-
formation appeal to them. Additionally, they are less likely to follow the rules, but show 7 of 12 7 of 12 215
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249 better support for their partners than women. The chances of male students learning from
listening are lower than those of female students. On the other hand, women tend to be
hearing-oriented, and they abide by the rules of the class. Communication involves mak-
ing decisions. This is one of the key components of communication. While many men
show the opposite traits, women are more likely to demonstrate moderation. Therefore,
this greatly hinders both genders' ability to communicate effectively in English when in-
vited to have a conversation. 4.6 Genders affect communicating in English Male students often speak briefly, sometimes make opposi-
tional remarks, and often give emotional feedback. Despite the fact that female students
are usually obedient when speaking in full sentences, they focus on the speaker and offer
appropriate feedback. Researchers have found that native speakers believe women communicate with tag
questions, including polite words such as "please" or "thank you", as well as emphasizing
words such as "very", "really," and so on. As opposed to women, men use short words
like: "thanks" instead of "thank you", and "It is..." instead of "It is very...". By analyzing this study, it is possible to conclude that gender really does exist in
language communication. In terms of communication, a person's ability to communicate
has two dimensions, the first is the gender-based influence on style and method, and the
second is how gender is expressed through communication. 4.7 Vocabulary size in communication. 4.7 Vocabulary size in communication. 4.7 Vocabulary size in communication. Using dictionary when
communicating with English
to foreigners
Of course
Never Using dictionary when
communicating with English
to foreigners Using dictionary when
communicating with English
to foreigners Of course
Never The density of HUFI students using dictionaries in English communication is very
high. A total of 70 candidates (54.30%) out of 120 participants stated that they all needed
to use a dictionary while speaking. They also admitted that they were unaware of the
context in which the word was used in terms of communication, and that they did not
know how to reply in English. The students mentioned using dictionaries to look up
words, match sentences, and then converse with native speakers. These results indicate a
lack of vocabulary among students. Unlike the mother tongue, the second language (here
English) requires constant updating in terms of the usage and meaning of words. Indirectly, vocabulary impacts a student's communication skills; a limited vocabu-
lary makes communication more challenging for students. The English language has a
number of different meanings, which is why words are used in an inflexible way when
learning them. Over time, this negatively affects their communication skills, leading to
decreased confidence in communication. It is common for students to learn a word's main
meaning, but, in reality, each English word has a plethora of different meanings. Further-
more, students often don't pay much attention to learning the correct pronunciation of 8 of 12 8 of 12 250
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282 words, leading to students making lisper pronunciations that alter the meaning of the
sentence. Consequently, the survey found that students generally have an average vocab-
ulary size. It is therefore imperative to practice and to increase the amount of vocabulary
every day to avoid being surprised when communicating. 4.8 Body language enhances English communication 4.8 Body language enhances English communication
Body language is rarely used in communication, as shown by the chart. When stu-
dents were asked how they usually express themselves, they said that they stand upright,
cross their arms, or hold their hands together. 4.7 Vocabulary size in communication. These people do not even make simple
gestures like nodding in support of the speaker or smiling upon receiving a compliment;
rather, they simply say "thank you" to the speaker. Language is used to express someone's thoughts, intentions, or conditions, and can
also be used to conceal or distract them. A language associated with consciousness should
5%
22%
34%
23%
16%
Using body language
when communicating
Always
Usually
Often y
g
g
g
5%
22%
34%
23%
16%
Using body language
when communicating
Always
Usually
Often y
g
g
g
5%
22%
34%
23%
16%
Using body language
when communicating
Always
Usually
Often Using body language
when communicating Body language is rarely used in communication, as shown by the chart. When stu-
dents were asked how they usually express themselves, they said that they stand upright,
cross their arms, or hold their hands together. These people do not even make simple
gestures like nodding in support of the speaker or smiling upon receiving a compliment;
rather, they simply say "thank you" to the speaker. Language is used to express someone's thoughts, intentions, or conditions, and can
also be used to conceal or distract them. A language associated with consciousness should
be controlled by consciousness. Furthermore, there is an unattached kind of language,
called body language, that has little or no connection with the conscious mind. In the com-
munication process, gestures, facial expressions, and limb movements are utilized by this
language. An individual's speech is composed of three elements: language, non-verbal cues,
and tone. In which language accounts for only 7% of the impact on the listener, 38% is due
to tone, and 55% is due to nonverbal communication of body language. University of Cal-
ifornia, Los Angeles psychology professor Albert Mehrabian is responsible for establish-
ing this rule. This conclusion was reaffirmed by Dr. Ray Birdwhistell - Professor of Psy-
chiatry at the University of Pennsylvania, that listeners receive 7% of words and content;
38% of the content words (voice: press, stop, high, low, loud, small...) and 55% are not
related to words, such as posture, costumes, movements, swing, facial expressions… of
the speaker. 5.3 Improve vocabulary size A third way to reinforce the word is by applying it immediately after learning it;
repeating it repeatedly and doing some extra activities to reinforce the word. Almost an-
ything that is repeated in a repetitive manner requires more time for memorization. Reg-
ular testing will do more than help students gauge their level. Nothing is harmful about
this, it is only beneficial. It is essential that students have access to high-quality vocabulary
learning resources. Students can find English vocabulary learning websites that develop
online vocabulary for mainstream units, as well as application software that is developed
by reputable units. E.g.: 1. https://www.vocabulary.com 2. https://quizlet.com 3. https://dictionary.cambridge.org 4. https://www.oxfordlearnersdictionaries.com 5.1 Self-study It is essential to constantly practice and improve your English, classroom lectures are
time-limited, and teachers can not solely focus on teaching an individual and ignore oth-
ers. Self-study is the best method. You will not be able to learn anything by waiting for
class and may not even comprehend what the instructor has said, so students should de-
cide what time makes the most sense to study. Do students work or study more efficiently in the mornings or afternoons? Choose
for the individual a period of time during which the individual's brain is most focused on
language learning. The English language can be studied through online courses as well as
apps in every individual's spare time. Students can study wherever they want, at any time. 5.2 Improve vocabulary size 5.2 Improve vocabulary size Language is based on vocabulary. It is the "backbone" of communication in English. Due to its high vocabulary size, it helps individuals acquire other skills. When grammar
is absent, not much information can be communicated. Vocabulary is crucial, but without
it, you can't communicate anything. There can be no doubt that it is the most accurate
conclusion about the importance of vocabulary. The following are some tips that can help
students overcome difficulties with vocabulary learning: + Make sure you learn slowly according to your level and develop gradually. Avoid
studying at an intricate level. If an individual does not know their level, they can not
choose the right study program. Thus, students will make a list of appropriate vocabulary
to focus on according to their level. There is no need to learn all the words since you will
have difficulty remembering them. In the learning process, it is important to remember
not to force yourself to memorize or rote study. In order to become familiar with English
words, it is necessary to practice them. It is a very effective way to learn English vocabu-
lary that you need to remember. + Learn words through books, movies, and music, which also happens to be the most
frequently heard advice. Start by presenting information on topics that are familiar, rather
than overwhelming, specialized information. It is not necessary for individuals to look up
every new word in a dictionary. Continuously searching will interrupt thinking, making
the ability to receive information more limited. To determine what the idea is, you should
highlight unknown words in context, or based on related words in a sentence. 5. Discussion In the fourth part of the paper (Results), the scientists raise a number of issues. Here,
the survey suggests possible solutions. In particular, the following recommendations fo-
cus on improving communication skills in English and learning English with greater pre-
cision among university students in general, as well as HUFI students. There is no doubt
that learning and using English as fluently as a native speaker can be very challenging. Practicing a second language daily and continuously helps promote knowledge that can 9 of 12 be readily applied in practice. All the solutions listed below are not the fastest solutions
for students, but they can be applied immediately, and the effects will improve gradually. be readily applied in practice. All the solutions listed below are not the fastest solutions
for students, but they can be applied immediately, and the effects will improve gradually. 283
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331 6. Conclusions The purpose of this study is to investigate how university students' English commu-
nication skills have improved over their years at HUFI. The research paper consists of
eight survey questions that are selected and evaluated by the students themselves. The
survey was analyzed and the above results were given (in the Results and Discuss sec-
tion). The survey is analyzed into four parts as follows: First, the correlation between
study time and proficiency in essential English skills. This section is based on the academic
year along with the students' evaluation of their own work. Second, genders affect how
we communicate in English. Based on gender, the analysis of factors related to the com-
munication ability of the two different genders is given. Third, vocabulary size in com-
munication. The analysis is based on the amount of vocabulary that students have,
thereby analyzing students' ability to use a dictionary when practicing communication
with native speakers. The last part - body language enhances English communication. Known as a communication aid, this section will analyze the gestures and actions of stu-
dents when communicating face-to-face. Along with the analysis are the recommenda-
tions that have been given. And the important part is have realistic expectations is im-
portant for the learner. Set goals that are consistent with your abilities. Do not rush, do
not be impatient, and be patient. Moreover, it takes at least two years for native speakers
to speak their first words as children are only able to listen before they speak. This means
you can not master a language in a matter of weeks or months. Additionally, students
should not put pressure on teachers to completely improve their English. It's up to you
to learn. The teacher is just a guide, giving methods to learn. Whether you go far or not
depends on your feet, your thoughts. Since there are 40 students in a class, the teacher
shares the same amount of knowledge with all of them. Practicing both speaking and lis-
tening skills every day is key to improving communication skills, and in order to fluently
communicate in English, students need to practice every day. The role of listening is to
receive information from the speaker, and the role of speaking is to give back information. The ability to communicate in English at any time is gained by using English often, not
just in the classroom. 5.4 Speaking slowly The fourth item is the speed of speech, also the most important issue students need
to be aware of. It's common for students to say that they surf the internet often, which is 10 of 12 10 of 12 not good. Considering the personal starting point is that of a language learner, not a native
speaker, the pronunciation and speaking speed will be different from that of a native
speaker. Even though a student can answer without thinking, students should slow down
their speech. Students may worry that the person they are speaking to is not patient
enough, so they will try to speak quickly, but this is not a good idea. The reason is that
people often want an honest answer, which is also a sign that you value their opinion. But
silence is also disrespectful, as it can give the individual time to think by inserting words
with different contexts such as "Well", "Basically" and "Honestly", or "Oh, yeah", "You
know", and "I mean"... You need to insert a lot of words when searching for the right an-
swer, so to do this, you need to learn more vocabulary. 333
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379 6. Conclusions Never be afraid to make errors when communicating in English
because native speakers sometimes make errors in their communication and also need to
correct them. Students should not be too dependent on the dictionary to guess the mean-
ings of words and sentences by referring to the content of the reading text, listening text
and communication situations, because this fosters bad habits. A dictionary isn't always
carried or used. Students will notice significant improvements in results by using these
methods for about 2-3 months. It is hoped that if this research topic is undertaken again,
based on the efforts of the students, it will produce a better result than the current one. 7. Patents Funding: This research received no external funding
Conflicts of Interest: The authors declare no conflict of interest. Funding: This research received no external funding Conflicts of Interest: The authors declare no conflict of interest. 11 of 12 Appendix
Survey questions investigating for English communicating skills. 1. Your gender:
Male
Female
X
2. Year of learning:
Freshman
Sophomore
Junior
Senior
3. Level of proficiency in speaking skills in English ? 1 = Worst / very unskilled
2 = Not good / unskilled
3 = Neutral / normal
4 = Skilled
5 = Very skilled
4. Level of proficiency in listening skills in English ? 1 = Worst / very unskilled
2 = Not good / unskilled
3 = Neutral / normal
4 = Skilled
5 = Very skilled
5. Level of proficiency in reading skills in English ? 1 = Worst / very unskilled
2 = Not good / unskilled
3 = Neutral / normal. 4 = Skilled
5 = Very skilled
6. Level of availability when communicating with foreigners ? Unwilling
Neutral
Willing
7. Using dictionary when communicating with foreigners ? Yes
No
8. Level of using body language when communicating with foreigners ? 1 = Never
2 = Sometimes
3 = Often
4 = Usually
5 = Always Appendix 381
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429 4.
Kôlôminxki. (1981). Những cơ sở của tâm lí học sư phạm. Nhà xuất bản Giáo dục. 5.
Martínez, & Nosnik. (1998). Practical Organizational Communication. Mexico.: Editorial T 6.
Rahman., M. H. (2005). Malaysia: Siti Rahaya Ariffin, Shahrir Abdullah & Abd. 9.
Tarone. (1997). Conscious communication strategies in interlanguage. Washington DC. 8.
Tarone. (1980). Communication strategies. Washington DC. 10. Thạc, N., & Anh, H. (1991). Vài thực nghiệm về KNGT sư phạm của sinh viên vốn có nhu cầu giao
Nam: Tạp chí nghiên cứu Giáo dục. Appendix Survey questions investigating for English communicating skills. 1. Cleland, Foster, & Moffat. (2005). Undergraduate students’ attitudes to communication skills learning differ depending
4
on year of study and gender. 5 2. Chiavenato, & Idalberto. (2006). Introduction to the General Theory of Administration. Spain: McGraw-Hill
6
Interamericana. 7 3. Hernández, A., & Garay, O. (2005). Communication in the sport context. Spain: Wanceulen Editorial Deportiva,
428
S.L. 429 12 of 12 4. Kôlôminxki. (1981). Những cơ sở của tâm lí học sư phạm. Nhà xuất bản Giáo dục. 7. Rodiah, & Idris. (2010). Pemeriksaan Ciri-ciri Psikometrik dan Pembentukan Penanda Aras Pentadbiran Kemahiran
Genarik. Malaysia. 8. Tarone. (1980). Communication strategies. Washington DC. 10. Thạc, N., & Anh, H. (1991). Vài thực nghiệm về KNGT sư phạm của sinh viên vốn có nhu cầu giao tiếp khác nhau. Việt
7
Nam: Tạp chí nghiên cứu Giáo dục. 8 11. Wikipedia contributors. (2021, May 6). https://en.wikipedia.org/wiki/Tertiary_education. Retrieved from
39
en.wikipedia.org: https://en.wikipedia.org/wiki/Tertiary_education
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Are we talking about the same thing? The case for stronger connections between graduate and worker employability research
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https://www.emerald.com/insight/1362-0436.htm CDI
29,1 Received 15 August 2023
Revised 28 August 2023
Accepted 28 August 2023 Note: This is an invited submission by the Editor-in-Chief, Dr Jennifer A. Harrison, to Car
Development International g
Funding details: This study was supported by Interne Fondsen KU Leuven / Internal Funds K
Leuven (project C24 M/19/012). Career Development International
Vol. 29 No. 1, 2024
pp. 80-92
Emerald Publishing Limited
1362-0436
DOI 10.1108/CDI-08-2023-0278 Abstract Purpose and approach – This article presents the case for creating stronger connections between research
on graduate and worker employability. We offer a narrative review of commonalities and differences
between these research streams and offer thoughts and suggestions for further integration and mutual
learning. Findings – We outline some of the main theories and concepts in the graduate and worker employability
domains. Furthermore, we analyze how these show considerable overlap, though they have barely
connected with each other yet. We also formulate an agenda for future research that would spur stronger
connections between the fields. Finally, we turn to our fellow authors, reviewers, and editors to encourage
a more open approach to each other’s work that would enable more cross-fertilization of knowledge. Findings – We outline some of the main theories and concepts in the graduate and worker employability
domains. Furthermore, we analyze how these show considerable overlap, though they have barely
connected with each other yet. We also formulate an agenda for future research that would spur stronger
connections between the fields. Finally, we turn to our fellow authors, reviewers, and editors to encourage
a more open approach to each other’s work that would enable more cross-fertilization of knowledge. Implications – We hope our narrative review, critical analysis and future research suggestions will lead to
more collaborations and mutual learning among employability researchers in the educational, career and
psychology areas. a
o e ope
app oac
to eac
ot e s wo
t at wou d e ab e
o e c oss e t
at o
o
ow edge. Implications – We hope our narrative review, critical analysis and future research suggestions will lead to
more collaborations and mutual learning among employability researchers in the educational, career and
psychology areas. Keywords Employability, Graduate employability, Worker employability, Careers, Education Paper type Viewpoint © Jos Akkermans, William E. Donald, Denise Jackson and Anneleen Forrier. Published by Emerald
Publishing Limited. This article is published under the Creative Commons Attribution (CC BY 4.0)
licence. Anyone may reproduce, distribute, translate and create derivative works of this article (for both
commercial and non-commercial purposes), subject to full attribution to the original publication and
authors. The full terms of this licence may be seen at http://creativecommons.org/licences/by/4.0/
legalcode Career Development International
Vol. 29 No. 1, 2024
pp. Disclosure statement: No potential competing interests were reported by the a Are we talking about the same
thing? The case for stronger
connections between graduate and
worker employability research
Jos Akkermans
Department of Management and Organization, School of Business and Economics,
Vrije Universiteit Amsterdam, Amsterdam, The Netherlands 80 Received 15 August 2023
Revised 28 August 2023
Accepted 28 August 2023 William E. Donald
Southampton Business School, University of Southampton, Southampton, UK and
Organizational Behavior and HRM, Ronin Institute,
Montclair, New Jersey, USA Denise Jackson
School of Business and Law, Edith Cowan University,
Joondalup, Australia, and
Anneleen Forrier
Faculty of Economics and Business, KU Leuven, Leuven, Belgium Denise Jackson
School of Business and Law, Edith Cowan University,
Joondalup, Australia, and
Anneleen Forrier
Faculty of Economics and Business, KU Leuven, Leuven, Belgium Employability research: a promising but divided scholarly area Connecting
graduate and
worker
employability Research on employability has gained considerable momentum, most notably in career
research (Akkermans and Kubash, 2017; Byington et al., 2019) and educational research
(Healy et al., 2022; Tomlinson, 2012). Employability is typically defined as an individual’s
employment potential in the internal and external labor market (Forrier and Sels, 2003). Within this research area, there is a particular emphasis on graduates’ immediate and long-
term career outcomes in the higher education research field (Clarke, 2018; Donald et al., 2019),
whereas career and psychology research primarily focuses on how employability can serve
as a resource that facilitates career mobility and success (Forrier et al., 2018; Fugate
et al., 2021). 81 Employability matters. Research on employability among workers – which we will refer to
as worker employability in this article to compare it to the common term of graduate
employability – has provided clear support for the relevance of studying employability. For
example, in their review article, Fugate et al. (2021) concluded that employability has
considerable benefits for employees, such as being a predictor of career success, serving as a
resource to help deal with insecurity and challenges and enhancing work-related and general
well-being. Despite the lack of a systematic overview of the findings of graduate
employability research [1], research in this area also shows convincing evidence of its
value for graduates, such as offering transferable and career management skills (Clarke,
2018; Tomlinson, 2012). Furthermore, research on school-to-work transitions – often
separated from but closely related to (graduate) employability – has established that
employability is a critical asset for successfully transitioning from education to work and
laying the foundation for a sustainable career (De Vos et al., 2019, 2020). Although employability research is timely, it is also criticized for being “fuzzy”
(Van Harten et al., 2022). Definitions and conceptualizations of employability still tend to
differ considerably across and within the streams of worker and graduate employability
(Forrier et al., 2018). To illustrate, research on worker employability has long been divided
across three strands (Van Harten et al., 2022): (1) personal strengths that increase employment
potential (such as competence-based employability, see Van der Heijde and Van der Heijden,
2006), (2) perceived employability (see, e.g. Vanhercke et al., 2014) and (3) job transitions (see,
e.g. De Vos et al., 2021). Abstract 80-92
Emerald Publishing Limited
1362-0436
DOI 10.1108/CDI-08-2023-0278 y
Note: This is an invited submission by the Editor-in-Chief, Dr Jennifer A. Harrison, to Career
Development International Note: This is an invited submission by the Editor-in-Chief, Dr Jennifer A. Harrison, to Career
Development International Employability research: a promising but divided scholarly area Although some empirical studies have tested the associations between
these strands, such as Forrier et al.’ (2015) test of all three in a dynamic chain, the number is
surprisingly low, and comparisons are difficult due to the large variety of measurement
instruments used to assess employability (Van Harten et al., 2022). Similarly, graduate
employability research has focused on different themes, such as individual capital and
competencies and institutional policies and practices aimed at strengthening employability
(Healy et al., 2022). Furthermore, R€omgens et al. (2020) argued that the availability of so many
different competency-based frameworks of graduate employability has hindered scholarly
progress. In addition to these problems and disconnects within the worker and graduate
employability discourses, the connections between them are even rarer, despite calls for more
integration (e.g. Akkermans and Kubash, 2017; Clarke, 2018) as the concept of employability
is, at its core, highly similar whether we talk about graduates or workers. Some recent conceptual attempts have been made to connect the worker and graduate
employability areas. For example, Healy et al. (2022) formulated several key pedagogical
principles underlying a more integrative approach to how employability may be
strengthened by reconciling ideas from the graduate and worker employability literature
streams. He advocated using career development theories to increase our understanding and
application of careers and employability learning. Similarly, R€omgens et al. (2020) integrated
the workplace learning and higher education literature streams to formulate several central
dimensions of graduate employability learning that narrow down the wide range of available
concepts across the worker and graduate employability literature. Furthermore, Donald et al. CDI
29,1 (2020) combined career ecosystem and psychological contract theory to design a model that
helps understand how graduates may enter their professional careers successfully and
sustainably. As a final example, Akkermans et al. (2023) presented a model of initial
employability development, emphasizing the signaling and social exchange processes that
evolve between graduates and employers and that could enhance (or undermine)
employability development. (2020) combined career ecosystem and psychological contract theory to design a model that
helps understand how graduates may enter their professional careers successfully and
sustainably. As a final example, Akkermans et al. (2023) presented a model of initial
employability development, emphasizing the signaling and social exchange processes that
evolve between graduates and employers and that could enhance (or undermine)
employability development. Theorizing employability
h
k
l
bili
li The worker employability literature has been criticized for being a-theoretical. Indeed, Forrier
et al. (2018) observed that theories – if they are used at all – are primarily used as a post hoc
means of explaining research findings instead of using theory systematically to formulate
research hypotheses. Van Harten et al.’s (2022) literature review confirmed this, as they found
that most relationships tested between employability strands were not-theory based. Despite
the lack of systematic theorizing in worker employability research, we do observe several
theories that have been proposed and used most often. First, although rarely tested to its full
complexity (Forrier et al., 2018), social exchange theory (Cropanzano and Mitchell, 2005) has
been used in employability studies to explain how employers and employees may jointly
contribute to employability development as a result of economic and socioemotional
exchanges at work. For example, Fugate et al. (2021) proposed using a social exchange
perspective with a strategic human resource management (HRM) framework to understand
how employability may develop within employer–employee relationships. A second dominant theoretical paradigm has been human capital theory (Becker, 1964),
often as a foundation for the value of various personal strengths. The basic idea is that
investments in one’s employability will result in favorable work and career outcomes, such as
career success (Forrier et al., 2018; Fugate et al., 2021). Third, studies have increasingly
leveraged the conservation of resources (COR) theory (Hobfoll, 1989; Hobfoll et al., 2018) to
study worker employability. COR theory aligns with the notion that employability is a
personal resource that individuals can protect and enhance to deal with adversity and
increase their well-being (De Cuyper et al., 2012; Forrier et al., 2018; Jabeen et al., 2022). These
theoretical paradigms have been criticized for being overly agentic (Forrier et al., 2018). Recently, theories considering the role and interplay of agency (individual action and
capability to enact change) and structure (external factors such as labor market conditions)
are gaining ground in the worker employability literature, such as Bourdieu’s theory of
practice (see, e.g. Delva et al., 2021). These theories highlight how worker employability is
always contextually embedded. The graduate employability literature has also been criticized for being a-theoretical
(Healy, 2023), perhaps reflective of the applied nature of many of the higher education
journals. Yet, various theoretical approaches are deployed, and several are highly prominent. Employability research: a promising but divided scholarly area Although we acknowledge that we may be positively biased toward these initiatives as we
have been involved in quite a few of them, we believe these recent attempts to connect the two
disciplines are highly promising. As such, our main purpose in this article is to formulate
opportunities for doing precisely that. To do so, we will first critically reflect on similarities
and differences in (1) theorizing and (2) conceptualizing employability across the two
literature streams. In each of those sections, we will briefly reflect on recent developments in
each field, after which we will reconcile them and offer thoughts on progressing research in
this specific area. Then, we will formulate a more extensive agenda for future research to
connect them. In the final part of this article, we will also turn to our colleagues – as authors,
reviewers and editors – to facilitate such connections in future research. 82 Theorizing employability
h
k
l
bili
li First, human capital theory (Becker, 1964) is also a dominant theoretical paradigm in
graduate employability studies. Recently, graduate employability researchers have extended and adapted human capital theory through the notion of employability capital (Clarke, 2018;
Donald et al., 2019, 2023; Tomlinson, 2017). The employability capital approach retains the
fundamental theoretical assumption of human capital theory, yet extends it by adopting a
more holistic perspective of graduate employability to address concerns that human capital
re-enforces pre-existing inequalities, cannot predict career success and fails to articulate how
education augments productivity (Hooley and Sultana, 2019; Marginson, 2019). Connecting
graduate and
worker
employability Second, COR theory (Hobfoll, 1989; Hobfoll et al., 2018) also features strongly and,
similarly to worker employability research, there is an emphasis on developing personal
resources to better position oneself to effectively navigate the transition from school to work
(Jackson and Wilton, 2017; Vanhercke et al., 2014) and to increase well-being (Donald and
Jackson, 2022; Nimmi et al., 2021). Third, perspectives that consider the role and interplay of
agency and structure also feature prominently in graduate employability literature. These
perspectives adopt a more relational focus on how students’ interpretation of and behaviors
related to employability are inherently shaped by their personal background and
dynamically negotiated with their macro context (Brown et al., 2004; Tholen, 2015). If a
theory is leveraged in such articles, they usually mention Bourdieu’s theory of practice or
Giddens’ theory of structuration (see Tholen, 2015). 83 Analyzing the two literature streams, we observe a remarkable overlap between the fields
of graduate and worker employability research in how they theorize about employability. Indeed, both streams dominantly feature human capital theory and conservation of resources
theory. Moreover, the theoretical arguments used are highly similar, as research in both
streams supports the notion that employability is a form of capital or a resource that
individuals can build to enhance their long-term work and career prospects. This significant
overlap in theorizing about employability across the streams makes it all the more surprising
– and problematic – that there is so little exchange of knowledge. Despite the similarities, we also see opportunities for mutual learning. First, although both
areas are criticized for not being sufficiently theoretical, we would argue that worker
employability research tends to focus on applying and advancing theory more prominently,
perhaps as a consequence of career and psychology journals focusing more strongly on this
issue as compared to educational journals. Theorizing employability
h
k
l
bili
li As a result, the level of theoretical sophistication in
the worker employability field could serve to stimulate more explicit theoretical advancement
in graduate employability research. More importantly, though, both streams would benefit
from more thorough theorizing, preferably using available knowledge from both of these
streams. Second, although worker employability scholars have slowly started to incorporate
contextual elements, we observe that the graduate employability field has made more
significant developments in this area through its more prominent focus on labor market
characteristics and the role of equity and inclusion. Hence, researchers in the worker
employability domain could learn from these insights to more prominently feature such
factors in their research ideas and designs. Conceptualizing employability
A
i
d b f
h
k As mentioned before, the worker employability literature is fragmented, with employability
being interpreted along three conceptual strands: (1) personal strengths, (2) perceived
employability and (3) job transitions (Van Harten et al., 2022). This fragmentation hinders
knowledge accumulation leading to calls for a more integrative employability approach (see,
e.g. Guilbert et al., 2018). Interestingly and perhaps problematically, although Van Harten
et al.’s (2022) review shows that empirical research has still not converged on an integrative
approach yet, conceptual models have been developed to achieve more integration and bring
clarity. Indeed, in 2009, Forrier et al. (2009) presented the employability process model that
develops the relationship between personal strengths, perceived employability and job CDI
29,1 transitions and also adds contextual factors (such as structures of risk and opportunities,
disruptive events, or opportunities to enhance one’s employability). In addition to this lack of
integration between strands, the field of worker employability research is also characterized
by fuzziness within strands (Van Harten et al., 2022). This is most particularly the case for
research on personal strengths. Personal strengths come in many forms. They encompass
dispositions (see, e.g. Fugate and Kinicki, 2008), attitudes (see, e.g. Van Dam, 2004) and
competencies (see, e.g. Van der Heijde and Van der Heijden, 2006) and are classified in
numerous ways. The movement capital classification into four dimensions, proposed by
Forrier et al. (2009), encompasses the dimensions of human capital, social capital, adaptability
and self-awareness. This classification has been used the most prominently among the
personal strength models (Van Harten et al., 2022) and exhibits the most robust correlation
with perceived employability (Harari et al., 2021). 84 Besides these conceptual issues, what is also problematic is the plethora of measurement
instruments used. In their systematic review, Van Harten et al. (2022) identified 51 different
instruments to measurepersonal strengths, 38 of whichwereused only once. These instruments
often use different labels to measure the same or vice versa. Clearly, this is a significant problem
for conceptualizing worker employability consistently and accurately. In line with Schreurs
et al.’s (2022) recommendations for publishing quantitative research, we urge employability
scholars to strive for more consistency in their use of measurement instruments and, at the very
least, tobeexplicitaboutwhich instrumenttheyused and why(and,ifapplicable,which changes
they made to established scales and why). After all, it will be difficult, if not impossible, to
converge on a consolidated knowledge base (e.g. Conceptualizing employability
A
i
d b f
h
k Although specific
nuances vary across conceptual approaches, the basic underlying idea of movement or
employability capital as a critical resource for graduates’ and workers’ employability is the
same. Of course, there are differences too. For example, the conceptual models in the graduate
employability literature tend to incorporate the role of stakeholders and the external
environment more explicitly. Conversely, research on competence-based employability and
movement capital integrates dimensions around movement and flexibility more deeply. Such
differences are likely due to the specific field of research. For example, inequality and unequal
opportunities are prominent topics in educational research, which has likely led to a stronger
focus on structural factors impacting employability. Similarly, as worker employability
research is often part of career research, this stream tends to focus on (career) transitions
across the lifespan, hence focusing more strongly on adaptability and flexibility as key
factors of employability. Still, despite those different nuances, the similarities are far greater
than the differences. Hence, we argue that there are clear opportunities for the two fields to
learn from each other in terms of conceptualizing employability. Connecting
graduate and
worker
employability 85 p
g
p y
y
First, worker employability researchers could focus more strongly on the various
stakeholders and contextual factors involved in employability development (see also Delva
et al., 2021; Forrier et al., 2009, 2018). Second, graduate employability researchers could
incorporate career-related factors related to movement and transitions (see also Donald et al.,
2023; Healy, 2023; Healy et al., 2022). At the same time, we believe such research efforts should
aim to consolidate and integrate the available knowledge instead of creating even more new
conceptual frameworks that each include slightly different lists of elements or dimensions. Moreover, both streams – together – could start solving the conceptual “fuzziness” around
concepts used in employability research. For example, it seems the term “capital” is not
conceptualized consistently within and across streams. In particular, we observed that the
worker employability research seems to have a narrower definition of (employability or
movement) capital focusing on individual characteristics and personal strengths, whereas the
graduate employability stream also considers contextual factors to be forms of capital. More
consistency and clarity in defining and conceptualizing such critical terms would be an
important step forward. Conceptualizing employability
A
i
d b f
h
k through meta-analysis) of employability if we
continue to use so many different scales for the same concept. The graduate employability literature also continued to face conceptual issues related to
presenting a plethora of different capital and competency-based models. More specifically,
Tomlinson (2017), Clarke (2018) and Donald et al. (2019) conceptualized three influential
capital-based graduate employability models. First, Tomlinson’s model featured human,
social, cultural, identity and psychosocial capital (or, as he called it, resources). Second, Clarke
distinguished six forms of employability capital: human capital, social capital, individual
attributes, individual behaviors, perceived employability and labor market factors. Third,
Donald and colleagues proposed human capital (as a composite of six forms of capital,
including social, cultural, psychological, scholastic, market-value and skills), career guidance
and career ownership as determinants of self-perceived employability. Although the
similarities are apparent, these models have tended to develop and be empirically validated in
parallel with limited integration of ideas (R€omgens et al., 2020). One exception is the recent
integrative employability capital growth model presented by Donald et al. (2023). Based on a
review of the graduate employability literature between 2016 and 2022, their model offers
nine forms of employability capital: social, cultural, psychological, personal identity, health,
scholastic, market-value, career identity and economic capital. It also encompasses external
factors (e.g. access to career counseling and recruitment process bias) that sit beyond an
individual’s agency and various personal outcomes (e.g. career progression, career
satisfaction and well-being). Although the model has yet to be empirically tested since it
was only just published at the time of writing this article, it encompasses the core dimensions
of many of the capital models that have been empirically validated in the graduate
employability literature. Consequently, we believe that it could offer a solid way forward to
research the different types of capital valuable to graduate employability. There is perhaps no more obvious evidence of the lack of interdisciplinary connectivity in
our research domains than the existing work on employability-related capital. It is not
difficult to see the similarities between concepts used in the worker and graduate
employability literature streams. To illustrate, all of those models contain some form of social
capital and human capital (although sometimes conceptualized in different ways and sometimes implicitly rather than explicitly using that exact terminology). Conceptualizing employability
A
i
d b f
h
k p
p
Overall, the past few years have seen a steep increase in employability research,
resulting in many different frameworks and models across the worker and graduate
employability literature streams (e.g. dispositional employability, competence-based
employability, movement capital and employability capital). Given the increasing
maturity of both fields, we argue that now is the time to start testing and consolidating
that knowledge to critique and refine our understanding of employability among graduates
and workers. Future research agenda In the previous sections on theorizing and conceptualizing employability, we have provided
several suggestions for connecting worker and graduate employability scholarship. Here, we
formulate additional ideas for doing so. But before doing so, we want to take a moment and
reflect on one major conclusion we have drawn. After writing this article, we are even more
surprised that our fields are still considered separate research streams despite the fact that we
have similar research interests, leverage similar theories and also use and develop similar
conceptual frameworks. Perhaps the ultimate example of this is the significant degree of
overlap in conceptual models focused on employability-related capital, such as Forrier et al.’s
(2009) movement capital concept and Donald et al.’s (2023) employability capital concept. And
yet, we still do not collaborate much! This lack of exchange is likely due to the academic
communities we are part of and the journals we read and publish in. Still, we hope that this CDI
29,1 article will show others, as it has taught us, that connections between our research fields must
be developed more strongly. article will show others, as it has taught us, that connections between our research fields must
be developed more strongly. Connections through collaboration
Our first suggestion for research bridging the two literature streams is as straightforward as
it is crucial: let us start building connections by actively collaborating on research projects
related to employability. It is becoming increasingly clear that we need an interdisciplinary
approach to our research and research teams. Indeed, during the writing process of this
article, we have all learned much about “the other side” of employability research through our
conversations, our sharing of relevant literature and writing the paper. Similarly, each of the
authors of this paper has experienced rich and highly meaningful learning opportunities
through collaborations with scholars from other institutions, geographical locations and
fields of study, helping to advance our understanding of employability around the initial
transition into work. Such collaborations show that although our fields are, until now, mostly
disconnected, we can start making those connections simply by seeking each other out. In
other words, as employability scholars, we each need to play a part in breaking down these
research silos based on disciplines (i.e. graduate versus worker employability) but also those
related to, for example, geographic and demographic factors. Future research agenda 86 Seeking collaborations also means that we can learn from the unique strengths and
insights of each literature stream. For example, scholars in the worker employability
literature have regularly observed a lack of solid contextualization (e.g. supply and demand
mechanisms) and practical implications of employability research (e.g. Forrier et al., 2018). Related to this, research on how HRM policies and practices can influence employability is
still limited (for an exception, see the recent special issue edited by Van Harten et al., 2020, in
the International Journal of Human Resource Management). We see a clear opportunity for
worker employability researchers to benefit from the considerable expertise and experience
that graduate employability scholars possess related to these matters related to, for example,
policy and institutional practices (e.g. Bridgstock and Jackson, 2019; Minocha et al., 2017). Conversely, research in the worker employability domain generally seems to adopt more
sophisticated research designs (e.g. multi-wave structural path models and person-centered
approaches) and a stronger emphasis on theoretical implications. This trend may be due to
the publication norms in the respective research areas and journals, as psychology and career
journals tend to emphasize theory-building. In contrast, higher education journals often focus
on the practical value of research insights due to the applied nature of many of the prominent
journals. Still, the graduate employability field may benefit from the available knowledge on
research design and methods, as well as the theory building in the worker employability field. g
,
y
g
p y
y
Content-wise, both streams could inspire each other and broaden the scope of research
topics in joint projects. We suggest three potential tracks for future collaborative research. First, where graduate employability research has a particular focus on the preparation for the
initial transition into work and worker employability on the career path after this first
transition, an opportunity for joint research is collaboratively exploring the longer-term
trajectories, experiences and outcomes of graduates at work, moving beyond higher
education’s problematic focus on short-term job attainment metrics (Jackson and Bridgstock,
2018). Such studies would also enhance the field of school-to-work transition research, in
which longitudinal studies spanning the entire transition into work are still rare (Blokker
et al., 2023). A second potential track for joint research is employability development and, in
particular, work-integrated learning. Development and learning are central to employability
and are part of the research debate in both streams. Future research agenda In worker employability research,
employability development and learning are seen as part of an evolving career over time. With a background in educational science, learning is central in graduate employability literature. Work-integrated learning of graduates in workplaces is where both fields’ interests
in employability development and learning could meet (Jackson et al., 2023). Third, another
potential avenue for future research is about changes in employability perceptions
throughout the transition from school to work and over time. There are clear indications
that such perceptions can change over time and across individuals. For example, Grosemans
et al. (2023) identified three different patterns of employability perception changes among
graduates. Similarly, Farrugia (2021) showed how the meaning of work and careers differs
across graduates with or without work experience and unemployment. It is also likely that
employability perceptions change as a result of disruptive events – or: career shocks – during
the school-to-work transition (Akkermans et al., 2021b). Building on these studies, we believe
it would be highly interesting to research how perceptions of employability may develop
before, during and after the initial transition into work, and which structural factors and
disruptive events may impact these processes. Connecting
graduate and
worker
employability 87 Sustainable careers as an overarching perspective Sustainable careers as an overarching perspective
Researchers in graduate and worker employability fields have leveraged the sustainable
career perspective to study and understand employability development. This theoretical
perspective argues that, in an increasingly flexible and dynamic career landscape, building a
sustainable career is about creating a career path that allows resources to be protected and
renewed instead of depleted (De Vos et al., 2020). According to De Vos et al., achieving such a
person-career fit is characterized by happiness, health and productivity, and these three
elements should be somewhat balanced across the lifespan. Moreover, career sustainability is
not only about individual agency but also contextual (e.g. organizational, national and
cultural context) and temporal (e.g. events and changes) factors. As the sustainable career
perspective offers a systemic and dynamic take on employability development, it seems
particularly suited for research bridging the graduate and worker employability fields. Indeed, we have done so in several of our recent articles. For example, two recent book
chapters by Akkermans et al. (2021a) and De Vos et al. Future research agenda (2019) used the sustainable career
perspective to explain how the school-to-work transition has changed from a one-off decision
to an ongoing series of learning cycles. Employability is a core factor in this dynamic
perspective on the initial transition to work. This was confirmed in a recent systematic
literature review of the school-to-work transition literature by Blokker et al. (2023), which
used sustainable careers as an organizing framework and included employability as one of
the outcomes of a successful transition into work. From the graduate employability perspective, Donald et al. (2020) and Donald and Jackson
(2023) also incorporated the sustainable career perspective as one of the theoretical
foundations in their work on graduate employability and initial career entry. These works
emphasize the development of personal capital resources, career ownership and a
commitment to lifewide and lifelong learning during university years as critical
antecedents to sustainable careers, coupled with the ability to signal their employability
through a coherent and appealing employability narrative that connects them with
prospective employers. Overall, though we certainly do not advocate using only one
theoretical perspective in our research on employability, we believe the sustainable career
perspective may be a helpful way of reconciling the graduate and worker employability
research streams. Graduate and worker employability among underrepresented groups
O
i
h
h d
h i
hi
i l
il
i A turn to our colleagues In this final section of our article, we turn to our fellow authors, reviewers and editors who are
active in the area of employability research. After all, building stronger connections between
graduate and worker employability research starts with the people conducting and assessing
the research. Therefore, we end this article by highlighting several observations and
suggestions that we hope will lead to more fruitful collaborations and cross-over of
knowledge. g
First, we encourage you all – including us! – to look beyond our usual and comfortable
research silos when conducting employability research. We realize there is a lot of new
research emerging even within each stream, let alone across the two streams, making it
difficult to keep track of the latest insights. Still, our article shows there is considerable
overlap in how we theorize and conceptualize employability, thereby offering many
opportunities for mutual learning. Therefore, we believe it would be helpful and enriching for
our research if we would actively try to search for (new) employability research outside of the
“usual suspect” journals that we may follow. For example, educational researchers could
consult the Journal of Vocational Behavior or Career Development International, whereas
career researchers could examine Studies in Higher Education. More broadly speaking, using
varied keywords and being open to research from a domain that might be less familiar would
be an important first step toward finding each other’s work and being able to use it to advance
our knowledge of employability. This argument also applies to reviewers and editors, who
are likely used to a certain theoretical or conceptual perspective on employability. Yet, when
you review or edit a manuscript leveraging insights from “the other” side of employability
research, please be open to them and consider whether it might enrich the current
understanding of employability in your specific area. Also, for editors specifically, it would be
valuable to invite reviewers from both streams when manuscripts on employability are
submitted, as it would enhance the odds of receiving balanced reviews that incorporate
insights from both areas. On a related note, we want to call attention to another issue that prevents the effective
sharing of knowledge between the graduate and worker employability streams. When
preparing and writing this article, we became increasingly aware of some differences in
research approaches between the two fields. Graduate and worker employability among underrepresented groups While employability-building activities such as work-integrated learning and peer mentoring
can be transformational for everyone, systemic barriers may inhibit their engagement and
there is a critical need for more inclusive practice and greater stakeholder support (Donald
and Ford, 2023; Jackson et al., 2023). Therefore, it is critical to adopt a broader focus to
understand employability development among underrepresented and potentially
disadvantaged groups, as there may be an increasing “employability gap” between the
“haves” and the “have nots” if left unstudied and unsupported (see, e.g. Forrier et al., 2018). 88 Graduate and worker employability among underrepresented groups One issue we have not touched upon much in this article until now is the dominant focus in
both graduate and worker employability research on theoretically trained individuals. This
trend is clearly visible in graduate employability research, which is often published in higher CDI
29,1 education journals, thereby almost by default excluding non-highly educated (or, as we prefer
to say, theoretically schooled) individuals. Though not as explicitly visible in journal names,
the worker employability literature also heavily leans on research among so-called white-
collar workers. However, employability research among practically schooled or vocationally
trained people is much less common. In addition to vocational and educational differences,
there are many groups underrepresented so far in the employability research domain. For
example, graduate and worker employability scholars could collaborate to better understand
employability development among people from less privileged socioeconomic backgrounds,
individuals with mental or physical disabilities, and those who are pursuing non-standard
career paths characterized by, for example, entrepreneurship, freelancing and gig work. While employability-building activities such as work-integrated learning and peer mentoring
can be transformational for everyone, systemic barriers may inhibit their engagement and
there is a critical need for more inclusive practice and greater stakeholder support (Donald
and Ford, 2023; Jackson et al., 2023). Therefore, it is critical to adopt a broader focus to
understand employability development among underrepresented and potentially
disadvantaged groups, as there may be an increasing “employability gap” between the
“haves” and the “have nots” if left unstudied and unsupported (see, e.g. Forrier et al., 2018). education journals, thereby almost by default excluding non-highly educated (or, as we prefer
to say, theoretically schooled) individuals. Though not as explicitly visible in journal names,
the worker employability literature also heavily leans on research among so-called white-
collar workers. However, employability research among practically schooled or vocationally
trained people is much less common. In addition to vocational and educational differences,
there are many groups underrepresented so far in the employability research domain. For
example, graduate and worker employability scholars could collaborate to better understand
employability development among people from less privileged socioeconomic backgrounds,
individuals with mental or physical disabilities, and those who are pursuing non-standard
career paths characterized by, for example, entrepreneurship, freelancing and gig work. Notes 1. Though some reviews of the graduate employability are available, they typically focus on specific
themes within this literature, such as stakeholder perspectives (Cheng et al., 2022), transnational
education (Schueller, 2023) or employability capital (Donald et al., 2023). 1. Though some reviews of the graduate employability are available, they typically focus on specific
themes within this literature, such as stakeholder perspectives (Cheng et al., 2022), transnational
education (Schueller, 2023) or employability capital (Donald et al., 2023). Conclusion
B f
i Before setting out to write this article, we felt that stronger connections were necessary
between the graduate and worker employability streams. During the process, we became
even more convinced of this. Indeed, through our conversations and writing process, we have
learned much from each other. In that sense, this project embodies exactly what we hope will
happen more broadly in research on employability: more conversations and collaborations
between graduate and worker employability researchers. This could happen through joint
research, special issues, conferences and many other ways. But they all start with the same
thing: making connections. So let’s connect! A turn to our colleagues More specifically, it seems that there are
different perceptions of “what good research is” and “how research should be done” between the educational (i.e. graduate employability) and career and psychology (i.e. worker
employability) journals. These differences can be quite fundamental (e.g. the focus on
theoretical versus practical implications) but also seemingly small (e.g. the choice of words
and writing style). Hence, although we share an interest in a similar topic (with a somewhat
different focus) and study it in similar ways (and experience the same issues – e.g. conceptual
fuzziness), integration is and will remain difficult as long as the rules of the game are different. It is almost as if we play a similar game in a different league. Therefore, this is an open
invitation to journal editors and reviewers to question their own rules of the game and be open
to different “ways of doing”. Moreover, it is, once again, a call for more collaboration between
researchers, as the best way of getting to know each other’s rules of the game is by actively
discussing them and working together on projects. Connecting
graduate and
worker
employability 89 References Akkermans, J. and Kubash, S. (2017), “Trending topics in careers: a review and future research
agenda”, Career Development International, Vol. 22 No. 2, pp. 586-627, doi: 10.1108/CDI-08-
2017-0143. Akkermans, J. and Kubash, S. (2017), “Trending topics in careers: a review and future research
agenda”, Career Development International, Vol. 22 No. 2, pp. 586-627, doi: 10.1108/CDI-08-
2017-0143. Akkermans, J., Blokker, R., Buers, C., Van der Heijden, B.I.J.M. and De Vos, A. (2021a), “Ready, set, go! School-to-work transition in the new career”, in Marshall, A. and Symonds, J. (Eds), Young
Adult Development at the School-To-Work Transition: International Pathways and Processes,
Oxford University Press, Oxford, pp. 77-106, doi: 10.1093/oso/9780190941512.003.0004. Akkermans, J., Rodrigues, R., Mol, S.T., Seibert, S.E. and Khapova, S.N. (2021b), “The role of career
shocks in contemporary career development: key challenges and ways forward”, Career
Development International, Vol. 26 No. 4, pp. 453-466, doi: 10.1108/CDI-07-2021-0172. Akkermans, J., Tomlinson, M. and Anderson, V. (2023), “Initial employability development:
introducing a conceptual model integrating signalling and social exchange mechanisms”,
European Journal of Work and Organizational Psychology, Vol. (ahead-of-print), No. (ahead-of-
print). doi: 10.1080/1359432X.2023.2186783. Becker, G.S. (1964), Human Capital: A Theoretical and Empirical Analysis with Special Reference to
Education, University of Chicago Press, Chicago, pp. 15-28. Blokker, R., Akkermans, J., Marciniak, J., Jansen, P.G.W. and Khapova, S.N. (2023), “Organizing
school-to-work transition research from a sustainable career perspective: a review and
research agenda”, Work, Aging and Retirement, Vol. 9 No. 3, pp. 239-261, doi: 10.1093/workar/
waad012. CDI
29,1 Bridgstock, R. and Jackson, D. (2019), “Strategic institutional approaches to graduate employability:
navigating meanings, measurements and what really matters”, Journal of Higher Education
Policy and Management, Vol. 41 No. 5, pp. 468-484. CDI
29,1 Brown, P., Hesketh, A. and Williams, S. (2004), The Mismanagement of Talent: Employability and Jobs
in the Knowledge Economy, Oxford University Press, Oxford. Byington, E.K., Felps, W. and Baruch, Y. (2019), “Mapping the journal of vocational behavior: a 23-year
review”, Journal of Vocational Behavior, Vol. 110, pp. 229-244, doi: 10.1016/j.jvb.2018.07.007. 90 Cheng, M., Adekola, O., Albia, J. and Cai, S. (2022), “Employability in higher education: a review of key
stakeholders’ perspectives”, Higher Education Evaluation and Development, Vol. 16 No. 1,
pp. 16-31, doi: 10.1108/HEED-03-2021-0025. Clarke, M. (2018), “Rethinking graduate employability: the role of capital, individual attributes and context”,
Studies in Higher Education, Vol. 43 No. 11, pp. 1923-1937, doi: 10.1080/03075079.2017.1294152. Cropanzano, R. and Mitchell, M.S. Farrugia, D. (2021), “Youth, work and ‘career’ as a way of talking about the self”, Work, Employment
and Society, Vol. 35 No. 5, pp. 856-871, doi: 10.1177/0950017020947576. References (2005), “Social exchange theory: an interdisciplinary review”,
Journal of Management, Vol. 31 No. 6, pp. 874-900, doi: 10.1177/0149206305279602. De Cuyper, N., M€akikangas, A., Kinnunen, U., Mauno, S. and De Witte, H. (2012), “Cross-lagged
associations between perceived employability, job insecurity and exhaustion: testing gain and
loss spirals according to the COR theory”, Journal of Organizational Behavior, Vol. 33 No. 6,
pp. 770-788, doi: 10.1002/job.1800. De Vos, A., Akkermans, J. and Van der Heijden, B.I.J.M. (2019), “From occupational choice to career
crafting”, in Gunz, H., Lazarova, M. and Mayrhofer, W. (Eds), The Routledge Companion to
Career Studies, Routledge, Oxon, NY, pp. 128-142. De Vos, A., Van der Heijden, B.I.J.M. and Akkermans, J. (2020), “Sustainable careers: towards a
conceptual model”, Journal of Vocational Behavior, Vol. 117, 103196, doi: 10.1016/j.jvb.2018. 06.011. De Vos, A., Jacobs, S. and Verbruggen, M. (2021), “Career transitions and employability”, Journal of
Vocational Behavior, Vol. 126, 103475, doi: 10.1016/j.jvb.2020.103475. Delva, J., Forrier, A. and De Cuyper, N. (2021), “Integrating agency and structure in employability:
bourdieu’s theory of practice”, Journal of Vocational Behavior, Vol. 127, 103579, doi: 10.1016/j. jvb.2021.103579. Donald, W.E. and Ford, N. (2023), “Fostering social mobility and employability: the case for peer
learning”, Teaching in Higher Education, Vol. 28 No. 3, pp. 672-678, doi: 10.1080/13562517.2022. 2145467. Donald, W.E. and Jackson, D. (2022), “Subjective wellbeing among university students and recent
graduates: evidence from the United Kingdom”, International Journal of Environmental
Research and Public Health, Vol. 19 No. 11, p. 6911, doi: 10.3390/ijerph19116911. Donald, W.E. and Jackson, D. (2023), “Sustainable career ecosystems: setting the scene”, in Donald,
W.E. (Ed.), Handbook of Research on Sustainable Career Ecosystems for University Students and
Graduates, IGI Global, PA, pp. 1-13, doi: 10.4018/978-1-6684-7442-6.ch001. Donald, W.E., Baruch, Y. and Ashleigh, M.J. (2019), “The undergraduate self-perceptions of
employability: human capital, careers advice and career ownership”, Studies in Higher
Education, Vol. 44 No. 4, pp. 599-614, doi: 10.1080/03075079.2017.1387107. Donald, W.E., Baruch, Y. and Ashleigh, M.J. (2020), “Striving for sustainable graduate careers:
conceptualization via career ecosystems and the new psychological contract”, Career
Development International, Vol. 25 No. 2, pp. 90-110, doi: 10.1108/cdi-03-2019-0079. Donald, W.E., Baruch, Y. and Ashleigh, M.J. (2023), “Construction and operationalisation of an
employability capital growth model (ECGM) via a systematic literature review (2016-2022)”,
Studies in Higher Education. doi: 10.1080/03075079.2023.2219270. Farrugia, D. (2021), “Youth, work and ‘career’ as a way of talking about the self”, Work, Employment
and Society, Vol. 35 No. 5, pp. 856-871, doi: 10.1177/0950017020947576. References Connecting
graduate and
worker
employability Forrier, A. and Sels, L. (2003), “The concept of employability: a complex mosaic”, Human Resource
Development Management, Vol. 3, pp. 102-124, doi: 10.1504/IJHRDM.2003.002414. Forrier, A., Sels, L. and Stynen, D. (2009), “Career mobility at the intersection between agent and
structure: a conceptual model”, Journal of Occupational and Organizational Psychology, Vol. 82
No. 4, pp. 739-759, In the issues, doi: 10.1348/096317909X470933. Forrier, A., Verbruggen, M. and De Cuyper, N. (2015), “Integrating different notions of employability
in a dynamic chain: the relationship between job transitions, movement capital and perceived
employability”, Journal of Vocational Behavior, Vol. 89, pp. 56-64. 91 Forrier, A., De Cuyper, N. and Akkermans, J. (2018), “The winner takes it all, the loser has to fall:
provoking the agency perspective in employability research”, Human Resource Management
Journal, Vol. 28 No. 4, pp. 511-523, doi: 10.1111/1748-8583.12206. Fugate, M. and Kinicki, A.J. (2008), “A dispositional approach to employability: development of a
measure and test of implications for employee reactions to organizational change”, Journal of
Occupational and Organizational Psychology, Vol. 81 No. 3, pp. 503-527, doi: 10.1348/
096317907X241579. Fugate, M., Van der Heijden, B.I.J.M., De Vos, A., Forrier, A. and De Cuyper, N. (2021), “Is what’s past
prologue? A review and agenda for contemporary employability research”, Academy of
Management Annals, Vol. 15 No. 1, doi: 10.5465/annals.2018.0171. Grosemans, I., De Cuyper, N., Forrier, A. and Vansteenkiste, S. (2023), “Graduation is not the end, it is just
the beginning: change in perceived employability in the transition associated with graduation”,
Journal of Vocational Behavior, Vol. 145, Article 103915, doi: 10.1016/j.jvb.2023.103915. Guilbert, L., Carrein, C., Guenole, N., Monfray, L., Rossier, J. and Priolo, D. (2018), “Relationship between
perceived organizational support, proactive personality, and perceived employability in workers
over 50”, Journal of Employment Counseling, Vol. 55 No. 2, pp. 58-71, doi: 10.1002/joec.12075. Harari, M.B., McCombs, K. and Wiernik, B.M. (2021), “Movement Capital, RAW model, or
circumstances? A meta-analysis of perceived employability predictors”, Journal of Vocational
Behavior, Vol. 131, 103657, doi: 10.1016/j.jvb.2021.103657. Healy, M. (2023), “Careers and employability learning: pedagogical principles for higher education”,
Studies in Higher Education, Vol. 48 No. 8, pp. 1303-1314, doi: 10.1080/03075079.2023.2196997. Healy, M., Hammer, S. and McIlveen, P. (2022), “Mapping graduate employability and career
development in higher education research: a citation network analysis”, Studies in Higher
Education, Vol. 47 No. 1, pp. 799-811, doi: 10.1080/03075079.2020.1804851. Hobfoll, S.E. References (1989), “Conservation of resources: a new attempt at conceptualizing stress”, America
Psychologist, Vol. 44 No. 3, pp. 513-524, doi: 10.1037/0003-066X.44.3.513. Hobfoll, S.E., Halbesleben, J., Neveu, J.-P. and Westman, M. (2018), “Conservation of resources in the
organizational context: the reality of resources and their consequences”, Annual Review of
Organizational Psychology and Organizational Behavior, Vol. 5, pp. 103-128, doi: 10.1146/
annurev-orgpsych-032117-104640. Hooley, T. and Sultana, R.G. (Eds) (2019), Career Guidance for Social Justice: Contesting Neoliberalism,
Routledge, Abingdon, Oxfordshire. Jabeen, Q., Nadeem, M.S., Raziq, M.M. and Sajjad, A. (2022), “Linking individuals’ resources with
(perceived) sustainable employability: perspectives from conservation of resources and social
information processing theory”, International Journal of Management Reviews, Vol. 24 No. 2,
pp. 233-254, doi: 10.1111/ijmr.12276. Jackson, D. and Bridgstock, R. (2018), “Evidencing student success and graduate employability in the
contemporary world-of-work: renewing our thinking”, Higher Education Research and
Development, Vol. 37 No. 5, pp. 984-998, doi: 10.1080/07294360.2018.1469603. Jackson, D. and Wilton, N. (2017), “Career choice status among undergraduates and the influence of
career management competencies and perceived employability”, Journal of Education and
Work, Vol. 30 No. 5, pp. 552-569, doi: 10.1080/13639080.2016.1255314. CDI
29,1 Jackson, D., Dean, B. and Eady, M. (2023), “Equity and inclusion in work-integrated learning:
participation and outcomes for diverse student groups”, Educational Review. doi: 10.1080/
00131911.2023.2182764. Marginson, S. (2019), “Limitations of human capital theory”, Studies in Higher Education, Vol. 44
No. 2, pp. 287-301, doi: 10.1080/03075079.2017.1359823. Minocha, S., Hristov, D. and Reynolds, M. (2017), “From graduate employability to employment: policy
and practice in UK higher education”, International Journal of Training and Development,
Vol. 21 No. 3, pp. 235-248, doi: 10.1111/ijtd.12105. 92 Nimmi, P.M., Kuriakose, V., Donald, W.E. and Nowfal, M. (2021), “HERO elements of psychological
capital: fostering career sustainability via resource caravans”, Australian Journal of Career
Development, Vol. 30 No. 3, pp. 199-210, doi: 10.1177/10384162211066378. R€omgens, I., Scoupe, R. and Beausaert, S. (2020), “Unraveling the concept of employability, bringing
together research on employability in higher education and the workplace”, Studies in Higher
Education, Vol. 45 No. 12, pp. 2588-2603, doi: 10.1080/03075079.2019.1623770. Schreurs, B., Duff, A., Le Blanc, P.M. and Stone, T.H. (2022), “Publishing quantitative careers research:
challenges and recommendations”, Career Development International, Vol. 27 No. 1, pp. 79-98,
doi: 10.1108/CDI-08-2021-0217. chueller, J. (2023), “Transnational education, labor market outcomes and graduate employability: a scoping
review”, Career Development International, Vol. 28 No. 2, pp. 196-216, doi: 10.1108/CDI-05-2022-0121. Tholen, G. References (2015), “What can research into graduate employability tell us about agency and
structure?”, British Journal of Sociology of Education, Vol. 36 No. 5, pp. 766-784, doi: 10.1080/
01425692.2013.847782. Tomlinson, M. (2012), “Graduate employability: a review of conceptual and empirical themes”, Higher
Education Policy, Vol. 25, pp. 407-431, doi: 10.1057/hep.2011.26. Tomlinson, M. (2017), “Forms of graduate capital and their relationship to graduate employability”,
Education þ Training, Vol. 59 No. 4, pp. 338-352, doi: 10.1108/ET-05-2016-0090. Van Dam, K. (2004), “Antecedents and consequences of employability orientation”, European Journal of
Work and Organizational Psychology, Vol. 13 No. 1, pp. 29-51, doi: 10.1080/13594320344000237. Van der Heijde, C.M. and Van der Heijden, B.I.J.M. (2006), “A competence-based and multidimensional
operationalization and measurement of employability”, Human Resource Management, Vol. 45
No. 3, pp. 449-476, doi: 10.1002/hrm.20119. Van Harten, J., De Cuyper, N., Guest, D., Fugate, M., Knies, E. and Forrier, A. (2020), “Introduction to
special issue on HRM and employability: mutual gains or conflicting outcomes?”, The
International Journal of Human Resource Management, Vol. 31 No. 9, pp. 1095-1105, doi: 10. 1080/09585192.2020.1740457. Van Harten, J., De Cuyper, N., Knies, E. and Forrier, A. (2022), “Taking the temperature of
employability research: a systematic review of interrelationships across and within conceptual
strands”, European Journal of Work and Organizational Psychology, Vol. 31 No. 1, pp. 145-159,
doi: 10.1080/1359432X.2021.1942847. Vanhercke, D., De Cuyper, N., Peeters, E. and De Witte, H. (2014), “Defining perceived employability: a
psychological approach”, Personnel Review, Vol. 43 No. 4, pp. 592-605, doi: 10.1108/PR-07-2012-0110. Corresponding author Corresponding author Jos Akkermans can be contacted at: j.akkermans@vu.nl For instructions on how to order reprints of this article, please visit our website:
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E-ISSN 2172-0150 Nº 18
(2019)
REVISTA CIENTÍFICA DE CINE Y FOTOGRAFÍA
Recibido 12-01-2018 / Aceptado 28-08-2018
Publicado 25/01/2019 E-ISSN 2172-0150 Nº 18
(2019)
REVISTA CIENTÍFICA DE CINE Y FOTOGRAFÍA
Recibido 12-01-2018 / Aceptado 28-08-2018
Publicado 25/01/2019 E-ISSN 2172-0150 Nº 18
(2019)
REVISTA CIENTÍFICA DE CINE Y FOTOGRAFÍA
Recibido 12-01-2018 / Aceptado 28-08-2018
Publicado 25/01/2019 Recibido 12-01-2018 / Aceptado 28-08-2018
Publicado 25/01/2019 Recibido 12-01-2018 / Aceptado 28-08-2018
Publicado 25/01/2019 Resumen: El presente artículo analiza la incorporación de la fotografía como miembro de
pleno derecho en el arte contemporáneo, a partir de la perspectiva que la sitúa en
la vertiente documental y extremadamente banalizada de los territorios del arte
de concepto. Para ello, en primer lugar, se aborda la fotografía en su
realineamiento con lo cotidiano y lo anodino de autores como Ed Ruscha que
sumergen a la fotografía en una nueva dimensión discursiva nunca antes
planteada. Después, se analiza el discurso artístico de L. Sultan y M. Mandel
donde, a través de una estética de extrañamiento, consiguen situar a la fotografía
en el foco de la vertiente documental del arte de concepto. Para llegar al punto de
cómo, desde las estrategias del amateurismo, la foto consigue forzar la mirada
desde sus propias formas de aparecer, en una nueva imagen alejada de lo
documental y asentada definitivamente en los territorios de lo artístico. Sobre la dimensión discursiva de la fotografía en los sesenta: una
genealogía de la vertiente documental del arte de concepto
About the discursive dimension of photography in the sixties: a
genealogy of the documentary side of concept art Víctor Murillo Ligorred
Universidad de Zaragoza, España
vml@unizar.es Víctor Murillo Ligorred
Universidad de Zaragoza, España
vml@unizar.es Palabras clave: Palabras clave: Fotografía; indiferencia visual; arte de concepto; narrativas; arte contemporáne Keywords: Abstract: The present article analyzed the incorporation of photography as a full member
in contemporary art, from the perspective that places it in the documentary
aspect and extremely banalized of the concept art territories. To do this,
photography is firstly addressed in its realignment with the everyday and the
anodyne of authors like Ed Ruscha who immerse photography in a new discursive
dimension never before raised. Then, the artistic discourse of L. Sultan and M. Mandel is analyzed, where, through an aesthetic of estrangement, they achieve to
situate photography in the focus of the documentary aspect of concept art. To get
to the point of how, from the strategies of amateurism, the photo reach to force
the gaze from its own forms of appearance, in a new image far from the
documentary and definitively settled in the artistics territories. Keywords: y
Photography; visual indifference; conceptual art; narratives; contemporary art. 215 FOTOCINEMA, nº 18 (2019), E-ISSN: 2172-0150 215 Víctor Murillo Ligorred, Sobre la dimensión discursiva de la fotografía en los sesenta: una genealogía de la vertiente
documental del arte de concepto Víctor Murillo Ligorred, Sobre la dimensión discursiva de la fotografía en los sesenta: una genealogía de la vertiente
documental del arte de concepto FOTOCINEMA, nº 18 (2019). E-ISSN: 2172-0150 1. El espacio de la fotografía desde su nueva dimensión discursiva E-ISSN: 2172-0150 216 Víctor Murillo Ligorred, Sobre la dimensión discursiva de la fotografía en los sesenta: una genealogía de la vertiente
documental del arte de concepto Víctor Murillo Ligorred, Sobre la dimensión discursiva de la fotografía en los sesenta: una genealogía de la vertiente
documental del arte de concepto Víctor Murillo Ligorred, Sobre la dimensión discursiva de la fotografía en los sesenta: una genealogía de la vertiente
documental del arte de concepto por tanto, entendida de este modo, se muestra como un producto moderno sujeto
al cambio. En la época que la tratamos a partir de estos años, es cuando comienza
a reivindicarse como un medio específico. la foto intenta buscar su sitio dentro de
los cauces del arte contemporáneo y, es entonces, cuando emerge en los avatares
de la liquidación de la historia que, al igual que el arte, son entendidos en un
proceso de finitud. Danto aclara que no se refiere a la muerte del arte, sino más
bien, a su fin dentro de un paradigma histórico (Danto, 2002, 31). Es el tiempo
que sucede a los grandes relatos de la modernidad como explica Lyotard (2006). La posmodernidad se sitúa en el colapso de las estructuras basadas en las
creencias de los paradigmas históricos (Padilla Córdova, 2014). En esta
disolución de las categorías y los paradigmas lo interesante es que la fotografía,
equiparada al mismo nivel que el resto de praxis, es elevada al mismo estadio de
crítica que el resto de disciplinas, entrando así en los cauces artísticos y entendida
la imagen foto como un producto artístico, más allá de lo técnico. Para entender este proceso, debemos comprender la evolución de lo cotidiano en
el arte hasta constituir un tema autónomo y vinculado a lo fotográfico. Así, la
mirada de los artistas hacia temas cotidianos comienza a finales del s. XIX, dentro
de la pintura primero, y hacia el interés en lo fotográfico después. Unas relaciones
que se han sucedido hasta el momento tratado, con una práctica sobre la
búsqueda y refuerzo de lo anodino, muy en auge en los años sesenta (Crow, 2002,
p. 131). Así, la fotografía comienza a mirar hacia el mundo de lo cotidiano y lo
banal, en una continuada y reiterada búsqueda de lo anodino como también
advierte Buchloh (Buchloh, 2004, p. 1. El espacio de la fotografía desde su nueva dimensión discursiva La fotografía en los años sesenta promueve una serie de intentos por legitimarse
como práctica artística de pleno derecho. Esta situación emerge sin un claro mito
originario o fundacional. Este hecho, sumado a una serie de políticas culturales
proclives a que así sucediese, se presenta en una suerte de soldadura imposible
en numerosos casos (Del Río García, 2008, p. 83). En tal situación, la fotografía
es la que intenta esa escalada hasta la cumbre de las instituciones como miembro
legitimador de discursos, al igual que lo eran el resto de prácticas artísticas. En
este contexto, instituciones como el Moma de Nueva York iniciaron una andadura
de grandes exposiciones fotográficas que atrajeron gran número de público a las
salas de los museos, equiparando las cifras de visitantes a las grandes citas de
pintura. Curadores como Edward Steichen, quien creó la exposición The Family
of Man en 1953, o más tarde, el propio John Szarkowski con su célebre New
documents de 1967, iniciaron una tradición expositiva en torno a lo fotográfico,
anterior a la del resto de galerías de arte que, en aquella época, todavía no
mostraban este tipo de obra en sus paredes (Szarkowski, 2010). El arte conceptual en sus inicios, en la denominada vertiente fotográfica, plantea
problemáticas desde las estrategias de camuflaje mediante las que inscribe en los
cauces de lo artístico. Trabajos artísticos a medio camino del pop y a medio
camino de la negación de lo artístico forman parte de las vías mediante las cuales
la fotografía consigue pertenecer a la institución artística. Los primeros proyectos fotográficos de los sesenta se constituyen con el paso del
tiempo como obras fundacionales de un género poco articulado por la crítica del
momento. Estas obras, inscritas en el pop, con un marcado carácter conceptual,
transgreden los límites de lo establecido para la propia fotografía centrando el
discurso en el análisis de la cultura de su tiempo, desde la fragmentación, el
documentalismo, el amateurismo expresado en ellas mismas. Estas obras, lejos
de ser reconocidas como obras de arte autónomas, pertenecientes a una nueva
corriente artística, los álbumes de fotografías y las series de los fotógrafos como
Ruscha o Graham eran catalogadas como obras descriptivas del paisaje
americano, o como libros de viaje. La fotografía, hasta los años sesenta, era
considerada como un producto consecuencia directa del desarrollo de la técnica, FOTOCINEMA, nº 18 (2019). FOTOCINEMA, nº 18 (2019). E-ISSN: 2172-0150 1. El espacio de la fotografía desde su nueva dimensión discursiva 180) y, como escribe Crow, es en el
denominado fotorrealismo de los sesenta cuando, los paisajes suburbanos gozan de gran predilección no sólo por su aspecto insulso
característico, sino también, por el enfoque vernáculo de la práctica pictórica,
preferido por gran número de sus habitantes, práctica que los artistas
profesionales de este género han llevado a un alto nivel de competencia técnica
(Crow, 2002, p. 108). Algunos artistas americanos como es el caso de Edward Ruscha, pintor del
denominado pop americano y gran aficionado de la fotografía, comienzan a
explorar los nuevos caminos de la imagen fotográfica. A partir de esta afición, en
el año 1962 decidió embarcarse en un proyecto en el que se fotografiaban
veintiséis gasolineras. Las imágenes resultantes de aquella selección se recogían FOTOCINEMA, nº 18 (2019). E-ISSN: 2172-0150 FOTOCINEMA, nº 18 (2019). E-ISSN: 2172-0150 217 Víctor Murillo Ligorred, Sobre la dimensión discursiva de la fotografía en los sesenta: una genealogía de la vertiente
documental del arte de concepto Víctor Murillo Ligorred, Sobre la dimensión discursiva de la fotografía en los sesenta: una genealogía de la vertiente
documental del arte de concepto en un pequeño libro de tirada corta (Jean, 2008). Las imágenes no destacaban
por nada particularmente; más bien, la cotidianeidad de las escenas, la banalidad
de lo representado y lo anodino de lo paisajístico era el denominador común de
aquellas instantáneas. Este trabajo se tituló Twenty Six Gasoline Stations. Esta obra supone una suerte
de corte y sutura al combinar una serie de paisajes triviales y anodinos como son
las gasolineras, con una fuerte connotación documental. El resultado de esta obra
supone la aproximación desde una concepción pop, a una obra de marcado
carácter conceptual. En la temática de las gasolineras o en las series de las
piscinas, Ruscha crea un ambiente con una omisión total de sujeto (Marchan Fiz,
2002, p. 41). Como señala Crow, el arte culto de los sesenta explora y persigue
una condición de producción casi anónima (Crow, 2002, p. 107). Solamente importan en estas representaciones las construcciones sin estilo, los
paisajes anodinos y las escenas cotidianas que no tienen nada de características. Parece que estas obras respondían a “la personalidad hippie” de Ruscha según
Díez Cabrera, puesto que combinaba su amateurismo artístico con las
inquietudes intelectuales, donde se sitúa en los símbolos de vida urbana con
precisión perfecta y los reemplaza en un contexto predominentemente rural. 1. El espacio de la fotografía desde su nueva dimensión discursiva Su
obra tuvo gran repercusión en Europa. Su imaginario abre una ventana al mundo,
donde se transporta el espectador en un bombardeo constante de imágenes e
información fragmentada. El lenguaje de Ruscha tiene numerosas capas de
significado y apela a los sentidos y poderes de asociación del observador (Díaz
Cabrera, 2005, p. 523). El propio Jill Lloyd comenta, parafraseando al crítico Peter Schjeldahl lo
siguiente: Así como Manet era el artista por excelencia de París, Ruscha lo era de la ciudad de
Los Ángeles (como nos lo demuestra en sus libros de fotografías a través del
fotomontaje durante la década de los sesenta y setenta, que toman
mayoritariamente temas e imágenes de la ciudad (Lloyd, 1998, p. 3). En el mismo sentido, Hulten compara a Ruscha con De Chirico o Marinetti, en
tanto que éste se sitúa como el gran artista californiano, a pesar de que su infancia
y juventud transcuriese en Oklahoma, al igual que sucedió con los dos grandes
artistas italianos mencionados nacidos fuera de Italia (Hulten, 1990, p. 19). FOTOCINEMA, nº 18 (2019). E-ISSN: 2172-0150 218 Víctor Murillo Ligorred, Sobre la dimensión discursiva de la fotografía en los sesenta: una genealogía de la vertiente
documental del arte de concepto Víctor Murillo Ligorred, Sobre la dimensión discursiva de la fotografía en los sesenta: una genealogía de la vertiente
documental del arte de concepto Aunque exageradas estas comparaciones, cierto es que Ruscha puede ser
considerado como un gran artista. Su ímpetu, en la reiterada búsqueda de lo
anodino, tambaleó los cimientos de la fotografía alzándola como práctica
cotidiana del arte contemporáneo dentro de los territorios del arte de concepto. F1. Edward Ruscha. Twenty six gasoline stations, 1962. Disponible en:
https://artmattermagazine.com/ed-ruscha-books-co-gagosian-gallery/ F1. Edward Ruscha. Twenty six gasoline stations, 1962. Disponible en:
https://artmattermagazine.com/ed-ruscha-books-co-gagosian-gallery/ F1. Edward Ruscha. Twenty six gasoline stations, 1962. Disponible en:
https://artmattermagazine.com/ed-ruscha-books-co-gagosian-gallery/ De ahí que la obra de Ruscha se encuadre en la ruptura de unos moldes
preestablecidos y redescubra un espíritu dadaísta, al huir de la etiqueta de pop
como hiciese en su momento Duchamp, no dejándose clasificar y mostrando su
obra en diversos soportes como cuadros, fotografías o libros que cogieron por
sorpresa a la crítica del momento (Díez Cabrera, 2005, p. 517). Concretamente, la obra presentada en formato de libros de este autor nos
sorprende al comprobar que se trata de un documento de reducidas dimensiones. 1 Ruscha, Edward. Twenty six gasolina stations. Obra artística pero también Catálogo. Mucho
tiempo se clasificó como catálogo de gasolineras en diversos depósitos y bibliotecas estando
desubicada y erróneamente catalogada. FOTOCINEMA, nº 18 (2019). E-ISSN: 2172-0150 1. El espacio de la fotografía desde su nueva dimensión discursiva Este pequeño libro fue editado con una corta tirada de ejemplares cuya portada
titulaba: Twenty Six Gasoline Stations1. Al abrir las páginas, el libro nos muestra
lo que el título de la obra reza con total literalidad. Se trata de las fotografías de
veintiséis gasolineras del condado de Los Ángeles, en la costa oeste de Estados
Unidos. Como señala Jeff Wall: “los libros de Ruscha destruyen el género de libro
de fotografías, ese formato clásico mediante el cual la fotografía artística
manifiesta su clara independencia” (Wall, 2003, p. 246). Lo que aparece en el libro de fotografías de Ruscha son unos paisajes
contemporáneos con elementos iconográficos de algunas edificaciones de Los FOTOCINEMA, nº 18 (2019). E-ISSN: 2172-0150 FOTOCINEMA, nº 18 (2019). E-ISSN: 2172-0150 219 Víctor Murillo Ligorred, Sobre la dimensión discursiva de la fotografía en los sesenta: una genealogía de la vertiente
documental del arte de concepto Víctor Murillo Ligorred, Sobre la dimensión discursiva de la fotografía en los sesenta: una genealogía de la vertiente
documental del arte de concepto Víctor Murillo Ligorred, Sobre la dimensión discursiva de la fotografía en los sesenta: una genealogía de la vertiente
documental del arte de concepto Ángeles, así como escenas triviales y cotidianas que inciden en esa reiterada
búsqueda de lo anodino. Lucy R. Lippard escribe: “Los libros de ‘antifotografía’
de Ruscha tuvieron una gran influencia desde su aparición en 1962” (Lippard,
2004, p. 42). Esta definición de “antifotografía” hecha por Lippard es
corroborada por el propio Ruscha en una entrevista realizada por Coplans en la
que señala: No me interesan realmente los libros como tales, pero sí las publicaciones
inusuales (…). En primer lugar, las fotografías que utilizo no son artísticas bajo
ningún concepto. Pienso que la fotografía está muerta en tanto que arte; su único
lugar está en el mundo comercial, al servicio de la técnica o la información. Por
tanto, (Small Fires) no es un libro que albergue una colección de fotografías de arte;
son datos técnicos, como la fotografía industrial (…). Uno de los propósitos de mi
libro es realizar un objeto fabricado de serie. El producto final tiene un sentido muy
comercial, muy profesional (…). He eliminado completamente el texto de mis
libros. Quiero únicamente un material neutro. Mis fotografías no son
particularmente interesantes, ni tampoco lo es el tema. Son simplemente una
colección de “hechos”; mi libro se parece más a una colección de “ready-mades”
(Coplans, 1965). FOTOCINEMA, nº 18 (2019). E-ISSN: 2172-0150 1. El espacio de la fotografía desde su nueva dimensión discursiva Además de las citadas gasolineras, Ruscha también realizó otro tipo de
investigaciones en forma de obras fotográficas que muestran imágenes de
piscinas (serie Nine Swiming pool, 1968). La capa de agua azulada, así como sus
alrededores en entornos cotidianos muestran siempre ese pesado carácter
anodino. Los apartamentos como espacios privados también son representados
en pro de ese anonimato de la escena cotidiana. El carácter trivial de este tipo de
fotografías, prolongado hasta la época actual, parece comenzar con este tipo de
obras en los años sesenta, sumergidas dentro de la corriente del pop-art, con la
peculiaridad de deslizarse y emerger como obras fundacionales del arte
conceptual. La característica de Ruscha de excluir al sujeto de las escenas lo distingue de otro
tipo de artistas como puede ser el caso de Lee Friedlander, quien expresa todo lo
contrario. Así, Friedlander se incluye siempre en la imagen, bien de forma
implícita, con una sombra, o una indicación que le sitúa en el momento y hace
referencia a su persona, o bien de forma explícita apareciendo él en las
fotografías. En Ruscha, lo singular es que siempre mantiene el anonimato de las FOTOCINEMA, nº 18 (2019). E-ISSN: 2172-0150 220 Víctor Murillo Ligorred, Sobre la dimensión discursiva de la fotografía en los sesenta: una genealogía de la vertiente
documental del arte de concepto Víctor Murillo Ligorred, Sobre la dimensión discursiva de la fotografía en los sesenta: una genealogía de la vertiente
documental del arte de concepto Víctor Murillo Ligorred, Sobre la dimensión discursiva de la fotografía en los sesenta: una genealogía de la vertiente
documental del arte de concepto escenas no dando mayores pistas de los lugares, sino todo lo contrario,
representando los no lugares (Augé, 2000, p. 83). Obras como las casas seriadas de Dan Graham, serie titulada Homes for America,
señalan un tipo de fotografía que suscita el debate abierto por Ruscha de una
asociación entre la fotografía y el arte conceptual (Graham, 1967). La
especulación con este tipo de lugares anónimos y comunes a todo el mundo, como
las gasolineras, los apartamentos o las piscinas entran a formar parte de los
lugares “que no pueden definirse ni como espacios de identidad, ni como
relacionales, ni como históricos” (Augé, 2000, p. 83). 1. El espacio de la fotografía desde su nueva dimensión discursiva Este tipo de espacios son
capaces de presentarse idénticos a sí mismos en múltiples localizaciones, un
concepto en el análisis contemporáneo, el cual, evidencia que “la
sobremodernidad es productora de no lugares” (Augé, 2000, p. 83). La existencia de espacios vacíos, en los que la presencia de las figuras está
ausente, pero al mismo tiempo, representada en el paisaje de la cotidianeidad de
forma fugaz (Martín Hernández, 2014, p. 5), supone que, esos mismos lugares
representados son los que han de ocupar las figuras ausentes. Este tipo de
imágenes inspirarían a un joven artista, Jeff Wall, quien en 1973 realizaría su serie
titulada Landscape Manual, obra gestada con anterioridad a las fotografías de
gran formato, por las cuales verdaderamente sería conocido tiempo después. La
obra de Dan Graham en la representación y la seriación de los módulos de algunos
edificios de la periferia de algunas ciudades recuerdan a las estructuras
minimalistas. La reiteración de lo cotidiano se muestra en el despojo de toda
estética y toda aura poética. Este marcado carácter, cercano a lo documental, se encamina en una suerte de
disfraz camuflado del arte, en relación con una auto-negación propia como
señalamos, más cercana al arte conceptual que al pop-art propiamente
establecido. Además del carácter documental expresado anteriormente, el
carácter serial es otra de las condiciones que se dan en este tipo de obras. Los
libros catálogos de Ruscha, así como lo son los de Bruce Nauman, Barry Flanagan
o Richard Long se tornan como obras conceptuales, en tanto que la idea, el
refuerzo del anonimato, lo anodino de las representaciones o la banalidad de las
temáticas se sitúan como la parte más destacable de las mismas (Marchán Fiz,
2002, p. 384). La insistencia de lo trivial, lo cotidiano y lo vacío resultan FOTOCINEMA, nº 18 (2019). E-ISSN: 2172-0150 221 Víctor Murillo Ligorred, Sobre la dimensión discursiva de la fotografía en los sesenta: una genealogía de la vertiente
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documental del arte de concepto Víctor Murillo Ligorred, Sobre la dimensión discursiva de la fotografía en los sesenta: una genealogía de la vertiente
documental del arte de concepto inquietantes. El señalamiento reiterativo del refuerzo del anonimato se
comprueba con la desaparición del sujeto de la escena. Espacios plenamente
reconocibles, deshabitados. 1. El espacio de la fotografía desde su nueva dimensión discursiva E-ISSN: 2172-0150 222 Víctor Murillo Ligorred, Sobre la dimensión discursiva de la fotografía en los sesenta: una genealogía de la vertiente
documental del arte de concepto Víctor Murillo Ligorred, Sobre la dimensión discursiva de la fotografía en los sesenta: una genealogía de la vertiente
documental del arte de concepto Estas afirmaciones de Graham, así como de los denominados artistas
conceptuales de los años sesenta como J. Kosuth, entran a formar parte de esa
interesada y reiterada auto negación artística en su vertiente fotográfica y
documental. Más allá de esta idea de auto negación, la obra de Graham adquiere
un firme compromiso con las tradiciones clásicas del reportaje y el foto-
periodismo, cualidad que se identifica habitualmente con el arte de concepto. Sus
fotografías de arquitecturas, proporcionan un fundamento social para los
modelos estructurales de la experiencia intersubjetiva que ha desarrollado a
través de textos, vídeos, performances y piezas escultóricas ambientales (Wall,
2003, p. 230). En definitiva, también la obra de Ed Ruscha se muestra en una suerte de
camuflaje que pasa desapercibida ante los cauces corrientes de lo artístico como
explica Dan Cameron (Cameron, 1990, p. 10). Durante mucho tiempo, estas
imágenes estuvieron confundidas con los libros de viajes y no identificadas con
los libros de arte; o peor, ordenadas en otras categorías menos afortunadas. Se
trata de una suerte de negación artística de lo estético, en la que se mezclan temas
ajenos al propio arte como son lo real y lo cotidiano, camuflados en este tipo de
obras enciclopédicas (Cameron, 1990, p. 10). En este mismo contexto, a partir del
discurso elaborado por Ruscha aparecen otro tipo de obras como las presentadas
por Dan Graham y, posteriormente, las obras realizadas por dos autores que
interesan en esta investigación, como son Larry Sultan y Mike Mandel. 1. El espacio de la fotografía desde su nueva dimensión discursiva Piscinas en absoluta calma, carreteras por donde no
circula ningún vehículo, edificios y casas sin personas. Las fotografías a las que
nos referimos exceden su condición de imagen documental centrando el debate
artístico, en un punto, en el que nunca antes había estado. La imagen fotográfica
se refuerza en muchos casos con el texto, que sitúa a la fotografía en una lectura
de lo cotidiano despojada de cualquier aura poética, o idealización estética,
asentada en la indiferencia y el anonimato de los objetos o la condición de escenas
ya vistas y reconocibles cuyos reencuadres artísticos resultan casi irónicos como
señala Del Río (2008). El principio descontextualizador y de búsqueda del anonimato permanece en los
proyectos fotográficos en torno a lo cotidiano, pero aquí las fotografías de archivo,
separadas de su contexto original, pierden la capacidad de ser entendidas de
forma instrumental; dejan, en definitiva, de ser documentos, para relacionarse
con el imaginario del arte (Del Río, 2008, p. 23). La estética uniforme en la
presentación de cosas comunes tiene una reescritura en clave romántica en el
caso de Robert Smithson en sus Passaic de 1967, donde, en un recorrido por la
periferia,
destaca
numerosas
construcciones
como
grandes
ruinas
monumentales. Sin embargo, esas edificaciones son vulgares paisajes del
extrarradio
en
plena
construcción. La
ironía,
el
camuflaje,
la
descontextualización o el anonimato son parte de las estrategias a través de las
cuales la fotografía se integra en los discursos de lo artístico, alejada de su
condición documental primitiva. En este sentido, el propio Dan Graham insiste en alimentar el mito de la
pretendida auto-exclusión artística, en el momento que describe su inserción en
los cauces artísticos como casual, de la siguiente forma: Me vi envuelto en el sistema del arte de manera accidental, cuando unos amigos
míos sugirieron abrir una galería. (…) El otoño siguiente al cierre de la galería, yo
mismo empecé a experimentar con obras de arte que podían ser leídas como una
reacción contra la experiencia de la galería, pero también como una respuesta a
contradicciones que yo entreví en los artistas de galería (Graham, 1997, p. 61). FOTOCINEMA, nº 18 (2019). FOTOCINEMA, nº 18 (2019). E-ISSN: 2172-0150 y Mandel Lo interesante de la nueva dimensión discursiva de la fotografía se centra en la
superación de una serie de determinaciones formales de géneros y tradiciones
que la definían hasta ese momento. Esta situación traerá al frente un
realineamiento del discurso artístico, en su vertiente teórica, concretamente en la
crítica cultural (Lippard, 2004, p. 171). A raíz de los planteamientos abiertos por Ruscha o Graham, la obra de Sultan y
Mandel integra imágenes personales y narrativas que explican aspectos usuales
de la vida americana contemporánea (Silberstein, 2000, p. 20). Asimismo, las
imágenes que aglutinan Larry Sultan y Mike Mandel principalmente FOTOCINEMA, nº 18 (2019). E-ISSN: 2172-0150 223 Víctor Murillo Ligorred, Sobre la dimensión discursiva de la fotografía en los sesenta: una genealogía de la vertiente
documental del arte de concepto Víctor Murillo Ligorred, Sobre la dimensión discursiva de la fotografía en los sesenta: una genealogía de la vertiente
documental del arte de concepto Víctor Murillo Ligorred, Sobre la dimensión discursiva de la fotografía en los sesenta: una genealogía de la vertiente
documental del arte de concepto corresponden a extractos de archivos de grandes empresas americanas, archivos
policiales, institutos de investigación o agencias gubernamentales. Al igual que
con el ejemplo de Ruscha, Sultan y Mandel desarrollan un tipo de fotografía
destinada a aparecer impresa en libros. La publicación de libros de fotografías
iniciada en la década de los años sesenta, según advierte Horacio Fernández, está
inserta en la publicación en libros entendidos como catálogos de imágenes
fotográficas (Fernández, 1999, p. 87). A pesar de pertenecer a las poéticas de los archivos detectivescos, o a la
indiferencia mostrada en ejemplos de autores anteriores, las fotografías de Larry
Sultan y Mike Mandel escapan a la tónica del resto de investigaciones fotográficas
de este periodo. El concepto de fotoperiodismo utilizado por Jeff Wall es válido
para las mencionadas investigaciones, puesto que, su fragmentación, cripticismo
y la idea basada en el extrañamiento son comunes en la obra señalada. Así, una característica compartida por este tipo de proyectos fotográficos se sitúa
en la autocrítica del arte asociada a la tradición vanguardista, un enfoque de la
fotografía rupturista con su tradición inmediata. Esta publicación de imágenes en
libros impresos tiene su origen más cercano en la obra de Edward Ruscha. Lo
anónimo, lo trivial y lo cotidiano tienen cabida en este tipo de búsqueda
reiterativa de lo anodino y lo indiferente. FOTOCINEMA, nº 18 (2019). E-ISSN: 2172-0150 y Mandel La obra de Sultan y Mandel huye de la
modulación de las estructuras y arquitecturas urbanas de Dan Graham mostradas
en sus Homes For America. Desde estas premisas, las obras de Sultan y Mandel
se presentan como una suerte de documentos encontrados de indescifrable
discernimiento, como una excepción, en relación a todos los casos anteriormente
descritos (Monteiro Schenkel, 2013, p. 335). Se fundamentan en el extrañamiento
de las formas que representan, tanto las acciones de las personas que las ejecutan
en el momento mismo de su desarrollo, como en los objetos de laboratorio que
aparecen. El concepto de extrañamiento llevado al límite se sitúa en esta
dialéctica del panorama detectivesco, tan de moda en las prácticas artísticas de la
segunda mitad del siglo XX. Las escenas de crímenes, archivos policiales,
asesinatos, víctimas, sangre, datos encriptados o causas desconocidas, son las
motivaciones de este tipo de imaginario (Biber, 2011, p. 577). La estética de
vestigios encontrados puede rastrearse en la obra de Benjamin, “al establecer una
asociación entre el paradigma detectivesco y el del nuevo espectador de la FOTOCINEMA, nº 18 (2019). E-ISSN: 2172-0150 224 Víctor Murillo Ligorred, Sobre la dimensión discursiva de la fotografía en los sesenta: una genealogía de la vertiente
documental del arte de concepto Víctor Murillo Ligorred, Sobre la dimensión discursiva de la fotografía en los sesenta: una genealogía de la vertiente
documental del arte de concepto realidad, que reconstruye alegóricamente el relato de los hechos” (Benjamin,
2001, p. 57). Un ejemplo concreto de este tipo de representaciones sucede con dos de las
escenas de la serie Evidence de Sultan y Mandel. A la izquierda, se observa un
mecanismo de arrastre o cabestrantes, similar a los utilizados por los cuerpos de
bomberos. Su parcialidad y descontextualización nos impide ver qué acción se
realiza con él. F2. Larry Sultan y Mike Mandel. Evidence, 1977. Disponible en: http://larrysultan.com/gallery/evidence/ F2. Larry Sultan y Mike Mandel. Evidence, 1977. Disponible en: http://larrysultan.com/gallery/evidence/ En la imagen derecha, nos encontramos con una escena que representa la
realización de una proyección radiológica del casco de un caballo. Concretamente
es “una proyección palmaroproximal-palmarodistal a 45º del hueso sesamoideo
distal impar.”2 A pesar de la descripción científica de la imagen, la fragmentación
de la misma impide averiguar el resto de información que debería ofrecer la
escena, como es la situación, el ejemplar, el entorno o la acción de una forma más
documental. 2 Fuente: Facultad de Veterinaria. Departamento de patologia animal. Universidad de Zaragoza. FOTOCINEMA, nº 18 (2019). E-ISSN: 2172-0150
225 traído por el sesgo informacional y descontextualizador que presentan (Monteiro
Schenkel, 2013, p. 335). traído por el sesgo informacional y descontextualizador que presentan (Monteiro
Schenkel, 2013, p. 335). Las fotografías seleccionadas presentan vestigios de presencia humana en los
escenarios fragmentados en los que sólo vemos un lapso de una escena clave para
algunos tipos de informes o procesos al que acceder sin ninguna referencia
orientativa a nuestra lectura (2013, p. 336) La fragmentación, sumada a la descontextualización, hacen que estas imágenes
pierdan su función instrumental, es decir, abandonan su condición de
documento, para pasar a relacionarse directamente con lo artístico. Por su parte,
Wollen sugiere que este tipo de prácticas, en esta estética, se sitúa en el epicentro
del arte conceptual: Esta estetización del documento neutro tiene sus raíces en el arte conceptual
desarrollado a su vez a partir del minimalismo. El conceptualismo pone el
documento en el centro de la práctica artística contemporánea, desplazando al
dibujo y a la pintura de su pedestal (Wollen, 2000, p. 22). Esta estetización del documento neutro tiene sus raíces en el arte conceptual
desarrollado a su vez a partir del minimalismo. El conceptualismo pone el
documento en el centro de la práctica artística contemporánea, desplazando al
dibujo y a la pintura de su pedestal (Wollen, 2000, p. 22). y Mandel A partir del señalamiento anterior en las dos imágenes, la
característica común se sitúa en la falta de discernimiento y en la
descontextualización de los elementos formales que aparecen en ella, así como en
la parcialidad manifiesta de las instantáneas. Las imágenes de Sultan y Mandel
responden a ese pesado carácter anónimo y atemorizante, en muchos casos, FOTOCINEMA, nº 18 (2019). E-ISSN: 2172-0150 225 Víctor Murillo Ligorred, Sobre la dimensión discursiva de la fotografía en los sesenta: una genealogía de la vertiente
documental del arte de concepto Víctor Murillo Ligorred, Sobre la dimensión discursiva de la fotografía en los sesenta: una genealogía de la vertiente
documental del arte de concepto FOTOCINEMA, nº 18 (2019). E-ISSN: 2172-0150 3. Conclusiones Los distintos tratamientos del documento por el arte conceptual sitúan, de este
modo, en primer plano a la fotografía como miembro de pleno derecho en las
prácticas artísticas de la segunda mitad del siglo XX. El arte conceptual
desempeñó un papel importante en la evolución de los términos y las condiciones
mediante los que la fotografía artística se definía a sí misma y en su relación con
las otras artes, como señala Wall (2003) que, en su transformación, se convirtió
en una forma moderna institucionalizada que evoluciona explícitamente en una
dinámica de autocrítica. En este proceso, y a través de su integración en discursos
artísticos, como en el caso de la apropiación y estetización que se hace de ella, la
fotografía comienza a desarrollarse más allá de su función referencial-real, hacia
una salida en la ficción como la presentada por Sultan y Mandel. Los nuevos
significados adoptados por el medio se adaptan en forma de extrañamiento como
en el caso descrito, de Imágenes encontradas. Esta colección de fotografías
presentadas por Sultan y Mandel se muestran como una excepción y una extraña
variedad de visiones cuyo origen, como señala Del Río (2008), resultan tan
indescifrable como inquietante. Las imágenes se tornan ajenas a lo cotidiano y FOTOCINEMA, nº 18 (2019). E-ISSN: 2172-0150 226 Víctor Murillo Ligorred, Sobre la dimensión discursiva de la fotografía en los sesenta: una genealogía de la vertiente
documental del arte de concepto Víctor Murillo Ligorred, Sobre la dimensión discursiva de la fotografía en los sesenta: una genealogía de la vertiente
documental del arte de concepto Víctor Murillo Ligorred, Sobre la dimensión discursiva de la fotografía en los sesenta: una genealogía de la vertiente
documental del arte de concepto fundamentadas en este caso en el extrañamiento provocado por los objetos
científicos o los lugares investigados, así como las acciones de las personas que
las fotos registran en el momento en que éstas se producen. fundamentadas en este caso en el extrañamiento provocado por los objetos
científicos o los lugares investigados, así como las acciones de las personas que
las fotos registran en el momento en que éstas se producen. El planteamiento del proyecto de Sultan y Mandel enlaza con algunos de los
caminos explorados por los territorios del arte en la segunda mitad del s. FOTOCINEMA, nº 18 (2019). E-ISSN: 2172-0150 3. Conclusiones E-ISSN: 2172-0150 227 Víctor Murillo Ligorred, Sobre la dimensión discursiva de la fotografía en los sesenta: una genealogía de la vertiente
documental del arte de concepto Víctor Murillo Ligorred, Sobre la dimensión discursiva de la fotografía en los sesenta: una genealogía de la vertiente
documental del arte de concepto lo mostrado, consiguen reactivar la imagen a partir de una revolución en el visor
–o la visión-, esta vez, centrada en la estética de lo cotidiano. Desde esta nueva
formulación, la fotografía fuerza la mirada del espectador en la convencionalidad
de lo representado, y surgen en ello como emblemas fundacionales de una nueva
forma de hacer alejada de la actitud conservadora asumida por la fotografía desde
sus inicios. Es a partir de este entendimiento de lo fotográfico, en su
realineamiento semántico de las imágenes hacia lo social (Del Río García, 2008:
p. 26), donde la fotografía se incorpora a los territorios de lo artístico en los cauces
del arte contemporáneo. Dicho imaginario de la década de los sesenta y setenta
trasciende de su estética de documento, a través de las estrategias de camuflaje
acogidas en el arte de concepto, un tipo de imagen artística tangencial a la cultura
de masas, reintegrando la propia representación, el tema y la narración. Una
nueva dialéctica que trata de sostenerse simultáneamente en el carácter
documental de la imagen foto, su vínculo mítico con una realidad acontecida, así
como también la fuga de las imágenes hacia una ficción. En el arte de los años
sesenta y setenta se constatan una reintegración de los discursos artísticos de
fotografías científicas o descriptivas que liberan nuevos significados y se adaptan
a una forma de extrañamiento, como sucede con el caso de las imágenes
encontradas de Larry Sultan y Mike Mandel arrojando nuevas lecturas sobre lo
icónico en los albores de la postmodernidad. 3. Conclusiones XX,
como el paradigma detectivesco o las escenas de los crímenes, señaladas por Jeff
Wall en su apreciación del fotoperiodismo como antesala de lo artístico en los
sesenta y que traen al frente unas narrativas basadas en una estética emanada del
encriptamiento de datos. La fragmentación de las escenas con un sesgo en el
material presentado que, a su vez, ahondan en el principio inquietante de las
imágenes, precisamente, por el desconocimiento de las causas que las motivaron. Las imágenes archivo, desligadas de su contexto original, pierden esa capacidad
de ser comprendidas de forma instrumental, abandonan su función de
documento, para pasar a relacionarse con el imaginario del arte. Por tanto, a través de los ejemplos señalados, los proyectos artísticos en los años
sesenta y setenta en forma de fotografía se presentan como la posibilidad de ser
incorporados a lo artístico desde su condición de nueva imagen con el
característico sesgo banal. De hecho, los discursos traspasan la problemática de
la cognición, para postular derivas representacionales principalmente en dos
campos; en primer lugar, en el de la política y, en segundo lugar, en el de la
estetización del documento. La obra de Ruscha, de Graham o Frank exploran esos otros caminos de lo
fotográfico inaugurando así un nuevo territorio de la dimensión discursiva de la
fotografía desde el amateurismo que los caracteriza. La sombra del
reduccionismo, en forma de amateurismo estaba presente de un modo u otro en
la experimentación con lo “anestético”, con la apariencia de “no-arte” o la pérdida
de lo visual como explica Wall (2003: p. 238). Esta nueva forma de mirar, asentada no en lo insólito, sino en la banalidad y lo
anodino, reflejan la preocupación por romper los moldes de un tipo de
representación atrapada en la documentalidad de su propio género. A través de
estas fotografías donde las imágenes no persiguen una simple documentación
sino, más bien, pretenden fraccionar, inquietar, preguntar y cuestionar, así como
relacionarse con aspectos concretos de la cultura, a través de la problemática de FOTOCINEMA, nº 18 (2019). Referencias bibliográficas Arnheim, R. (1980). Arte y entropía. Madrid. Ed. Alianza Forma. Augé, M. (2000). Los “No lugares”, espacios del anonimato: una antropología
de la modernidad. Barcelona. Ed. Gedisa. Benjamin, W. (2001). Poesía y capitalismo. Iluminaciones II. Madrid. Ed. Taurus. Biber, K. (2011). Evidence from the Archive: Implementing the Court Information
Act. NSW. Sidney Law. 33:575. Buchloh, B. H.D. (2004). El arte conceptual de 1962 a 1969: De la estética de la
administración a la crítica de las instituciones. En. Formalismo e
Historicidad. Modelos y métodos en el arte del s. XX. Madrid. Ed. Akal. Cameron, D. (1990). Love in Ruins. En. Ed. Ruscha: Paintings. Ed. Rotterdam:
Museo Boymans Van-Beuningen. Coplans, J. (1965). Entrevista con Edward Ruscha. Artforum, febrero. FOTOCINEMA, nº 18 (2019). E-ISSN: 2172-0150 228 Víctor Murillo Ligorred, Sobre la dimensión discursiva de la fotografía en los sesenta: una genealogía de la vertiente
documental del arte de concepto Crow, T. (2002). El arte moderno en la cultura de lo cotidiano. Madrid. Ed. Aka Danto, A. C. (2002). Introducción: moderno, posmoderno y contemporáneo. En. Después del fin del arte. El arte contemporáneo y el linde de la historia. Barcelona. Ed. Paidós. Del Río García, V. (2008). Fotografía Objeto. La superación de la estética del
documento. Salamanca. Ed. Universidad de Salamanca. Díez Cabrera, E. (2005). Edward Ruscha: Artista universal en los ángeles. Revista
del Departamento de Historia del Arte, Universidad de La Rioja. dialnet.unirioja.es Fernández, H. (1999). Fotografía Pública: Photography in Print 1919-1939,
Madrid. MNCARS/Aldeasa. Graham, D. (1967). The Book as Object. Arts, 1965-1969. Ed. CGAC. Hulten, P. (1990). Writing on a Picture. En. Ed. Ruscha: Paintings. Los Ángeles. Ed. Rotterdam: Museo Boymans Van-Beuningen. Jean, M. (2008). Tractatus Logico-Catalogicus: Ed. Ruscha. En. La boîte verte. nº 28 noviembre. Monteiro-Schenkel, C. (2013). Entre arquivos e museus: o deslocamento de
imagens em trabalhos de arte contemporânea. Anais do VI Seminário
Nacional de Pesquisa em Arte e Cultura Visual Goiânia-G O: UFG, FAV. Mandel, M; Sultan, L. (2006). Berlin Bienale für Zeitgenössische Kunst/4th. Berlin Bienal for Contermporary Art Catálogo, Berlín. Ed. Hatje Cantz. Martín, R. (2014). En términos pictóricos: un recorrido por los paisajes y figuras
de la cotidianeidad. En. Catálogo de Víctor Ligorred. Figuras y paisajes
contemporáneos. Zaragoza. Ed. Diputación Provincial de Zaragoza (DPZ). Marchán, S. (2002). Del arte objetual al arte de concepto. Epílogo sobre la
sensibilidad postmoderna. Madrid. Ed. Akal. Lippard, L. R. (2004). Seis Años: La desmaterialización del objeto artístico de
1966 a 1972. Madrid. Ed. Akal. Lloid, J. (1998). Ed. Ruscha, Flanéur. En Ed. Ruscha: Recent Works on Paper. Catálogo de la exposición celebrada en la Karsten Schubert Gallery
(Londres), 29 de junio al 13 de agosto de 1988. Londres. Ed. Karsten
Schubert Ltd. Víctor Murillo Ligorred, Sobre la dimensión discursiva de la fotografía en los sesenta: una genealogía de la vertiente
documental del arte de concepto Wall, J. (2003). Señales de indiferencia: aspectos de la fotografía en el arte
conceptual o como arte conceptual. En. Picazo, G. Ribalta J. Indiferencia
y singularidad. Barcelona. Ed. Gustavo Gili. Wollen, P. (2000). Vectores de melancolía. Papel Alpha. Cuadernos de
fotografía, nº5. Víctor Murillo Ligorred, Sobre la dimensión discursiva de la fotografía en los sesenta: una genealogía de la vertiente
documental del arte de concepto Lyotard, J. F. (2006). La condición posmoderna. Madrid. Cátedra. Lyotard, J. F. (2006). La condición posmoderna. Madrid. Cátedra. Owens, C. (1992). Photography en abyme. En Beyond Recognition. Representation, Power, and Culture. California. Ed. University of
California Press. Padilla, A. J. (2014). La virtualidad como elemento disolutivo del objeto artístico
en el arte contemporáneo. Obra Digital. Revista de Comunicación. UVIC
Universitat Central de Catalunya. Nº 6 Febrero. Silbertein, L. J. (2000). Mapping Jewish Identities. Nueva York. Ed. New York
University Press. Szarkowski, J. (2010). El ojo del fotógrafo. Madrid. La Fábrica Editorial. FOTOCINEMA, nº 18 (2019). E-ISSN: 2172-0150 229 Wall, J. (2003). Señales de indiferencia: aspectos de la fotografía en el arte
conceptual o como arte conceptual. En. Picazo, G. Ribalta J. Indiferencia
y singularidad. Barcelona. Ed. Gustavo Gili. Wollen, P. (2000). Vectores de melancolía. Papel Alpha. Cuadernos de
fotografía, nº5. FOTOCINEMA, nº 18 (2019). E-ISSN: 2172-0150 230 230
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Start-to-end simulation of single-particle imaging using ultra-short pulses at the European X-ray Free-Electron Laser
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IUCrJ Carsten Fortmann-Grote,a* Alexey Buzmakov,b Zoltan Jurek,c,d Ne-Te Duane
Loh,e,f,g Liubov Samoylova,a Robin Santra,c,d,h Evgeny A. Schneidmiller,i Thomas
Tschentscher,a Sergey Yakubov,i Chun Hong Yoon,j Michael V. Yurkov,i Beata
Ziaja-Motykac,d,k and Adrian P. Mancusoa Carsten Fortmann-Grote,a* Alexey Buzmakov,b Zoltan Jurek,c,d Ne-Te Duane
Loh,e,f,g Liubov Samoylova,a Robin Santra,c,d,h Evgeny A. Schneidmiller,i Thomas
Tschentscher,a Sergey Yakubov,i Chun Hong Yoon,j Michael V. Yurkov,i Beata
Ziaja-Motykac,d,k and Adrian P. Mancusoa Received 21 March 2017
Accepted 26 June 2017 Received 21 March 2017
Accepted 26 June 2017 aEuropean XFEL GmbH, Holzkoppel 4, 22869 Schenefeld, Germany, bFSRC ‘Crystallography and Photonics’, Russian
Academy of Sciences, Moscow, Russian Federation, cCenter for Free-Electron Laser Science, DESY, Notkestrasse 85,
22607 Hamburg, Germany, dThe Hamburg Center for Ultrafast Imaging, Luruper Chaussee 149, 22761 Hamburg,
Germany, eCentre for Bio-Imaging Sciences, National University of Singapore, Singapore, fDepartment of Biological
Sciences, National University of Singapore, Singapore, gDepartment of Physics, National University of Singapore,
Singapore, hDepartment of Physics, University of Hamburg, Jungiusstrasse 9, 20355 Hamburg, Germany, iDESY,
Notkestrasse 85, 22607 Hamburg, Germany, jLinac Coherent Light Source, SLAC National Accelerator Laboratory, 2575
Sand Hill Road, Menlo Park CA 94025, USA, and kInstitute of Nuclear Physics, Polish Academy of Sciences,
Radzikowskiego 152, 31-342 Krakow, Poland. *Correspondence e-mail: carsten.grote@xfel.eu Keywords: single-particle imaging; X-ray free-
electron lasers; simulations; diffraction;
scattering. Single-particle imaging with X-ray free-electron lasers (XFELs) has the
potential to provide structural information at atomic resolution for non-
crystalline biomolecules. This potential exists because ultra-short intense pulses
can produce interpretable diffraction data notwithstanding radiation damage. This paper explores the impact of pulse duration on the interpretability of
diffraction data using comprehensive and realistic simulations of an imaging
experiment at the European X-ray Free-Electron Laser. It is found that the
optimal pulse duration for molecules with a few thousand atoms at 5 keV lies
between 3 and 9 fs. research letters Start-to-end simulation of single-particle imaging
using ultra-short pulses at the European X-ray
Free-Electron Laser Keywords: single-particle imaging; X-ray free-
electron lasers; simulations; diffraction;
scattering. 560
https://doi.org/10.1107/S2052252517009496 1.1. Radiation damage Electronic radiation damage or ionization begins with the
very first photons hitting the sample, producing K-shell
photoelectrons with a kinetic energy of a few hundred to a few
thousand electronvolts (Cryan et al., 2010; see also Berrah,
2016). This process is followed by Auger decay (Hau-Riege et
al., 2004; Moribayashi & Kai, 2009; Lorenz et al., 2012); Auger
lifetimes of the most abundant atoms in biomolecules lie
between 4.9 fs (oxygen) and 10.7 fs (carbon) (Ziaja et al., 2015;
Hubbell et al., 1994). The immediate effect of ionization is a
decrease in the number of coherently scattered photons as the
elastic scattering cross section scales with the square of the
number of bound electrons, whereas ionized electrons
predominantly scatter incoherently, thus contributing to the
background signal (Slowik et al., 2014; Gorobtsov et al., 2015). Auger electrons from L or M shells leave the atom with an
energy of a few hundred electronvolts, triggering an avalanche
of secondary impact ionization (Kai & Moribayashi, 2009a,b)
on time scales of roughly 10–100 fs, creating the strong
repulsive forces between ions responsible for Coulomb
expansion (Hau-Riege et al., 2004; Ziaja et al., 2006). Typical
ion velocities in the sample reach of the order 0.1 A˚ fs1,
hence already limiting the resolution to ’10 A˚ levels after
tens of femtoseconds. The onset of plasma expansion is related
to the effect of electrostatic trapping (Hau-Riege et al., 2004),
when the positive charge of the ionized molecule is so high
that further ionized electrons can no longer escape from the
system, and leads to a drastic increase in the impact ionization
rate. Electronic radiation damage or ionization begins with the
very first photons hitting the sample, producing K-shell
photoelectrons with a kinetic energy of a few hundred to a few
thousand electronvolts (Cryan et al., 2010; see also Berrah,
2016). This process is followed by Auger decay (Hau-Riege et
al., 2004; Moribayashi & Kai, 2009; Lorenz et al., 2012); Auger
lifetimes of the most abundant atoms in biomolecules lie
between 4.9 fs (oxygen) and 10.7 fs (carbon) (Ziaja et al., 2015;
Hubbell et al., 1994). The immediate effect of ionization is a
decrease in the number of coherently scattered photons as the
elastic scattering cross section scales with the square of the
number of bound electrons, whereas ionized electrons
predominantly scatter incoherently, thus contributing to the
background signal (Slowik et al., 2014; Gorobtsov et al., 2015). research letters Electron-density reconstruction of the three-dimensional
electron density from experimental SPI data in the soft X-ray
regime (Ekeberg et al., 2015; Seibert et al., 2011) has so far
achieved resolutions in the regime of a few tens of nano-
metres. Diffraction data at a theoretical resolution of 5.6 A˚
were measured (Munke et al., 2016) but not enough patterns
were recorded for reconstruction. A comprehensive summary
of SPI results from the Linac Coherent Light Source (LCLS) is
given by Barty (2016), along with several references to work
on imaging of larger particles (e.g. cells) using synchrotrons
and two-dimensional imaging. Despite these encouraging
results, SPI at a resolution of a few a˚ngstro¨ms is still regarded
as a severe challenge (Aquila et al., 2015), in particular with
respect to delivering the sample molecules at a high repetition
rate (Daurer et al., 2017) and with a narrow size distribution. A
discussion of these and other challenges can be found in the
literature [e.g. Aquila et al. (2015), Ziaja et al. (2015) and Barty
(2016)]. Theoretical treatments of radiation damage fall into two
categories: atomistic first-principles simulations (Moribayashi,
2010; Son et al., 2011; Lorenz et al., 2012; Gorobtsov et al.,
2015; Jurek et al., 2016; Ho & Knight, 2017) describing the
sample dynamics on the level of individual particles including
the quantum electrodynamics of electrons in intense X-ray
fields, and continuum models operating on distribution func-
tions and densities rather than particles. Continuum models
(Hau-Riege et al., 2004; Ziaja et al., 2006; Moribayashi, 2008;
Quiney & Nugent, 2010; Kai et al., 2013) are numerically less
expensive, allowing simulations of large systems on modest
computer hardware. However, if kept on the level of single-
particle densities, they neglect the correlations between
particles. For a treatment of two-particle correlations, see
Jurek et al. (2012). Among these challenges, a detailed understanding of the
radiation damage incurred by the sample, and of the perfor-
mance of the reconstruction algorithms applied to low signal-
to-noise diffraction patterns, has recently received increased
attention and is also the focus of the present paper. 1.2. Orientation recovery The expand–maximize–compress (EMC) algorithm (Loh &
Elser, 2009) is often used in the SPI community, not least
thanks to its user-friendly and open-source implementation
(Ayyer et al., 2016). EMC is an extension of the expectation–
maximization technique described by Dempster et al. (1977). Similar reconstruction algorithms that apply Bayesian infer-
ence are used in three-dimensional cryoelectron microscopy
as well (Scheres et al., 2007). Generative topographical
mapping (GTM; Svensen, 1998) has also been applied to a
partial subspace of a full three-dimensional rotation group
(Fung et al., 2009). A formal comparison of EMC and GTM
can be found in the work by Moths & Ourmazd (2011). 1.1. Radiation damage 1. Introduction Resolving the atomic structure of biologically relevant
macromolecules on length scales of a few a˚ngstro¨ms (1010 m)
is a key challenge in structural biology. X-ray free-electron
lasers (XFELs) are expected to advance this field due to their
unprecedented levels of X-ray fluence and peak brightness
and, simultaneously, their ultra-short pulse duration from a
few up to a few tens of femtoseconds. These intense pulses are
capable of probing the sample before radiation damage
processes significantly alter and ultimately destroy it (Neutze
et al., 2000) and, due to their extreme intensity, they can
compensate for the inherently weak scattering efficiency of a
single molecule, such that diffraction patterns with sufficient
signal and signal-to-noise levels for the reconstruction of
three-dimensional structures can be observed. During a single-
particle imaging (SPI) experiment, a large number of two-
dimensional diffraction patterns from individual particles (e.g. molecules, clusters, or biological specimens like cells or
viruses) are recorded. Since the orientation of the sample with
respect to the beam and the detector is unknown, the indivi-
dual patterns must be oriented and merged into a three-
dimensional diffraction volume before the three-dimensional
electron-density map is reconstructed via phase retrieval
(Fienup, 1982). IUCrJ (2017). 4, 560–568 0
https://doi.org/10.1107/S2052252517009496 1.3. Scope of this paper 1.3. Scope of this paper 2.1. XFEL source and wave propagation to the sample The robustness and fidelity of orientation and phasing
algorithms depends on the signal-to-noise level of the
measured diffraction patterns. Previous theoretical predic-
tions (Son et al., 2011; Gorobtsov et al., 2015) indicate that the
resolution of SPI should increase with decreasing FEL
pulse duration at a fixed fluence (number of photons per
surface area) of the incoming X-ray pulse; see also the
discussions in the articles by Aquila et al. (2015) and Ziaja et
al. (2015). In this work, we take a closer look at the question of
preferential experimental parameters for SPI, taking into
account available machine parameters. In particular, the
maximum available X-ray pulse energy in an FEL based on
self-amplification of spontaneous emission (SASE) decreases
at shorter pulse durations (Schmu¨ser et al., 2009; Pellegrini et
al., 2016), so these properties cannot be varied independently
of each other. The XFEL Photon Pulses Database (XPD, https://in.xfel.eu/
xpd/),
operated
by
European
XFEL
GmbH,
provides
precomputed pulses at the undulator exit for a large range of
accelerator energies, bunch charges, undulator lengths and
photon energies at the European XFEL. The database is
populated with results from the FAST code (Saldin et al.,
1999). Here, we pick 4.96 keV X-ray photons emitted from
12 GeV electrons, the same parameters as used by Yoon et al. (2016). The X-ray pulse durations are 3, 9 and 30 fs, containing
approximately 1 1011, 5 1011 and 1 1012 photons per
pulse, respectively. We query 40 pulses from the database to sample the shot-
to-shot fluctuations of the temporal structure of SASE pulses. We propagate the X-ray laser pulses through the SASE1
beamline and the focusing optics at the SPB/SFX instrument
(Mancuso et al., 2013; Bean et al., 2016) using the Fourier
optical wave propagation code WPG (Chubar et al., 2002;
Samoylova et al., 2016), which yields the intensity and phase
distribution as a function of time at the sample position. We investigate the impact of pulse duration on simulated
diffraction patterns exploiting comprehensive simulations
(Yoon et al., 2016) of an imaging experiment at the European
XFEL (Altarelli, 2015) under realistic conditions. Our simu-
lations track the X-ray fields from their generation in the
FEL’s undulator structure through the X-ray optical beamline
to the sample interaction point. 1.3. Scope of this paper Subsequently, we model the
X-ray interaction with the sample and scattering from it,
including time-dependent effects and their eventual registra-
tion in the detector. Orientation and phasing (Loh & Elser,
2009) of the simulated diffraction patterns are also part of the
simulation workflow. From the propagated pulse data, we convert the time-
dependent X-ray intensity into a photon number, which is
then used in the subsequent simulation steps. Other pulse
properties, such as the curvature of the wavefront, the
pointing stability and the related hit statistics, are neglected,
i.e. we assume that each sample molecule is fully exposed to
the brightest part of the X-ray pulse. The fine structure of the
source spectrum is also neglected as it only becomes important
in the vicinity of an absorption edge or a resonance line of one
of the sample elements, which is not the case at our photon
energy of 5 keV. Yoon et al. (2016) showed that reducing the pulse duration
from 30 to 9 fs markedly improves the speckle contrast in
diffraction patterns and the consistency of oriented diffraction
volumes, and ultimately the agreement of reconstructed
electron densities with crystallographic data. A rather small
sample molecule (PDB entry 2nip) was used in that study. These results support the theoretical argument in favour of
ultra-short pulses of only a few femtoseconds duration being
capable of probing the sample before atomic displacement
reaches a level that becomes prohibitive for a˚ngstro¨m-level
resolution. Here, we study whether we can further improve the
signal level and signal-to-noise ratio, and thereby in turn the
consistency of oriented diffraction volumes, by reducing the
pulse duration to 3 fs, i.e. shorter than the Auger lifetime of
typical biomolecule constituents. We use the same study
molecule and compare our predictions with the earlier results
of Yoon et al. (2016). 1.1. Radiation damage EMC starts from a random initialization of a three-dimen-
sional diffraction volume, the reference model, which is then
iteratively updated to maximize overlap with the measured
(simulated) two-dimensional patterns until the relative change
in voxel intensities stays below a given threshold in two
subsequent iterations. The use of a reference model has the
advantage that EMC’s complexity is OðMÞ, where M is the
number of recorded diffraction patterns. Alternative methods
classify patterns based on their mutual cross correlation
(Huldt et al., 2003; Bortel & Faigel, 2007), giving OðM2Þ
complexity. Patterns of the same class are then averaged to
amplify the signal-to-noise ratio and a three-dimensional
diffraction pattern is assembled using the ‘common-arc’
method, as described by Huldt et al. (2003) and demonstrated
by Bortel & Tegze (2011). The latter authors have also
developed an orientation scheme suitable for large molecules
and noisy patterns (Tegze & Bortel, 2012). A graph-theore-
tical manifold-embedding technique is described by Giannakis
et al. (2012) and applied by Schwander et al. (2012). Quiney &
Nugent (2010) show a way of orienting the measured patterns
and directly reconstructing the atomic positions without the
need for determining a three-dimensional electron distribu-
tion first. This method makes use of the fact that the disturbed
electron distribution imprints features of a partially coherent
wavefield on the scattered radiation, allowing the treatment of Auger electrons from L or M shells leave the atom with an
energy of a few hundred electronvolts, triggering an avalanche
of secondary impact ionization (Kai & Moribayashi, 2009a,b)
on time scales of roughly 10–100 fs, creating the strong
repulsive forces between ions responsible for Coulomb
expansion (Hau-Riege et al., 2004; Ziaja et al., 2006). Typical
ion velocities in the sample reach of the order 0.1 A˚ fs1,
hence already limiting the resolution to ’10 A˚ levels after
tens of femtoseconds. The onset of plasma expansion is related
to the effect of electrostatic trapping (Hau-Riege et al., 2004),
when the positive charge of the ionized molecule is so high
that further ionized electrons can no longer escape from the
system, and leads to a drastic increase in the impact ionization
rate. Carsten Fortmann-Grote et al. Simulation of single-particle imaging 561 IUCrJ (2017). 4, 560–568 562
Carsten Fortmann-Grote et al.
Simulation of single-particle imaging research letters duration) within this fixed framework. Whether and to what
extent our results change if different algorithms are employed
is an important open question that will be addressed else-
where. electronic radiation damage and orientation recovery within a
unified framework. Multi-tiered iterative phasing (Donatelli et
al., 2015) is a rather novel method that combines the orien-
tation and phasing steps of coherent diffraction imaging into
one algorithm. 2.3. Radiation damage and diffraction 2.3. Radiation damage and diffraction Our study aims to assess the interpretability of diffraction
patterns and the potential for reconstruction of the molecular
structure at atomic resolution, hence we employ a molecular
dynamics (MD) scheme to describe the sample and its inter-
action with the X-ray pulse. This provides the required
atomistic
spatial
accuracy. We
use
the
code
package
XRAYPAC (Centre for Free Electron Laser Science Theory
Division, 2016), which combines the MD code XMDYN
(Murphy et al., 2014; Jurek et al., 2016) for electron and ion
real-space dynamics with a Monte Carlo code modelling inner-
shell electronic transitions and subsequent inelastic electron
scattering and recombination events. Rates and cross sections
are read from the tabulated output of the ab initio electronic
structure code XATOM (Son et al., 2011), which is also part of
XRAYPAC. Other
implementations
of
this
atomistic
approach to radiation damage are presented by Moribayashi
(2010) and, more recently, by Ho & Knight (2017). XMDYN
and XATOM have been successfully used to interpret spec-
troscopy experiments (Rudek et al., 2012; Fukuzawa et al.,
2013; Murphy et al., 2014; Tachibana et al., 2015). The rate
equation approach underlying XATOM has also been applied
in investigations of radiation damage in biological samples
(Lorenz et al., 2012; Gorobtsov et al., 2015) that completely
neglected atomic displacement for pulse durations shorter
than 40 fs, citing self-termination of diffraction on these time
scales observed in nanocrystallographic diffraction measure-
ments by Barty et al. (2011). IðqÞ ¼ dThðÞ
d
X
i
I0ðtiÞ Fðq; tiÞ
2þSðq; tiÞ þ NðtiÞ
h
i
t:
ð1Þ IðqÞ ¼ dThðÞ
d
X
i
I0ðtiÞ Fðq; tiÞ
2þSðq; tiÞ þ NðtiÞ
h
i
t: ð1Þ The wavevector q is determined by the distance of the
assumed pixel area detector from the sample and the pixel
coordinates in the detector plane, is the solid angle spanned
by the respective detector pixel, dTh/d is the differential
Thomson cross section, I0(t) is the FEL intensity as a function
of time, which we take from the X-ray propagation results,
F(q, t) is the bound-electron form factor for coherent scat-
tering, S(q, t) and N(q, t) denote the incoherent contributions
from bound and free electrons, respectively, ti is the time
stamp of the ith snapshot, and t is the time step of the
simulation. From each trajectory we calculate 200 diffraction patterns. 2.3. Radiation damage and diffraction Every pattern calculation starts from a random rigid rotation
of the sample’s atom coordinates to simulate the erratic a
priori unknown and uncontrolled orientation of sample
molecules in the X-ray beam. In our simulations, the detector is represented by a square
pixel array (80 80 pixels) in a plane perpendicular to the
beam axis located at a distance of 13 cm downstream from the
sample. The pixel size is 1200 mm. Hence, one pixel of our
simulated detector corresponds to a 6 6 pixel array in the
AGIP detector (AGIPD) (Allahgholi et al., 2015) planned for
the SPB/SFX instrument (Mancuso et al., 2013). These figures
result in a half-period resolution of 3.6 A˚ at the detector edge. The total scattered intensity at each pixel is divided by the
central photon energy to yield a photon count n0,j, where j
indexes the detector pixel. Poisson noise is added by drawing
the detected photon count nj from a Poisson distribution
Pn0;jðnjÞ with n0,j P
nj njPn0;jðnjÞ. In our simulations, the detector is represented by a square
pixel array (80 80 pixels) in a plane perpendicular to the
beam axis located at a distance of 13 cm downstream from the
sample. The pixel size is 1200 mm. Hence, one pixel of our
simulated detector corresponds to a 6 6 pixel array in the
AGIP detector (AGIPD) (Allahgholi et al., 2015) planned for
the SPB/SFX instrument (Mancuso et al., 2013). These figures
result in a half-period resolution of 3.6 A˚ at the detector edge. It should be noted that there are important differences
between serial femtosecond crystallography (SFX) and SPI,
which make this assumption questionable. In SFX (Chapman,
2015; Schlichting, 2015) the gating effect applies, i.e. as soon as
the crystalline lattice is destroyed, Bragg diffraction, the
dominant contribution to the overall signal, is ‘switched off’. Only incoherent scattering remains, enhancing the back-
ground, but always at levels which are small compared with
the already accumulated Bragg signal. In SPI, there is no
lattice to start with and such self-gating does not apply. Furthermore, while electronic damage to crystalline samples
occurs on similar time scales as in isolated molecules, atomic
displacement is significantly reduced due to the confining
crystal potential. In short, our results for radiation damage
must not be transferred literally to the SFX case. 2.3. Radiation damage and diffraction The total scattered intensity at each pixel is divided by the
central photon energy to yield a photon count n0,j, where j
indexes the detector pixel. Poisson noise is added by drawing
the detected photon count nj from a Poisson distribution
Pn0;jðnjÞ with n0,j P
nj njPn0;jðnjÞ. research letters counteracting effects. On the one hand, theory predicted
(Hau-Riege et al., 2004, 2007; Jurek & Faigel, 2008) and
experiments confirmed (Hau-Riege et al., 2010) a tampering
effect of the solvent layer, mitigating the effect of radiation
damage. On the other hand, the solvent layer increases the
background scattering, thus reducing the signal-to-noise ratio. Both effects are size dependent and it can be expected that an
optimal solvent layer thickness exists, which mitigates radia-
tion damage as much as possible while keeping the diffraction
background tolerable. Simulations that investigate this aspect
are in progress. For each pulse, we carry out 25 MD simulations, giving a
total of 1000 MD runs. The simulation time is fixed to three
times the FWHM pulse duration. 100 snapshots of each
trajectory, i.e. atom positions and electron-density distribu-
tions, are saved during each run. At each time step during the simulation, we calculate the
X-ray intensity scattered by the sample. The instantaneous
scattering is given by the momentary distributions of electrons
and X-ray pulse intensity. We then calculate a diffraction
pattern by integrating the instantaneous scattering over the
pulse duration and over the solid angle covered by each pixel. For a given electronic configuration, the time-integrated
scattered intensity, including coherent (elastic) scattering from
bound electrons and incoherent Compton scattering from
bound and free electrons, reads 2.3. Radiation damage and diffraction 2.2. The sample Our simulated sample is the two-nitrogenase iron protein
(2nip). Diffraction from 2nip for 9 and 30 fs pulse durations at
4.96 keV was simulated by Yoon et al. (2016). We compare
these reference data to our new results for diffraction of 3 fs
X-ray pulses. All other X-ray pulse parameters (photon
energy, active undulator length of 35 m, focusing optics and
detector geometry) are the same as used by Yoon et al. (2016). Note that the rather small 2nip (7 nm in diameter) is not a
typical candidate for SPI experiments at the European XFEL. It is studied here mainly for the pragmatic reason that simu-
lations of much larger particles with our techniques become
numerically expensive and a pulse duration scan as presented
in this work would not be possible within a reasonable time on
our current computing infrastructure. We employ only one method or algorithm for each
simulation step and explore the variation in experimental
observables (diffraction patterns and their orientation) as a
function of experimental parameters (in particular pulse We ignore the fact that the sample is typically embedded in
a solvent (see e.g. Wang et al., 2011). The solvent has two 562
Carsten Fortmann-Grote et al. Simulation of single-particle imaging IUCrJ (2017). 4, 560–568 research letters resolution shell q:jqj ¼ q and divided by the number of voxels
in the resolution shell Mq. This metric uses the simulated data
alone and no a priori information such as the original sample
position. Hence it may be applied to experimental data, where
the original structure and sample orientation are truly
unknown, as opposed to e.g. the misorientation angle (Tegze
& Bortel, 2012; Morawiec, 2004), which calculates the angular
distance between the recovered orientation and the original
sample orientation. An alternative metric not requiring the
true orientation is the so-called correlation C factor (Tegze &
Bortel, 2016). originated only from different sample orientations, not from
noise, each EMC run would yield the same three-dimensional
output. Hence, a normalized root-mean-square (r.m.s.) varia-
tion of all EMC runs is a suitable figure of merit to measure
the consistency of the oriented three-dimensional data and the
likelihood that EMC finds the true orientation of noisy and
shot-to-shot fluctuating individual two-dimensional patterns. The coefficient of variation v as a function of resolution q =
|q| was defined by Yoon et al. (2016) as originated only from different sample orientations, not from
noise, each EMC run would yield the same three-dimensional
output. Hence, a normalized root-mean-square (r.m.s.) varia-
tion of all EMC runs is a suitable figure of merit to measure
the consistency of the oriented three-dimensional data and the
likelihood that EMC finds the true orientation of noisy and
shot-to-shot fluctuating individual two-dimensional patterns. The coefficient of variation v as a function of resolution q =
|q| was defined by Yoon et al. (2016) as vðqÞ ¼ 1
Mq
X
q:jqj¼q
1
N
P
N
i¼1
IiðqÞ hIðqÞiN
2
1=2
hIðqÞiN
:
ð2Þ ð2Þ 3. Results and discussion 2.4. Orientation Lastly, the simulated diffraction patterns are fed into the
EMC algorithm to generate a three-dimensional diffraction
volume. We
calculate
multiple
such
three-dimensional
diffraction volumes (typically five), starting each EMC run
from a different random initialization. If the input data had
zero noise, i.e. if the differences between diffraction patterns Carsten Fortmann-Grote et al. Simulation of single-particle imaging 563 IUCrJ (2017). 4, 560–568 research letters 3. Results and discussion The inner sum is the mean-square deviation from their
average over N orientation runs. The r.m.s., normalized to the
average intensity, is then summed over all voxels within a Fig. 1 shows the temporal intensity variation of one repre-
sentative X-ray pulse simulation from the output of the X-ray
source simulation. Underneath, we show the evolution of the Carsten Fortmann-Grote et al. Simulation of single-particle imaging
IUCrJ (2017). 4, 560–568
oral structure of the simulated X-ray pulse, the average number of bound electrons (Zbound, dashed curves) and the average atomic
ents (solid curves) in the 2nip sample as a function of time for pulse durations of (a) 3 fs, (b) 9 fs and (c) 30 fs. Figure 1
The temporal structure of the simulated X-ray pulse, the average number of bound electrons (Zbound, dashed curves) and the average atomic
displacements (solid curves) in the 2nip sample as a function of time for pulse durations of (a) 3 fs, (b) 9 fs and (c) 30 fs. 564
Carsten Fortmann-Grote et al. Simulation of single-particle imaging 564
Carsten Fortmann-Grote et al. Simulation of single-particle imaging IUCrJ (2017). 4, 560–568 research letters balanced by an increase in scattering efficiency due to the
lower degree of ionization. balanced by an increase in scattering efficiency due to the
lower degree of ionization. number of bound electrons (dashed curves) and atomic
displacement from initial positions (solid curves) as a function
of time. Both quantities are averaged over all atoms of a given
species and over all sample trajectories. As expected, the
electronic and ionic radiation damage becomes more severe if
the pulse duration is increased. At the shortest pulse duration,
the ionization stays below a level of 30%, even for the heaviest
species S and Fe. The average displacement is below 0.1 A˚
over the entire duration of the pulse, which is negligible
compared with the displacement of a few a˚ngstro¨ms in the 9 fs
pulse and that of >10 A˚ in the case of the 30 fs pulse. We now turn to the question of how the simulation results
influence
the
consistency
of
oriented
diffraction
data
measured by the coefficient of variation [equation (2)]. Fig. 3(a) shows v as a function of the radial detector pixel
coordinate (lower x axis) and as a function of the half-period
resolution (upper x axis). The error bars represent the r.m.s. deviation over the resolution shell. 3. Results and discussion Red and blue circles
represent diffraction data from simulations using 30 and 9 fs
pulses, respectively, taken from Yoon et al. (2016), and green
circles correspond to the 3 fs simulations. The 30 and 9 fs
diffraction data yield nearly identical variations down to
resolutions of >10 A˚ (14 pixels). For lower resolutions (larger
pixel numbers), the 30 fs curve increases more quickly than
the 9 fs curve. This 10 A˚ length scale agrees with the order of
average atomic displacement found in the MD simulation of
the sample towards the end of the 30 fs pulse (Fig. 1). The
shorter 9 fs pulse clearly mitigates ionic damage since the
coefficient of variation rises much more slowly as a function of
radial pixel coordinate beyond 10 A˚ resolution. These findings
also correspond with the improved electron-density recon-
struction from the 9 fs data compared with the 30 fs data, as
demonstrated by Yoon et al. (2016). While low-resolution From the propagated pulse data, the radiation damage
results and the diffraction patterns, we extract the average
number of photons per pulse Nph,pulse (top left in Fig. 2), the
number of detected photons per simulated diffraction pattern
Nph,det = P6400
j¼1 nj averaged over all simulated patterns (bottom
left), the number of bound electrons in the sample Ne,bound at
the middle of the pulse averaged over all simulated sample
trajectories (top right), and the observed scattering efficiency,
taken here as the ratio Nph,det/Nph,pulse (bottom right). p
p p
For a pulse duration of 3 fs, Nph,det is reduced by more than
a factor of three compared with both the 9 fs and 30 fs cases. At 9 fs, Nph,det is approximately equal to the 30 fs case because,
coincidentally, the lower fluence in the 9 fs pulses is counter- Figure 2
(Top left) The number of photons per pulse incident on the sample (Nph,pulse) as a function of pulse duration. (Bottom left) The number of detected
photons per diffraction pattern (Nph,det). (Top right) The square of the average number of bound electrons in the sample molecule (N2
e;bound) in the
middle of the pulse. (Bottom right) The scattering efficiency Nph,det/Nph,pulse. The decrease in Ne,bound as a consequence of ionization processes results in a
reduced scattering efficiency with increasing pulse duration. Nevertheless, the total number of detected photons increases, since the longer pulses contain
more photons. research letters Figure 3
(a) The coefficient of variation of oriented three-dimensional diffraction
volumes for pulse durations of 3, 9 and 30 fs. (b) The coefficient of
variation for a pulse duration of 9 fs and re-scaled coefficients for 3 fs. Triangles: every pattern has been multiplied by a constant factor of 3.3 to
match the average photon count in the 9 fs patterns. Squares: every 3 fs
pattern has been multiplied by an individual factor such that the average
and r.m.s. photon counts match the 9 fs data. features (e.g. the size and shape of the molecule) are recov-
ered equally well in both cases, finer structures and the sample
surface are resolved more markedly in the 9 fs reconstructions. features (e.g. the size and shape of the molecule) are recov-
ered equally well in both cases, finer structures and the sample
surface are resolved more markedly in the 9 fs reconstructions. This underlines the usefulness of the coefficient of variation as
a measure of data quality as it indicates down to which length
scales electron-density reconstructions are trustworthy. In our
example, v > 0.2 indicates a loss of accuracy at the 10 A˚
length scale. At this point we would like to remind the reader
that our analysis applies to the case of SPI, whereas SFX is
much less affected by radiation damage due to the self-gating
effect (Barty et al., 2011), as discussed above. Fi
3 Analyzing the 3 fs curves in Fig. 3(a), we find that v is more
than a factor of two larger than in the 9 fs case over the entire
range of q values and quickly approaches v = 1, indicating
that variations between individual orientation runs are of the
same magnitude as the average. Also, the variation in a given
resolution shell (vertical error bars) is nearly twice as large as
in the 9 fs case. Despite the low ionization and negligible
atomic displacement, the signal-to-noise level for the 3 fs
diffraction data is insufficient for the orientation algorithm to
work consistently and robustly. i y
y
Fig. 3(b) represents additional analysis. The green triangles
mark the variation coefficient of five EMC runs, starting from
the simulated 3 fs diffraction data after multiplying each pixel
value by a factor 3.3, such that the resulting average total
photon count equals the average for the 9 fs case. 3. Results and discussion Figure 2
(Top left) The number of photons per pulse incident on the sample (Nph,pulse) as a function of pulse duration. (Bottom left) The number of detected
photons per diffraction pattern (Nph,det). (Top right) The square of the average number of bound electrons in the sample molecule (N2
e;bound) in the
middle of the pulse. (Bottom right) The scattering efficiency Nph,det/Nph,pulse. The decrease in Ne,bound as a consequence of ionization processes results in a
reduced scattering efficiency with increasing pulse duration. Nevertheless, the total number of detected photons increases, since the longer pulses contain
more photons. Carsten Fortmann-Grote et al. Simulation of single-particle imaging 565 IUCrJ (2017). 4, 560–568 research letters The green
squares represent the orientations obtained after scaling the
3 fs data such that we obtain both the average photon count
and the r.m.s. photon count of the 9 fs diffraction data. The
resulting coefficient of variation agrees well with the 9 fs data
(blue circles) within the error bars, while the green triangles lie
systematically above the 9 fs data. This analysis shows that the
quality of the 3 fs data cannot be improved by simply
increasing the number of simulated diffraction patterns, since
this would not reduce the signal-to-noise ratio. These results make it clear that any electron-density
reconstructions from our 3 fs data would be meaningless and
we did not carry out this last step of the simulation pipeline. Figure 3 (a) The coefficient of variation of oriented three-dimensional diffraction
volumes for pulse durations of 3, 9 and 30 fs. (b) The coefficient of
variation for a pulse duration of 9 fs and re-scaled coefficients for 3 fs. Triangles: every pattern has been multiplied by a constant factor of 3.3 to
match the average photon count in the 9 fs patterns. Squares: every 3 fs
pattern has been multiplied by an individual factor such that the average
and r.m.s. photon counts match the 9 fs data. 566
Carsten Fortmann-Grote et al.
Simulation of single-particle imaging References Allahgholi, A. et al. (2015). J. Instrum. 10, C01023. Altarelli, M. (2015). High Power Laser Sci. Eng. 3, e18. Aquila, A. et al. (2015). Struct. Dyn. 2, 041701. Aquila, A. et al. (2015). Struct. Dyn. 2, 041701. Ayyer, K., Lan, T.-Y., Elser, V. & Loh, N. D. (2016). J. Appl. Cryst. 49,
1320–1335. Barty, A. (2016). Curr. Opin. Struct. Biol. 40, 186–194. Our simulation pipeline is organized in a way that facilitates
the usage of different methods and algorithms or different
implementations of a given algorithm, and thereby enables a
comparison of the effect of such different tools on the simu-
lated diffraction pattern and their impact on the orientation
and density reconstruction for a given fixed set of X-ray pulse
parameters, sample molecule and detector geometry. Such a
comparison is, however, not within the scope of the present
paper, and we remark here only briefly on the possible impact
of different radiation damage models and orientation algo-
rithms. Barty, A. et al. (2011). Nat. Photon. 6, 35–40. Bean, R. J., Aquila, A., Samoylova, L. & Mancuso, A. P. (2016). J. Opt. 18, 074011. Berrah, N. (2016). Phys. Scr. T169, 014001. Bortel, G. & Faigel, G. (2007). J. Struct. Biol. 158, 10–18. Bortel, G. & Tegze, M. (2011). Acta Cryst. A67, 533–54 Centre for Free-Electron Laser Science – Theory Division (2016). Centre for Free-Electron Laser Science – Theory Division (2016). XRAYPAC – A Software Package for Modelling X-ray-induced Centre for Free Electron Laser Science
Theory Division (2016)
XRAYPAC – A Software Package for Modelling X-ray-induced
Dynamics of Matter. DESY, Hamburg, Germany. Chapman, H. N. (2015). Synchrotron Rad. News, 28(6), 20–24. XRAYPAC – A Software Package for Modelling X-ray-induced XRAYPAC
A Software Package for Modelling X ray induc
Dynamics of Matter. DESY, Hamburg, Germany. Chapman, H. N. (2015). Synchrotron Rad. News, 28(6), 20–24. Dynamics of Matter. DESY, Hamburg, Germany. Dynamics of Matter. DESY, Hamburg, Germany. Chapman H N (2015) Synchrotron Rad News 28(6 Chapman, H. N. (2015). Synchrotron Rad. News, 28(6), 20–24. Chubar, O., Elleaume, P., Kuznetsov, S. & Snigirev, A. A. (2002). Proc. SPIE, 4769, 145–151. Cryan, J. P. et al. (2010). Phys. Rev. Lett. 105, 083004. As shown by Moribayashi (2010), electron-distribution
functions modelled with a continuum approach and MD
simulation results are in good agreement for close-to-spherical
samples 10 nm in diameter. References The sample molecule used in this
work is of similar size and hence we would not expect any
major differences if a continuum model were used. On the
other hand, continuum models, as mentioned above, do not
allow us to achieve the same atomic resolution in the simu-
lation as atomistic MD simulations do. Also, if kept on the
level of single-particle density, continuum models do not
reproduce interparticle correlations and therefore require
corresponding corrections. Daurer, B. J. et al. (2017). IUCrJ, 4, 251–262. Dempster, A. P., Laird, N. M. & Rubin, D. B. (1977). J. R. Stat. Soc. Ser. B, 39, 1–38. Donatelli, J. J., Zwart, P. H. & Sethian, J. A. (2015). Proc. Natl Acad. Sci. USA, 112, 10286–10291. Ekeberg, T. et al. (2015). Phys. Rev. Lett. 114, 098102. Fienup, J. R. (1982). Appl. Opt. 21, 2758–2769. Fukuzawa, H. et al. (2013). Phys. Rev. Lett. 110, 173005. Fung, R., Shneerson, V., Saldin, D. K. & Ourmazd, A. (2009). Nat. Phys. 5, 64–67. Giannakis, D., Schwander, P. & Ourmazd, A. (2012). Opt. Express, 20,
12799–12826. Gorobtsov, O. Yu., Lorenz, U., Kabachnik, N. M. & Vartanyants, I. A. (2015). Phys. Rev. E, 91, 062712. Hau-Riege, S. P., Boutet, S., Barty, A., Bajt, S., Bogan, M. J., Frank, Regarding alternative orientation algorithms, it should be
noted that the aforementioned common-arc method is more
sensitive to noise in the diffraction pattern and relies on
amplification of the signal-to-noise ratio by averaging over
patterns of similar orientation which have to be classified by
means of correlation analysis. The latter makes this approach
less favourable for analysing large data sets of the order of 105
to 106 diffraction patterns due to the OðM2Þ growth in CPU
time and memory requirements, so we discard it as an alter-
native. Another algorithm presented by Tegze & Bortel (2012)
overcomes this limitation and also shows better scaling
compared with EMC in the dimensionless parameter R = D/d,
where D is the diameter of the sample and d is the desired
spatial resolution [R5logR versus R6 R8 (Moths & Ourmazd,
2011)]. A comparison of this algorithm with EMC, using noisy
diffraction data, is, to the best of our knowledge, outstanding
and would make an important contribution to the field. Hau-Riege, S. P., Boutet, S., Barty, A., Bajt, S., Bogan, M. J., Frank,
M., Andreasson, J., Iwan, B., Seibert, M. 4. Conclusions and outlook 4. Conclusions and outlook In conclusion, our realistic start-to-end simulations indicate
that 3 fs pulses contain too few photons to allow consistent
orientation of diffraction patterns from our sample protein
2nip. Over the range of resolutions studied here (3–15 A˚ ),
the optimal pulse duration for molecules of comparable size is
closer to 9 fs than to 3 fs. Although shorter pulses mitigate
electronic radiation damage (ionization), longer pulses are
preferable as they contain five times more photons, which
leads to much better photon statistics in the detected
diffraction patterns and hence allows a more accurate recon-
struction of the three-dimensional diffraction data. point. In particular, radiation damage time scales, such as the
onset of electrostatic trapping and nano-plasma expansion,
differ significantly for small and large samples (Hau-Riege et
al., 2004). The availability of simulation data for only one
small molecular sample does not justify their extrapolation to
larger particles, as strong nonlinearities can be expected at
such scaling. Simulations for larger particles and various photon energies
are planned as the next step towards a simulation database
which will also allow the development and tuning of analytical
models, e.g. for radiation damage time scales (Hau-Riege et al.,
2004), and the inference of the minimum number of detected Our results for the optimal pulse duration for single-particle
imaging of a given sample and a given experimental config-
uration are, of course, strictly valid only for molecules of a size
comparable with 2nip (< 10 nm). Any conclusion regarding
larger, more realistic, samples could only be speculative at this 566
Carsten Fortmann-Grote et al. Simulation of single-particle imaging IUCrJ (2017). 4, 560–568 research letters photons needed for the reconstruction of a molecule of a
certain size and at a targeted resolution. Such an expression
will help to define the requirements for experimental para-
meters (pulse duration and fluence) for the measurement of
unknown structures. These future simulations of larger parti-
cles should then also include the variation in X-ray intensity
across the sample and a realistic simulation of the detector
response using the tools described by Joy et al. (2015) and
Ru¨ter et al. (2016). European Union’s Horizon 2020 Research and Innovation
Programme under grant agreement No. 654220. European Union’s Horizon 2020 Research and Innovation
Programme under grant agreement No. 654220. research letters Morawiec, A. (2004). Orientations and Rotations. Heidelberg:
Springer Verlag. Schlichting, I. (2015). IUCrJ, 2, 246–255. Schmu¨ser, P., Dohlus, M. & Rossbach, J. (2009). Ultraviolet and Soft
X-ray Free-Electron Lasers. Heidelberg: Springer. Moribayashi, K. (2008). J. Phys. B, 41, 085602. Moribayashi, K. (2010). J. Phys. B, 43, 165602. Schwander, P., Giannakis, D., Yoon, C. H. & Ourmazd, A. (2012). Opt. Express, 20, 12827–12849. Moribayashi, K. & Kai, T. (2009). J. Phys. Conf. Ser. 163, 012097. Seibert, M. M. et al. (2011). Nature, 470, 78–81. Moths, B. & Ourmazd, A. (2011). Acta Cryst. A67, 481–486. Munke, A. et al. (2016). Sci. Data, 3, 160064. Slowik, J. M., Son, S.-K., Dixit, G., Jurek, Z. & Santra, R. (2014). New
J. Phys. 16, 073042. (
)
Murphy, B. F. et al. (2014). Nat. Commun. 5, 4281. y
Son, S.-K., Young, L. & Santra, R. (2011). Phys. Rev. A, 83,
033402. Neutze, R., Wouts, R., van der Spoel, D., Weckert, E. & Hajdu, J. (2000). Nature, 406, 752–757. Svensen, J. F. M. (1998). GTM: The Generative Topographic
Mapping. PhD thesis, Aston University, Birmingham, UK. (
)
Pellegrini, C., Marinelli, A. & Reiche, S. (2016). Rev. Mod. Phys. 88,
015006. Quiney, H. M. & Nugent, K. A. (2010). Nat. Phys. 7, 142–146. pp g
y
Tachibana, T. et al. (2015). Sci. Rep. 5, 10977. Tegze, M. & Bortel, G. (2012). J. Struct. Biol. 179, 41–45. Rudek, B. et al. (2012). Nat. Photon. 6, 858–865. Tegze, M. & Bortel, G. (2016). Acta Cryst. A72, 459–464. Ru¨ter, T., Hauf, S., Kuster, M., Joy, A., Ayers, R., Wing, M., Yoon,
C. H. & Mancuso, A. P. (2016). Proceedings of the 2015 IEEE
Nuclear Science Symposium and Medical Imaging Conference, 31
October – 7 November 2015, San Diego, California, USA, Abstract
No. 7581998. Wang, F., Weckert, E., Ziaja, B., Larsson, D. S. D. & van der Spoel, D. (2011). Phys. Rev. E, 83, 031907. Yoon, C. H., Yurkov, M. V., Schneidmiller, E. A., Samoylova, L.,
Buzmakov, A., Jurek, Z., Ziaja, B., Santra, R., Loh, N. D.,
Tschentscher,
T. &
Mancuso,
A. P. (2016). Sci. Rep. 6,
24791. Saldin, E. L., Schneidmiller, E. A. & Yurkov, M. V. (1999). Nucl. Instrum. Methods Phys. Res. A, 429, 233–237. Samoylova, L., Buzmakov, A., Chubar, O. & Sinn, H. (2016). J. Appl. Cryst. 49, 1347–1355. Ziaja, B., de Castro, A. R. B., Weckert, E. & Mo¨ller, T. (2006). Eur. Phys. J. D, 40, 465–480.. 568
Carsten Fortmann-Grote et al.
Simulation of single-particle imaging References M., Hajdu, J., Sakdinawat,
A., Schulz, J., Treusch, R. & Chapman, H. N. (2010). Phys. Rev. Lett. 104, 064801. Hau-Riege, S. P., London, R. A., Chapman, H. N., Szoke, A. &
Timneanu, N. (2007). Phys. Rev. Lett. 98, 198302. Hau-Riege, S. P., London, R. A. & Szoke, A. (2004). Phys. Rev. E, 69,
051906. Ho, P. J. & Knight, C. (2017). J. Phys. B, 50, 104003. Hubbell, J. H., Trehan, P. N., Singh, N., Chand, B., Mehta, D., Garg,
M. L., Garg, R. R., Singh, S. & Puri, S. (1994). J. Phys. Chem. Ref. Data, 23, 339–364. Huldt, G., Szo¨ke, A. & Hajdu, J. (2003). J. Struct. Biol. 144, 219–227. Joy, A., Wing, M., Hauf, S., Kuster, M. & Ru¨ter, T. (2015). J. Instrum. 10 C04022 , G , S
,
j
, J (
) J S
,
9
Joy, A., Wing, M., Hauf, S., Kuster, M. & Ru¨ter, T. (2015). J. Instrum. 10, C04022. ,
Jurek, Z. & Faigel, G. (2008). Eur. Phys. J. D, 50, 35–43. Jurek, Z., Son, S.-K., Ziaja, B. & Santra, R. (2016). J. Appl. Cryst. 49,
1048–1056. Jurek, Z., Thiele, R., Ziaja, B. & Santra, R. (2012). Phys. Rev. E, 86,
036411. Kai, T. & Moribayashi, K. (2009a). J. Phys. Conf. Ser. 163, 012035. Kai, T. & Moribayashi, K. (2009b). J. Phys. Conf. Ser. 194, 042037. y
(
)
y
f
Kai, T., Tokuhisa, A. & Kono, H. (2013). J. Phys. Soc. Jpn, 82, 114301. Kai, T., Tokuhisa, A. & Kono, H. (2013). J. Phys. Soc. Jpn, 82, 114301. Loh, N. D. & Elser, V. (2009). Phys. Rev. E, 80, 026705. Loh, N. D. & Elser, V. (2009). Phys. Rev. E, 80, 026705. Lorenz, U., Kabachnik, N. M., Weckert, E. & Vartanyants, I. A. (2012). Phys. Rev. E, 86, 051911. Funding information
C. Fortmann-Grote and S. Yakubov acknowledge support
from the European Cluster of Advanced Laser Light Sources
(EUCALL) project which has received funding from the Funding information
C. Fortmann-Grote and S. Yakubov acknowledge support
from the European Cluster of Advanced Laser Light Sources
(EUCALL) project which has received funding from the Mancuso, A., Aquila, A., Borchers, G., Giewekemeyer, K. & Reimers,
N. (2013). Technical Design Report: Scientific Instrument Single
Particles, Clusters, and Biomolecules (SPB). Technical Report. European XFEL GmbH, Hamburg, Germany. Carsten Fortmann-Grote et al. Simulation of single-particle imaging
56 567 IUCrJ (2017). 4, 560–568 research letters research letters Scheres, S. H. W., Gao, H., Valle, M., Herman, G. T., Eggermont,
P. P. B., Frank, J. & Carazo, J.-M. (2007). Nat. Methods, 4, 27–29. Ziaja, B., Jurek, Z., Medvedev, N., Saxena, V., Son, S.-K. & Santra, R. (2015). Photonics, 2, 256–269. IUCrJ (2017). 4, 560–568
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Using Plantago major and Plantago lanceolata in environmental pollution research in an urban area of Southern Poland
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Environmental science and pollution research international
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cc-by
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Iryna Skrynetska1
& Jagna Karcz2 & Gabriela Barczyk1 & Marta Kandziora-Ciupa1 & Ryszard Ciepał1 &
Aleksandra Nadgórska-Socha1 Received: 17 December 2018 /Accepted: 21 May 2019 /Published online: 14 June 2019
# The Author(s) 2019 Abstract The aim of this study was to perform a complex assessment of changes in the elements of an ecosystem that are caused by
environmental pollution in industrial and urban biotopes. The study focused on three sites: a park, a road and the site of the
metallurgical plant “Pokój” in the city of Ruda Śląska (Southern Poland), which are each under a different level of anthropogenic
load. Soil and plant material samples (Plantago major and Plantago lanceolata leaves) were investigated by performing
biochemical, ecophysiological and scanning electron microscopy (SEM) analyses. A significant difference was observed in all
of the study samples. The content of Pb, Zn and Cd in the soil samples that had been collected at the site of the metallurgical plant
exceeded the permitted limits (Cd > 4 mg kg−1, Pb > 100 mg kg−1, Zn > 300 mg kg−1). The content of Fe, Mn, Pb, Cd and Zn in
the plant material was much higher in unwashed samples than in washed samples. The concentrations of potentially toxic
elements (PTEs) were below the permitted level in the leaves of Plantago lanceolata for Cd (> 5 mg kg−1) and in the leaves
of Plantago major for Zn (> 100 mg kg−1). The SEM observations revealed a significant decrease in the stomata pore length
(SPL) in the Plantago lanceolata leaves that had been collected at the road site compared with the plants from the park site. The
elemental content on the leaf surface was also determined using X-ray microanalysis. The total chlorophyll (Chl) content,
ascorbic acid (AA), proline, guaiacol peroxidase (GPX) activity, pH, relative water content (RWC) and air pollution tolerance
index (APTI) were evaluated. The APTI for the investigated species ranged from 5.6 to 7.4, which demonstrated that the studied
plant species are sensitive to air pollutants. Keywords SEM-EDX . APTI . Potentially toxic metals (PTMs) . Plantago . * Iryna Skrynetska
i.skrynetska@gmail.com Environmental Science and Pollution Research (2019) 26:23359–23371
https://doi.org/10.1007/s11356-019-05535-x Environmental Science and Pollution Research (2019) 26:23359–23371
https://doi.org/10.1007/s11356-019-05535-x RESEARCH ARTICLE Abstract Soil pollution Abbreviations
AA
Ascorbic acid
APTI
Air pollution tolerance index
Chl
Total chlorophyll
GPX
Guaiacol peroxidase
RWC
Relative water content
SEM
Scanning electron microscopy
SEM-EDX
Scanning electron microscopy with
energy-dispersive X-ray spectroscopy
SPL
Stomata pore length
Introduction
Over the last several decades, the quality of the environ
has undergone a significant deterioration, which was prim
due to rapid developments in industry as well as urbanis
Environmental pollution has become a factor that is resp
ble for many negative effects on the health of fauna and
as well as on the ecosystem as a whole because of poten
toxic metals that do not degrade and accumulate in the
ronment, most of which have long-term toxic effects on
Responsible editor: Roberto Terzano
Electronic supplementary material The online version of this article
(https://doi.org/10.1007/s11356-019-05535-x) contains supplementary
material, which is available to authorized users. * Iryna Skrynetska
i.skrynetska@gmail.com
1
Department of Ecology, Faculty of Biology and Environmental
Protection, University of Silesia, Bankowa 9,
40-007 Katowice, Poland
2
Scanning Electron Microscopy Laboratory, Faculty of Biology and
Environmental Protection, University of Silesia, Jagiellońska 28,
40-032 Katowice, Poland Abbreviations
AA
Ascorbic acid
APTI
Air pollution tolerance index
Chl
Total chlorophyll
GPX
Guaiacol peroxidase
RWC
Relative water content
SEM
Scanning electron microscopy
SEM-EDX
Scanning electron microscopy with
energy-dispersive X-ray spectroscopy
SPL
Stomata pore length
Introduction
Responsible editor: Roberto Terzano
Electronic supplementary material The online version of this article
(https://doi.org/10.1007/s11356-019-05535-x) contains supplementary
material, which is available to authorized users. Responsible editor: Roberto Terzano Introduction * Iryna Skrynetska
i.skrynetska@gmail.com Over the last several decades, the quality of the environment
has undergone a significant deterioration, which was primarily
due to rapid developments in industry as well as urbanisation. Environmental pollution has become a factor that is responsi-
ble for many negative effects on the health of fauna and flora
as well as on the ecosystem as a whole because of potentially
toxic metals that do not degrade and accumulate in the envi-
ronment, most of which have long-term toxic effects on living 1
Department of Ecology, Faculty of Biology and Environmental
Protection, University of Silesia, Bankowa 9,
40-007 Katowice, Poland 23360 Environ Sci Pollut Res (2019) 26:23359–23371 organisms (Kardel et al. 2010; Remon et al. 2013; Muszyńska
et al. 2018). However, the effects of this interaction on the
function and structure of the elements of an urban ecosystem
have not yet been adequately quantified and are poorly
understood. possible application in soil phytostabilisation and revegetation
in industrial areas that have been contaminated with potential-
ly toxic metals (Serbula et al. 2012; Nadgórska-Socha et al. 2013; Romeh et al. 2016). These results may be useful in
evaluating the adaptive properties of these plants to harsh
environmental conditions as well as their use in ecological
risk assessment (Djingova et al. 2004; Przedpełska and
Wierzbicka 2007; Słomka et al. 2008). In flora, the epidermis is the first site of interaction with
atmospheric pollution because pollutants first pass through the
stomata of the epidermal tissues. The stomata, which regulate
the flow of gases entering into or escaping out of leaves, are an
excellent site to study the interaction between plants and their
environment because they are the first to be affected by air
pollution, which may cause changes in their morphology
(Robinson et al. 1998; Kardel et al. 2010; Uka et al. 2017). There are many different biochemical and physiological
mechanisms that help plants adapt to pollutants, and their
efficiency can be assessed by a number of parameters such
as the total chlorophyll (Chl) content, ascorbic acid (AA) con-
tent, pH and relative water content (RWC). All of these index-
es make up the so-called air pollution tolerance index (APTI). The value of the APTI defines a plant’s tolerance to pollution
because these parameters determine a plant’s adaptation to the
environment and thus predetermine the sensitivity or resis-
tance of a species to pollution (Lakshmi et al. Study area The investigated areas represented a variety of habitats (green
belts, squares, lawns and park) with ruderal and invasive spe-
cies such as Robinia pseudoacacia, Solidago canadensis and
Reynoutria japonica. Ruderal species were represented by
Taraxacum officinale, Achillea millefolium, Bellis perennis,
Trifolium repens, Poa annua, Medicago lupulina and others. The study sites were located in the city of Ruda Śląska
(Upper Silesian Industrial District, Southern Poland). For the
study, three locations were selected: a road (50°15′17.9″ N,
18°51′17.1″ E), a metallurgical plant (50°17′30.5″ N, 18°52′
25.7″ E) and a park (50°16′28.4″ N, 18°50′12.8″ E) (Fig. 1). The aim of this study was to perform a complex assessment
of changes in the elements of an ecosystem that are caused by
environmental pollution in industrial and urban biotopes. Two
ruderal species, Plantago major and Plantago lanceolata,
were selected for this study. The Plantago species has been
used as a traditional medicinal plant in many parts of the world
for centuries (Abd El-Gawad et al. 2015; Gomes de Andrade
et al. 2018). Plantago lanceolata and Plantago major are easy
to recognize and are very common in urban environments and
in the countryside. Previous studies have indicated that the
Plantago major and Plantago lanceolata species contain sig-
nificant levels of trace elements (Tinkov et al. 2016;
Nadgórska-Socha et al. 2017; Skrynetska et al. 2018). The “Strzelnica” Park is a recreational and leisure area and
is considered to be a potentially “clean” area. The road is the
intersection of the A4 expressway and the provincial road 925,
which has intensive road traffic. The metallurgical plant
“Pokój,” where steel products are produced and distributed,
is a site with a high level of environmental pollution. Introduction 2008;
Prajapati and Tripathi 2008). Additionally, a biochemical as-
sessment of variations in metabolites could be helpful in de-
fining the tolerance of a species. Proline accumulation is
regarded as an indicator of heavy metal stress and enzymatic
antioxidant components such as GPX may be used as an in-
dicator of environmental stress for an ecosystem (Kandziora-
Ciupa et al. 2017; Nadgórska-Socha et al. 2017). The following hypotheses were evaluated: –
Metal pollution contributes to changes in the ecophysio-
logical and morphological properties of selected species
within polluted sites compared with plants from a non-
contaminated area. –
Plantago species may be useful biological indicators for
industrialised urban areas. –
Plantago species may be useful biological indicators for
industrialised urban areas. Soil and plant material collection Soil samples were taken from the top layer at 0–10 cm depth
from five locations at each site. The samples were collected
during the vegetation season in late June and early July 2016. The soil and plant material samples were collected in five
replicates at each site (i.e. a total of 15 soil samples and 15
plant material samples). The objective of this study was to perform a comparative
analysis of selected ecophysiological and biochemical param-
eters and to determine the metal concentrations in soils and
plants in samples that had been collected from three areas with
different levels of the anthropogenic load. The data obtained
enabled us to observe any differences in the morphology and
physiological parameters, to analyse the air pollution tolerance
indexes and to assess the potential use of the tested species as a
bioindicator in an urban biotope. The tolerance of these plants
to metal toxicity was established in order to determine their Plant materials from herbaceous lawns were selected:
greater plantain (Plantago major) and narrow leaf plantain
(Plantago lanceolata), which are species of Plantago, family
Plantaginaceae. These two ruderal species are common and Environ Sci Pollut Res (2019) 26:23359–23371 23361 Fig. 1 Location of the study sites in Ruda Śląska: the road (expressway A4); the site of the metallurgical plant “Pokój” and “Strzelnica” Park Fig. 1 Location of the study sites in Ruda Śląska: the road (expressway A4); the site of the metallurgical plant “Pokój” and “Strzelnica” Park e site of the metallurgical plant “Pokój” and “Strzelnica” Par working conditions were 5 kVor 15 kVaccelerating voltages,
a working distance (WD) ranging from 8 to 25 mm. widespread and are also well known as good biological indi-
cators (Kurteva 2009, Nadgórska-Socha et al. 2013, Romeh
et al. 2016, Giacomino et al. 2016). The plant material for the
biochemical analysis was frozen immediately after collection
and kept frozen until the analysis. Energy-dispersive X-ray microanalysis (EDX) with a de-
tection limit of 0.1% of weight and beam penetration of 2–
5 μm was used to identify the elemental content on the leaf
surface using dry plant material that had not been fixed in GA. The parts of the leaves were mounted on aluminium stubs with
double-sided adhesive carbon tape and sputter coated with
gold. Soil and plant material collection The specimens were examined using a field emission
scanning electron microscope (FESEM) and a Thermo
Scientific NORAN System 7 energy-dispersive spectrometer
(Thermo Fisher Scientific, Madison, WI, USA). Background
and element specific peak spectra were analysed with NSS 3
X-ray Microanalysis software (Thermo Fisher Scientific). SEM mode microanalysis was carried out at a 15-kV acceler-
ation and the acquisition time was set to 60 s. Analyses were
performed at × 500–× 1100 magnifications on 1–5 points of
ten randomly selected pieces of the leaves from all of the
investigated sites. Scanning electron microscopy with energy-dispersive
X-ray spectroscopy analysis SEM was used to investigate the micromorphology of the leaf
surfaces and stomata size. Leaves from plants of about the
same age were taken randomly. Small pieces of fresh leaves
near the central nerve (0.5 × 1 cm2) were cut from the same
area of the leaf lamina, fixed in 3% glutaraldehyde in a 0.1 M
sodium phosphate buffer, washed three times with the same
buffer and then dehydrated with ethanol. In the next step, the
samples were critical-point dried in a Pelco CPD2 apparatus
(Ted Pella Inc., Redding, CA, USA) and then mounted on
aluminium stubs with double-sided adhesive carbon tape
and at lastly sputter coated in a Pelco SC-6 sputter coater
(Ted Pella Inc.) with a 20 nm layer of gold in order to improve
the electrical conductivity properties of the samples. All spec-
imens were imaged using a field emission scanning electron
microscope (Hitachi SU8010 FESEM; Hitachi High-
Technologies Corporation, Tokyo, Japan), which was
equipped with a secondary electron detector (ESD). The Soil analysis Soil pollution, particularly due to potentially toxic metal con-
tamination, has been widely investigated by researchers
around the world as one of the major environmental problems
that can affect plant productivity, the environment and human
health (Ross 1994; Alloway 1997; Kabata-Pendias and
Pendias 2001; Kandziora-Ciupa et al. 2016). Previous soil
metal accumulation researches that have been conducted in
the urban areas of Upper Silesia (Miasteczko Śląskie,
Chorzów, Piekary Śląskie, Sosnowiec, Dąbrowa Górnicza)
have also reported excessive concentrations of Pb, Cd and
Zn especially in soil samples that had been collected from
areas near metallurgical plants (Nadgórska-Socha et al. 2013, 2016; Kandziora-Ciupa et al. 2013; Dziubanek et al. 2015; Skrynetska et al. 2018). Most of these studies were
based on the fractions of the extracted elements. According
to Zheljazkov et al. (2008), while the pseudo-total or HNO3
extractable soil metal concentrations are important, the phyto-
available forms of specific metals in the soil are the ones to
which plant roots are actually exposed. Amoakwah et al. (2013) noted that CaCl2 mobilises both Cd and Zn because
of the combined effect of complexation by the chloride anion
and cation exchange. Metal content analysis The metal content of the soil was determined as pseudo-total
HNO3 extractable fraction as was described in detail by
Zheljazkov and Nielsen (1996). Additionally, metals were al-
so extracted from the soil samples with 0.01 M CaCl2 (poten-
tially available elements) according to Wójcik et al. (2014). 23362 Environ Sci Pollut Res (2019) 26:23359–23371 Statistical analyses The metal content was measured in the filtered extracts using
atomic absorption spectroscopy (Thermo Fisher Scientific
iCE 3500). All of the statistical calculations were performed using
Statistica version 13 (StatSoft Inc., Tulsa, OK, USA). The
observations were replicated five times for each parameter. The mean standard error was also calculated. Significant sta-
tistical differences were estimated using Tukey’s test. The
Pearson coefficient of correlation for assessing estimated pa-
rameters was also calculated. Analysis of variance (ANOVA)
helped to determine the variables that were significantly dif-
ferent among the soil and plant materials. Soil pH was determined using a standard method
(Ostrowska et al. 1991) using a 1:2.5 soil to water ratio. Organic matter content (expressed in %) was estimated fol-
lowing the method of Ostrowska et al. (1991). The content of trace elements in the plants was measured
using atomic absorption spectrometry (Thermo Fisher
Scientific iCE 3500). The plant samples were divided into
two groups and analysed as “washed” and “unwashed” sam-
ples. The “washed” plants were thoroughly washed with dis-
tilled water in an ultrasonic bath (ULTRON, Olsztyn, Poland)
for 10 min at 20 °C to remove any dust deposits and then
rinsed twice with distilled water. The plant samples were dried
at 105 °C and then ground in a stainless steel mill; then, 0.25 g
of the samples was wet digested in concentrated HNO3 at a
maximum of 120 °C and finally diluted to 25 ml with
deionised water (Lin et al. 2008). Biochemical analyses Root viability was determined by measuring the GPX activity
according to Fang and Kao (2000). Proline accumulation in
the leaves was determined using the acid ninhydrin method
(Bates et al. 1973). The RWC for the plant samples was de-
termined according to Pathak et al. (2011). The pH value of
the leaves was determined using a pH meter after
homogenising 5 g f.w. of the leaves in 10 ml deionised water
(Nadgórska-Socha et al. 2017). The content of total chloro-
phyll in the samples was quantitatively determined (Prajapati
and Tripathi 2008) in accordance with Arnon (1949). The
quantitative determination of ascorbic acid was performed ac-
cording to Keller and Schwanger (1977) and as described in
detail in Nadgórska-Socha et al. (2016). The calculation of the air pollution tolerance index enables
the degree of a plant’s tolerance to environmental pollution to
be defined. The APTI was calculated according to Prajapati
and Tripathi’s (2008) formula: Taking into consideration both points, in our study, we
elected to use both methods of metal extraction. According
to the Regulation by the Minister of Environment (2002), the
metal concentrations in the soil pseudo-total fraction, particu-
larly cadmium, lead and zinc, exceeded the permissible con-
centrations at the site of the metallurgical plant site
(4 mg kg−1, 100 mg kg−1 and 300 mg kg−1, respectively). The potentially toxic elements are usually extracted to a great-
er extent using HNO3 extraction rather than CaCl2 extraction,
which was confirmed by our study. In most cases, the poten-
tially bioavailable toxic metal content was below 1% of the
estimated content of the elements in the soil fraction that had
been extracted using HNO3. In the CaCl2 extracted concentra-
tions, the highest content of Mn, Zn and Cd was recorded at APTI ¼ A T þ P
ð
Þ þ R
10 10 where A is the ascorbic acid content (mg g−1 fresh weight); T
is the total leaf chlorophyll content (mg g−1 fresh weight); P is
the pH of leaf extract; R is the relative water content (%). According to Singh and Rao (1983), plants with APTI < 10
are sensitive; 10 < APTI < 16 are medium sensitive and
APTI > 17 are resistant to air pollution. Biochemical analyses where A is the ascorbic acid content (mg g−1 fresh weight); T
is the total leaf chlorophyll content (mg g−1 fresh weight); P is
the pH of leaf extract; R is the relative water content (%). According to Singh and Rao (1983), plants with APTI < 10
are sensitive; 10 < APTI < 16 are medium sensitive and
APTI > 17 are resistant to air pollution. Extra material about the methodology that was used is in-
cluded in the supplementary material (Online Resource 1). Environ Sci Pollut Res (2019) 26:23359–23371 23363 Table 1
Analysis of the soil samples. Stand
Extraction
Mn (mg kg−1)
Fe (mg kg−1)
Pb (mg kg−1)
Cd (mg kg−1)
Zn (mg kg−1)
Organic matter (%)
pH
Road
HNO3
236 ± 68a
6198 ± 1124a
34.7 ± 2.4a
0.7 ± 0.1a
133 ± 5a
6.0 ± 0.1a
7.0 ± 0.3b
CaCl2
0.8 ± 0.2a
0.3 ± 0.1a
0.5 ± 0.1a
0.1 ± 0.0a
0.1 ± 0.0a
Park
HNO3
820 ± 41b
8765 ± 342bc
51.2 ± 6.5a
2.1 ± 0.1b
237 ± 17a
8.1 ± 0.1b
5.5 ± 0.1a
CaCl2
27 ± 4ab
0.4 ± 0.1a
0.5 ± 0.1a
0.5 ± 0.0b
15 ± 1b
Metallurgical plant
HNO3
596 ± 40a
42,320 ± 1678c
693 ± 63b
7.2 ± 0.6c
2222 ± 228b
13.0 ± 0.1bc
7.2 ± 0.6c
CaCl2
0.9 ± 0.1a
0.4 ± 0.1a
0.6 ± 0.1a
0.1 ± 0.0a
0.5 ± 0.1a
Data is expressed as the mean ± SD. The different letters denote significant differences between specific metal concentrations in the fraction that had been
extracted with HNO3 and CaCl2, organic matter content, and pH (p < 0.05) Table 1
Analysis of the soil samples. Data is expressed as the mean ± SD. The different letters denote significant differences between specific metal concentrations in the fraction that had been
extracted with HNO3 and CaCl2, organic matter content, and pH (p < 0.05) serrations. In both of the investigated species, the abaxial
surface of the leaves is lighter than the adaxial surface. No
epicuticular waxes were present on the surfaces of the
leaves. Fine deposits with irregular shapes and of different
sizes were seen on the surfaces of the leaves in a polluted
environment (the area near the road and the site of the
metallurgical plant) (Fig. 2b, c, e, and f). At the road, the
stomata were mostly closed and blocked by dust (Fig. Biochemical analyses 2b, e). Single trichomes were rarely observed on surfaces
of the leaves from all of the investigated sites (Fig. 2b, c,
and f). the park, which may be connected with low pH. By contrast,
the CaCl2 extracted fraction had a comparable level of lead
with an average of 0.5 mg kg−1 and iron content with an
average 0.4 mg kg−1 for all of the investigated sites
(Table 1). Our results are similar to a study in the nearby
Miasteczko Śląskie, Poland (Nadgórska-Socha et al. 2016). According to Meers et al. (2007), the 0.01 M CaCl2 extraction
procedure proved to be the most versatile because it provided
a good indication of phytoavailability. The results that were obtained from the investigated loca-
tions provide clear information about the impact of pollution
on a natural environment that is under pressure from
industrialisation and urbanisation. Soils in a city are
characterised by a high level of acidity and show a high level
of mechanical damage as a result of human activity. Despite
this, in our study, the pH of the surface soils at the road and the
site of the metallurgical plant were nearly neutral, thus
confirming the efficiency of the revitalisation programmes
that began in 2015 (The Local Revitalisation Programme of
the City of Ruda Śląska until 2030 (2015)). The study of the
selected sites showed that the average level of organic matter
was 9%. The lowest content was found at the road (Table 1). Amphistomatous leaves and stomata occurred on both
sides of the leaves in all of the Plantago lanceolata and
Plantago major plants that were observed. The study of the
micromorphology and anatomy of the Plantago lanceolata
leaves using SEM revealed differences in the SPL in the
area that has heavy traffic and near the site of the metal-
lurgical plant compared with the park. The highest SPL
values were found in the Plantago lanceolata (24.04 ±
1.26 μm) leaves at the park. Despite the fact that the SPL
values in the leaves of Plantago major were much lower at
the park (16.5 ± 0.75 μm), the lowest values for Plantago
lanceolata (13.58 ± 0.95 μm) and for Plantago major
(14.53 ± 0.65 μm) were recorded at the road. At the site
of the metallurgical plant, the average SPL was 16.4 ±
0.91 μm and 18.23 ± 0.6 μm for Plantago lanceolata and
Plantago major, respectively. Biochemical analyses The leaves of Plantago
major had a comparable SPL at all of the investigated sites. A strong positive correlation was observed between the
SPL and RWC, total chlorophyll content and APTI (r2 =
0.7, r2 = 0.55 and r2 = 0.7, respectively) and a negative
correlation was observed between the SPL and ascorbic
acid and proline content (r2 = −0.58 and r2 = −0.81, re-
spectively). No correlation was observed between the
SPL and metal content in either the washed or unwashed
plant samples. SEM observation Accumulation of particles on surface of leaves depends on
physico-chemical nature of the particulates and the charac-
teristics of the contact surface (Bussotti et al. 1995; Liang
et al. 2017). The interaction between plants and the atmo-
sphere occurs mainly via the stomata and therefore can be
considered to be an air quality indicator. A study of the
stomatal characteristics is an inexpensive and easy way to
obtain relevant results (Kardel et al. 2010). A preliminary examination of the leaves was performed
using light microscopy. Plantago major leaves have a
blunt apex, 3–9 nerves, are sometimes slightly serrated, a
naked or slightly hairy surface and a round shape. The
leaves of Plantago lanceolata have a lanceolata or elliptic
shape. Its leaf blade is usually full and rarely has a few Wagoner (1975) reported no differences in the size of
the stomata between polluted and unpolluted sites. Alves
et al. (2008) described that an increase in stomatal density
together with a decrease in stomatal size leads to an opti-
mal adjustment for the control of gas exchange and the Environ Sci Pollut Res (2019) 26:23359–23371 23364 Fig. 2 Representative SEM images of the adaxial surfaces of the leaves. a
Plantago lanceolata at the park. b Plantago lanceolata at the road. c
Plantago lanceolata at the site of the metallurgical plant. d Plantago
major at the park. e Plantago major at the road. f Plantago major at the
site of the metallurgical plant major at the park. e Plantago major at the road. f Plantago major at the
site of the metallurgical plant Fig. 2 Representative SEM images of the adaxial surfaces of the leaves. a
Plantago lanceolata at the park. b Plantago lanceolata at the road. c
Plantago lanceolata at the site of the metallurgical plant. d Plantago Almost the same elemental content was recorded on the
surfaces in Bignoniaceae family leaves that had been collected
from different areas of the Pune District, India (Kedar et al. 2018). In research conducted by Weerakkody et al. (2018)
near a busy road, the amounts of C and O, in addition to Fe
and Cl, were considerably larger compared with the other
elements in PM10, and Ca, K, Si, Mg and S were present in
particles of various sizes distributed on the leaves of all inves-
tigated species. According to Weerakkody et al. SEM observation (2018), a high
content of C and O can also indicate the presence of carcino-
genic polycyclic aromatic hydrocarbons, primarily from fuel
exhausts and tyre wear. Trace amounts of Ca, Ba, Mn, K, Mg
and Zn can also be present in vehicle exhausts bound to or-
ganic components (Lin et al. 2005; Sharma et al. 2013). In
addition to the dust that originates from road traffic, PM10
containing Al, Ca, Na, Si, Cl, F and N can originate from soil
dust (Maher et al. 2013; Weerakkody et al. 2018). entrance of pollutants through the stomata. Moreover,
Kardel et al. (2010) noticed a decrease in both the adaxial
and abaxial stomata sizes in the leaves of Plantago
lanceolata that acts as a mechanism for adapting to pollu-
tion stress in unsuitable habitats. The formation of smaller
stomata in the leaf epidermis of trees was also recorded in
Lublin, Poland (Chwil et al. 2015). X-ray microanalysis Quantitative EDX analysis only provided information on the
distribution of the elements and was not sensitive in depicting
low concentrations of the elements (below the detection limit
(> 0.1% weight)). We also analysed the elemental composi-
tion of the particles on the adaxial leaf surfaces. X-ray micro-
analysis revealed the presence of Si, Fe, S, Na, Ca, Mg, Cl, O,
K and Al over the entire leaf surface sections that were exam-
ined. The results are presented as the averages of the spectra
that were obtained at the study sites (Fig. 3). The gold (Au)
signals can be considered to have originated from the sputter
coating. Analysis of the metal content in the plant material In the study area, the highest concentrations of Zn were
found in the unwashed samples at the site of the metallurgical
plant site for both of the species that were studied. The average
was 61 mg kg−1 for Plantago major and 43 mg kg−1 for
Plantago lanceolata in the washed samples, and the average
was 106 mg kg−1 for Plantago major and 88 mg kg−1 for
Plantago lanceolata in the unwashed samples (Table 2). The iron content in the study area ranged from 51 to
391 mg kg−1 for the washed samples and from 308 to
2830 mg kg−1 for the unwashed samples. The highest concen-
trations were observed in both study species at the site of the
metallurgical plant. The Pb concentration was a few times
greater in the unwashed than in the washed plants. The highest
manganese concentration was recorded in the leaves of
Plantago major in the unwashed samples (792 mg kg−1) at
the site of the metallurgical plant, which is eight times higher
than the concentration in the washed samples (Table 2). Potentially toxic concentrations of Cd (> 5 mg kg−1) were
found in all of the samples of Plantago lanceolata leaves from Weerakkody et al. 2018). In the washed plant material, the
highest accumulation of Mn, Fe and Pb was recorded in the
leaves of Plantago lanceolata at the site of the metallurgical
plant (Table 2). Weerakkody et al. 2018). In the washed plant material, the
highest accumulation of Mn, Fe and Pb was recorded in the
leaves of Plantago lanceolata at the site of the metallurgical
plant (Table 2). The iron content in the study area ranged from 51 to
391 mg kg−1 for the washed samples and from 308 to
2830 mg kg−1 for the unwashed samples. The highest concen-
trations were observed in both study species at the site of the
metallurgical plant. The Pb concentration was a few times
greater in the unwashed than in the washed plants. The highest
manganese concentration was recorded in the leaves of
Plantago major in the unwashed samples (792 mg kg−1) at
the site of the metallurgical plant, which is eight times higher
than the concentration in the washed samples (Table 2). In the study area, the highest concentrations of Zn were
found in the unwashed samples at the site of the metallurgical
plant site for both of the species that were studied. Analysis of the metal content in the plant material According to other researchers, the foliar metal uptake is
mainly due to the soil–root pathway in urban and industrial
environments (Schreck et al. 2012; Dao et al. 2014;
Kandziora-Ciupa et al. 2017). The concentrations of the ele-
ments (Fe, Mn, Pb, Cd, Zn) were investigated in both washed
and unwashed leaves of Plantago major and Plantago
lanceolata. Higher metal concentrations were found in the
unwashed samples, which was predictable as the dust on the
surfaces of leaves can also contain metals (Maher et al. 2013; The element content on the adaxial leaf surfaces from the
park was mainly represented by O, C, K, Cl, Ca and Mg (Fig. 3a, b), while at the road and the site of the metallurgical plant,
additional elements were present (Na, Al, Si and Fe) (Fig. 3c–
f). The highest peaks of Si and Al were recorded at the road,
and a higher Fe content was recorded at the site of the metal-
lurgical plant, along with the presence of Mn and fungal
spores (not shown). Environ Sci Pollut Res (2019) 26:23359–23371 23365 23365 hed plant material, the
Pb was recorded in the
site of the metallurgical
centrations of Zn were
site of the metallurgical
The iron content in the study area ranged from 51 to
391 mg kg−1 for the washed samples and from 308 to
2830 mg kg−1 for the unwashed samples. The highest concen-
trations were observed in both study species at the site of the
metallurgical plant. The Pb concentration was a few times
greater in the unwashed than in the washed plants. The highest Fig. 3 Selected SEM-EDX
images of Plantago leaf samples
with the chemical compositions
of the most frequently identified
elements on the adaxial surfaces. a, b The park. c, d The road. e, f
The site of the metallurgical plant Fig. 3 Selected SEM-EDX
images of Plantago leaf samples
with the chemical compositions
of the most frequently identified
elements on the adaxial surfaces. a, b The park. c, d The road. e, f
The site of the metallurgical plant Weerakkody et al. 2018). In the washed plant material, the
highest accumulation of Mn, Fe and Pb was recorded in the
leaves of Plantago lanceolata at the site of the metallurgical
plant (Table 2). Analysis of the metal content in the plant material The different letters denote significant differences between the metal concentra
washed and unwashed samples (p < 0.05). ascorbic acid, relative water content and leaf pH were deter-
mined. The GPX activity was also analysed (Table 3). the entire study area, according to the limits reported by
Kabata-Pendias and Pendias (2001). Moreover, the permissi-
ble Cd content was exceeded in almost all of the unwashed
samples, except for the leaves of Plantago major at the road
(Table 2). Cd accumulation in edible plants has been found at
significantly lower concentrations, i.e. 0.8 to 0.1 mg kg−1
(Dziubanek et al. 2015) compared with our results. A field
study conducted by Nadgórska-Socha et al. (2017) also re-
ported a lower metal content in Taraxacum officinale,
Plantago lanceolata, Betula pendula and Robinia
pseudoacacia leaves. Stafford et al. (2016) noted that the Cd
accumulation in Plantago lanceolata ranged from 0.44 to
0.89 mg kg−1. In our study, the highest concentration of Zn
in the washed samples, which exceeded the permissible con-
centration 100 mg kg−1 (Kabata-Pendias and Pendias 2001),
was found in the leaves of Plantago major at the park site. By
contrast, the study conducted by Kurteva (2009) recorded a
higher Zn accumulation in the leaves of Plantago lanceolata. Our investigation of the accumulation of potentially toxic
metals found much higher metal concentrations in the soil
and leaves of Plantago major compared with the study in
Cluj-Napoca, Romania, of Levei et al. (2018). Proline accumulation is considered to be a common phys-
iological response of many plants to environmental stress fac-
tors (Verbruggen and Hermans 2008; Tantrey and Agnihotri
2010). Moreover, researchers have found a significant amount
of proline in the reproductive parts of different plant species,
which raises the possibility that the accumulation of this ami-
no acid may also occur in non-stressed physiological condi-
tions (Mattioli et al. 2009). Numerous studies have also noted
a higher content of proline in samples from contaminated
areas compared with potentially clean sites (Tantrey and
Agnihotri 2010; Kumar et al. 2010; Kandziora-Ciupa et al. 2016; Kandziora-Ciupa et al. 2017). In our investigation, the
highest proline content was recorded at the road site for both
of the study species (Table 3). The average proline contents
for the Plantago major and Plantago lanceolata leaves were
7.8 μmol g−1 and 8.5 μmol g−1 f.w., respectively (Table 3). Analysis of the metal content in the plant material An
increase in the proline level during environmental contamina-
tion was also found in Philadelphus coronarius leaves by
Kafel et al. (2010) and confirmed in Taraxacum officinale,
Plantago lanceolata, Betula pendula and Robinia
pseudoacacia leaves because of urban environmental traffic
contamination by Nadgórska-Socha et al. (2017). In a field
study near the site of a smelter, a higher proline content was
also recorded in the leaves of Vaccinium murtillus (Kandziora-
Ciupa et al. 2017). After averaging the data that was obtained in the measure-
ments, the concentrations of the elements in the washed sam-
ples can be ranked in the following descending order for
Plantago lanceolata: Fe > Mn > Zn > Cd > Pb and for
Plantago major: Fe > Zn > Mn > Pb > Cd as was also record-
ed for Plantago major in Sosnowiec (Skrynetska et al. 2018). The order of the concentrations in the unwashed samples for
both Plantago species was the same: Fe > Mn > Zn > Pb > Cd. This fact supports the crucial point that the plant samples that
are used in biomonitoring studies must be washed. GPX activity is significant for plant growth and develop-
ment. The activity of antioxidant enzymes changes under bi-
otic and abiotic stress conditions and can be used as a potential
indicator of metal toxicity and other stress factors (Verma and
Dubey 2003; Doğanlar and Atmaca 2011; Kandziora-Ciupa
et al. 2017). According to the obtained results, a higher level
of GPX activity was recorded in the leaves of Plantago major
at the site of the metallurgical plant (1254 tetra-guaiacol
g−1 f.w.), while the lowest was recorded in the Plantago
lanceolata leaves (348 tetra-guaiacol g−1 f.w.) at the road
(Table 3). In our study, a lower GPX activity was recorded Analysis of the metal content in the plant material The average
was 61 mg kg−1 for Plantago major and 43 mg kg−1 for
Plantago lanceolata in the washed samples, and the average
was 106 mg kg−1 for Plantago major and 88 mg kg−1 for
Plantago lanceolata in the unwashed samples (Table 2). Potentially toxic concentrations of Cd (> 5 mg kg−1) were
found in all of the samples of Plantago lanceolata leaves from Environ Sci Pollut Res (2019) 26:23359–23371 23366 Table 2
Analysis of the metal content in Plantago lanceolata (Pl) and Plantago major (Pm)
Mn (mg kg−1)
Fe (mg kg−1)
Pb (mg kg−1)
Cd (mg kg−1)
Zn (mg kg−1)
Washed
Unwashed Washed
Unwashed
Washed
Unwashed Washed
Unwashed
Washed
Unwashed
Road
Pl
14 ± 1a
41 ± 4a
76 ± 3a
408 ± 24a
0.4 ± 0.1a
4.0 ± 0.2a
7.9 ± 0.2de 10.0 ± 0.3bc 16.1 ± 3.2a
27.6 ± 2.9a
Pm 20 ± 1a
25 ± 3a
90 ± 3a
308 ± 34a
0.9 ± 0.1d
4.7 ± 0.2a
0.1 ± 0.0a
0.5 ± 0.0a
25.3 ± 2.1ab 33 ± 3a
Park
Pl
18 ± 2a
46 ± 2a
51 ± 4a
443 ± 9a
0.4 ± 0.0abc 5.1 ± 0.1a
8.4 ± 0.1f
10.4 ± 0.3bc 38.6 ± 3.8b
70.8 ± 8.9a
Pm 61 ± 3b
84 ± 4a
92 ± 8a
410 ± 35a
1.1 ± 0.0c
3.3 ± 0.1a
1.6 ± 0.1c
12.2 ± 0.5c
130 ± 6d
138 ± 9a
Metallurgical
plant
Pl
133 ± 6d 307 ± 31b
391 ± 46b 1667 ± 110b 9.0 ± 0.3e
26 ± 3b
8.0 ± 0.1e
9.9 ± 0.4bc
73.8 ± 5.2c
165 ± 2b
Pm 93 ± 8c
792 ± 4c
314 ± 17b 2830 ± 139c 0.6 ± 0.0b
27 ± 1b
0.8 ± 0.1b
10.2 ± 0.6c
27.8 ± 1.3ab 148 ± 7a
Data are expressed as the mean ± SD. The different letters denote significant differences between the metal concentrations in the various plants in the
washed and unwashed samples (p < 0.05). Table 2
Analysis of the metal content in Plantago lanceolata (Pl) and Plantago major (Pm) Data are expressed as the mean ± SD. The different letters denote significant differences between the metal concentrations in the various plants in the
washed and unwashed samples (p < 0.05). Data are expressed as the mean ± SD. Analysis of the biochemical parameters Previous
field studies have recorded a higher total chlorophyll content
in the leaves of Plantago major and Plantago lanceolata in
Sosnowiec, Poland (Skrynetska et al. 2018) and in the leaves
of Plantago lanceolata in Dąbrowa Górnicza, Poland
(Nadgórska-Socha et al. 2017). The content of Chl can be
affected by high temperature, drought, salt stress, light inten-
sity, gaseous pollutants and potentially toxic metal contami-
nation (Pandey et al. 2015; Zhang et al. 2016). Relative water content (RWC) is the level of water that is
required in plants to maintain a physiological balance (Rai and
Panda 2014). According to Krishnaveni (2013), RWC is one
of ecophysiological indicators of environmental stress in
plants. In our study, the average relative water content in the
leaves of Plantago major was nearly 64% and was nearly 67%
for Plantago lanceolata, which confirms that the selected
plants are resistant to water stress. The lowest values for both
species were observed at the road (Table 3). Another important indicator of physiological condition of a
plant is the content of ascorbic acid (AA), which is a strong
reducing agent that activates many defence mechanisms in
plants, whereby increased ascorbic acid content enhances pol-
lution tolerance (Pandey et al. 2015; Zhang et al. 2016;
Nadgórska-Socha et al. 2017). Ascorbic acid is located mainly
in the chloroplast and plays an important role in the synthesis
of the cell walls, cell division and the processes that are asso-
ciated with detoxification (Ogunkunle et al. 2015). In our
study, the average AA content in the leaves of Plantago major
was 0.46 mg g−1 f.w., while for Plantago lanceolata, it was
0.37 mg g−1 f.w. The lowest AA content was observed in the
leaves of Plantago lanceolate at the park (Table 3). A much
lower AA content was found in the leaves of Plantago major
in a field study in Sosnowiec, Poland (Skrynetska et al. 2018). As was reported by Tripathi and Gautam (2007), an increase
in the AA content in all plant species may be due to the in-
creased rate of the production of reactive oxygen species. In a
field study conducted by Nadgórska-Socha et al. (2016), a
decreasing tendency was found in the leaves of
R. pseudoacacia, and an increase in the AA content was found
in the leaves of M. album at contaminated sites. Analysis of the biochemical parameters To estimate the state of the environment, in addition to the
above-mentioned results, the total chlorophyll, proline, Environ Sci Pollut Res (2019) 26:23359–23371 23367 Table 3
Analysis of the biochemical parameters of Plantago lanceolata (Pl) and Plantago major (Pm)
GPX (μg g−1 f.w.)
Proline (μmol g−1 f.w.)
RWC (%)
Chl (mg g−1 f.w.)
pH
AA (mg g−1 f.w.)
APTI
Road
Pl
348 ± 4a
9.8 ± 0.5b
60 ± 3a
0.13 ± 0.01ab
4.5 ± 0.1a
0.48 ± 0.02a
6.2 ± 0.1b
Pm
357 ± 4a
11.2 ± 2.2bc
54 ± 4a
0.09 ± 0.01a
5.0 ± 0.2 b
0.40 ± 0.08a
5.6 ± 0.6a
Park
Pl
572 ± 6a
6.9 ± 0.4ab
72 ± 4a
0.17 ± 0.02b
5.2 ± 0.1 bc
0.22 ± 0.04a
7.4 ± 0.5b
Pm
434 ± 5a
8.3 ± 1.4b
69 ± 3a
0.16 ± 0.01b
5.6 ± 0.1c
0.51 ± 0.07a
7.2 ± 0.4b
Metallurgical plant
Pl
581 ± 6a
8.8 ± 0.2b
68 ± 3a
0.09 ± 0.01a
5.3 ± 0.1c
0.42 ± 0.04a
7.0 ± 0.3b
Pm
1254 ± 63b
3.8 ± 0.6a
70 ± 2a
0.18 ± 0.01bc
5.0 ± 0.1bc
0.46 ± 0.08a
7.2 ± 0.2b
Data are expressed as the mean ± SD. The different letters denote significant differences between the contents of AA, Chl, RWC, pH, GPX, and
proline (p < 0.05) Table 3
Analysis of the biochemical parameters of Plantago lanceolata (Pl) and Plantago major (Pm) Data are expressed as the mean ± SD. The different letters denote significant differences between the contents of AA, Chl, RWC, pH, GPX, and
proline (p < 0.05) at the road and was positively correlated with the Fe and Mn
content in the washed samples and with Pb, Zn, Fe and Mg in
the unwashed samples. A similar dependence was also found
in studies that were conducted by Kandziora-Ciupa et al. (2013, 2017). Many authors have reported increased GPX
activity in response to elevated potentially toxic metal concen-
trations (Verma and Dubey 2003; Kafel et al. 2010; Doğanlar
and Atmaca 2011; Nadgórska-Socha et al. 2013; Marchand
et al. 2016). Ogunkunle et al. 2015; Nadgórska-Socha et al. 2017). We
observed comparable results for Plantago major and
Plantago lanceolata. The average contents in the leaves of
Plantago major and Plantago lanceolata were 0.14 mg g−1
f.w. and 0.13 mg g−1 f.w., respectively (Table 3). Conclusions The examinations of the leaves of Plantago major and
Plantago lanceolata showed anatomical, biochemical and
ecophysiological changes in the plant samples that had been
collected from an industrialized urban area. Strong correla-
tions were found between the SPL and the ecophysiological
parameters (RWC, APTI, Chl, AA, proline content). The met-
al content also correlated with the biochemical and ecophys-
iological indexes to different degrees depending on the specif-
ic element. The difference in metal concentrations between the washed
and unwashed plant material is an essential distinction. The
statistical analysis demonstrated the necessity of washing the
plant material that is used in metal bioaccumulation studies
because this factor affects the experimental accuracy. A plant species with a higher APTI can be used in green
belts and should be given priority for replantation in urban and
industrial areas in order to reduce the effects of air pollution
(Sisodia and Dutta 2016; Achakzai et al. 2017; Bharti et al. 2018). A plant species with a lower APTI can be recommend-
ed as a bioindicator and for environmental monitoring
(Nadgórska-Socha et al. 2016, 2017; Bharti et al. 2018). The
results that were obtained indicate that Plantago major and
Plantago lanceolata species can be classified as being sensi-
tive to air pollution and can be recommended for bioindicative
research in urban and industrial areas. According to the SEM-EDX results, a higher content of Al,
Fe, Si and Mn was observed on the adaxial leaf surfaces at the
road and metallurgical plant sites. During such an analysis,
researchers should take into account the detection limit and
depth of the beam penetration because tracking the trace ele-
ment content in particles >2 μm is quite difficult. Therefore,
for bioaccumulation studies, SEM-EDX analysis with an ad-
ditional analysis of the metal concentration (AAS, ICP etc.) is
recommended. A clear correlation was found between the pH value and the
content of Mn and Zn (r2 = 0.5 and r2 = 0.87, respectively)
and between the Chl and Pb content (r2 = −0.85) in the
washed plant material. Much stronger correlations were ob-
served in the unwashed material. A correlation was found
between the dehydrogenase activity and the content of Pb,
Fe, Mn and Zn (r2 = 0.76; r2 = 0.92; r2 = 0.96 and r2 = 0.57,
respectively). Analysis of the biochemical parameters Some studies
have also reported a high concentration of AA at industrial
sites (Agbaire and Esiefarienrhe 2009; Meerabai et al. 2012;
Ogunkunle et al. 2015). The leaf pH, which is a common physiological parameter,
is also suggested to be an indicator of plant stress (Krishnaveni
et al. 2013; Husson et al. 2018). The pH of the extracts from
the leaves in the study area ranged from 4.5 to 5.6. The lowest
pH was recorded in both study species at the road. The aver-
age pH for the Plantago major leaves was 5.21, and it was
4.98 for Plantago lanceolata (Table 3). The values of the leaf
pH that were obtained were lower for both species than the
results of a field study in Sosnowiec (Poland) (Skrynetska
et al. 2018). Krishnaveni et al. (2013) also recorded a decrease
in the leaf pH values at polluted sites. By contrast, a laboratory
study conducted by Cornelissen et al. (2011) reported that leaf
pH is largely a species-specific trait, and therefore, the inves-
tigated species could maintain a leaf pH independently from
the soil environment. Studies conducted by Sharma et al. (2013), Zhang et al. (2016) and Bharti et al. (2018)
emphasised that a lower leaf pH is connected with the pres-
ence of SOx and NOx in the air. This fact suggested us to
conclude that the leaf pH depends directly on air quality. Studies on chlorophyll content are considered to be rele-
vant as its level is connected with tolerance in contaminated
environments (Pathak et al. 2011; Rai and Panda 2014; Calculating the air pollution tolerance index (APTI) en-
ables the tolerance of plants to air pollution to be determined 23368 Environ Sci Pollut Res (2019) 26:23359–23371 and the biochemical parameters that are responsible for resis-
tance to environmental stress factors to be found. In our study,
Plantago major and Plantago lanceolata had a narrow range
of tolerance in the APTI index (5.6 to 7.4). It was found that
the relative APTI average of Plantago major was 6.7 while it
was 6.8 for Plantago lanceolata, thus indicating that both are
sensitive to air pollution. The road site had the lowest APTI
values for both of the study species (Table 3). According to the
classification of Singh and Rao (1983), the investigated plants
are species that are sensitive to air pollution. Analysis of the biochemical parameters Low values of
APTI were also noted in both contaminated and convention-
ally clean sites in Sosnowiec, Poland (Skrynetska et al. 2018). In Dąbrowa Górnicza, Poland, the APTI of Plantago
lanceolata was higher (8.43–14.57), especially at non-
contaminated sites compared with contaminated sites
(Nadgórska-Socha et al. 2017). Another study in Southern
Poland (Miasteczko Śląskie, Katowice, Jaworzno) using
Robinia pseudoacacia and Melandrium album at potentially
toxic metal-contaminated sites recorded a mean APTI value
for all of the investigated sites at 9.4 for R. pseudoacacia and
8.7 for M. album (Nadgórska-Socha et al. 2016). Zhang et al. (2016) identified species that are tolerant to air pollution
(Magnolia denudata, Diospyros kaki, Ailanthus altissima,
Fraxinus chinensis and Rosa chinensis), which had been col-
lected from two heavy traffic roadside sites and one suburban
site in Beijing and recommended it to be planted at locations
where there is heavy traffic. Bharti et al. 2018 estimated the
APTI of 25 plant species that were growing at the Talkatora
Industrial Area, India, and determined that Polythalia
longifolia was the species that was most sensitive to air
pollution. Zn (r2 = 0.72). Negative correlations were observed between
proline content and the content of Pb, Fe, Zn and Cd in the
unwashed samples (r2 = −0.61; r2 = −0.76; r2 = −0.58 and
r2 = −0.56, respectively). Although the Plantago major and Plantago lanceolata
species that were investigated demonstrated different eco-
physiological responses to environmental pollution, they can
be recommended as unified bioindicators because of their
wide dispersion in Europe, North America, and other regions
of the world, e.g. South Africa (Kardel et al. 2010). The ability
of this plant to accumulate metals can be also used in
phytostabilisation and environmental risk assessment studies
(Gucwa-Przepióra et al. 2016; Romeh et al. 2016). Moreover,
it is important to continue this kind of research in order to
determine plants with a tolerance or resistance to environmen-
tal pollution that can be used in developing green belts or to
provide a low-cost and eco-friendly approach for reducing air
pollution. References Abd El-Gawad A, Mashaly IA, Abu Ziada ME, Deweeb MR (2015)
Phytotoxicity of three Plantago species on germination and seedling
growth of hairy beggarticks (Bidens pilosa L.). Egypt J Basic Appl
Sci 2:303–309 Gucwa-Przepióra E, Nadgórska-Socha A, Fojcik B, Chmura D (2016)
Enzymatic activities and arbuscular mycorrhizal colonization of
Plantago lanceolata and Plantago major in a soil root zone under
heavy metal stress. Environ Sci Pollut Res 23(5):4742–4475. https://
doi.org/10.1007/s11356-015-5695-9 Achakzai K, Khalid S, Adrees M, Bibi A, Ali S, Nawaz R, Rizwan M
(2017) Air pollution tolerance index of plants around brick kilns in
Rawalpindi, Pakistan. J Environ Manag 190:252–258. https://doi. org/10.1016/j.jenvman.2016.12.072 Husson O, Audebert A, Benada J et al (2018) Leaf Eh and pH: a novel
indicator of plant stress. Spatial, temporal and genotypic variability
in rice (Oryza sativa L.). Agronomy 8:209. https://doi.org/10.3390/
agronomy8100209 Agbaire P, Esiefarienrhe E (2009) Air pollution tolerance indices (APTI)
of some plants around Otorogun gas plant in Delta State, Nigeria. J
Appl Sci Environ Manag 13(1):11–14. https://doi.org/10.5897/
AJB2014.13616 Kabata-Pendias A, Pendias H (2001) Trace elements in soils and plants
third ed. CRC press, Boca Raton FL Kafel A, Nadgórska-Socha A, Gospodarek J, Babczyńska A, Skowronek
M, Kandziora M, Rozpendek K (2010) The effects of Aphis fabae
infestation on the antioxidant response and heavy metal content in
field grown Philadelphus coronarius plants. Sci Total Environ
408(5):1111–1119 Alloway A (1997) Chemical principles of environmental pollution. Springer, Netherlands, pp 41–56 Alves ES, Moura BB, Domingos M (2008) Structural analysis of
Tillandsia usneoides L. exposed to air pollutants in Sao Paulo City,
Brazil. Water Air Soil Pollut 189:61–68 Kandziora-Ciupa M, Nadgórska-Socha A, Ciepał R, Słomnicki A (2013)
Soil contamination with zinc, cadmium and lead in the city of
Zabrze. Ecol Chem Eng A 20(1):47–54 Amoakwah E, Van Slycken S, Tack FMG, Essumang D (2013) Assessing
the extraction efficiency of CaCl2 and Rhizon extraction methods
after the application of organic matter and CaCl2 as soil amendments
to enhance the mobility of Cd and Zn. J Environ Anal Toxicol 3:167. https://doi.org/10.4172/2161-0525.1000167 Kandziora-Ciupa M, Ciepał R, Nadgórska-Socha A, Barczyk G (2016)
Accumulation of heavy metals and antioxidant responses in Pinus
sylvestris L. needles in polluted and non-polluted sites. Ecotoxicology 25:970–981 Arnon DI (1949) Copper enzymes in isolated chloroplast: polyphenol
oxidase in Beta vulgaris. Compliance with ethical standards Dziubanek G, Piekut A, Rusin M, Baranowska M, Hajok I (2015)
Contamination of food crops grown on soils with elevated heavy
metals content. Ecotoxicol Environ Saf 118:183–189. https://doi. org/10.1016/j.ecoenv.2015.04.032 Conflict of interest
The authors declare that they have no conflict of
interest. Open Access This article is distributed under the terms of the Creative
Commons Attribution 4.0 International License (http://
creativecommons.org/licenses/by/4.0/), which permits unrestricted use,
distribution, and reproduction in any medium, provided you give
appropriate credit to the original author(s) and the source, provide a link
to the Creative Commons license, and indicate if changes were made. Fang WC, Kao C (2000) Enhanced peroxidase activity in rice leaves in
response to excess iron, copper and zinc. Plant Sci 158:71–76 Giacomino A, Malandrino M, Colombo ML, Miaglia S, Maimone P,
Blancato S, Conca E, Abollino O (2016) Metal content in dandelion
(Taraxacum officinale) leaves: influence of vehicular traffic and
safety upon consumption as food. J Chem 2016. https://doi.org/10. 1155/2016/9842987 Gomes de Andrade C, Mendes de Souza Mesquita L, Murador D,
Cavalcante Braga A, Vera de Rosso V, Garcia de Almeida OJ,
Vilegas W (2018) Application of electrospray ionization mass spec-
trometry fingerprinting associated with macroscopic and histologi-
cal analysis for Plantago major herbal infusions quality control. Food Res Int 107:314–324 x Doğanlar Z, Atmaca M (2011) Influence of airborne pollution on Cd, Zn,
Pb, Cu and Al accumulation and physiological parameters of plant
leaves in Antakya (Turkey). Water Air Soil Pollut 214(1/4):509–523 Conclusions Significant positive correlations were found be-
tween the RWC and Cd and Zn concentrations (r2 = 0.81; r2 =
0.7, respectively), between the total chlorophyll and Cd con-
tent (r2 = 0.66) and between the pH value and the content of The results demonstrated that Plantago major had a
higher tolerance ability to environmental pollution compared
with Plantago lanceolata at the site of the metallurgical
plant – an area with an extremely high metal content, which
ensured its greater adaptation ability to stress factors. The
calculation of the APTI index demonstrated that the plant
species that were studied have a narrow range (5.6–7.4) and
are sensitive to air pollutants, including potentially toxic Environ Sci Pollut Res (2019) 26:23359–23371 23369 Cornelissen J, Sibma F, Logtestijn R, Broekman R, Thompson K (2011)
Leaf pH as a plant trait: species-driven rather than soil-driven vari-
ation. Funct Ecol 25:449–455. https://doi.org/10.2307/41239279 metals, which suggests their usefulness as bioindicators of
the environmental state. metals, which suggests their usefulness as bioindicators of
the environmental state. Dao L, Morrison L, Zhang H, Zhang C (2014) Influences of traffic on Pb,
Cu and Zn concentrations in roadside soils of an urban park in
Dublin, Ireland. Environ Geochem Health 36:333–343. https://doi. org/10.1007/s10653-013-9553-8 Acknowledgements We would like to express our gratitude to the anon-
ymous reviewers for their careful reading of our manuscript and their
insightful comments and suggestions. Djingova R, Kuleff I, Markert B (2004) Chemical fingerprint of plants. Ecol Res 19:3–11. https://doi.org/10.1111/j.1440-1703.2003.00602. Funding This work was co-funded by the university statutory activity
funds for young researchers. https://doi.org/10.1016/j.ufug.2010.06.008 Prajapati S, Tripathi B (2008) Seasonal variation of leaf dust accumula-
tion and pigment content in plant species exposed to urban particu-
lates pollution. J Environ Qual 37:865–870. https://doi.org/10.2134/
jeq2006.0511 Liang J, Fang HL, Zhang TL, Wang XX, Liu YD (2017) Heavy metal in
leaves of twelve plant species from seven different areas in
Shanghai, China. Urban For Urban Green 27:390–398. https://doi. org/10.1016/j.ufug.2017.03.006 Przedpełska E, Wierzbicka M (2007) Arabidopsis arenosa (Brassicaceae)
from a lead-zinc waste heap in southern Poland—a plant with high
tolerance to heavy metals. Plant Soil 299:43–53. https://doi.org/10. 1007/s11104-007-9359-5 Lin CC, Chen SJ, Huang KL, Hwang WI, Chang-Chien GP, Lin WY
(2005) Characteristics of metals in nano/ultrafine/fine/coarse parti-
cles collected beside a heavily trafficked road. Environ Sci Technol
39:8113–8122. https://doi.org/10.1021/es048182a Rai P, Panda L (2014) Dust capturing potential and air pollution
tolerance index (APTI) of some road side tree vegetation in
Aizawl, Mizoram, India: an Indo-Burma hot spot region. Air
Qual Atmos Health 7:93–101. https://doi.org/10.1007/s11869-
013-0217-8 Lin A, Zhang X, Zhu Y-G, Zhao F-J (2008) Arsenate induced toxicity:
effects on antioxidative enzymes and DNA damage in Vicia faba. Environ Toxicol Chem 27:413–419. https://doi.org/10.1897/07-
266R.1 Regulation by the Minister of Environment dated 9 September 2002. Official Gazette No. 165, Pos. 1359th (in Polish) Maher BA, Ahmed IAM, Davison B, Karloukovski V, Clarke R (2013)
Impact of roadside tree lines on indoor concentrations of traffic-
derived particulate matter. Environ Sci Technol 47:13737–13744. https://doi.org/10.1021/es404363m Remon E, Bouchardon J-L, Guédard ML, Bessoule J-J, Conord C (2013)
Are plants useful as accumulation indicators of metal bioavailability. Environ Pollut 175:1–7. https://doi.org/10.1016/j.envpol.2012.12. 015 Marchand L, Grebenshchykova Z, Mench M (2016) Intra-specific vari-
ability of the guaiacol peroxidase (GPOD) activity in roots of
Phragmites australis exposed to copper excess. Ecol Eng 90:57–
62. https://doi.org/10.1016/j.ecoleng.2016.01.055 Robinson MF, Heath J, Mansfield TA (1998) Disturbances in stomatal
behaviour caused by air pollutants. J Exp Bot 49:461–469 Mattioli R, Costantino P, Trovato M (2009) Proline accumulation in
plants. Plant Signal Behav 4(11):1016–1018 Romeh A, Khamis M, Metwally S (2016) Potential of Plantago major L. for phytoremediation of lead-contaminated soil and water. Water Air
Soil Pollut 227:9. https://doi.org/10.1007/s11270-015-2687-9 Meerabai G, Venkata Ramana C, Rasheed M (2012) Effect of industrial
pollutants on physiology of Cajanus cajan (L.)–Fabaceae. Int J
Environ Sci 2(4):1889–1894. https://doi.org/10.6088/ijes. 00202030071 Ross S (1994) Toxic metals in soil-plant systems. References Plant Physiol 24:1–15 Kandziora-Ciupa M, Nadgórska-Socha A, Barczyk G, Ciepał R (2017)
Bioaccumulation of heavy metals and ecophysiological responses to
heavy metal stress in selected populations of Vaccinium myrtillus L. and Vaccinium vitis-idaea L. Ecotoxicology 26(7):966–980 Bates L, Waldren R, Teare D (1973) Rapid determination of free proline
for water-stress studies. Plant Soil 39:205–207 Bharti SK, Trivedi A, Kumar N (2018) Air pollution tolerance index of
plants growing near an industrial. Urban Climate 24:820–829. https://doi.org/10.1016/j.uclim.2017.10.007 d Vaccinium vitis-idaea L. Ecotoxicology 26(7):966–980 Kardel F, Wuyts K, Babanezhad M, Vitharana UWA, Wuytack T, Potters
G, Samson R (2010) Assessing urban habitat quality based on spe-
cific leaf area and stomatal characteristics of Plantago lanceolata L. Environ Pollut 158:788–794 Bussotti F, Paolo Grossoni P, Batistoni P, Ferretti M, Cenni E (1995)
Preliminary studies on the ability of plant barriers to capture lead
and cadmium of vehicular origin. Aerobiologia 11:11–18 Kedar KA, Chaudhari SR, Rao AS (2018) Dataset on leaf surface and
elemental study of four species of Bignoniaceae family by SEM-
EDAX. Data Brief 17:1188–1195 Chwil S, Kozłowska-Strawska J, Tkaczyk P, Chwil P, Matraszek R
(2015) Assessment of air pollutants in an urban agglomeration in
Poland made by the biomonitoring of trees. J Elem 20(4):813–826. https://doi.org/10.5601/jelem.2015.20.1.742 Keller T, Schwanger H (1977) Air pollution and ascorbic acid. Eur J
Forest Pathol 7:338–350 23370 Environ Sci Pollut Res (2019) 26:23359–23371 bioaccumulation in selected plant species from urban biotopes. Chemosphere 183:471–482. https://doi.org/10.1016/j. chemosphere.2017.05.128 Krishnaveni M (2013) Air pollution tolerance index and antioxidant ac-
tivity of Parthenium hysterophorus. J Pharm Res 7:296–298. https://
doi.org/10.1016/j.jopr.2013.03.025 Ogunkunle C, Suleiman L, Oyedeji S, Awotoye O, Fatoba P (2015)
Assessing the air pollution tolerance index and anticipated perfor-
mance index of some tree species for biomonitoring environmental
health. Agrofor Syst 89:447–454. https://doi.org/10.1007/s10457-
014-9781-7 Krishnaveni M, Amsavalli L, Chandrasekar R, Durairaj S, Madhiyan P
(2013) Biochemical changes in medicinal plant leaves as a biomark-
er of pollution. Res J Pharm Technol 6(5):537–543 Kumar N, Pal M, Singh A, Kumar SaiRam R, Srivastava GH (2010)
Exogenous proline alleviates oxidative stress vase life in rose
(Rosa hybrid L. “Grand Gala”). Sci Hortic 127:79–85 Ostrowska A, Gawliński S, Szczubiałka Z (1991) In: Method of analysis
and estimate soil and plants property, Catalogue of the
Environmental Protection Institute Warsaw pp 334–336 (in Polish) Kurteva M (2009) Comparative study on Plantago major and P. References lanceolata
(Plantaginaceae) as bioindicators of the pollution in the region of the
Asarel Copper Dressing Works. Phytologia Balcanica Sofia 15(2):
261–271 Pandey AK, Pandey M, Mishra A, Tiwary SM, Tripathi BD (2015) Air
pollution tolerance index and anticipated performance index of
some plant species for development of urban forest. Urban For
Urban Green 14:866–871 Lakshmi P, Sarvanti L, Srinivas N (2008) Air pollution tolerance index of
various plants species growing in industrial areas. Ecoscan 2:203–
206 Pathak V, Tripathi B, Mishra V (2011) Evaluation of anticipated perfor-
mance index of some tree species for green belt development to
mitigate traffic generated noise. Urban For Urban Green 10:61–66. https://doi.org/10.1016/j.ufug.2010.06.008 Levei L, Kovacs E, Hoaghia M-A, Ozunu A (2018) Accumulation of
heavy metals in Plantago major grown in urban and post-
industrial areas. Studia Ubb Chemia 1:87–98. https://doi.org/10. 24193/subbchem.2018.1.07 https://doi.org/10.1016/j.ufug.2010.06.008 John Wiley & Sons,
Chichester; New York Schreck E, Foucault Y, Sarret G, Sobanska S, Cécillon L, Castrec-
Rouelle M, Uzu G, Dumat C (2012) Metal and metalloid
foliar uptake by various plant species exposed to atmospheric
industrial fallout: mechanisms involved for lead. Sci Total
Environ 427-428:253–262 Meers E, Samson R, Tack F, Ruttens A, Vandegehuchte M, Vangronsveld
J, Verloo M (2007) Phytoavailability assessment of heavy metals in
soils by single extractions and accumulation by Phaseolus vulgaris. Environ Exp Bot 60(3):385–396 Muszyńska E, Hanus-Fajerska E, Ciarkowska K (2018) Studies on lead
and cadmium toxicity in Dianthus carthusianorum calamine ecotype
cultivated in vitro. Plant Biol 20(3):474–482. https://doi.org/10. 1111/plb.12712 Serbula S, Milljkovic D, Kovacevic R, Ilic A (2012) Assessment of air-
borne heavy metal pollution using plant parts and topsoil. Ecotoxicol Environ Saf 76:209–214. https://doi.org/10.1016/j. ecoenv.2011.10.009 Nadgórska-Socha A, Ptasiński B, Kita A (2013) Heavy metal bioaccu-
mulation and antioxidant responses in Cardaminopsis arenosa and
Plantago lanceolata leaves from metalliferous and non-
metalliferous sites. Ecotoxicology 22:1422–1434. https://doi.org/
10.1007/s10646-013-1129-y Sharma M, Panwar N, Arora P, Luhach J, Chaudhry S (2013) Analysis of
biological factors for determination of air pollution tolerance index
of selected plants in Yamuna Nagar, India. J Environ Biol 34:509–
514 Singh SK, Rao DN (1983) Evaluation of the plants for their tolerance to
air pollution, Proceedings symposium on air pollution control held
at IIT, Delhi. pp 218–224 Nadgórska-Socha A, Kandziora-Ciupa M, Ciepal R, Barczyk G (2016)
Robinia pseudoacacia and Melandrium album in trace elements
biomonitoring and air pollution tolerance index study. Int J
Environ Sci Technol 13:1741–1752. https://doi.org/10.1007/
s13762-016-1010-7 Sisodia A, Dutta S (2016) Air pollution tolerance index of certain plant
species: a study of national highway no-8, India. J Environ Res Dev
10(04):723 Nadgórska-Socha A, Kandziora-Ciupa M, Trzęsicki M, Barczyk G
(2017) Air pollution tolerance index and heavy metal Skrynetska I, Ciepał R, Kandziora-Ciupa M, Barczyk G,
Nadgórska-Socha A (2018) Ecophysiological responses to Environ Sci Pollut Res (2019) 26:23359–23371 23371 environmental pollution of selected plant species in an indus-
trial urban area. Int J Environ Res 12:255. https://doi.org/10. 1007/s41742-018-0088-9 Verma S, Dubey RS (2003) Lead toxicity induces lipid peroxidation and
alters the activities of antioxidant enzymes in growing rice plants. Science 164:645–655 Wagoner S (1975) Leaf cuticular and morphological variations in
Plantago lanceolata as indicators of environmental pollution. https://doi.org/10.1016/j.ufug.2010.06.008 Tennessee Acad Sci 50:79–83 Słomka A, Libik-Konieczny M, Kuta E, Miszalski Z (2008)
Metalliferous and non-metalliferous populations of Viola tri-
color represent similar mode of antioxidative response. J
Plant Physiol 165:1610–1619. https://doi.org/10.1016/j.jplph. 2007.11.004 Weerakkody U, Dover JW, Mitchell P, Reiling K (2018) Quantification of
the traffic-generated particulate matter capture by plant species in a
living wall and evaluation of the important leaf characteristics. Sci
Total Environ 635:1012–1024 Stafford AD, Anderson CW, Hedley MJ, McDowell RW (2016)
Cadmium accumulation by forage species used in New Zealand
livestock grazing systems. Geoderma Regional 7:11–18. https://
doi.org/10.1016/j.geodrs.2015.11.003 Wójcik M, Sugier P, Siebielec G (2014) Metal accumulation strategies in
plants spontaneously inhabiting Zn-Pb waste deposits. Sci Total
Environ 487:313–322 Tantrey MS, Agnihotri RK (2010) Chlorophyll and proline content of
gram (Cicer arietinum L.) under cadmium and mercury treatment. Res J Agric Sci 1(2):119–122 Zhang P, Liu Y, Chen X, Yang Z, Zhu M, Li Y (2016) Pollution resistance
assessment of existing landscape plants on Beijing streets based on
air pollution tolerance index method. Ecotoxicol Environ Saf 132:
212–223. https://doi.org/10.1016/j.ecoenv.2016.06.003 The local revitalization program of the city of Ruda Śląska until 2030
(2015) Resolution no. PRP 2008–07.8 of the Ruda Śląska City
Council of January 22, 2015. (in Polish) 212–223. https://doi.org/10.1016/j.ecoenv.2016.06.003 Zheljazkov VD, Nielsen NE (1996) Effect of heavy metals on peppermint
and corn-mint. Plant Soil 178:59–66 Tinkov A, Nemereshina O, Suliburska J, Gatiatulina E, Regula J,
Nikonorov A, Skalny A (2016) Comparative analysis of the trace
element content of the leaves and roots of three Plantago species. Biol Trace Elem Res 173:225–230 Zheljazkov VD, Jeliazkova EA, Kovacheva N, Dzhurmanski A (2008)
Metal uptake by medicinal plant species grown in soils contaminat-
ed by a smelter. Environ Exp Bot 64(3):207–216. https://doi.org/10. 1016/j.envexpbot.2008.07.003 Tripathi A, Gautam M (2007) Biochemical parameters of plants as indi-
cators of air pollution. J Environ Biol 28:127–132 Uka N, Hogarh J, Belford D (2017) Morpho-anatomical and biochemical
responses of plants to air pollution. Int J Mod Bot 7(1):1–11. https://
doi.org/10.5923/j.ijmb.20170701.01 Publisher’s note
Springer Nature remains neutral with regard to
jurisdictional claims in published maps and institutional affiliations. Verbruggen N, Hermans C (2008) Proline accumulation in plants: a re-
view. Amino Acids 35 Verbruggen N, Hermans C (2008) Proline accumulation in plants: a re-
view. Amino Acids 35
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PISA, TIMSS e PIRLS em Portugal: Uma análise comparativa
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Revista portuguesa de educação/Revista portuguesa de educação
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cc-by-sa
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RESUMO Neste artigo apresentamos uma análise comparativa entre três questio
nários internacionais: o PISA, conduzido pela OCDE, e o TIMSS e o PIRLS,
realizados pela IEA, tendo em conta os seus objetivos gerais e correlações
entre os respetivos dados referentes a Portugal (por regiões da NUTS III). A
revisão bibliográfica e documental mostrou como os resultados podem ser
reformulados ou reinterpretados pelos diferentes atores sociais e que são
vistos pelos decisores políticos e pelas organizações como uma ferramenta
de comparação dos sistemas escolares, reveladora de pontos fortes e pon
tos fracos. A análise dos resultados gerais evidencia que Portugal tem vindo
a melhorar os seus resultados no PISA, nos três domínios avaliados (leitura,
matemática e ciências), que melhorou no TIMSS em matemática e piorou
em leitura no PIRLS. A análise comparativa por regiões revelou que existe
uma diferenciação dos resultados por regiões e que, enquanto o fator domí
nio não se apresenta como relevante, o fator objeto de avaliação em cada
estudo parece determinante para os resultados dos questionários. Revelou,
ainda, que há uma relação direta entre o PIB/habitante e os resultados dos
questionários nas regiões com valores extremos de PIB/habitante, mas que
essa relação não existe para a generalidade das regiões. Vítor Rosa i
Universidade Lusófona
de Humanidades e
Tecnologias, Portugal João Sampaio Maia ii
Universidade Lusófona
do Porto, Portugal Daniela Mascarenhas iii
Instituto Politécnico
do Porto, Portugal António Teodoro iv
Universidade Lusófona
de Humanidades e
Tecnologias, Portugal Palavras-chave: Regiões NUTS III; PISA; TIMSS; PIRLS Palavras-chave: Regiões NUTS III; PISA; TIMSS; PIRLS Revista Portuguesa de Educação, 33(1), 94-120. http://doi.org/10.21814/rpe.18380 1. INTRODUÇÃO Os estudos internacionais desenvolvidos a partir de questionários são cada
vez mais numerosos e abrangem diferentes domínios. Os da educação dizem
respeito a diversos níveis de ensino (da educação básica à universidade) e
também aos adultos não escolarizados. Várias revistas e obras especializadas
fazem eco destes estudos, insistindo sobre os seus objetivos, os métodos
utilizados e os seus resultados. O Programme for International Student
Assessment (PISA), conduzido pela Organização para a Cooperação e
Desenvolvimento Económico (OCDE) e que incide tradicionalmente sobre a
leitura, as ciências e a matemática, e mais recentemente inclui a resolução
colaborativa de problemas e a literacia financeira, o Trends in International
Mathematics and Science Study (TIMSS), que abrange a matemática e a física, Revista Portuguesa de Educação, 33(1), 94-120. http://doi.org/10.21814/rpe.18380 95 PISA, TIMSS e PIRLS em Portugal 95 e o Progress in International Reading Literacy Study (PIRLS), que incide sobre
a leitura, ambos realizados pela International Association for the Evaluation
of Educational Achievement (IEA), são, certamente, os mais conhecidos e
tornaram-se uma referência para a governação nos campos da educação e
da formação. Dado que todos estes estudos se centram essencialmente na
avaliação dos alunos, foram designados pelo acrónimo ILSAs, que significa
International Large-Scale Assessments. Vários documentos e bases de dados,
de acesso livre, podem ser encontrados(as) na internet e, ao longo dos anos,
todos eles se dotaram de recursos humanos, metodológicos e tecnológicos
importantes. Será que estes questionários são um instrumento útil para um diag
nóstico dos sistemas educativos? Eles pretendem funcionar como um instru
mento de controle dos níveis das competências adquiridas pelos estudantes. As referências utilizadas para definir a escala em que são medidos os níveis
de competência são precisamente aquelas que fornecem a distribuição dos
resultados do conjunto de alunos que participaram nos testes (a média é fixa
da em 500 e o desvio-padrão em 100). A comparação entre esses resultados
permite dizer se Portugal tem o mesmo nível de outros países 1. Ao lermos
a imprensa sobre estes questionários, verifica-se, muitas vezes, que incidem
sobre as comparações internacionais, mas a apresentação dos níveis de lite
racia (de leitura, matemática, ciências, ou as mais recentes, financeira e de
resolução de problemas em contexto colaborativo) é sumária, limitando-se a
breves descrições. 1. De notar que a IEA não
tem a OCDE como referência
nos seus estudos e que o PISA
inclui vários países que não são
membros da OCDE. 2. As NUTS estão
organizadas em três níveis. O
NUTS III é constituído pelas 25
sub-regiões (23 no continente
e 2 nas Regiões Autónomas
dos Açores e da Madeira), que
correspondem a entidades
intermunicipais e em que se
dividem as sete regiões do
NUTS II (5 no Continente e as 2
Regiões Autónomas dos Açores
e Madeira). O nível NUTS I é
constituído por três unidades:
Continente, Região Autónoma
da Madeira e Região Autónoma
dos Açores. Revista Portuguesa de Educação, 33(1), 94-120. http://doi.org/10.21814/rpe.18380 2. ASPETOS GERAIS DO PISA, DO TIMSS E DO PIRLS 2.1. PISA 2.1. PISA A missão da OCDE é a de promover políticas que melhorem o bem-estar
económico e social em todo o mundo. Convencida da importância da educação
no desenvolvimento económico dos países e no bem-estar dos indivíduos,
não poderia deixar de se interessar por este domínio, tendo-se tornado uma
das principais organizações internacionais de análise da educação em todo
o mundo (Rizvi & Lingard, 2006; Teodoro, 2010, 2019, 2020). A adesão de
países a esta organização tem vindo a crescer ao longo dos vários ciclos do
estudo. No quadro da sua reflexão, “e motivados pela vontade de aplicar o
rigor da pesquisa às políticas de educação” (Schleicher, 2018, p. 17), a OCDE
lançou o programa PISA. Com ele, e avaliando os alunos de 15 anos de idade 3
e que frequentam, pelo menos, o 7º ano de escolaridade, pretende verificar se
as escolas de cada país participante preparam os seus jovens para exercerem
o papel de cidadãos na sociedade contemporânea. Não pretendem avaliar
os currículos diretamente, mas as competências que os alunos adquiriram
para a vida ativa. Este estudo internacional pretende avaliar como os
alunos conseguem mobilizar as suas competências em três domínios de
literacia: leitura, matemática e ciências. Procura estudar também a resolução
colaborativa de problemas e a literacia financeira. Três dimensões foram tomadas em conta para elaborar o material de
avaliação do PISA: os tipos de tarefas de leitura, os tipos de texto e o contexto. As tarefas de leitura (questões) definem a natureza das capacidades a avaliar
e situam-se a um “nível macro”. Podem ser agrupadas em três categorias: 1)
encontrar informações em materiais variados (informar-se); 2) interpretar o
que se lê (interpretar); 3) refletir sobre o que se leu e reagir (refletir). Os con
teúdos são organizados em categorias. Por exemplo, as categorias referentes
à matemática são as seguintes: transformações e relações; espaço e forma;
quantidade; incerteza e dados. As categorias não têm sido alteradas desde
2000. No entanto, e sem modificar o espírito, a sua apresentação evoluiu para
melhor colocar em evidência a importância dos conteúdos ensinados e a ade
quação existente entre as categorias e os objetivos definidos pelos programas
curriculares dos países participantes. Querendo inscrever as questões de avaliação da literacia no mundo
real e na vida dos alunos, o PISA distingue e hierarquiza os tipos de situações
nas quais os problemas são encontrados. 3. Os alunos desta idade
encontram-se no final da
escolaridade obrigatória na
maioria dos países da OCDE. 1. INTRODUÇÃO Os trabalhos sobre a participação de Portugal no PISA, no TIMSS e no
PIRLS são poucos e muito restritos nos seus campos de abordagem (Carvalho
& Costa, 2009; Conselho Nacional de Educação [CNE], 2013; Marôco, 2020). Com este artigo, pretendemos alargar o espaço de informação sobre esses
questionários e saber se é possível compará-los, tendo em conta os seus ob
jetivos. Fazemo-lo a partir dos dados globais conhecidos dos países partici
pantes, com um olhar particular para os dados de Portugal, mas numa pers
petiva diferente dos autores atrás referidos. Enquanto, por exemplo, Marôco
(2020) compara os resultados globais de Portugal nos estudos do PISA, do
TIMSS e do PIRLS com os de outros países na sua evolução ao longo do tem
po, neste artigo, além de fazermos referência à evolução dos resultados glo
bais de Portugal nesses estudos, olhamos para os resultados discriminados
por regiões da Nomenclatura das Unidades Territoriais para Fins Estatísticos
(NUTS) III 2 em cada um dos estudos referidos, num período restrito de tem
po, e comparamo-los entre si e com o Produto Interno Bruto (PIB) por habi
tante. Isto é, fazemos uma análise comparativa correlacional dos resultados
regionais obtidos pelos estudantes portugueses naqueles estudos e que não
encontrámos em nenhum outro artigo. 2. As NUTS estão
organizadas em três níveis. O
NUTS III é constituído pelas 25
sub-regiões (23 no continente
e 2 nas Regiões Autónomas
dos Açores e da Madeira), que
correspondem a entidades
intermunicipais e em que se
dividem as sete regiões do
NUTS II (5 no Continente e as 2
Regiões Autónomas dos Açores
e Madeira). O nível NUTS I é
constituído por três unidades:
Continente, Região Autónoma
da Madeira e Região Autónoma
dos Açores. Assim, resumindo, temos como objetivos comparar os resultados de
Portugal nos estudos do PISA, do TIMSS e do PIRLS no que respeita às respeti
vas evoluções e a algumas das suas caraterísticas e fazer uma análise correla
cional entre esses resultados, tendo como base as regiões da NUTS III. Revista Portuguesa de Educação, 33(1), 94-120. http://doi.org/10.21814/rpe.18380 96 96 PISA, TIMSS e PIRLS em Portugal Tabela 1
as categorias P Síntese das categorias PISA-2015 em literacia matemática
g Fonte: Adaptado de OCDE (2013). Fonte: Adaptado da OC
Conteúdos
ç
Espaço e forma
Q
tid d Em cada ano do questionário são avaliados os três domínios (leitura,
matemática e ciências), mas um deles é considerado como “maior” (M), ao
qual são consagrados dois terços da duração dos testes; os dois outros domí
nios são considerados “menores” (m). Na Tabela 2, e a sombreado, salienta-se
o enfoque principal colocado nos diferentes tipos de literacia avaliados nas
edições do PISA (2000 a 2018). Tabela 2
Enfoque nos tipos de literacia avaliados nas edições do PISA
Anos
Literacia de Leitura
Literacia Matemática
Literacia Científica
2000
M
m
m
2003
m
M
m
2006
m
m
M
Incerteza e dados
Contextos
Pessoais
Profissionais
Societais
Científicos
Fonte: Adaptado da OCDE (2013) Tabela 2
Enfoque nos tipos de literacia avaliados nas edições do PISA
2012
m
M
m
2015
m
m
M
2018
M
m
m
Tabela 4
TIMSS, médias para a matemática e para a ciência, 4.º ano de escolaridade, Portugal, 1995 e
2015
Média para a
Matemática
Média para a
Ciência
Tabela 2
Enfoque nos tipos de literacia avaliados nas edições do PISA
Anos
Literacia de Leitura
Literacia Matemática
Literacia Científica
2000
M
m
m
2003
m
M
m
2006
m
m
M
2009
M
m
m
2012
m
M
m
2015
m
m
M
2018
M
m
m Enfoque nos tipos de literacia avaliados nas edições do PISA
15
m
m
18
M
tipos de literacia avaliados nas edições do PISA Portugal participou em todas as edições (2000, 2003, 2009, 2012,
2015 e 2018). Na edição do PISA-2018, numa lista ordenada de 79 partici
pantes, Portugal ficou em 24º lugar na literacia científica, 24º na literacia de
leitura e 22º na literacia matemática, com 492 pontos em cada domínio, fican
do acima da média da OCDE em todos os domínios 4. Desde a edição do ano
2000, Portugal tem registado uma tendência de melhoria dos resultados nos
três domínios analisados, conforme se mostra na Tabela 3 e nos pequenos
gráficos (sparkline). No entanto, de 2015 para 2018 houve uma pequena des
cida, não estatisticamente significativa, a leitura e a ciências. (4. ano de
Escolaridade)
(4. 4. Os resultados obtidos são
expressos numa escala de 0 a
1000, sendo a média de 500. 2. ASPETOS GERAIS DO PISA, DO TIMSS E DO PIRLS Até 2012, o quadro de referência
apontava para que as situações se podiam enquadrar numa grande variedade
de contextos: • Situação próxima do aluno: a sua vida pessoal e familiar; • Situação afastada do aluno: a sua vida escolar, o mundo do trabalho
e os lazeres; • Situação ainda mais afastada do aluno: a comunidade local e a socie
dade nacional ou mundial; • Situação extremamente afastada do aluno: as situações de natureza
científica. Revista Portuguesa de Educação, 33(1), 94-120. http://doi.org/10.21814/rpe.18380 PISA, TIMSS e PIRLS em Portugal PISA, TIMSS e PIRLS em Portugal 97 97 No quadro de referência de 2012, os tipos de situações tornam-se em
categorias de contexto: pessoais, profissionais, societais e científicos. A Tabela 1 apresenta, como exemplo, as categorias do PISA-2015
para a literacia matemática. Tabela 1
Síntese das categorias PISA-2015 em literacia matemática
Fonte: Adaptado de OCDE (2013). Tabela1
Síntese das categorias PISA-2015 em literacia matemática
Domínios de Avaliação
Categorias de cada um dos domínios avaliados
Processos
Formular
Empregar
Interpretar
Conteúdos
Transformações e relações
Espaço e forma
Quantidade
Incerteza e dados
Contextos
Pessoais
Profissionais
Societais
Científicos
Fonte: Adaptado da OCDE (2013)
abela1
íntese das categorias PISA-2015 em literacia matemática
Domínios de Avaliação
Categorias de cada um dos domínios avaliados
Processos
Formular
Empregar
Interpretar
Conteúdos
Transformações e relações
Espaço e forma
Quantidade Tabela 1
as categorias P Tabela 1
Tabela1
Síntese das categorias P Tabela 1
as categorias P ano de
escolaridade)
1995
475
3.5
480
4.0
2011
532
3.4
522
3.9
2015
541
2.2
508
2.2
Fonte: Marôco, Gonçalves, Lourenço e Mendes (2016a); Martin e Kelly (1997)
abela 4
IMSS, médias para a matemática e para a ciência, 4.º ano de escolaridade, Portugal, 1995 e
015
Anos
Média para a
Matemática
(4.º ano de
Escolaridade)
Erro-Padrão
Média para a
Ciência
(4.º ano de
escolaridade)
Erro-Padrão
1995
475
3.5
480
4.0
2011
532
3.4
522
3.9
2015
541
2 2
508
2 2 Revista Portuguesa de Educação, 33(1), 94-120. http://doi.org/10.21814/rpe.18380 98 PISA, TIMSS e PIRLS em Portugal 98 Tabela 3
PISA, literacias de leitura, matemática e ciências (média e erro-padrão da
média), 2000-2018
Fonte: OCDE (1999, 2003, 2013, 2019a, 2019b); Lemos (2014). Tabela 3
PISA, literacias de leitura, matemática e ciências (média e erro-padrão da
média), 2000-2018 Fonte: OCDE (1999, 2003, 2013, 2019a, 2019b); Lemos (2014). Revista Portuguesa de Educação, 33(1), 94-120. http://doi.org/10.21814/rpe.18380 2.2. TIMSS O TIMSS, promovido sob a égide da IEA, realiza-se de quatro em quatro anos
e é uma avaliação internacional da literacia em matemática e em ciências, dos
4º, 8º anos e, recentemente, do 12º ano de escolaridade. Procura avaliar o
desempenho dos alunos em diversos contextos de aprendizagem, tentando
medir o que designam por eficácia escolar ou competências académicas. Distingue vários níveis de currículos, interessa-se pelos conteúdos de ensino
e a sua presença nos programas escolares, pelos contextos familiares e
escolares, e analisa a aprendizagem dos alunos dentro de cada contexto. Isto
é, o TIMSS diferencia-se do PISA porque se centra nos currículos, recursos e
ambientes familiares e escolares e no sucesso dos alunos na escola (Martin et
al., 2013), enquanto este pretende avaliar essencialmente competências para
a vida. Este questionário internacional inscreve-se na história da IEA, que se
inicia em 1964 com o First International Mathematics Study (FIMS) e depois
com o Second International Mathematics Study (SIMS), em 1982. O TIMSS, de
1995 a 1999, designou-se Third International Mathematics and Science Study,
assumindo o acrónimo por que é conhecido, para se tornar, em 2003, o Trends
in International Mathematics and Science Study. O número de países que participam no TIMSS é irregular e muitos só
participam em um ou dois níveis de escolaridade. Em 2015, 57 países partici
param no estudo: 48 para o 4º ano de escolaridade, 40 para o 8º ano de esco
laridade e 9 (EUA, França, Itália, Líbano, Noruega, Portugal, Rússia, Eslovénia
e Suécia) para o nível terminal científico (12º ano) (Conseil National d’Évalua
tion du Système Scolaire [CNESCO], 2016). Para o nível terminal, o estudo de
signa-se TIMSS Advanced. Ele avalia a matemática e a física. Integrando o conjunto dos 46 países aderentes, Portugal participou
na edição de 1995, a primeira, avaliando os alunos dos 3º e 4º anos de escola
ridade (1º ciclo do ensino básico) e dos 7º e 8º anos (3º ciclo do ensino bási
co). Depois de um hiato de 16 anos, correspondendo a três edições do TIMSS,
voltou a participar em 2011 e em 2015 (Marôco, 2016b, 2016c), mas somen
te com alunos do 4º ano de escolaridade. Em 2015, envolveu cerca de 5000 Revista Portuguesa de Educação, 33(1), 94-120. http://doi.org/10.21814/rpe.18380 99 PISA, TIMSS e PIRLS em Portugal
Anos
Literacia de Leitura 99 alunos provenientes de 158 escolas. 2.2. TIMSS Portugal ficou em 13º lugar a matemática
e em 32º lugar a ciências. Face aos resultados de 2011, subiu dois lugares no
ranking (em matemática), mas desceu 14 pontos a ciências (em 2011 ocupa
va o 19º lugar) (cf. Tabela 4). No TIMSS Advanced, e no reduzido universo de
países participantes, Portugal ficou classificado em 5º lugar a matemática e
em 4º lugar a física. 2003
m
M
m
2006
m
m
M
2009
M
m
m
2012
m
M
m
2015
m
m
M
2018
M
m
m Tabela 4
TIMSS, médias para a matemática e para a ciência, 4.º ano de escolaridade,
Portugal, 1995 e 2015
édias para a matemática e para a ciência, 4.º ano de escolaridade, Portugal, 1995 e TIMSS, médias para a matemática e para a ciência, 4.º ano de escolaridade,
Portugal, 1995 e 2015
édias para a matemática e para a ciência, 4.º ano de escolaridade, Portugal, 1995 e Portugal, 1995 e 2015
Fontes: Marôco (2016b); Martin e Kelly (1997). Anos
Média para a
Matemática
(4.º ano de
Escolaridade)
Erro-Padrão
Média para a
Ciência
(4.º ano de
escolaridade)
Erro-Padrão
1995
475
3.5
480
4.0
2011
532
3.4
522
3.9
2015
541
2.2
508
2.2
Fonte: Marôco, Gonçalves, Lourenço e Mendes (2016a); Martin e Kelly (1997) Fontes: Marôco (2016b); Martin e Kelly (1997). Fonte: Marôco, Gonçalves, Lourenço e Mendes (2016a); Martin e K Em 2019, decorreu o eTIMSS8, versão digital do estudo, que incluiu,
também, os alunos do 8º ano de escolaridade. O Instituto de Avaliação Educativa (IAVE), organismo público de re
gime especial sob a tutela do Ministério da Educação que assegura a coor
denação e a aplicação dos estudos internacionais em Portugal, compilou, re
centemente, um conjunto de itens utilizados em edições anteriores do estudo
(IAVE, 2019). Devido ao processo de renovação cíclica, esses itens deixaram
de integrar o teste, pelo que foram libertados pela IEA com o propósito de
mostrar ao público a natureza das questões colocadas aos alunos. Revista Portuguesa de Educação, 33(1), 94-120. http://doi.org/10.21814/rpe.18380 2.3. PIRLS Com início em 1995, e com uma periodicidade quinquenal, o PIRLS é outro
estudo internacional promovido pela IEA, que avalia o desempenho em literacia
de leitura dos alunos a frequentar o 4º ano de escolaridade e, como o TIMSS,
centra-se nos currículos e outros fatores familiares e académicos e no sucesso
escolar dos alunos. Como este, procura apreender também os elementos de
contexto cultural, socioeconómico, pedagógico, familiar e individual, que
podem estar associados às performances observadas, fazendo análises intra
e interpaíses. Para o efeito, recolhe informações sobre as escolas, as classes
e os contextos educativos através de questionários dirigidos aos diferentes
interlocutores da escola: alunos, encarregados de educação, professores e
diretores. O protocolo de avaliação (textos e itens) é baseado no cruzamento
de duas dimensões: os processos de compreensão e os objetivos de leitura. Os questionários sobre os hábitos de leitura e atitudes sobre a escrita são
submetidos aos alunos e aos encarregados de educação. Outros questionários
procuram avaliar as práticas pedagógicas e a formação dos professores e dos
diretores de escola. A amostragem, tal como para o TIMSS e o PISA, segue um proto
colo rigoroso para este tipo de questionários internacionais, garantindo a Revista Portuguesa de Educação, 33(1), 94-120. http://doi.org/10.21814/rpe.18380 PISA, TIMSS e PIRLS em Portugal 100 sua representatividade e que assegura a comparabilidade dos dados com
outros países. Portugal participou na primeira edição, em 2011. No PIRLS-2016,
introduziu-se uma novidade, procurando-se avaliar a competência de leitura
online dos alunos (ePIRLS). Se olharmos para os dados médios dos países da
OCDE e da União Europeia (UE), verifica-se que Portugal ficou abaixo 13 e 12
pontos, respetivamente (cf. Figura 1). Figura 1
Média global e erro-padrão da média, no PIRLS, segundo o agrupamento dos
países, 2016
Fonte: IEA. Fonte: IEA. O grupo de especialistas do PIRLS definiu uma escala de compe
tências em quatro níveis. O primeiro (baixo) corresponde a uma pontuação
global entre 400 e 475. O segundo nível (intermediário) corresponde a uma
pontuação entre 476 e 550. Os limites do terceiro nível (elevado) são 551 e
624, e uma pontuação global igual ou superior a 625 corresponde ao nível 4
(avançado). Relativamente ao nível de desempenho dos alunos portugueses e da
UE, nos dois ciclos de avaliação PIRLS (2011 e 2016), a Tabela 5 mostra as per
centagens acumuladas referentes a cada nível em Portugal e na UE. Revista Portuguesa de Educação, 33(1), 94-120. http://doi.org/10.21814/rpe.18380 2.3. PIRLS Verifica-se
que, em Portugal, apenas 9% e 7% conseguiram um nível avançado em 2011
e 2016, respetivamente, ou seja, que compreenderam os textos propostos, im
plicando inferências para explicar a ligação entre as intenções, as ações, os
acontecimentos, exprimir uma preferência e justificá-la. Constata-se também
que a esmagadora maioria dos alunos em Portugal (98% em 2011; 97% em
2016) foi capaz de localizar e restituir um detalhe ou uma informação expli
citamente mencionada e diretamente acessível no texto; isto é, somente 2%
e 3%, respetivamente, não o conseguiram. De notar que as percentagens não
estão muito afastadas das verificadas para a UE. Revista Portuguesa de Educação, 33(1), 94-120. http://doi.org/10.21814/rpe.18380 PISA, TIMSS e PIRLS em Portugal 101 Tabela 5
Nível de desempenho dos alunos no PIRLS, em %, 2011 e 2016
Fonte: IEA. Tabela 5
Nível de desempenho dos alunos no PIRLS, em %, 2011 e 2016
PIRLS 2016
Avançado
(625)
Elevado
(550)
Intermediário
(475)
Baixo
(400)
Portugal
2016
7%
38%
79%
97%
2011
9%
47%
84%
98%
União Europeia
2016
12%
48%
82%
96%
Fonte: IEA
Tabela 5 Nível de desempenho dos alunos no PIRLS, em %, 2011 e 2016
sempenho dos alunos no PIRLS, em %, 2011 e 2016 De 2011 para 2016, os alunos (rapazes e raparigas) do 4º ano pio
raram o seu desempenho. Dos 4558 alunos e 218 escolas, Portugal desceu 13
pontos (de 541 para 528 pontos), em relação às provas realizadas em 2011
(cf. Tabela 6), não se tendo verificado diferenças significativas entre os par
ticipantes de cada sexo. Relativamente à literacia online (ePIRLS), Portugal
ficou seis pontos abaixo dos resultados obtidos no PIRLS: os alunos portugue
ses obtiveram 522 pontos, ocupando a 12ª posição. Tabela 6
Resultados do PIRLS em Portugal, 2011 e 2016
PIRLS – Resultados
2011
2016
Portugal
541
528
Raparigas - Pontuação Média
548
529
Rapazes - Pontuação Média
534
527
Raparigas (% de Alunos)
49
49
Rapazes (% de Alunos)
51
51
Nível de desempenho dos alunos no PIRLS, em %, 2011 e 2016
PIRLS 2016
Avançado
(625)
Elevado
(550)
Intermediário
(475)
Baixo
(400)
Portugal
2016
7%
38%
79%
97%
2011
9%
47%
84%
98%
União Europeia
2016
12%
48%
82%
96%
Fonte: IEA Tabela 6
Resultados do PIRLS em Portugal, 2011 e 2016
Fontes: IAVE (2017); Mullis et al. (2012). 2.3. PIRLS Fonte: Mullis, Martin, Foy e Drucker (2012); IAVE (2017)
Tabela 7
Inquéritos internacionais e a participação de Portugal
PISA
PIRLS
TIMSS
TIMSS Advanced
Pilotagem do
Inquérito
OCDE
Organismo
Intergovernamental
IEA
Cooperativa Internacional de Instituições de Investigação
Data de Criação
2000
2001
1995
1995
T d
4
Tabela 6
Resultados do PIRLS em Portugal, 2011 e 2016
PIRLS – Resultados
2011
2016
Portugal
541
528
Raparigas - Pontuação Média
548
529
Rapazes - Pontuação Média
534
527
Raparigas (% de Alunos)
49
49
Rapazes (% de Alunos)
51
51
Fonte: Mullis, Martin, Foy e Drucker (2012); IAVE (2017) Tabela 6Fon
d • Um estudo efetuado por Lafontaine (2008) permitiu apontar algu
mas caraterísticas pedagógicas que distinguem os países com pon
tuações mais baixas:
riodicidade
Todos os 3 anos
Todos os 5 anos
anos
Irregular
úmero de
es/Regiões*
72 (34 da OCDE)
50 (26 da OCDE)
48 (26 da
OCDE)
9 (7 da OCDE)
Alunos de 15 anos
ela 7
uéritos internacionais e a participação de Portugal
PISA
PIRLS
TIMSS
TIMSS Ad
d • A tendência para se ensinar em vez de se promover a capacidade de
compreensão;
blico-Alvo
Alunos de 15 anos
de idade que
frequentam, pelo
7 º
d
4.º ano de
escolaridade
4.º, 8.º anos de
escolaridade
12.º ano de
escolaridade
PISA
PIRLS
TIMSS
TIMSS Advanced
lotagem do
I
é i
OCDE
Organismo
IEA
C
i
I
i
l d I
i
i õ
d I
i
ã • O ensino das estratégias de compreensão está longe da prática do
quotidiano das aulas;
menos, o 7.º ano de
escolaridade
Literacia de Leitura
nquérito
Organismo
Intergovernamental
Cooperativa Internacional de Instituições de Investigação
a de Criação
2000
2001
1995
1995
T d
4 • O pouco tempo consagrado ao ensino formal da leitura no 4º ano de
escolaridade;
omínios
valiados
Literacia
Matemática
Lit
i Ci
tífi
Literacia de
Leitura
Matemática e
Ciências
Matemática e
Física
riodicidade
Todos os 3 anos
Todos os 5 anos
Todos os 4
anos
Irregular
úmero de
48 (26 da • Os livros para crianças não são considerados como um material di
dático essencial;
Literacia Científica
texto dos
Itens
Competências úteis
ao futuro cidadão
Competências de
leitura
Saberes disciplinares
úmero de
es/Regiões*
72 (34 da OCDE)
50 (26 da OCDE)
48 (26 da
OCDE)
9 (7 da OCDE)
Alunos de 15 anos • A irregularidade da leitura de livros mais extensos;
xercícios
Poucos
Poucos
Muitos
blico Alvo
de idade que
frequentam pelo
4.º ano de
4.º, 8.º anos de
12.º ano de • A predominância das avaliações tradicionais do tipo questionário de
escolha múltipla e questões abertas que exigem respostas escritas
curtas. 3. METODOLOGIA Neste artigo, usamos dois tipos de análise metodológica. Nos três primeiros
pontos da secção 3. Resultados, analisamos e comparamos a conceção de
literacia em cada um dos estudos envolvidos, os respetivos conteúdos dos
protocolos e tipo de tratamento de dados e os resultados globais obtidos
pelos alunos portugueses nos três estudos e a sua evolução. Usamos uma
abordagem qualitativa de caráter interpretativo, seguindo as perspetivas de
IAVE (2019), Mullis et al. (2009) e Rémond (2006), entre outros. Nos dois pontos finais da secção 3. Resultados, fazemos uma aná
lise quantitativa dos dados numéricos dos estudos em causa, como fizeram
vários autores, como, por exemplo, Marôco (2018) e Mullis et al. (2012) e
os autores da maioria dos capítulos de Monitoring Student Achievement in
the 21st Century. European Policy Perspectives and Assessment Strategies, de
Harju-Luukkainen et al. (2020). Apresentamos uma análise comparativa cor
relacional entre os resultados médios (RM) de cada um dos três domínios do
PISA-2015, dos dois domínios do TIMSS-2015, dos dois domínios do TIMSS
Advanced-2015, do único domínio do PIRLS-2016 e do ePIRLS-2016, por re
giões da NUTS III, e, ainda, uma análise comparativa correlacional entre estes
RM e os valores médios do PIB/habitante dessas regiões em 2015. São, pois,
estas as 10 variáveis que comparámos correlacionalmente. Dentro dos estu
dos, dado que o PISA abrange três domínios, o TIMSS e o TIMSS Advanced
dois cada um, e o PIRLS e o ePIRLS um cada, e que determinámos a correlação
entre estas nove variáveis, duas a duas, calculámos trinta e seis correlações. Entre os RM de cada domínio de cada estudo (nove) e os valores médios da
variável correspondente ao PIB/habitante, determinámos as nove (9×1) cor
relações possíveis. O número de valores possíveis de cada das 10 variáveis são
sempre 25, correspondentes às 25 regiões da NUTS III. No tratamento estatís
tico destas variáveis e respetivas comparações para determinação das corre
lações e do valor de foi usado como suporte o software IBM SPSS® Statistics. Embora já se tenha acesso aos RM do PISA de 2018 por NUTS III
(Lourenço et al., 2019), para reduzir os efeitos de fatores externos aos resulta
dos, reduzimos essa análise a um período temporal curto, o mais recente pos
sível, mas que abrangesse todos os estudos. Esta opção levou-nos a escolher
os anos de 2015, abrangendo o PISA e o TIMSS, e de 2016, que inclui o PIRLS
e o ePIRLS. 2.3. PIRLS bertados
Poucos
Poucos
Muitos
cipação de
ortugal
2000, 2003, 2006,
2009, 2012, 2015,
2018
2011, 2016**
1995, 2011***,
2015***, 2019
2015
blico-Alvo
frequentam, pelo
menos, o 7.º ano de
escolaridade
escolaridade
escolaridade
escolaridade
Literacia de Leitura Sobre a realidade portuguesa, e de uma forma mais abrangente,
Benavente (2016) destaca vários constrangimentos a nível escolar: aulas
expositivas, número elevado de alunos por classe, necessidades dissociadas
da realidade das crianças e dos jovens, concorrência económica entre es
colas, dispensa de milhares de professores e de funcionários, reformulação
Avaliados
Matemática
Literacia Científica
Leitura
Ciências
Física
Contexto dos
Itens
Competências úteis
ao futuro cidadão
Competências de
leitura
Saberes disciplinares
Exercícios
Libertados
Poucos
Poucos
Muitos
Participação de
2000, 2003, 2006,
1995 2011*** Revista Portuguesa de Educação, 33(1), 94-120. http://doi.org/10.21814/rpe.18380 PISA, TIMSS e PIRLS em Portugal 102 curricular e programática, programas extensos e desadequados, obstáculos
à integração de crianças e jovens com necessidades educativas específicas,
menorização de outras disciplinas (desporto, educação artística, educação cí
vica, educação ambiental). As políticas e as práticas são irregulares e mudam
consoante os governos, os atores educativos e as escolas. Revista Portuguesa de Educação, 33(1), 94-120. http://doi.org/10.21814/rpe.18380 3. METODOLOGIA Assim, a análise comparativa que apresentamos compreende os
últimos resultados conhecidos do TIMSS, do PIRLS e do ePIRLS e o penúlti
mo do PISA; no entanto, quando se justifica, os resultados do PISA-2018 são
também referidos nessa análise. Em relação ao PIB/habitante, para que haja
coerência nas comparações com os RM é o ano de 2015 que é considerado,
pois é o que corresponde ao maior número de RM comparados. Revista Portuguesa de Educação, 33(1), 94-120. http://doi.org/10.21814/rpe.18380 PISA, TIMSS e PIRLS em Portugal 103 Nessa análise correlacional, assumimos que os valores apresentados
nos relatórios nacionais sobre o PISA de 2015, de Marôco (2016a), sobre o
TIMSS e o TIMSS Advanced de 2015, também de Marôco (2016b, 2016c), e
sobre o PIRLS e o ePIRLS de 2016, do IAVE (2017), são fidedignos e que as
amostras referidas e usadas nos estudos citados são representativas de cada
região da NUTS III em cada um deles. Dado que os RM, por regiões da NUTS III, de quaisquer dois domínios
de qualquer dos estudos, e o PIB/habitante são métricos e referentes às mes
mas regiões, esses resultados são emparelhados, tendo sentido calcular se há
correlação linear entre eles, usando um teste paramétrico. Para tal, usou-se
o coeficiente de correlação linear de Pearson, r, que é o usado pelo SPSS em
todas as situações com condições semelhantes às nossas. Para avaliarmos se as correlações lineares calculadas tinham ou não
significado estatístico relativamente às respetivas populações, usamos o teste
de hipóteses, H0: ρ = 0; H1: ρ ≠ 0, sobre a variável habitualmente usada em
correlações lineares, tc=
r n −2
1−r
2 , que segue a distribuição -Student com n-2 graus
de liberdade, sendo n= número de regiões da NUTS III (25) e r = coeficiente de
correlação de Pearson entre as amostras em causa. Note-se que é a expressão
que o SPSS usa com as variáveis com caraterísticas semelhantes às nossas, e
que está associada ao valor de prova, p. Para distinguirmos se a correlação
calculada tem ou não significado estatístico para as respetivas populações,
definimos o habitual nível de significância em estudos educativos: α = 5%. 3. METODOLOGIA Assim, se o valor de prova, p, for inferior a 0,05 há correlação estatisticamente
significativa, positiva ou negativa, entre as populações correspondentes aos
dados emparelhados dos resultados dos dois domínios dos estudos em causa,
e se p for superior ou igual a 0,05 não há correlação estatisticamente signifi
cativa, positiva ou negativa, entre as populações correspondentes aos dados
emparelhados dos resultados comparados. Revista Portuguesa de Educação, 33(1), 94-120. http://doi.org/10.21814/rpe.18380 4.1. AS DEFINIÇÕES DE LITERACIA SEGUNDO O PISA, O TIMSS E O
PIRLS Dado que é a literacia, nas três áreas referidas, que está em foco no PISA, no
TIMSS e no PIRLS, importa esclarecer o que se entende por este conceito
nestes três questionários e quais as suas diferenças e semelhanças. Em relação ao PISA, no relatório sobre Portugal no PISA-2018,
Lourenço et al. (2019) fazem um resumo da respetiva posição. Referem que
a literacia científica é encarada como “a capacidade de um indivíduo se en
volver em questões relacionadas com as ciências e de compreender as ideias
científicas como um cidadão reflexivo sendo capaz de explicar fenómenos
cientificamente, avaliar e conceber investigações científicas, interpretar da
dos e evidências cientificamente” (Lourenço et al., 2019, p. 32). Em relação à
literacia de leitura, dizem que é a “capacidade de um indivíduo compreender,
utilizar, avaliar, refletir e de se envolver na leitura de textos escritos, com a
finalidade de atingir os seus objetivos, de desenvolver os seus conhecimentos
e o seu potencial e de participar na sociedade” (Lourenço et al., 2019, p. 20). Revista Portuguesa de Educação, 33(1), 94-120. http://doi.org/10.21814/rpe.18380 PISA, TIMSS e PIRLS em Portugal 104 E, no que diz respeito à literacia matemática, consideram que é “a capacidade
de um indivíduo formular, aplicar e interpretar a matemática em contextos
diversos. Inclui raciocinar matematicamente e utilizar conceitos, processos,
factos e ferramentas da matemática para descrever, explicar e prever fenóme
nos” (Lourenço et al., 2019, p. 39). A IEA, responsável pelo TIMSS e pelo PIRLS, não aborda diretamente
o conceito de literacia e localiza-a nas performances académicas. No caso do
TIMSS, a literacia matemática e científica é encarada como a capacidade do
indivíduo para usar e aplicar o conhecimento em cada uma destas áreas, mas,
como já se referiu, essa capacidade está centrada nas competências curricula
res e nas competências cognitivas conhecer, aplicar e raciocinar (IAVE, 2019). No entanto, não encontrámos qualquer definição de literacia nos diferentes
relatórios do TIMSS nem qualquer preocupação em fazê-lo. Por exemplo,
no Relatório de 1995, no volume referente a Conceção e Desenvolvimento,
a primeira referência a literacia é feita na página 11, dizendo somente que
o “TIMSS planeia relatar medidas de literacia em matemática e em ciências”
(Martin & Kelly, 1997, p. 11); nas restantes vezes que a palavra “literacia” apa
rece é para dizer se se trata de matemática ou ciências ou para a relacionar
com a população em causa. 4.1. AS DEFINIÇÕES DE LITERACIA SEGUNDO O PISA, O TIMSS E O
PIRLS A avaliação da literacia de leitura feita pelo PIRLS
assenta numa noção abrangente do que é saber ler, uma noção que inclui a
capacidade de refletir sobre o que se lê e de fazer uso disso para alcançar
objetivos individuais e sociais. Segundo Campbell et al. (2000), a IEA define
literacia de leitura como “a aptidão para compreender e utilizar as formas de
linguagem escrita, que a sociedade tem necessidade e que são necessárias
ao indivíduo” (p. 3). Ou seja, para o PIRLS, o aluno lê para aprender, mas, tal
como no PISA, deve também participar na vida coletiva, chamada “comunida
de de leitores” (Mullis et al., 2009, p. 11; Rémond, 2006, p. 72). Ora, em termos gerais, a OCDE (1999) assume, para os estudos do
PISA, que literacia é a capacidade de “compreender, de utilizar e de analisar
os textos escritos, mas também de refletir sobre o seu propósito, por forma a
realizar os seus objetivos, de desenvolver os seus conhecimentos e o seu po
tencial e assumir um papel ativo na sociedade” (p. 20). Portanto, apesar de a
OCDE e a IEA apontarem para focos diferentes nas suas avaliações, a posição
da OCDE sobre o que é literacia não difere muito da IEA. De facto, também
para Rémond (2006), estas duas definições, elaboradas num intervalo de um
ano, apontam numa perspetiva semelhante, pois ambas refletem “uma conce
ção interativa da leitura, onde o leitor apela aos seus conhecimentos e às suas
estratégias para construir a significação do texto e utilizar a escrita” (p. 72). 4.2. O CONTEÚDO DOS PROTOCOLOS E DO TRATAMENTO
DE DADOS NO PISA, NO TIMSS E NO PIRLS Uma complexa metodologia condiciona a construção e a organização do
material, elaborado em inglês, para formar uma “versão fonte”, servindo de
base comum às traduções. Vários itens foram criados (141 para o PISA-2000),
mas os alunos apenas veem uma parte do material produzido, sob o princípio
de “cadernos rotativos”. Os protocolos do PIRLS recaem sobre textos longos e
integrais, de onde são elaboradas várias questões. São constituídas diversas
versões do teste. No PIRLS-2016, por exemplo, foram utilizados 16 cadernos Revista Portuguesa de Educação, 33(1), 94-120. http://doi.org/10.21814/rpe.18380 PISA, TIMSS e PIRLS em Portugal 105 de teste, com diferentes combinações de itens que avaliam diferentemente os
processos e as finalidades de leitura. Utilizando uma multiple matrix sampling
test design (distribuição dos itens pelos cadernos de teste), assegura-se a
“estimação da literacia de leitura para grupos grandes” (IAVE, 2017, p. 5). Devido às limitações da amostragem, os estudos como o PIRLS recorrem à
estimação de valores plausíveis para o desempenho dos alunos. Considera-se
a aptidão dos alunos em função das respostas aos itens do teste. O PISA, como
outras avaliações da OCDE, incide sobre um grande número de exercícios, na
medida em que procuram cruzar vários fatores para obter uma declinação dos
itens, correspondendo às caraterísticas definidas (OCDE, 1999, 2003). No caso
do TIMSS, e consoante o ano em causa (4º, 8º ou 12º), os domínios específicos
avaliados em matemática e em ciências são: números, formas geométricas,
medidas, álgebra, probabilidades, ciências da vida, ciências físicas e da terra,
biologia, química, física, entre outros. Para além dos conteúdos, o quadro
de referência define os processos cognitivos na resolução dos itens (aplicar,
conhecer e raciocinar). Tabela 5
Nível de desempenho dos alunos no PIRLS, em %, 2011 e 2016
PIRLS 2016
Avançado
(625)
Elevado
(550)
Intermediário
(475)
Baixo
(400)
Portugal
2016
7%
38%
79%
97%
2011
9%
47%
84%
98%
União Europeia
2016
12%
48%
82%
96%
Fonte: IEA
Tabela 6
Resultados do PIRLS em Portugal, 2011 e 2016
PIRLS – Resultados
2011
2016
Portugal
541
528
R
i
P
ã Médi
548
529 Os relatórios internacionais publicados pela OCDE e pela IEA colo
cam a ênfase na comparação de resultados entre os países e são representa
dos como se traduzissem uma escala de competências que induz um ranking. *** Em 2011e 2015, Portugal só participou com alunos do 4.º ano de escolaridade. ** Em 2016, realizou-se também o PIRLS Online (ePIRLS). * A participação dos países é variável durante as várias edições. 4.3. ALGUMAS COMPARAÇÕES DE RESULTADOS ENTRE O PISA,
O TIMSS E O PIRLS Desde o primeiro ciclo do PISA, em 2000, Portugal tem registado uma melhoria
significativa dos resultados obtidos nos três domínios analisados. Em 2018,
os alunos obtiveram 492 pontos nas três literacias (leitura, matemática e
científica), e, segundo Lourenço et al. (2019), as regiões de Coimbra, Leiria,
Área Metropolitana do Porto e Médio Tejo são as que obtêm melhores
resultados nos três domínios, com a região do Ave a sobressair também na
leitura e na matemática. As regiões com resultados menos conseguidos nos
três domínios foram a Região Autónoma dos Açores, o Baixo Alentejo e o
Alto Alentejo. Estes resultados representam uma manutenção dos valores de
2015 ou uma descida não significativa, pois em 2015 os alunos obtiveram 498
pontos em leitura, 492 pontos em matemática e 501 pontos em ciências. As
unidades territoriais com resultados mais conseguidos e menos conseguidos
em 2018 também são diferentes das correspondentes em 2015. No relatório de Marôco (2016a), referente ao PISA-2015, é menciona
do que são as unidades territoriais do litoral, em particular o Alentejo Litoral,
que apresentam os melhores resultados médios dos alunos. Em contraparti
da, são as unidades do interior norte (Alto Tâmega, Terras de Trás-os-Montes
e Tâmega e Sousa) e do Baixo Alentejo onde se verifica que o desempenho dos
alunos em leitura foi mais débil. A família, nas suas diferentes dimensões (económica, cultural e social),
afeta o desempenho escolar dos seus filhos (Ferreira, Flores, & Casas-Novas,
2017). A OCDE criou um indicador, denominado “Estatuto Socioeconómico e
Cultural” (ESCS), que agrega várias características do agregado familiar (nível
de escolaridade, estatuto profissional, bens materiais, indicadores culturais). No estudo de Ferreira et al. (2017) refere-se que “desde 2003, Portugal tem
vindo a melhorar a condição socioeconómica dos seus alunos” (p. 25). No en
tanto, ela é ainda relativamente baixa quando comparada com a de outros paí
ses (Espanha e Polónia, por exemplo). O desemprego ou subemprego a que as
famílias foram expostas a partir de 2008, devido à crise económica, poderá ter
contribuído para os efeitos negativos na performance dos alunos. Os autores
referem que “Portugal tem feito uma trajetória decrescente, sendo que a cor
relação entre ESCS e scores PISA tem vindo a reduzir-se ao longo do tempo,
estando em 0,4 em 2015” (Ferreira et al., 2017, p. 46), isto é, em Portugal, a in
fluência das condições socioeconómicas das famílias nos resultados do PISA
tem vindo a reduzir-se. 4.2. O CONTEÚDO DOS PROTOCOLOS E DO TRATAMENTO
DE DADOS NO PISA, NO TIMSS E NO PIRLS Raparigas - Pontuação Média
548
529
Rapazes - Pontuação Média
534
527
Raparigas (% de Alunos)
49
49
Rapazes (% de Alunos)
51
51 A Tabela 7 resume alguns aspetos dos questionários internacionais e
a participação portuguesa. Fonte: Mullis, Martin, Foy e Drucker (2012); IAVE (2017) Tabela 7
Questionários internacionais e a participação de Portugal
* A participação dos países é variável durante as várias edições. ** Em 2016, realizou-se também o PIRLS Online (ePIRLS). Tabela 7
Inquéritos internacionais e a participação de Portugal
PISA
PIRLS
TIMSS
TIMSS Advanced
Pilotagem do
Inquérito
OCDE
Organismo
Intergovernamental
IEA
Cooperativa Internacional de Instituições de Investigação
Data de Criação
2000
2001
1995
1995
Periodicidade
Todos os 3 anos
Todos os 5 anos
Todos os 4
anos
Irregular
Número de
Países/Regiões*
72 (34 da OCDE)
50 (26 da OCDE)
48 (26 da
OCDE)
9 (7 da OCDE)
Público-Alvo
Alunos de 15 anos
de idade que
frequentam, pelo
menos, o 7.º ano de
escolaridade
4.º ano de
escolaridade
4.º, 8.º anos de
escolaridade
12.º ano de
escolaridade
Domínios
Avaliados
Literacia de Leitura
Literacia
Matemática
Literacia Científica
Literacia de
Leitura
Matemática e
Ciências
Matemática e
Física
Contexto dos
Itens
Competências úteis
ao futuro cidadão
Competências de
leitura
Saberes disciplinares
Exercícios
Libertados
Poucos
Poucos
Muitos
Participação de
Portugal
2000, 2003, 2006,
2009, 2012, 2015,
2018
2011, 2016**
1995, 2011***,
2015***, 2019
2015 Revista Portuguesa de Educação, 33(1), 94-120. http://doi.org/10.21814/rpe.18380 PISA, TIMSS e PIRLS em Portugal 106 Revista Portuguesa de Educação, 33(1), 94-120. http://doi.org/10.21814/rpe.18380 Revista Portuguesa de Educação, 33(1), 94-120. http://doi.org/10.21814/rpe.18380 4.3. ALGUMAS COMPARAÇÕES DE RESULTADOS ENTRE O PISA,
O TIMSS E O PIRLS Numa análise aos dados do PISA-2012, Ferrão (2015)
afirma que “os alunos mais desfavorecidos socioeconomicamente [apresen
tam] um imenso cenário de desigualdade de oportunidades, com início na es
cola, a partir dos 7 anos de idade” (p. 113). Numa análise dos resultados nacionais do TIMSS-2015 (4º ano) por
regiões da NUTS III, tomando como referência o estudo de Marôco (2016b), é
possível verificar que quase um quarto dos alunos da região de Leiria alcan
çaram resultados de nível Avançado (625 pontos ou mais na escala de ma
temática). Em contraste, foi a região do Tâmega e Sousa, tal como aconteceu
no PISA-2015, que obteve os dados mais fracos a nível nacional (500 pontos
em matemática; 477 pontos em ciências). De uma forma global, as regiões do
litoral centro e norte apresentam, no âmbito das duas literacias, resultados
muito positivos. Revista Portuguesa de Educação, 33(1), 94-120. http://doi.org/10.21814/rpe.18380 PISA, TIMSS e PIRLS em Portugal Figura 4 Figura 4
Médias dos três questionários, por domínios e por género, 2015-2016 Figura 3
Médias dos três questionários e domínios de avaliação, 2015-2016 Médias dos três questionários e domínios de avaliação, 2015-2016 q
ç
,
Fontes: IAVE (2017); Marôco (2016b, 2016c). Fontes: IAVE (2017); Marôco (2016b, 2016c). Numa análise por género, também relativamente a todos os estudos
referidos (cf. Figura 4), verifica-se que, em literacia matemática, de ciências e
de física, os rapazes têm médias mais altas do que as raparigas e que estas têm
médias mais elevadas na literacia de leitura. PISA, TIMSS e PIRLS em Portugal 107 No que respeita ao PIRLS, em 2016, Portugal, com 528 pontos, en
contra-se no conjunto de participantes que registaram uma pontuação média
significativamente superior ao ponto central da escala (500 pontos). No en
tanto, face a 2011, esta pontuação representa uma descida significativa de 13
pontos (541, em 2011, desce para 528, em 2016). Na escala ordenada dos re
sultados, entre 2011 e 2016, Portugal passou do 19º para o 30º lugar. A Figura
2 apresenta a distribuição dos resultados nacionais por regiões da NUTS III. Foi a região do Ave que obteve a melhor classificação no PIRLS-2016, com 544
pontos. É uma diferença de 16 pontos relativamente à média nacional (528). As regiões que registaram os desempenhos médios mais baixos foram: Alto
Tâmega, Baixo Alentejo, Tâmega e Sousa, Beiras e Serra da Estrela, Algarve,
Região Autónoma dos Açores e Douro. No entanto, todas elas registaram valo
res acima de ou iguais a 500. Figura 2
Resultados do PIRLS (média e erro-padrão da média), por regiões da NUTS III,
2016 Figura 2
Resultados do PIRLS (média e erro-padrão da média), por regiões da NUTS III,
2016
Fonte: IAVE (2017). Fonte: IAVE (2017). Fonte: IAVE (2017). Comparando os resultados de todos os estudos referidos, verifica
mos que Portugal apresenta resultados mais fracos em física e matemática no
TIMSS Advanced-2015 (cf. Figura 3) do que nos restantes estudos. Revista Portuguesa de Educação, 33(1), 94-120. http://doi.org/10.21814/rpe.18380 PISA, TIMSS e PIRLS em Portugal 108 Figura 4 Figura 4 Figura 4
Médias dos três questionários, por domínios e por género, 2015-2016 Fontes: IAVE (2017); Marôco (2016b, 2016c). Revista Portuguesa de Educação, 33(1), 94-120. http://doi.org/10.21814/rpe.18380 Revista Portuguesa de Educação, 33(1), 94-120. http://doi.org/10.21814/rpe.18380 PISA, TIMSS e PIRLS em Portugal 109 Numa análise sobre as medidas e os impactos de política educativa
no respetivo desempenho, em 2015, dos alunos do 4.º ano na área da mate
mática (referente ao TIMSS) e dos alunos de 15 anos no que se refere à litera
cia em ciências, Saraiva (2017) sublinha que Ao nível das ciências, e ao contrário do que sucedeu em matemáti
ca, os relatórios nacionais do TIMSS (4.º ano de escolaridade) e do
PISA (2015) revelam resultados discrepantes. Se no PISA a média
dos alunos portugueses foi significativamente superior à obtida em
anos anteriores e à média da OCDE, o mesmo não sucedeu no TIMSS
…. Mas esta discrepância ficou quase “esquecida” no debate público,
talvez porque as ciências permanecem afastadas dos “palcos” dos
rankings nacionais, onde se mantém o protagonismo da matemática
e do português. (p. 5) Revista Portuguesa de Educação, 33(1), 94-120. http://doi.org/10.21814/rpe.18380 4.4. ANÁLISE CORRELACIONAL ENTRE OS RESULTADOS DO PISA,
DO TIMSS E DO PIRLS, POR REGIÕES DA NUTS III Com o intuito de se saber se haveria alguma relação entre os resultados
dos estudos que temos vindo a mencionar, comparámos os RM, por regiões
da NUTS III, dos seguintes estudos do PISA, TIMSS e PIRLS: PISA-2015 (15
anos – leitura, matemática e ciências); TIMSS-2015 (4.º ano – matemática e
ciências); TIMSS Advanced-2015 (12.º ano – matemática e física); PIRLS-2016
e ePIRLS-2016 (ambos no 4.º ano – leitura). Fizemos uma análise correlacional entre esses RM, por regiões da
NUTS III, calculando o coeficiente de correlação linear de Pearson entre os
dados emparelhados de cada par desses estudos. Como há nove estudos/
domínios, calculámos as 36 correlações possíveis entre dois desses estudos. Verificámos que havia seis correlações estatisticamente significativas, todas
positivas (ver Figura 5): a) no PISA-2015, entre a leitura, a matemática e as
ciências, com valores entre 0,89 e 0,96 (em qualquer dos casos verifica-se
um p<0,001); b) no TIMSS-2015, entre a matemática e as ciências, com 0,97
(p<0,001); c) no TIMSS Advanced-2015, entre a matemática e a física, com 0,48
(p=0,016); entre o PIRLS e o ePIRLS, referente à leitura, com 0,93 (p<0,001). Revista Portuguesa de Educação, 33(1), 94-120. http://doi.org/10.21814/rpe.18380 PISA, TIMSS e PIRLS em Portugal 110 Figura 5
Correlações significativas positivas dentro de cada estudo g
Correlações significativas positivas dentro de cada estudo Dessa análise, duas evidências se destacam: • Entre os RM de dois domínios do mesmo estudo, há sempre uma cor
relação positiva, estatisticamente significativa, quaisquer que sejam
os domínios em causa; • Entre os RM de dois questionários referentes ao mesmo domínio ou
à mesma faixa etária, mas de estudos diferentes, não há qualquer
correlação estatisticamente significativa (ver Tabela 8). * A participação dos países é variável durante as várias edições. ** Em 2016, realizou-se também o PIRLS Online (ePIRLS)
***
l
i i
l
d
d
l id d Tabela 8 Correlações não significativas entre RM de estudos diferentes
ela 8
relações não significativas entre RM de estudos diferentes Correlações não significativas entre RM de estudos diferentes
ela 8
relações não significativas entre RM de estudos diferentes Correlações não significativas entre RM de estudos diferentes
ela 8
relações não significativas entre RM de estudos diferentes LITERACIAS
CORRELAÇÕES
PISA-
2015
TIMSS-
2015
TIMSS Advanced-
2015
PIRLS-
2016
ePIRLS-
2016
MATEMÁTICA
PISA-2015
---
31%
15%
TIMSS-2015
31%
---
6%
TIMS Advanced-
2015
15%
6%
---
CIÊNCIAS
TIMSS-2015
30%
LEITURA
PISA-2015
40%
30%
PIRLS-2016
40%
ePIRLS-2016
30% Verificar-se uma correlação muito forte entre os RM do PIRLS e do
ePIRLS não é de estranhar, pois correspondem ao mesmo ano e à mesma área,
mas o mesmo já não se pode dizer em relação a correlações muito fortes entre
os RM de estudos referentes a domínios diferentes, como, por exemplo, den
tro do PISA. A Figura 6 mostra os RM do PISA-2015, de leitura, matemática e
PISA-2015
15 anos
Leitura
Matemática
Ciências
Coeficientes de correlação entre as três
literacias variam entre 89% e 96%
Figura 5
Correlações significativas positivas dentro de cada estudo Revista Portuguesa de Educação, 33(1), 94-120. http://doi.org/10.21814/rpe.18380 PISA, TIMSS e PIRLS em Portugal 111 ciências, e do TIMSS Advanced-2015, de matemática, por regiões da NUTS III. Nela podemos verificar que os RM dos três domínios do PISA-2015 seguem
linhas muito próximas, o que confirma a correlação quase perfeita que existe
entre eles, e o desfasamento da linha do TIMSS Advanced-2105, da matemática,
em relação às outras, o que mostra a não existência de correlação significativa
entre qualquer dos RM do PISA-2015 e os do TIMSS Advanced-2015 referido. De facto, o coeficiente de correlação entre os RM do TIMSS Advanced-2015, da
matemática, e do PISA-2015, da matemática, é de 0,15 (p=0,42). Correlações não significativas entre RM de estudos diferentes
ela 8
relações não significativas entre RM de estudos diferentes Figura 6
Resultados do PISA-2015, de leitura, matemática e ciências, e do TIMSS
Advanced, de matemática, por regiões da NUTS III Figura 6
Resultados do PISA-2015, de leitura, matemática e ciências, e do TIMSS
Advanced, de matemática, por regiões da NUTS III Figura 6
Resultados do PISA-2015, de leitura, matemática e ciências, e do TIMSS
Advanced, de matemática, por regiões da NUTS III g
Resultados do PISA-2015, de leitura, matemática e ciências, e do TIMSS
Advanced, de matemática, por regiões da NUTS III A evidência a) – entre os RM de dois domínios do mesmo estudo, há
sempre uma correlação positiva, estatisticamente significativa, quaisquer que
sejam os domínios em causa –, isto é, o facto de as correlações entre os RM
de dois domínios do mesmo estudo serem sempre positivas e estatisticamen
te significativas (em quatro das cinco correlações possíveis nesta situação o
coeficiente de correlação é muito alto: ≥0,89, o que corresponde a p<0,001)
diz-nos que, dentro de cada estudo, as regiões da NUTS III com bons RM num
domínio também os têm no outro ou nos outros domínios do mesmo estudo. Revista Portuguesa de Educação, 33(1), 94-120. http://doi.org/10.21814/rpe.18380 PISA, TIMSS e PIRLS em Portugal 112 Isto aponta para que, dentro de cada estudo, o resultado obtido por um aluno
aleatoriamente escolhido dentro dos que preencheram um dos questionários
em causa dependa muito menos do domínio estudado do que da região da
NUTS III a que o aluno pertence. Assumindo que as amostras de cada estudo
são representativas de cada região e de Portugal no seu todo e que os ques
tionários são válidos e fidedignos, isto indicia que obter bons resultados em
qualquer dos questionários, de qualquer domínio, é muito mais dependente
da região a que pertence o aluno do que do domínio em causa. Para aprofundar a evidência b) – entre os RM de dois questionários
referentes ao mesmo domínio ou à mesma faixa etária, mas de estudos di
ferentes, não há qualquer correlação estatisticamente significativa –, especi
fiquemos os resultados obtidos. No que diz respeito à matemática, entre o
PISA-2015 e o TIMSS-2015, entre este e o TIMSS Advanced-2015 e entre o
último e o primeiro, os coeficientes de correlação obtidos foram, respetiva
mente, de 0,31 (p=0,14), de 0,06 (p=0,78) e de 0,15 (p=0,48). 5. Este valor corresponde ao
limite de uma correlação não
significativa (p=0,05). Correlações não significativas entre RM de estudos diferentes
ela 8
relações não significativas entre RM de estudos diferentes No que res
peita ao domínio ciências, entre o TIMSS-2015 e o PISA-2015, obteve-se um
coeficiente de correlação de 0,29 (p=0,15) e, em relação ao domínio leitura,
o coeficiente de correlação entre o PIRLS-2016 e o PISA-2015 foi de 0,405 e
entre o ePIRLS-2016 e o PISA-2015 foi de 0,30 (p=0,15). Todos estes valores,
como dissemos, não têm significado estatístico. A não existência de correla
ção estatisticamente significativa entre os RM de estudos diferentes, mesmo
referentes ao mesmo domínio, aponta para que as diferenças de objeto de
avaliação em cada questionário (competências para a vida no PISA e compe
tências académicas no TIMSS e no PIRLS) possam ser fatores relevantes para
os RM obtidos em cada questionário. O facto de também não haver correlação
entre os RM dos diferentes questionários da IEA no que respeita ao mesmo
domínio, isto é, entre os RM do PIRLS-2016 e do ePIRLS-2016 (4º ano) em
comparação com os RM do PISA-2015 (15 anos), em relação à leitura, e entre
os RM do TIMSS-2015 e do TIMSS Advanced-2015, em relação à matemática,
poderá ser justificado pela diferença etária e de nível de escolaridade dos alu
nos em causa, já que dificilmente se poderá dizer que os objetos de avaliação
(currículos, recursos e ambientes familiares e escolares e sucesso dos alunos
na escola) no 4º ano e no 12º ano de escolaridade sejam semelhantes. Ou
seja, o fator objeto de avaliação em cada estudo parece ser decisivo para que
não haja correlação significativa entre os RM de um domínio, mas de estudos
diferentes. Porém, a não existência de correlação linear entre os RM de ques
tionários aplicados a alunos do mesmo ano de escolaridade ou nível etário,
como é o caso do TIMSS, do PIRLS e do ePIRLS (todos aplicados a alunos do 4º
ano e em anos consecutivos, portanto da mesma geração), já não aponta para
a mesma justificação. De facto, as quatro correlações calculáveis entre os RM
de cada um dos dois domínios do TIMSS e os RM do PIRLS e do ePIRLS estão
compreendidas entre 0,25 (p=0,26) e 0,34 (p=0,09) e são, como dissemos,
todas estatisticamente não significativas. Sendo estes estudos da responsa
bilidade da mesma organização, a IEA, portanto, com os mesmos princípios e
objetivos genéricos, talvez só possa ser justificada pela diferença entre domí
nios (leitura no PIRLS e ePIRLS e matemática e ciências no TIMSS). Revista Portuguesa de Educação, 33(1), 94-120. http://doi.org/10.21814/rpe.18380 4.5. RELAÇÃO ENTRE OS RESULTADOS DOS TRÊS ESTUDOS COM
O PIB POR REGIÕES DA NUTS III Investigámos também se haveria alguma relação entre os RM de cada um
destes estudos e o PIB/habitante de 2015 (dados obtidos na PORDATA – Base
de Dados Portugal Contemporâneo)6, por regiões da NUTS III, dado que a
maioria dos resultados estudados são deste ano. 6. Em https://www.pordata.pt/ 6. Em https://www.pordata.pt/ Relativamente às correlações lineares entre o PIB/habitante e os
RM em cada domínio de cada questionário, constatámos que, das nove cor
relações possíveis, a única estatisticamente significativa (0,47, o que corres
ponde a p=0,017) verificou-se entre os valores do PIB/habitante e os RM do
PISA-2015 de leitura, o que parece apontar para que as diferenças regionais
a nível de PIB tenham pouca influência nos resultados destes questioná
rios, conforme Marôco (2018) refere a propósito do PIRLS-2016. Contudo,
se olharmos para os valores extremos do PIB/habitante, verificamos que há
algumas coincidências entre estes e os RM de cada estudo. A região que apre
senta o valor máximo de PIB/habitante – Alentejo Litoral – é também a região
que, no PISA-2015, obteve melhores RM em cada um dos três domínios. Em
qualquer dos outros questionários isso não sucede. Se alargarmos a análise
à segunda região (Área Metropolitana de Lisboa) com maior PIB/habitante,
verificamos que não é a região com melhores RM em qualquer dos questio
nários TIMSS-2015, TIMSS Advanced-2015 e PIRLS-2016. Quanto à região
com menor PIB/habitante – Tâmega e Sousa –, verificamos que é a região com
RM mais baixo no PISA-2015, de matemática e de ciências, e no TIMSS-2015,
de matemática e ciências. A segunda região com menor PIB/habitante (Alto
Tâmega) é a região com RM mais baixo no PISA-2015, de leitura, no TIMSS
Advanced-2015, de física, e no PIRLS-2016, de leitura. Somente o RM mais
baixo no ePIRLS, de leitura, e no TIMSS Advanced-2015, de matemática, não é
obtido por uma das duas regiões com menor PIB/habitante da NUTS III. Sintetizando, a região com PIB/habitante mais alto é a região com os
RM mais altos em três dos nove estudos/domínios e as duas regiões com PIB/
habitante mais baixo são as regiões com RM mais baixos em sete dos nove
estudos/domínios. 7. Note-se que, se não
considerarmos a região do
Alto Alentejo (a que tem
PIB/habitante mais alto),
a correlação entre o PIB/
habitante e os RM do PISA-
2015, de leitura, já não seria
estatisticamente significativa,
acompanhando, assim, o que
sucede com os RM de todos os
restantes estudos. Correlações não significativas entre RM de estudos diferentes
ela 8
relações não significativas entre RM de estudos diferentes Revista Portuguesa de Educação, 33(1), 94-120. http://doi.org/10.21814/rpe.18380 PISA, TIMSS e PIRLS em Portugal 113 Revista Portuguesa de Educação, 33(1), 94-120. http://doi.org/10.21814/rpe.18380 5. CONCLUSÕES A análise dos resultados globais referentes a Portugal desde 2000 evidencia
que estes têm vindo a melhorar no PISA, nos três domínios (leitura,
matemática e ciências); que, no TIMSS, progrediram em matemática, mas
que, em ciências, as médias oscilaram; e que no PIRLS, em leitura, pioraram. g
g
que estes têm vindo a melhorar no PISA, nos três domínios (leitura,
matemática e ciências); que, no TIMSS, progrediram em matemática, mas
que, em ciências, as médias oscilaram; e que no PIRLS, em leitura, pioraram. No entanto, os resultados obtidos pelos alunos não são iguais em todo o
país, havendo diferenças entre as várias regiões da NUTS III. Na análise
correlacional, por regiões da NUTS III, entre os RM em cada domínio de cada
d
á No entanto, os resultados obtidos pelos alunos não são iguais em todo o
país, havendo diferenças entre as várias regiões da NUTS III. Na análise
correlacional, por regiões da NUTS III, entre os RM em cada domínio de cada estudo, constatámos que: • Entre os RM de dois domínios do mesmo estudo, há sempre uma cor
relação positiva estatisticamente significativa, quaisquer que sejam
os domínios em causa; • Entre os RM de dois questionários referentes ao mesmo domínio ou
à mesma faixa etária, mas de estudos diferentes, não há qualquer
correlação estatisticamente significativa. Estes resultados fazem destacar dois fatores com relevâncias de sen
idos opostos nos resultados das regiões da NUTS III: • 1) O objeto de avaliação (competências académicas nos estudos da
IEA – PIRLS, ePIRLS, TIMSS e TIMSS Advanced, e competências para a
vida nos estudos da OCDE – PISA) parece ter uma importância rele
vante nos resultados dos questionários; • 2) O domínio (leitura, matemática, ciências e física) que se avalia pa
rece não ser determinante nos resultados de cada estudo. A irrelevância do domínio diz-nos que as regiões têm bons ou maus
resultados independentemente do domínio em causa, e a relevância do objeto
de avaliação indica-nos que a competência na escola poderá estar pouco rela
cionada com as competências para a vida. Olhando para a relação entre as questões socioeconómicas, se
Portugal tem vindo a melhorar a condição socioeconómica dos seus alunos,
ela é ainda baixa quando comparada com a de outros países europeus e reper
cute-se nos resultados escolares dos alunos. 4.5. RELAÇÃO ENTRE OS RESULTADOS DOS TRÊS ESTUDOS COM
O PIB POR REGIÕES DA NUTS III Ou seja, embora a maioria7 das correlações, por regiões,
entre o PIB/habitante e os RM de cada domínio dos estudos citados seja não
significativa, o facto de a maioria dos resultados mais altos e mais baixos em
cada domínio de cada estudo serem obtidos nas regiões, respetivamente, com
PIB/habitante mais alto e com PIB/habitante mais baixo parece mostrar que
há alguma relação entre o PIB/habitante das regiões e os RM dos diferentes
estudos/domínios e que essa relação é essencialmente nas regiões com valo
res extremos de PIB/habitante. Se atendermos ao facto de, nos três domínios
do PISA, os RM mais elevados serem na região de PIB/habitante mais alto e
isso não se verificar em qualquer dos estudos TIMSS e PIRLS e ao facto de
o PISA avaliar competências para a vida e os outros estudos competências
académicas, podemos pôr a hipótese de isso apontar para que os filhos das
famílias com mais rendimentos estejam mais preparados para a vida, embora
não sejam necessariamente aqueles que têm mais sucesso escolar. Revista Portuguesa de Educação, 33(1), 94-120. http://doi.org/10.21814/rpe.18380 114 PISA, TIMSS e PIRLS em Portugal Revista Portuguesa de Educação, 33(1), 94-120. http://doi.org/10.21814/rpe.18380 5. CONCLUSÕES A escola reproduz as desigual
dades sociais, como concluíram, entre outros, Bourdieu e Passeron (1970), e,
como sublinha Ferrão (2015), a desigualdade dos alunos mais desfavorecidos
socioeconomicamente começa logo a partir dos 7 anos de idade. A compara
ção que fizemos, por regiões da NUTS III, entre o PIB/habitante e os RM em
cada domínio dos diferentes estudos mostra-nos uma relação direta entre o
PIB/habitante e os RM dos estudos referidos nas regiões com PIB/habitan
te extremos: a região com PIB/habitante mais alto é a região com RM mais
elevados nos três estudos do PISA; as duas regiões com PIB/habitante mais
baixo são as que têm RM mais baixos em sete dos nove estudos/domínios
aqui citados, incluindo os três do PISA. No entanto, essa relação não se verifi
ca nas restantes regiões, isto é, não há correlações significativas entre o PIB/
habitante e os RM em cada domínio de cada estudo, por regiões da NUTS III,
se excluirmos as que têm valores extremos de PIB/habitante. Revista Portuguesa de Educação, 33(1), 94-120. http://doi.org/10.21814/rpe.18380 PISA, TIMSS e PIRLS em Portugal 115 Os resultados apresentados neste artigo e correspondentes conclu
sões têm as suas limitações. A principal dessas limitações tem que ver com a
assunção que fizemos sobre a representatividade das amostras de cada uma
das unidades territoriais da NUTS III usadas em cada um dos estudos citados. De facto, o cuidado que as entidades competentes tiveram em usar amostras
que representassem as diversas regiões da NUTS III é evidente nos relatórios
nacionais sobre os diferentes estudos usados nas comparações correlacio
nais realizadas neste artigo (cf. IAVE, 2017; Marôco, 2016a, 2016b, 2016c). Contudo, alguns erros amostrais associados aos RM das regiões da NUTS III
são elevados e, portanto, como refere Marôco (2016a), os resultados que ob
tivemos “deverão ser lidos com precaução” (p. 62). Pretendemos, com este artigo, dar alguns contributos para a educa
ção em Portugal e também noutros países, no sentido de melhor se conhecer
os estudos do PISA, do TIMSS e do PIRLS, em particular numa ótica compa
rativa. As análises sobre o conceito de literacia, o conteúdo dos protocolos e
do tratamento de dados usados em cada estudo já tinham sido desenvolvidas
noutros artigos, mas não com o caráter comparativo que apresentámos e que
se acrescenta ao saber já adquirido pela comunidade. 5. CONCLUSÕES As comparações entre
os resultados globais dos ILSAs também são muito pouco frequentes e como,
sobre Portugal, só conhecemos o estudo de Marôco (2020), publicado muito
recentemente, entendemos que o nosso artigo acrescenta informação e outras
comparações que permitem perceber melhor as diferenças que existem entre
eles. Por fim, a análise correlacional entre os resultados do PISA, do TIMSS e
do PIRLS, por regiões da NUTS III, e destes com o PIB/habitante, que apresen
tamos e que cremos não ter sido tratada em artigo algum, consideramos que é
uma abordagem nova sobre a avaliação de currículos e de competências para
a vida. Cremos que abre uma nova janela por onde outros autores podem vis
lumbrar novos caminhos de investigação, em particular sobre a relação entre
os percursos académicos e os das competências para a vida e entre estas e as
assimetrias socioeconómicas regionais das famílias. AGRADECIMENTOS
Este trabalho foi financiado pela Fundação para a Ciência e a Tecnologia (FCT)
[PTDC/CED-EDG/30084/2017]. AGRADECIMENTOS
Este trabalho foi financiado pela Fundação para a Ciência e a Tecnologia (FCT)
[PTDC/CED-EDG/30084/2017]. PISA, TIMSS e PIRLS em Portugal 116 Carvalho, L., & Costa, E. (2009). Production of OECD’s Programme for
International Student Assessment (PISA). Rapport pour le projet Know&Pol. Université de Lisbonne, Faculté de Psychologie et de Sciences de l’Éducation. Conseil National d’Évaluation du Système Scolaire. (2016). Comparaison
des évaluations PISA et TIMSS: Acquis des élèves: Comprendre les évaluations
internationales – Rapport scientifique. CNESCO. Conseil National d’Évaluation du Système Scolaire. (2016). Comparaison
des évaluations PISA et TIMSS: Acquis des élèves: Comprendre les évaluations
internationales – Rapport scientifique. CNESCO. Conselho Nacional de Educação. (2013). Avaliações internacionais
e desempenho dos alunos portugueses. Lisboa, CNE. Ferrão, M. (2015). Investigação em educação e os resultados do PISA. Análise estatística da retenção através do PISA 2012. In J. Justino & M. Miguéns
(Org.), Investigação em educação e os resultados do PISA (pp. 104-117). Conselho
Nacional de Educação. Ferreira, A., Flores, I., & Casas-Novas, T. (2017). Introdução ao estudo –
Porque melhoraram os resultados PISA em Portugal? Estudo longitudinal e comparado
(2000-2015). Fundação Francisco Manuel dos Santos. Harju-Luukkainen, H., McElvany, N., & Stang, J. (Eds.). (2020). Monitoring
student achievement in the 21st century. European policy perspectives and
assessment strategies. Cham Springer. https://doi.org/10.1007/978-3-030-38969-7
Instituto de Avaliação Educativa. (2017). Resultados globais PIRLS 2016 –
ePIRLS 2016 – Portugal. Literacia de leitura & literacia online. Lisboa, Portugal: IAVE. Harju-Luukkainen, H., McElvany, N., & Stang, J. (Eds.). (2020). Monitoring
student achievement in the 21st century. European policy perspectives and
assessment strategies. Cham Springer. https://doi.org/10.1007/978-3-030-38969-7 student achievement in the 21st century. European policy perspectives and
assessment strategies. Cham Springer. https://doi.org/10.1007/978-3-030-38969-7
Instituto de Avaliação Educativa. (2017). Resultados globais PIRLS 2016 –
ePIRLS 2016 – Portugal. Literacia de leitura & literacia online. Lisboa, Portugal: IAVE. Instituto de Avaliação Educativa. (2019). TIMSS8 – Itens de matemática
e de ciências – I IAVE Instituto de Avaliação Educativa. (2017). Resultados globais PIRLS 2016 – Instituto de Avaliação Educativa. (2017). Resultados globais PIRLS 2016 –
ePIRLS 2016 – Portugal. Literacia de leitura & literacia online. Lisboa, Portugal: IAVE. Instituto de Avaliação Educativa. (2019). TIMSS8 – Itens de matemática
d
iê
i
I IAVE ePIRLS 2016 – Portugal. Literacia de leitura & literacia online. Lisboa, Portugal: IAVE. Instituto de Avaliação Educativa. (2019). TIMSS8 – Itens de matemática Lemos, V. (2014). A influência da OCDE nas políticas públicas de educação
em Portugal. Almedina. em Portugal. Almedina. REFERÊNCIAS Benavente, A. (2016, outubro). O ‘dia’ seguinte: O que a Troika fez à escola. de Diplomatique – edição portuguesa, 8-9. Bourdieu, P., & Passeron, J-C. (1970). La reproduction: Éléments pour
une théorie du système d’enseignement Éditions Minuit Bourdieu, P., & Passeron, J-C. (1970). La reproducti
une théorie du système d’enseignement. Éditions Minuit. une théorie du système d’enseignement. Éditions Minuit. Campbell, J., Kelly, D., Mullis, I., Martin, M., & Sainsbury, M. (2000). i Framework and specifications for PIRLS assessment 2001: Progress in international
reading literacy study. Boston College. Framework and specifications for PIRLS assessment 2001: Progress in international
reading literacy study. Boston College. Revista Portuguesa de Educação, 33(1), 94-120. http://doi.org/10.21814/rpe.18380 PISA, TIMSS e PIRLS em Portugal Revista Portuguesa de Educação, 33(1), 94-120. http://doi.org/10.21814/rpe.18380 PISA, TIMSS e PIRLS em Portugal http://doi.org/10.21814/rpe.18380 PISA, TIMSS e PIRLS em Portugal 117 achievement at the fourth grade – Implications for early learning (pp. 109-178). TIMSS
& PIRLS International Study Center, Boston College. Martin, M., & Kelly, D. (Org.). (1997). TIMSS – Technical report, vol. I. IEA. Mullis, I., Martin, M., Foy, P., & Drucker, K. (2012). PIRLS 2011 international
results in reading. IEA. achievement at the fourth grade – Implications for early learning (pp. 109-178). TIMSS
& PIRLS International Study Center, Boston College. achievement at the fourth grade Implications for early learning (pp. 109 178). TIMSS
& PIRLS International Study Center, Boston College. Martin, M., & Kelly, D. (Org.). (1997). TIMSS – Technical report, vol. I. IEA. Mullis, I., Martin, M., Foy, P., & Drucker, K. (2012). PIRLS 2011 international
results in reading. IEA. Martin, M., & Kelly, D. (Org.). (1997). TIMSS – Technical report, vol. I. IEA. Mullis, I., Martin, M., Foy, P., & Drucker, K. (2012). PIRLS 2011 international
results in reading. IEA. Mullis, I., Martin, M., Kennedy, A., Trong, K., & Sainsbury, M. (2009). PIRLS
2011 assessment framework. TIMSS & PIRLS International Study Center, Lynch
School of Education: Boston College. Organização para a Cooperação e Desenvolvimento Económico. (1999). Measuring student knowledge and skills: A new framework for assessment. Paris,
França: OCDE. Organização para a Cooperação e Desenvolvimento Económico. (2003). La lecture, moteur de changement: Performances et engagement d’un pays à l’autre:
Résultats de PISA 2000. OCDE. Organização para a Cooperação e Desenvolvimento Económico. (2013). Cadre d’évaluation et d’analyse du cycle PISA 2012. OCDE. Organização para a Cooperação e Desenvolvimento Económico. (2019a). PISA 2018 Results. What students know and can do, vol. I. OCDE. PISA 2018 Results. What students know and can do, vol. I. OCDE. Organização para a Cooperação e Desenvolvimento Económico. (2019b). PISA 2018 Results. Where all student can succeed, vol. II. OCDE. Rémond, M. (2006). Éclairages des évaluations internationales PIRLS
et PISA sur les élèves français. Revue Française de Pédagogie, 157, 71-84. Rizvi, F., & Lingard, B. (2006). Globalisation and the changing nature
of the OECD’s educational work. In H. Laurder, P. Brown, J. Dillabough, & A. Halsey
(Eds.), Education, globalization and social change (pp. 247-260). Oxford University
Press. Saraiva, L. (2017). A aprendizagem das ciências em Portugal: Uma leitura
a partir dos resultados do TIMSS e do PISA. Mediações – Revista OnLine da Escola
Superior de Educação do Instituto Politécnico de Setúbal, 5(2), 4-18. Saraiva, L. (2017). PISA, TIMSS e PIRLS em Portugal Lourenço, V., Duarte, A., Nunes, A., Amaral, A., Gonçalves, C., Mota, M., Lourenço, V., Duarte, A., Nunes, A., Amaral, A., Gonçalves, C., Mota, M., & Mendes, R. (2019). PISA 2018 – Portugal. Relatório nacional. IAVE. Disponível em: http://www.cnedu.pt/pt/noticias/internacional/1517-resultados-pisa-2018. Marôco, J. (2018). O bom leitor: Preditores da literacia de leitura dos
alunos portugueses no PIRLS 2016. Revista Portuguesa de Educação, 31(2), 115-131. https://doi.org/10.21814/rpe.14105 Marôco, J. (2020). International large-scale assessments: Trends and
effects on the Portuguese public education system. In H. Harju-Luukkainen, N. McElvany, & J. Stang (Eds.), Monitoring student achievement in the 21st century. European policy perspectives and assessment strategies (pp. 207-222). Springer. https://doi.org/10.1007/978-3-030-38969-7_17 Marôco, J. (2020). International large-scale assessments: Trends and
effects on the Portuguese public education system. In H. Harju-Luukkainen, N. Marôco, J. (2020). International large-scale assessments: Trends and
effects on the Portuguese public education system. In H. Harju-Luukkainen, N. McElvany, & J. Stang (Eds.), Monitoring student achievement in the 21st century. European policy perspectives and assessment strategies (pp. 207-222). Springer. Marôco, J., Gonçalves, C., Lourenço, V., & Mendes, R. (2016a). PISA 2015
– Portugal. Volume I: Literacia científica, literacia de leitura e literacia matemática. Lisboa, Portugal: IAVE. Marôco, J., Lourenço, V., Mendes, R., & Gonçalves, C. (2016b). TIMSS 2015 – Marôco, J., Lourenço, V., Mendes, R., & Gonçalves, C. (2016b). TIMSS 2015 –
Portugal. Volume I: Desempenhos em matemática e em Ciências. IAVE. Marôco, J., Lourenço, V., Mendes, R., & Gonçalves, C. (2016c). TIMSS
Advanced 2015 – Portugal 1 – Desempenhos em matemática e em física. IAVE. Martin, M., Foy, P., Mullis, I., & O’Dwyer, L. (2013). Effective schools
in reading, mathematics, and science at the fourth grade. In M. Marin & I. Mullis
(Eds.), TIMSS and PIRLS 2011: Relationships among reading, mathematics, and science Portugal. Volume I: Desempenhos em matemática e em Ciências. IAVE. Marôco, J., Lourenço, V., Mendes, R., & Gonçalves, C. (2016c). TIMSS
Advanced 2015 – Portugal 1 – Desempenhos em matemática e em física. IAVE. Marôco, J., Lourenço, V., Mendes, R., & Gonçalves, C. (2016c). TIMSS
Advanced 2015 – Portugal 1 – Desempenhos em matemática e em física. IAVE. Martin, M., Foy, P., Mullis, I., & O’Dwyer, L. (2013). Effective schools
in reading, mathematics, and science at the fourth grade. In M. Marin & I. Mullis
(Eds.), TIMSS and PIRLS 2011: Relationships among reading, mathematics, and science Revista Portuguesa de Educação, 33(1), 94-120. PISA, TIMSS e PIRLS em Portugal Revista Portuguesa de Educação, 33(1), 94-120. http://doi.org/10.21814/rpe.18380 PISA, TIMSS e PIRLS em Portugal A aprendizagem das ciências em Portugal: Uma leitura
a partir dos resultados do TIMSS e do PISA. Mediações – Revista OnLine da Escola
Superior de Educação do Instituto Politécnico de Setúbal, 5(2), 4-18. Schleicher, A. (2018). World class: How to build a 21st-century school system,
strong performers and successful reformers in education. OCDE Publishing. https://www.oecd.org/education/world-class-9789264300002-en.htm Schleicher, A. (2018). World class: How to build a 21st-century school system,
strong performers and successful reformers in education. OCDE Publishing. https://www.oecd.org/education/world-class-9789264300002-en.htm Teodoro, A. (2010). Educação, globalização e neoliberalismo. Os novos
modos de regulação transacional das políticas de educação. Lisboa, Portugal: Edições
Universitárias Lusófonas. Teodoro, A. (2019). The end of isolationism: Examining the OCDE
influence in Portuguese education policies, 1955-1974. Paedagogica Historica:
International Journal of the History of Education, 1-14. https://doi.org/10.1080/00309
230.2019.1606022 Revista Portuguesa de Educação, 33(1), 94-120. http://doi.org/10.21814/rpe.18380 PISA, TIMSS e PIRLS em Portugal 118 PISA, TIMSS e PIRLS em Portugal Informação dos autores: i Universidade Lusófona de Humanidades e Tecnologias, Centro
de Estudos Interdisciplinares em Educação e Desenvolvimento
(CeiED), Portugal. https://orcid.org/0000-0002-5093-8115 ii Universidade Lusófona do Porto, Centro de Estudos
Interdisciplinares em Educação e Desenvolvimento (CeiED),
Portugal. http://orcid.org/0000-0003-1466-1013 iii Instituto Politécnico do Porto, Escola Superior de
Educação, Centro de Estudos Interdisciplinares em Educação e
Desenvolvimento (CeiED), Portugal. https://orcid.org/0000-0001-5854-536X iv Universidade Lusófona de Humanidades e Tecnologias, Centro
de Estudos Interdisciplinares em Educação e Desenvolvimento
(CeiED), Portugal. https://orcid.org/0000-0001-7819-0498 Toda a correspondência relativa a este artigo
deve ser enviada para:
Vítor Rosa
ULHT/CeiED
Campo Grande, 376
1749-024 Lisboa, Portugal
vitor.rosa@ulusofona.pt
Recebido em 29 de julho de 2019
Aceite para publicação em 4 de junho de 2020 Revista Portuguesa de Educação, 33(1), 94-120. http://doi.org/10.21814/rpe.18380 119 PISA, TIMSS e PIRLS em Portugal Keywords: NUTS III Regions; PISA; TIMSS; PIRLS ABSTRACT In this article we present a comparative analysis of three international sur
veys: PISA, carried out by OECD, and TIMSS and PIRLS, undertaken by IEA,
considering their general objectives and the data correlation on Portugal
(by NUTS III regions). The literature and documental review has shown how
results can be reformulated or reinterpreted by the different social actors,
and that they are seen by the political decision makers and organizations
as a tool for school system comparison, revealing strengths and weakness
es. The analysis of general results reveals that Portugal’s results has been
improving in PISA, in the three domains (reading, mathematics and scienc
es), that they have improved in TIMSS in mathematics, while the reading
performance in PIRLS has declined. The comparative analysis by regions
has shown that there is a difference in results by regions and that, while
the domain factor does not seem relevant, the object of evaluation factor
in each study seems decisive for the results of the surveys. This comparison
has also revealed a direct link between the GDP/inhabitant and the results
of the surveys in regions with extreme values of GDP/inhabitant, although
this relation does not exist for most regions. Keywords: NUTS III Regions; PISA; TIMSS; PIRLS 120 PISA, TIMSS e PIRLS em Portugal Revista Portuguesa de Educação, 33(1), 94-120. http://doi.org/10.21814/rpe.18380 Palabras clave: Regiones NUTS III; PISA; TIMSS; PIRLS Palabras clave: Regiones NUTS III; PISA; TIMSS; PIRLS RESUMEN En este estudio presentamos un análisis comparativo de tres encuestas in
ternacionales: PISA, realizada por la OCDE, y TIMSS y PIRLS, realizadas por
la AIE, teniendo en cuenta sus objetivos generales y una correlación de los
datos referentes a Portugal (por regiones de la NUTS III). La revisión biblio
gráfica y documental mostró cómo los resultados pueden ser reformulados
o reinterpretados por los diferentes actores sociales y que son vistos por
los responsables políticos y las organizaciones como una herramienta de
comparación de los sistemas escolares, revelando sus fortalezas y debilida
des. El análisis de los resultados generales muestra que Portugal ha me
jorado sus resultados en PISA, en los tres dominios (lectura, matemáticas
y ciencias), que mejoró en TIMSS en matemáticas y empeoró en lectura en
PIRLS. El análisis comparativo por regiones reveló que existen diferencias
de resultados por regiones y que, si bien el factor dominio no es relevante,
el factor objeto de evaluación en cada estudio parece ser un factor determi
nante de los resultados de los cuestionarios. También reveló que existe una
relación directa entre el PIB/habitante y los resultados de los cuestionarios
en regiones con valores extremos de PIB/habitante, pero que esta relación
no existe para la mayoría de las regiones. Palabras clave: Regiones NUTS III; PISA; TIMSS; PIRLS
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Qeios · Definition, February 7, 2020 Open Peer Review on Qeios Open Peer Review on Qeios Exposure Lot Number National Cancer Institute National Cancer Institute Qeios ID: JF5O24 · https://doi.org/10.32388/JF5O24 Source National Cancer Institute. Exposure Lot Number. NCI Thesaurus. Code C83099. National Cancer Institute. Exposure Lot Number. NCI Thesaurus. Code C83099. The numerical identifier of the medication exposure lot. 1/1
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Effect of electrode physical and chemical properties on lithium-ion battery performance
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Victor Chabot1, Siamak Farhad1, Zhongwei Chen1,*,†, Alan S. Fung2,
Aiping Yu1and Feridun Hamdullahpur3 1Department of Chemical Engineering, University of Waterloo, 200 University Avenue West, Waterloo, Ontario N2L 3G1, Canada
2Department of Mechanical and Industrial Engineering, Ryerson University, 350 Victoria Street, Toronto, Ontario M5B 2K3, Canada
3Department of Mechanical and Mechatronics Engineering, University of Waterloo, 200 University Avenue West, Waterloo, Ontario
N2L 3G1, Canada INTERNATIONAL JOURNAL OF ENERGY RESEARCH
Int. J. Energy Res. 2013; 37:1723–1736
Published online 11 September 2013 in Wiley Online Library (wileyonlinelibrary.com). DOI: 10.1002/er.3114 INTERNATIONAL JOURNAL OF ENERGY RESEARCH
Int. J. Energy Res. 2013; 37:1723–1736
Published online 11 September 2013 in Wiley Online Library (wileyonlinelibrary.com). DOI: 10.1002/er.3114 INTERNATIONAL JOURNAL OF ENERGY RESEARCH gy
Published online 11 September 2013 in Wiley Online Library (wileyonlinelibrary.com). DOI: 10.1002/er.3114 Published online 11 September 2013 in Wiley Online Library (wileyonlinelibrary.com). DOI: 10.1002/er.3114 ACCELERATED PUBLICATION Correspondence Correspondence
* Zhongwei Chen, Department of Chemical Engineering, University of Waterloo, 200 University Avenue West, Waterloo, Ontario N2L
3G1, Canada. †E
il
h
h
@
l Received 19 June 2013; Revised 8 August 2013; Accepted 12 August 2013 Copyright © 2013 John Wiley & Sons, Ltd. SUMMARY The effect of physical and chemical properties on the performance of both positive and negative electrodes is studied for
lithium-ion (Li-ion) batteries. These properties include the lithium diffusivity in the active electrode material, the electrical
conductivity of the electrode, and the reaction rate constant at electrode active sites. The specific energy and power of the
cells are determined at various discharge rates for electrodes with different properties. In addition, this study is conducted
across various cell design cases. The results reveal that at moderate discharge rates, lithium diffusivity in the active
negative-electrode material has the highest impact on cell performance. The specific energy and power of the cell are
improved ~11% by increasing the lithium diffusivity in the active negative-electrode material by one order of magnitude. Around 4% improvement in the cell performance is achieved by increasing the reaction rate constant at the active sites of
either electrodes by one order of magnitude. Copyright © 2013 John Wiley & Sons, Ltd. KEY WORDS lithium-ion battery; electrodes; material properties; performance improvement; modeling 1. INTRODUCTION LiMn2O4, as an active positive-electrode material is being
improved by substitution of nickel and aluminum within
its spinel structure [6,7]. Development, altering, or doping
materials may significantly affect the physical and chemi-
cal properties of an electrode. According to our literature
survey that is summarized in Table I, some of the electrodes
properties may vary several orders of magnitude by alteration
or doping. The comprehensive survey accomplished by Park
et al. in 2010 [8] also confirms this statement. The value of
electrode properties in Table I were determined based on com-
plicated experimental methods, and the reader can refer to the
cited papers in this table to learn about these methods. Although there are some experimental methods to determine
the electrode properties, there is no answer for the question,
‘how much does the change of electrode physical and chemi-
cal properties affect cell performance?’ In this study, we
answer this question by conducting a comprehensive study
on the effect of physical and chemical properties of both the
positive and negative electrodes on Li-ion cell performance. The lithium-ion (Li-ion) battery is a high-capacity recharge-
able electrical energy storage device with applications in
portable electronics and growing applications in electric
vehicles, military, and aerospace [1–3]. In this battery,
lithium ions move from the negative electrode to the positive
electrode and are stored in the active positive-electrode
material during discharge. The process is reversed during
charging. The lithium intercalation compounds act as active
materials to store a large amount of electrical energy and
are usually employed to fabricate both negative and positive
electrodes of a Li-ion cell. At present, new materials with
special properties to improve the cell performance are being
developed for both electrodes [4,5]. The commercialized
materials are also being altered or doped to enhance certain
physical and chemical properties of the electrodes, such as
lithium diffusivity, electrical conductivity, and reaction
rate constants, to improve cell performance. For example, 1723 1723 V. Chabot et al. Energy storage Table I. The values suggested in literature for physical and chemical properties of electrodes for Lithium-ion cells. 1. INTRODUCTION Material
Suggested in literature
Lithium diffusivity in active
electrode material (m2/s)
Natural graphite (LixC6)
1014 to 109 (0.04 < x < 0.4) [9]
1014 to 1013 (x = 0) [10]
1013 to 1011 (0.1 < x < 0.95) [11]
Graphitized MCMB (LixC6)
1014 to 1012 (0.15 < x < 0.8) [12]
LixMn2O4
1015 to 1013 (x = 1) [13]
1015 to 1012 (0.5 < x < 1) [14]
1.23 × 1015 (x = 1) [15]
1012 (x = 1) [16]
2.7 × 1015 (x = 1) [17]
LixCoO2
1014 to 1013 [8]
4 × 1015 to 3 × 1014 (0.45 < x < 0.7) [18]
8 × 1016 to 6 × 1013 (x = 0.5) [19]
LixFePO4
2 × 1019 to 1.3 × 1018 (0.1 < x < 0.9) [20]
Electrical Conductivity (S/m)
Graphite
3 × 103 to 2.5 × 104 [21]
100 [22]
LixMn2O4
103.5 to 103 (x ≈1) [14]
104 (x = 1) [8]
LixCoO2
102 (x = 1) [8]
20 (x = 1) [23]
LixFePO4
107 (x = 1) [8]
108 to 107 (x = 1) [24]
Reaction rate constant
Graphite
107 m/s [25]
4.92 × 1010 A/m2.5/mol1.5 [26]
LiCoO2
5 × 107 m/s [25]
1.39 × 1010 A/m2.5/mol1.5 [26] Although this study can be performed by experimental
methods, these methods are complicated and expensive. Thus,
we conduct this study based on mathematical modeling. The
result of this study is important because identifying the effect
of electrode properties might enable the assembly of a cell
with better electrode performance and tailored for the
discharge rate of a specific application. material, electrical conductivity, and reaction rate constant
at active sites of the electrode – on the specific energy and
power of the cell at various discharge rates are quantified. To achieve generalized results, this study is conducted
for multiple cell design cases including cells with various
electrode thicknesses, volume fractions of active electrode
material, and initial electrolyte salt concentrations. Computer simulation of Li-ion cells is an efficient tool
for guiding material development, pinpointing areas of
future improvement, and optimizing cell performance
[27,28]. From computer simulation, some electrode prop-
erties may be shown to have negligible impact under
certain cell design and operating conditions. In this study,
the impacts of physical and chemical properties of
electrodes – including the lithium diffusivity in active 2. MODELING AND COMPUTER
SIMULATION In this study, the mathematical model developed by
Newman’s group [29] was employed for computer simulation
of the Li-ion cell. In this model, it is assumed that both Figure 1. Schematic of the structure of a Lithium-ion cell (not to scale). Figure 1. Schematic of the structure of a Lithium-ion cell (not to scale). Int. J. Energy Res. 2013; 37:1723–1736 © 2013 John Wiley & Sons, Ltd. DOI: 10.1002/er Int. J. Energy Res. 2013; 37:1723–1736 © 2013 John Wiley & Sons, Ltd. DOI: 10.1002/er 1724 V. Chabot et al. Energy storage Table II. The modeling equations in general form of partial differential equation, and their corresponding boundary and
initial conditions [29]. Table II. The modeling equations in general form of partial differential equation, and their corresponding boundary and
initial conditions [29]. Table II. The modeling equations in general form of partial differential equation, and their corresponding boundary and
initial conditions [29]. [
]
Transport equation
Dependent
variable
Coefficients of general form partial differential equation
1-D electron transfer in negative electrode
ϕe
ea = 0, da = 0, Γ ¼ Keff
e;neg∇ϕe, f = Sneg jloc,neg
B.C: (n. Γ)neg|sep = 0, ϕeneg CCneg¼0
j
I.C: ϕe = 0
1-D electron transfer in positive electrode
ϕe
ea = 0, da = 0, Γ ¼ Keff
e;pos∇ϕe, f = Spos jloc,pos
B.C: (n. 2. MODELING AND COMPUTER
SIMULATION Γ)pos|sep = 0, n:Γ
ð
Þpos CCpos¼icell¼QcellCrate
j
I.C: ϕe ¼ Eref;pos t¼0
ð
Þ Eref;neg t¼0
ð
Þ
1-D ion transfer through electrolyte in negative electrode
ϕi
ea = 0, da = 0, Γ ¼ Keff
i;neg ∇ϕi 2RT
F
1 tþ
ð
Þ ∇cLiþ
cLiþ
,
f = Sneg jloc,neg
B.C: n:Γ
ð
Þneg CCneg¼0
j
, ϕineg|sep = ϕisep|neg
I.C: ϕi = 0
1-D ion transfer through electrolyte in positive electrode
ϕi
ea = 0, da = 0, Γ ¼ Keff
i;pos ∇ϕi 2RT
F
1 tþ
ð
Þ ∇cLiþ
cLiþ
,
f = Spos jloc,pos
B.C: n:Γ
ð
Þpos CCpos¼0
j
, ϕipos|sep = ϕisep|pos
I.C: ϕi = 0
1-D ion transfer through electrolyte in separator
ϕi
ea = 0, da = 0, Γ ¼ Keff
i;sep ∇ϕi 2RT
F
1 tþ
ð
Þ ∇cLiþ
cLiþ
, f = 0
B.C: ϕisep|neg = ϕineg|sep, ϕisep|pos = ϕipos|sep
I.C: ϕi = 0
1-D Li+ mass transfer through electrolyte in
negative electrode
cLiþ
ea = 0, da = εneg, Γ ¼ Deff
Liþ;neg∇cLiþ, f ¼ 1
F 1 tþ
ð
ÞSneg jloc;neg
B.C: n:Γ
ð
Þneg CCneg¼0
j
, cLiþneg sep¼cLiþsep neg
j
j
I.C: cLiþ ¼ csalt;initial
1-D Li+ mass transfer through electrolyte in
positive electrode
cLiþ
ea = 0, da = εpos, Γ ¼ Deff
Liþ;pos∇cLiþ, f ¼ 1
F 1 tþ
ð
ÞSpos jloc;pos
B.C: n:Γ
ð
Þpos CCpos¼0
j
, cLiþpos sep¼cLiþsep pos
j
j
I.C: cLiþ ¼ csalt;initial
1-D Li+ mass transfer through electrolyte in separator
cLiþ
ea = 0, da = εsep, Γ ¼ Deff
Liþ;sep∇cLiþ, f = 0
B.C: cLiþsep neg¼cLiþneg sep
j
j
, cLiþsep pos¼cLiþpos sep
j
j
I.C: cLiþ ¼ csalt;initial
2-D Li diffusion in active material (solid particles)
of negative electrode
cLi
ea = 0, da = r2, Γ ¼
0
r2DLi;negactive material
∂cLi
∂r
8
<
:
9
=
;, f = 0
B.C: n:Γ
ð
Þneg CCneg¼0
j
, (n. Γ)neg|sep = 0, (n. 2. MODELING AND COMPUTER
SIMULATION Γ)r = 0 = 0,
n:Γ
ð
Þr¼Rparticle;neg ¼
jloc;neg
F
I.C: cLi = cLi,0,neg
2-D Li diffusion in active material (solid particles)
of positive electrode
cLi
ea = 0, da = r2, Γ ¼
0
r2DLi;posactive material
∂cLi
∂r
8
<
:
9
=
;, f = 0
B.C: n:Γ
ð
Þpos CCpos¼0
j
, (n. Γ)pos|sep = 0, (n. Γ)r = 0 = 0,
n:Γ
ð
Þr¼Rparticle;pos ¼
jloc;pos
F
I.C: cLi = cLi,0,pos 2-D Li diffusion in active material (solid particles)
of positive electrode Table III. Design and operating parameters of the base cell. Component
Parameter
Value
Negative electrode
(Osaka Gas MCMB 25–10 petroleum coke)
Thickness of electrode
100 μm
Thickness of current collector (copper)
25 μm
Density of current collector
8930 kg/m3
Diameter of particles (active electrode material)
25 μm
Volume fraction of active electrode material
0.47
Density of active electrode material
1900 kg/m3
Volume fraction of binder
0.146 Int. J. Energy Res. 2013; 37:1723–1736 © 2013 John Wiley & Sons, Ltd. DOI: 10.1002/er V. Chabot et al. Energy storage Table III. 2. MODELING AND COMPUTER
SIMULATION (Continued) Component
Parameter
Value
Density of binder
1780 kg/m3
Volume fraction of conductive additive material (carbon)
0.026
Density of conductive additive material
1900 kg/m3
Volume fraction of electrolyte (or electrode porosity)
0.357
Diffusivity of Li in active material
3.9 × 1014 m2/s
Electrical conductivity
100 S/m
Reaction rate constant at active sites of the electrode
1.88 × 106 A/m2.5/mol1.5
Maximum concentration of Li in the active
electrode material
26390 mol/m3
Initial concentration of Li in the active electrode material
14870 mol/m3
Positive electrode (LiMn2O4)
Thickness of electrode
174 μm
Thickness of current collector (aluminum)
25 μm
Density of current collector
2700 kg/m3
Diameter of particles (active electrode material)
16 μm
Volume fraction of active electrode material
0.297
Density of active electrode material
4140 kg/m3
Volume fraction of binder
0.186
Density of binder
1780 kg/m3
Volume fraction of conductive additive material (carbon)
0.073
Density of conductive additive material (carbon)
1900 kg/m3
Volume fraction of electrolyte (or electrode porosity)
0.444
Diffusivity of Li in active material
1 × 1013 m2/s
Electrical conductivity
3.8 S/m
Reaction rate constant at active sites of the electrode
2.08 × 106 A/m2.5/mol1.5
Maximum concentration of Li in active electrode material
22860 mol/m3
Initial concentration of Li in active electrode material
3900 mol/m3
Separator and electrolyte
Thickness of separator (polyolefin membrane)
52 μm
Volume fraction of electrolyte in separator
(separator porosity)
~1
Initial salt concentration of electrolyte
(LiPF6 in 2 : 1 EC:DMC)
2000 mol/m3
Salt diffusivity of electrolyte
7.50 × 1011 m2/s
Cationic transport number in electrolyte
0.363
Density of electrolyte
1324 kg/m3
Total contact resistance between the cell components
97.345 × 104 (Ω m2)
Cell temperature
298 K
Cell cross-section active area
24 cm2 Component Positive electrode (LiMn2O4) Separator and electrolyte Positive electrode (LiMn2O4) Cell cross-section active area In reactions R1 and R2,Mneg andMpos represent the active
materials of the negative and positive electrodes, respectively. negative and positive electrodes of the cell are made of
uniform-sized solid spherical particles. These particles are
the active material of the electrodes. The size of these particles
is assumed to be unchanged during the cell charging and
discharging processes. Both electrodes contain uniform
composition of binder, conductive additive, and liquid electro-
lyte. The volume fraction of liquid electrolyte in electrode and
the electrode porosity are assumed to be identical. Reactions
R1 and R2 take place in the negative and positive electrodes,
respectively, and all side reactions in the cell are neglected. It is assumed that the effective electron and ion conduc-
tivities and lithium ion diffusivity that take both porosity
and tortuosity of the electrodes into account are estimated
from the Bruggeman correlation [29]: Keff ¼ K ε1:5
(1)
Deff ¼ D ε1:5
(2) (1)
(2) (2) A quasi-two dimensional (2-D) model was considered
for computer simulation of the cell. In this model, one
dimensional mass and charge transports in both electrodes
and electrolyte along x-axis and 2-D lithium diffusion in
electrodes solid particles along r-axis and x-axis were
taken into account (Figure 1). The cell was simulated by
COMSOL Multiphysics® version 4.2 (COMSOL, Inc.,
Burlington, MA, USA). Lix1Mneg→
discharge Lix2Mneg þ x1 x2
ð
Þ
Liþ þ x1 x2
ð
Þe
(R1) (R1) Liy1Mpos þ y2 y1
ð
ÞLiþ
þ y2 y1
ð
Þe→
discharge Liy2Mpos
(R2) (R2) 1726 1726 Int. J. Energy Res. 2013; 37:1723–1736 © 2013 John Wiley & Sons, Ltd. DOI: 10.1002/er V. Chabot et al. Energy storage Figure 2. Effect of lithium diffusivity in the active positive-elec-
trode material on the base-cell performance. Figure 2. Effect of lithium diffusivity in the active positive-elec- In the computer simulation by COMSOL, only the
general form of partial differential equations shown
in Eq. 3 was employed to build the system of transport
equations: ea
∂2u
∂t2 þ da
∂u
∂t þ ∇Γ ¼ f
(3) (3) In this equation, u is the dependent variable, and the
parameters of ea, da, Γ, and f are the mass coefficient,
damping coefficient, conservative flux, and source term,
respectively. The value of these parameters for all
transport equations in simulation of Li-ion cell are listed
in Table II. Int. J. Energy Res. 2013; 37:1723–1736 © 2013 John Wiley & Sons, Ltd.
DOI: 10.1002/er Int. J. Energy Res. 2013; 37:1723–1736 © 2013 John Wiley & Sons, Ltd.
DOI: 10.1002/er Cell cross-section active area The active area per unit volume of the electrode and the
local current generated per unit active area are determined
from Eqs. 4 and 5, respectively [29]: Figure 2. Effect of lithium diffusivity in the active positive-elec-
trode material on the base-cell performance. Figure 3. Ragone plots displaying the effect of lithium diffusivity in the active positive-electrode material on the performance of the
cells with (a) thin electrodes, (b) thick electrodes, (c) low active material volume fraction in electrodes, (d) high active material volume
fraction in electrodes, (e) low initial electrolyte salt concentration, and (f) high initial electrolyte salt concentration (y-axis in all graphs is
specific energy (Wh/kg), and x-axis is average specific power (W/kg)). Figure 3. Ragone plots displaying the effect of lithium diffusivity in the active positive-electrode material on the performance of t
cells with (a) thin electrodes (b) thick electrodes (c) low active material volume fraction in electrodes (d) high active material volum Figure 3. Ragone plots displaying the effect of lithium diffusivity in the active positive-electrode material on the performance of the
cells with (a) thin electrodes, (b) thick electrodes, (c) low active material volume fraction in electrodes, (d) high active material volume
fraction in electrodes, (e) low initial electrolyte salt concentration, and (f) high initial electrolyte salt concentration (y-axis in all graphs is
specific energy (Wh/kg), and x-axis is average specific power (W/kg)). 1727 V. Chabot et al. Figure 4. Effect of lithium diffusivity in the active negative-elec-
trode material on the base-cell performance. Sℓ¼
3νℓ
Rparticle;ℓ
; ℓ∈neg; pos
f
g
(4) (4) jloc;ℓ¼ κℓc0:5
Liþc0:5
Li;ℓ; r¼Rparticle;ℓ
ð
Þ cLi;ℓ;max cLi;ℓ; r¼Rparticle;ℓ
ð
Þ
0:5
(
exp
F ϕe ϕi Eref;ℓ
2RT
0
@
1
A
exp
F ϕe ϕi Eref;ℓ
2RT
0
@
1
A
)
; ℓ∈neg; pos
f
g
(5) (5) To demonstrate the results of the computer simulation,
the Ragone plot is employed. This plot is useful to interpret
changes in both specific energy and power of the cell at
various discharge rates (Crate). To build this plot, the Figure 4. Effect of lithium diffusivity in the active negative-elec-
trode material on the base-cell performance. various discharge rates (Crate). To build this plot, the
trode material on the base-cell performance. Figure 5. Cell cross-section active area Ragone plots displaying the effect of lithium diffusivity in the active negative-electrode material on the performance of the
cells with (a) thin electrodes, (b) thick electrodes, (c) low active material volume fraction in electrodes, (d) high active material volume
fraction in electrodes, (e) low initial electrolyte salt concentration, and (f) high initial electrolyte salt concentration (y-axis in all graphs is
specific energy (Wh/kg), and x-axis is average specific power (W/kg)). inelibrary.wiley.com/terms-and-conditions) on Wiley Online Library for rules of use; OA articles are governed by the applicable Creative Commons License Figure 5. Ragone plots displaying the effect of lithium diffusivity in the active negative-electrode material on the performance of the
cells with (a) thin electrodes, (b) thick electrodes, (c) low active material volume fraction in electrodes, (d) high active material volume
fraction in electrodes, (e) low initial electrolyte salt concentration, and (f) high initial electrolyte salt concentration (y-axis in all graphs is
specific energy (Wh/kg), and x-axis is average specific power (W/kg)). 1728 V. Chabot et al. V. Chabot et al. Energy storage Figure 6. Effect of electrical conductivity of the positive elec-
trode on the base-cell performance. specific energy and power of the cell should be calculated
from the following equations [29]: Ecell ¼ icell
ð
Þ
ωcell
∫
tdischarge
0
vcell
ð
Þ dt
¼ Qcell Crate
ð
Þ
ωcell
∫
tdischarge
0
ϕe;ccpos ϕe;ccneg Rcontact Qcell Crate
dt
(6) (6) Pcell ¼
Ecell
tdischarge
(7) (7) Where, tdischarge is the cell discharge time to reach a
given cut-off voltage, and ωcell is the total mass per unit
area of the cell, which is calculated from Eq. 8. Figure 6. Effect of electrical conductivity of the positive elec-
trode on the base-cell performance. Figure 7. Ragone plots displaying the effect of electrical conductivity of the positive electrode on the performance of the cells with (a)
hin electrodes, (b) thick electrodes, (c) low active material volume fraction in electrodes, (d) high active material volume fraction in
electrodes, (e) low initial electrolyte salt concentration, and (f) high initial electrolyte salt concentration (y-axis in all graphs is specific
energy (Wh/kg), and x-axis is average specific power (W/kg)). Figure 7. Int. J. Energy Res. 2013; 37:1723–1736 © 2013 John Wiley & Sons, Ltd.
DOI: 10.1002/er Cell cross-section active area Ragone plots displaying the effect of electrical conductivity of the positive electrode on the performance of the cells with (a)
thin electrodes, (b) thick electrodes, (c) low active material volume fraction in electrodes, (d) high active material volume fraction in
electrodes, (e) low initial electrolyte salt concentration, and (f) high initial electrolyte salt concentration (y-axis in all graphs is specific
energy (Wh/kg), and x-axis is average specific power (W/kg)). 1729 1099114x, 2013, 14, Downloaded from https://onlinelibrary.wiley.com/doi/10.1002/er.3114 by University Of Toronto Mississauga, Wiley Online Library on [31/07/2023]. See the Terms and Conditions (https://onlinelibrary.wiley.com/terms-and-conditions) on Wiley Online L Energy storage V. Chabot et al. Figure 8. Effect of electrical conductivity of the negative elec-
trode on the base-cell performance. ωcell ¼ δneg ρMnegνMneg þ ρel εneg þ ρbinder;negνbinder;neg
þρconductive material;negνconductive material;negÞ
þδpos ρMposνMpos þ ρel εel;pos þ ρbinder;posνbinder;pos
þρconductive material;posνconductive material;posÞ
þδsep ρsep νsepþ ρel εel;sep
þ ρccnegδccneg þ ρccposδccpos
(8) (8) Int. J. Energy Res. 2013; 37:1723–1736 © 2013 John Wiley & Sons, Ltd.
DOI: 10.1002/er 3. RESULTS AND DISCUSSION A comprehensive parametric study was conducted to
investigate the effects of lithium diffusivity in the active
material, electrical conductivity, and reaction rate constant
at active sites of both electrodes on the specific energy and
power of Li-ion cells. The cell with design and operating
conditions listed in Table III was considered as the base Figure 8. Effect of electrical conductivity of the negative elec-
trode on the base-cell performance. conditions listed in Table III was considered as the base
trode on the base-cell performance. Figure 9. Ragone plots displaying the effect of electrical conductivity of the negative electrode on the performance of the cells with (a)
thin electrodes, (b) thick electrodes, (c) low active material volume fraction in electrodes, (d) high active material volume fraction in
electrodes, (e) low initial electrolyte salt concentration, and (f) high initial electrolyte salt concentration (y-axis in all graphs is specific
energy (Wh/kg), and x-axis is average specific power (W/kg)). Figure 9. Ragone plots displaying the effect of electrical conductivity of the negative electrode on the performance of the cells with (a)
thin electrodes, (b) thick electrodes, (c) low active material volume fraction in electrodes, (d) high active material volume fraction in
electrodes, (e) low initial electrolyte salt concentration, and (f) high initial electrolyte salt concentration (y-axis in all graphs is specific
energy (Wh/kg), and x-axis is average specific power (W/kg)). 1730 1099114x, 2013, 14, Downloaded from https://onlinelibrary.wiley.com/doi/10.1002/er.3114 by University Of Toronto Mississauga, Wiley Online Library on [31/07/2023]. See the Terms and Conditions (https://onlinelibrary.wiley.com/terms-and-conditions) on Wiley Online Library for rules of use; OA articles are governed by the applicable Creative Com V. Chabot et al. Energy storage cell in the parametric study. In addition to the base cell, the
parametric study was carried out for six different cell de-
signs including a cell with thick electrodes (δneg = 200 μm),
a cell with thin electrodes (δneg = 50 μm), a cell with
high active material volume fraction in the electrodes
(νMneg ¼ 0:67), a cell with low active material volume
fraction in the electrodes (νMneg ¼ 0:37), a cell with high
initial electrolyte salt concentration (csalt,initial = 3 mol/l),
and a cell with low initial electrolyte salt concentration
(csalt,initial = 0.5 mol/l). In this study, the ratios of the
electrodes thickness (δneg/δpos) and the volume fraction
of active electrodes material (νMneg=νMpos ) for different
cell designs studied were kept constant: volume fractions. 3.2. Lithium diffusivity in the active
negative-electrode material The effect of lithium diffusivity in the active material of
negative electrode on the base-cell performance is illus-
trated in Figure 4. As shown in this figure, diffusivity
significantly affects the cell performance. Selection of an
active material with lithium diffusivity of less than
3.9 × 1014 m2/s leads to a significant decrease in the cell
performance. However, attempts to select an active
material with diffusivity greater than 3.9 × 1013 would
not yield better cell performance. If the lithium diffusivity
in the active negative-electrode material of the base cell is
boosted by one order of magnitude, specific energy and
power of the cell are enhanced by 11%. From the modeling δneg
δpos
case study
¼
δneg
δpos
base cell
(9)
νMneg
νMpos
! case study
¼
νMneg
νMpos
! base cell
(10) δneg
δpos
case study
¼
δneg
δpos
base cell
(9) (9) νMneg
νMpos
! case study
¼
νMneg
νMpos
! base cell
(10) (10) Online Library on [31/07/2023]. See the Terms and Conditions (https://onlinelibrary.wiley.com/terms-and-conditions) on Wiley Online Library for rules of use; OA articles are governed by The volume fraction of electrolyte in the electrodes
of the cells with high and low active material volume
fractions is determined from Eq. 11: Figure 10. Effect of reaction rate constant at active sites of
the (a) positive electrode and (b) negative electrode, on the
base-cell performance. νel
ð
Þcase study ¼ νM
ð
Þbase cell þ νel
ð
Þbase cell
νM
ð
Þcase study
(11) (11) In the following section, the results of the parametric
study are presented. 3. RESULTS AND DISCUSSION Active materials with lithium diffusivity
less than 1 × 1014 m2/s are not recommended for the
positive electrode of cells with thin electrodes. It seems
that the electrolyte salt concentration has negligible impact
on the effect of this diffusivity on the cell performance. Int. J. Energy Res. 2013; 37:1723–1736 © 2013 John Wiley & Sons, Ltd.
DOI: 10.1002/er 3.1. Lithium diffusivity in the active
positive-electrode material inelibrary.wiley.com/terms-and-conditions) on Wiley Online Library for rules of use; OA articles are governed by the applicable Creative Commons License Figure 2 depicts the effect of lithium diffusivity in active
material of the positive electrode on the base-cell perfor-
mance. The computer simulation results indicated that this
diffusivity should be more than 1 × 1014 m2/s to achieve a
high cell performance. Of course, attempts to improve this
diffusivity would not yield better cell performance if its
value is more than 1 × 1013 m2/s. From the modeling
point of view, if the measured value for this diffusivity is
estimated to be more than one order of magnitude lower,
it could significantly affect the modeling result. At
moderate discharge rates, there will be a 22% error in
prediction of both specific power and energy when diffu-
sivity is estimated to be two orders of magnitude lower
than in the base cell. In order to have a reliable computer
simulation result, it is recommended that special attention
is paid to measure the diffusivity for new active positive-
electrode materials if its value is less than 1 × 1014 m2/s. In addition to the base cell, the effect of this diffusivity
on the cell performance was studied for all six different cell
designs introduced in the last section. The results of this
study are shown in Figure 3. The results revealed that the
effect of lithium diffusivity is less significant for the cells
with thick electrodes or high active electrode material Figure 10. Effect of reaction rate constant at active sites of
the (a) positive electrode and (b) negative electrode, on the
base-cell performance. 1731 1099114x, 2013, 14, Downloaded from https://onlinelibrary.wiley.com/doi/10.1002/er.3114 by University Of Toronto Mississauga, Wiley Online Library on [31/07/2023]. See the Terms and Conditions (https://onlinelibrary.wiley.com/terms-and-conditions) on Wiley Online Library for ru V. Chabot et al. Energy storage concentration has negligible impact on the effect of this
diffusivity on the cell performance. point of view, inaccurate measurement of this parameter
may cause large error in the computer simulation results. At moderate discharge rates, there will be a 40% error
in both specific power and energy of the base cell once
diffusivity is estimated to be one order of magnitude
lower than in the base cell. Thus, special attention
should be paid to selecting the lithium diffusivity mea-
surement technique [30]. Int. J. Energy Res. 2013; 37:1723–1736 © 2013 John Wiley & Sons, Ltd.
DOI: 10.1002/er 3.3. Electrical conductivity of the
positive electrode The effect of electrical conductivity of the positive elec-
trode on the base-cell performance is demonstrated in
Figure 6. The results of the computer simulation indicated
that the reduction in electrical conductivity to less than
0.38 S/m leads to a significant drop in the cell performance,
especially at moderate discharge rates. This states the
importance of using a sufficient amount of conductive
additive materials in positive electrode to eliminate perfor-
mance limitations because of the electrical conductivity. Of
course, adding more conductive material to the positive The effect of lithium diffusivity in the active material of
the negative electrode on the performance of the cells with
various design parameters is shown in Figure 5. The results
indicated that the effect of this diffusivity is more signifi-
cant for the cells with thin electrodes or low active material
volume fractions. For these cell designs, the active material
with lithium diffusivities less than 3.9 × 1013 m2/s is
not recommended. It seems that the electrolyte salt Of Toronto Mississauga, Wiley Online Library on [31/07/2023]. See the Terms and Conditions (https://onlinelibrary.wiley.com/terms-and-conditions) on Wiley Online Library for rules of Figure 11. Ragone plots displaying the effect of reaction rate constant at active sites of the positive electrode on the performance of
the cells with (a) thin electrodes, (b) thick electrodes, (c) low active material volume fraction in electrodes, (d) high active materia
volume fraction in electrodes, (e) low initial electrolyte salt concentration, and (f) high initial electrolyte salt concentration (y-axis in
all graphs is specific energy (Wh/kg), and x-axis is average specific power (W/kg)). inelibrary.wiley.com/terms-and-conditions) on Wiley Online Library for rules of use; OA articles are governed by the applicable Creative Commons License Figure 11. Ragone plots displaying the effect of reaction rate constant at active sites of the positive electrode on the performance of
the cells with (a) thin electrodes, (b) thick electrodes, (c) low active material volume fraction in electrodes, (d) high active material
volume fraction in electrodes, (e) low initial electrolyte salt concentration, and (f) high initial electrolyte salt concentration (y-axis in
all graphs is specific energy (Wh/kg), and x-axis is average specific power (W/kg)). 1732 Int. J. Energy Res. 2013; 37:1723–1736 © 2013 John Wiley & Sons, Ltd. DOI: 10.1002/er 1099114x, 2013, 14, Downloaded from https://onlinelibrary.wiley.com/doi/10.1002/er.3114 by University Of Toronto Mississauga, Wiley Online Li V. Chabot et al. Energy storage Figure 12. 3.3. Electrical conductivity of the
positive electrode Ragone plots displaying the effect of reaction rate constant at active sites of the negative electrode on the performance of
the cells with (a) thin electrodes, (b) thick electrodes, (c) low active material volume fraction in electrodes, (d) high active material vol-
ume fraction in electrodes, (e) low initial electrolyte salt concentration, and (f) high initial electrolyte salt concentration (y-axis in all
graphs is specific energy (Wh/kg), and x-axis is average specific power (W/kg)). aded from https://onlinelibrary.wiley.com/doi/10.1002/er.3114 by University Of Toronto Mississauga, Wiley Online Library on [31/07/2023]. See the Terms and Conditions (https://onlineli wiley.com/doi/10.1002/er.3114 by University Of Toronto Mississauga, Wiley Online Library on [31/07/2023]. See the Terms and Conditions (https://onlinelibrary.wiley.com/terms-and-cond Figure 12. Ragone plots displaying the effect of reaction rate constant at active sites of the negative electrode on the performance of
the cells with (a) thin electrodes, (b) thick electrodes, (c) low active material volume fraction in electrodes, (d) high active material vol-
ume fraction in electrodes, (e) low initial electrolyte salt concentration, and (f) high initial electrolyte salt concentration (y-axis in all
graphs is specific energy (Wh/kg), and x-axis is average specific power (W/kg)). without any significant impact on the cell-specific power
and energy. electrode of the base cell will not cause any observable
improvement in the cell performance because this elec-
trode already has sufficiently conductive materials. Int. J. Energy Res. 2013; 37:1723–1736 © 2013 John Wiley & Sons, Ltd.
DOI: 10.1002/er 4. SUMMARY AND CONCLUSIONS the cells with low and high initial electrolyte salt con-
centrations. Therefore, the conductive additive material
in fabrication of negative electrodes can be minimized. Of course, it cannot be neglected because this additive
material increases the contact surface area between the
electrode particles that are point-to-point connected to
each other. The increased contact surface area between
the particles facilitates the electron migration in the
electrode. From the cell modeling point of view, it is
not necessary to measure the electrical conductivity of
new negative electrodes with high accuracy because it
has a negligible effect on the computer simulation results. The impact of lithium diffusivity in active material,
electrical conductivity, and reaction rate constant at active
sites of both positive and negative electrodes on the
specific energy and power of Li-ion cells was quantified. A quasi-2-D model was employed for computer simulation
of Li-ion cells. The results revealed that lithium diffusivity
in the active negative-electrode material has the highest
impact on the cell performance. This is followed by the
reaction rate constant at active sites of the negative
electrode and then positive electrode, lithium diffusivity
in the active positive-electrode material, electrical conduc-
tivity of the positive electrode, and finally, the electrical
conductivity of the negative electrode. If the lithium diffu-
sivity in the active negative-electrode material is boosted
by one order of magnitude, the cell-specific energy and
power can be enhanced around 11%. The specific energy
and power can be also enhanced around 4% by improving
the active material reaction rate constant in either positive
or negative electrodes. It was also revealed that the effect
of lithium diffusivity is more significant for the cells with
thin electrodes or low active material volume fractions. This statement is valid for the reaction rate constant at
active sites of the negative electrode. The effect of electri-
cal conductivity of the positive electrode on the cell perfor-
mance is more significant for the cell designs with thick
electrodes, low active material volume fractions, and low
initial electrolyte salt concentrations. 3.5. Reaction rate constant
at electrodes active sites The effect of reaction rate constant at the active sites of the
positive and negative electrodes on the base-cell perfor-
mance is shown in Figure 10. Even at slow discharge rates,
an improvement in the performance of this cell is observed
if the reaction rate constant for either positive or negative
electrodes is increased to around 2 × 105 A/m2.5/mol1.5. However, no further performance improvement is seen if
the reaction rate constant is beyond this value. The specific
power and energy of the base cell can be increased up
to 3% or 4% by improving the active material reaction
rate constant in either positive or negative electrodes,
respectively. From the modeling point of view, underestimation
of the reaction rate constant of an electrode by one
order of magnitude leads to a 7.5% error in prediction
of both specific energy and power of the cell at mod-
erate discharge rates. This error is reduced to around
4.6% for slower discharge rates if the negative-electrode
reaction rate constant is underestimated by one order of
magnitude. 3.4. Electrical conductivity of the
negative electrode The effect of electrical conductivity of the positive
electrode on the performance of the cells with various
design parameters is shown in Figure 7. The results indi-
cated that the effect of electrical conductivity is more
significant for the cells with thick electrodes (because of
a longer electron migration path), low active material
volume fractions, or low initial electrolyte salt concentra-
tion. For these cell designs, electrical conductivity less than
3.8 S/m is not recommended. For the cell designs with thin
electrodes, high active material volume fractions, or high
initial electrolyte salt concentration, the conductive addi-
tive material in the positive electrode may be reduced The effect of electrical conductivity of the negative elec-
trode on the base-cell performance is shown in Figure 8. The computer simulation results confirmed that varying
electrical conductivity of the negative electrode from 1
to 104 S/m has no significant impact on performance
of the base cell at all the discharge rates studied. Fur-
ther, Figure 9 illustrates that this statement is valid for
the cell designs with thin and thick electrodes, the cells
with low and high active material volume fractions, and 1733 V. Chabot et al. Energy storage Int. J. Energy Res. 2013; 37:1723–1736 © 2013 John Wiley & Sons, Ltd.
DOI: 10.1002/er REFERENCES 1. Karimi G, Li X. Thermal management of lithium-ion
batteries for electric vehicles. International Journal
of Energy Research 2013; 37:13. 2. Awarke A, Jaeger M, Oezdemir O, Pischinger S. Thermal analysis of a Li-ion battery module under
realistic EV operating conditions. International Jour-
nal of Energy Research 2013; 37:617. 3. Feng ZC, Zhang Y. Thermal runaway due to symmetry
breaking in parallel-connected battery cells. International
Journal of Energy Research 2013. doi:10.1002/er.3086. 4. Cai R, Yuan T, Ran R, Liu X, Shao Z. Preparation and
re-examination of Li4Ti4.85Al0.15O12 as anode material
of lithium-ion battery. International Journal of Energy
Research 2011; 35:68. 5. Jin B, Sun G, Liang J, Gu H-B. Physicochemical
properties of lithium iron phosphate-carbon as lithium
polymer battery cathodes. International Journal of
Energy Research 2013; 37:500. 6. Whittingham MS. Lithium batteries and positive elec-
trode materials. Chemical Reviews 2004; 104:4271. 7. Wang L, Nakura K, Imazaki M, Kakizaki N, Ariyoshi K,
Ohzuku T. Capacity fading of lithium-ion cells having
Li[Li1/3Ti5/3]O4 (LTO)-negative electrodes for the first-
and second-generation 12V lead-free batteries. Journal
of the Electrochemical Society 2012; 159:A1710. 0
= initial
|
= interface
cc
= current collector
e
= electron
el
= electrolyte
i
= ion
neg
= negative electrode
pos
= positive electrode
salt
= salt in electrolyte
sep
= separator
Superscripts
eff
= effective
Abbreviations
1-D
= one dimensional
2-D
= two dimensional
B.C
= boundary conditions
I.C
= initial conditions 8. Park M, Zhang X, Chung M, Less GB, Sastry AM. A
review of conduction phenomena in Li-ion batteries. Journal of Power Sources 2010; 195:7904. 9. Funabiki A. Impedance study on the electrochemical
lithium intercalation into natural graphite powder. Journal of the Electrochemical Society 1998; 145:172. 10. Zhang SS, Xu K, Jow TR. Low temperature performance
of graphite electrode in Li-ion cells. Electrochimica Acta
2002; 48:241. 11. NuLi Y, Yang J, Jiang Z. Intercalation of lithium
ions into bulk and powder highly oriented pyrolytic
graphite. Journal of Physics and Chemistry of
Solids 2006; 67:882. 12. Wang Q, Li H, Huang X, Chen L. Determination of
chemical diffusion coefficient of lithium ion in graph-
itized mesocarbon microbeads with potential relaxa-
tion
technique. Journal
of
the
Electrochemical
Society 2001; 148:A737. 13. Cao F, Prakash J. A comparative electrochemical
study of LiMn2O4 spinel thin-film and porous lami-
nate. Electrochimica Acta 2002; 47:1607. NOMENCLATURE DOI: 10.1002/er t
= time (s)
T
= temperature (K)
t+
= cationic transport number ()
u
= dependent variable in general form of parti
differential equation
vcell
= cell voltage (V)
x
= spatial coordinate along the cell thickness
Greek letters
Γ
= conservative flux ()
δ
= thickness (m)
ε
= porosity ()
ℓ
= negative or positive electrode
M
= denotes the active electrode material
κ
= reaction rate constant (A/m2.5/mol1.5)
ν
= volume fraction ()
ρ
= density (kg/m3)
ϕ
= potential (V)
ωcell
= mass per unit area of the cell (kg/m2)
Subscripts
0
= initial
|
= interface
cc
= current collector
e
= electron
el
= electrolyte
i
= ion
neg
= negative electrode
pos
= positive electrode
salt
= salt in electrolyte
sep
= separator
Superscripts
eff
= effective
Abbreviations
1-D
= one dimensional
2-D
= two dimensional
B.C
= boundary conditions
I.C
= initial conditions
ACKNOWLEDGEMENTS
The authors gratefully acknowledge the support pro
Energy storage V. Chabot et al. NOMENCLATURE = concentration (mol/m3)
= discharge rate (/h)
= diffusivity (m2/s)
= damping coefficient
= mass coefficient
= cell-specific energy (Wh/kg)
= electromotive force (V)
= source term
= Faraday’s constant (C/mol)
= current applied to the cell (A/m2)
= local current generated per unit active
area (A/m2)
= electrical conductivity (S/m)
= lithium ion
= normal vector to the cell surface
= cell-specific power (W/kg)
= cell capacity (Ah/m2)
= spatial coordinate along the electrode
particles radius
= universal gas constant (J/mol/K)
= residual contact resistance between cell
components (Ω)
= average radius of solid particles (active
material) in electrode (m)
= electrode active area per unit volume (/m) The effect of reaction rate constant at the active sites of
the positive electrode on the performance of the cells with
various design parameters is shown in Figure 11. The
computer simulation results indicated that the effect of this
reaction rate constant on the cell performance is slightly
more significant for the cells with thin electrodes or high
initial electrolyte salt concentrations. No significant varia-
tion in the effect of this reaction rate constant was observed
for the cells with high and low volume fractions of the
active material. The effect of reaction rate constant at active sites of
the negative electrode on the performance of the cells
with various design parameters is illustrated in Figure 12. The results pointed out that the effect of this reaction
rate constant on the cell performance is more significant
for the cells with thin electrodes or low active material
volume fraction of electrodes. No significant variation
in the effect of the reaction rate constant for the cells
with high and low initial electrolyte salt concentrations
was observed. = average radius of solid particles (active
material) in electrode (m) = electrode active area per unit volume (/m) 1734 Int. J. Energy Res. 2013; 37:1723–1736 © 2013 John Wiley & Sons, Ltd. ACKNOWLEDGEMENTS 14. Marzec J. Conduction mechanism in operating a
LiMn2O4 positive electrode. Solid State Ionics 2002;
146:225. The authors gratefully acknowledge the support pro-
vided by General Motors, the University of Waterloo,
Ryerson University, and Natural Sciences and Engi-
neering Research Council of Canada (NSERC). 15. Okumura T, Fukutsuka T, Uchimoto Y, Sakai N,
Yamaji K, Yokokawa H. Determination of lithium 1735 Int. J. Energy Res. 2013; 37:1723–1736 © 2013 John Wiley & Sons, Ltd. DOI: 10.1002/er V. Chabot et al. Energy storage ion diffusion in lithium–manganese-oxide-spinel thin
films by secondary-ion mass spectrometry. Journal of
Power Sources 2009; 189:643. and electrical properties of Li0.5CoO2. Journal of
Physics: Condensed Matter 2007; 19:436. 24. Shin HC, Cho WI, Jang H. Electrochemical properties
of carbon-coated LiFePO4 cathode using graphite,
carbon black, and acetylene black. Electrochimica
Acta 2006; 52:1472. 16. Singh D, Kim W-S, Craciun V, Hofmann H, Singh RK. Microstructural
and
electrochemical
properties
of
lithium manganese oxide thin films grown by pulsed
laser deposition. Applied Surface Science 2002;
197–198:516. 25. Smith M, Garcia RE, Horn QC. The effect of
microstructure on the galvanostatic discharge of graph-
ite negative electrode electrodes in LiCoO2-based
rocking-chair rechargeable batteries. Journal of the
Electrochemical Society 2009; 156:A896. 17. Johnson BJ, Doughty DH, Voigt JA, Boyle TJ. Elec-
trochemical impedance spectroscopy studies of lithium
diffusion in doped manganese oxide. Journal of Power
Sources 1997; 68:634. 26. Sikha G, Popov BN, White RE. Effect of porosity
on the capacity fade of a lithium-ion battery. Journal
of
the
Electrochemical
Society
2004;
151:A1104. 18. Jang Y-I, Neudecker BJ, Dudney NJ. Lithium diffu-
sion in LixCoO2 (0.45<x<0.7) intercalation cathodes. Electrochemical and Solid-State Letters 2001; 4:A74. 19. Xie J, Imanishi N, Matsumura T, Hirano A, Takeda Y,
Yamamoto O. Orientation dependence of Li-ion
diffusion kinetics in LiCoO2 thin films prepared by
RF magnetron sputtering. Solid State Ionics 2008;
179:362. 27. Abdul-Quadir Y, Laurila T, Karppinen J, Paulasto-
Kröckel M. Thermal simulation of high-power Li-ion
battery with LiMn1/3Ni1/3Co1/3O2 cathode on cell and
module
levels. International
Journal
of
Energy
Research 2013. doi:10.1002/er.3049. 20. Prosini PP, Lisi M, Zane D, Pasquali M. Determina-
tion of the chemical diffusion coefficient of lithium
in LiFePO4. Solid State Ionics 2002; 148:45. 28. Sakti A, Michalek JJ, Chun S-E, Whitacre JF. A
validation study of lithium-ion cell constant c-rate
discharge simulation with battery design studio®. International Journal of Energy Research 2012. doi:10.1002/er.2999. 21. Hess M, Lebraud E, Levasseur A. Int. J. Energy Res. 2013; 37:1723–1736 © 2013 John Wiley & Sons, Ltd.
DOI: 10.1002/er ACKNOWLEDGEMENTS Graphite multilayer
thin films: a new negative-electrode material for Li-ion
microbatteries synthesis and characterization. Journal
of Power Sources 1997; 68:204. 29. Fuller TF, Doyle M, Newman J. Simulation and opti-
mization of the dual lithium ion insertion cell. Journal
of the Electrochemical Society 1994; 141:1. 22. Doyle M. Comparison of modeling predictions with
experimental data from plastic lithium ion cells. Jour-
nal of the Electrochemical Society 1996; 143:1890. 30. Han BC, Van der Ven A, Morgan D, Ceder G. Electro-
chemical modeling of intercalation processes with
phase
field
models. Electrochimica
Acta
2004;
49:4691. 23. Takahashi Y, Kijima N, Tokiwa K, Watanabe T,
Akimoto J. Single-crystal synthesis, structure refinement 1736 1736
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|
English
| null |
Modelling of Molasses Fermentation for Bioethanol Production: A Comparative Investigation of Monod and Andrews Models Accuracy Assessment
|
Biomolecules
| 2,019
|
cc-by
| 7,493
|
Received: 27 February 2019; Accepted: 15 April 2019; Published: 26 July 2019 Abstract: Modelling has recently become a key tool to promote the bioethanol industry and to
optimise the fermentation process to be easily integrated into the industrial sector. In this context,
this study aims at investigating the applicability of two mathematical models (Andrews and Monod)
for molasses fermentation. The kinetics parameters for Monod and Andrews were estimated from
experimental data using Matlab and OriginLab software. The models were simulated and compared
with another set of experimental data that was not used for parameters’ estimation. The results
of modelling showed that µmax = 0.179 1/h and Ks = 11.37 g.L−1 for the Monod model, whereas
µmax = 0.508 1/h, Ks = 47.53 g.L−1 and Ki = 181.01 g.L−1 for the Andrews model, which are too close
to the values reported in previous studies. The validation of both models showed that the Monod
model is more suitable for batch fermentation modelling at a low concentration, where the highest R
squared was observed at S0 = 75 g.L−1 with an R squared equal to 0.99956, 0.99954, and 0.99859 for
the biomass, substrate, and product concentrations, respectively. In contrast, the Andrews model was
more accurate at a high initial substrate concentration and the model data showed a good agreement
compared to the experimental data of batch fermentation at S0 = 225 g.L−1, which was reflected in a
high R squared with values 0.99795, 0.99903, and 0.99962 for the biomass, substrate, and product
concentrations respectively. Keywords: bioethanol; modelling; fermentation; molasses; Monod; Andrews Article
Modelling of Molasses Fermentation for Bioethanol
Production: A Comparative Investigation of Monod
and Andrews Models Accuracy Assessment
Hamid Zentou 1,*
, Zurina Zainal Abidin 1,*
, Robiah Yunus 1, Dayang Radiah Awang Biak 1,
Mustapha Zouanti 2 and Abdelkader Hassani 1 Hamid Zentou 1,*
, Zurina Zainal Abidin 1,*
, Robiah Yunus 1, Dayang Radiah Awang Biak 1,
Mustapha Zouanti 2 and Abdelkader Hassani 1 1
Department of Chemical and Environmental Engineering, Universiti Putra Malaysia,
Serdang 43400, Malaysia
2
f
f
l l
h
l
l 1
Department of Chemical and Environmental Engineering, Universiti Putra Malaysia,
Serdang 43400, Malaysia
2
Department of Process Engineering, University of Djilali Bounaama, Khemis Miliana 44001, Algeria
*
Correspondence: hamidzen@gmail.com (H.Z.); zurina@upm.edu.my (Z.Z.A.) 2
Department of Process Engineering, University of Djilali Bounaama, Khemis Miliana 44001, Algeria
*
Correspondence: hamidzen@gmail.com (H.Z.); zurina@upm.edu.my (Z.Z.A.) 2
Department of Process Engineering, University of Djilali Bounaama, Khemis Miliana 44001, Algeria
*
Correspondence: hamidzen@gmail.com (H.Z.); zurina@upm.edu.my (Z.Z.A.)
Biomolecules 2019, 9, 308; doi:10.3390/biom9080308 biomolecules biomolecules biomolecules 1. Introduction In the last century, an exponential increase in energy consumption and demand has been
noted owing to industrial development, population and economic growth, and modernisation. Researchers have taken this seriously to fulfil future energy demand [1]. Currently, fossil fuel derived
from non-sustainable energy sources is being used as the main source of power [2]. However, the high
consumption of fossil fuels has led to certain economic and environmental implications owing to a
depletion of fossil fuel reserves and global warming [3,4]. Renewable energy as biofuel, wind energy,
solar energy, and hydroelectric energy can be alternate sources of sustainable power generation in
order to replace conventional fossil fuel and to limit its implications. Renewable energy usage has
increased in recent years, but it is not really widespread as it represents only 4.4% of the primary
energy consumption [5]. The new renewable energy resources need to be developed, promoted,
and supported for meeting the future needs of energy [6]. Among these renewable energy resources,
biofuels such as bioethanol or biodiesel, which are predominantly produced from biomass, are the Biomolecules 2019, 9, 308; doi:10.3390/biom9080308 www.mdpi.com/journal/biomolecules www.mdpi.com/journal/biomolecules 2 of 11 Biomolecules 2019, 9, 308 most promising alternate fuels owing to its advantages in terms of energy sustainability, reduction
in the greenhouse effect, and rural areas development [7]. Starch and sugars are currently the main
bioethanol production feedstocks, but there has been considerable debate about their sustainability in
the recent years due to the competitivity between this sector and nutrition security, especially in the
developing countries [8]. Thus, scientists have laid an emphasis on looking for new feedstocks for
bioethanol production without implications on the agriculture sector and food security. In this regard,
molasses has received more attention as it seems to be a promising feedstock for bioethanol production
with a high yield and low cost and without competition to food crops [9]. Several researchers have
highlighted the production of bioethanol using the alcoholic fermentation of molasses by Saccharomyces
cerevisiae [9–12]. With the growing interest in the industrial application of batch alcoholic fermentation
for bioethanol production, different kinetic models have been developed to describe microbial growth,
product formation, and substrate consumption to serve the bioethanol industry. 1. Introduction Owing to its help in the
process control, a reduction in production costs, and an increase in the product quality, mathematical
modelling may be regarded as a tool to optimise the fermentation process in order to meet the industry
needs [13]. The mathematical modelling of fermentation processes can be classified into two main
categories: structured and unstructured models. In unstructured models, the biomass is regarded as
a chemical compound in a solution with an average formula, whereas it is regarded as a number of
biochemical compounds in structured models taking into consideration the change in the internal
composition of the organism [14]. Batch bioprocesses, in particular, are hard to model owing to
the time-varying characteristics of biological systems, which often result in process nonlinearities. The multiplicity of reactions, the adaptability and evolution of organisms over short periods of time,
and the continuous shift in environmental conditions are features that characterise batch processes. In this regard, a large number of studies have been conducted on the modelling of batch alcoholic
fermentation kinetics. Batch reactors are firstly used to identify the main phenomena (limitation,
inhibition, cell death, and maintenance, among others) that govern the fermentation kinetics by
performing specific experiments for this purpose [15]. The literature related to the modelling of
fermentation processes is quite extensive. However, the model presented by Monod (1950) seems to
enjoy the widest acceptance model [16]. Table 1 reviews some recent articles highlighting the modelling
of alcoholic fermentation using different feedstocks based on the Monod model and Andrews model. Table 1. The fermentation kinetics parameters of the Monod model using different feedstocks. Substrate
Model
µmax (h−1)
Ks (g.L−1)
Ki (g.L−1)
Reference
Sorghum leaves
Monod
0.176
10.11
—-
[17]
Oil palm frond juice
Monod
0.150
10.21
—-
[18]
Sweet sorghum juice
Monod
0.313
47.51
—-
[19]
Banana peels
Monod
1.500
25.00
—-
[20]
Glucose
Monod
0.084
213.60
—-
[21]
Glucose
Monod
0.650
11.39
—-
[22]
Citrus waste pulp
Monod
0.350
10.69
—-
[23]
Glucose
Monod
0.133
3.70
—-
[24]
Beet molasses
Monod
0.355
6.65
—-
[23]
Soft drinks mixture
Andrews
0.606
65.53
0.029
[25]
Sucrose
Andrews
0.103
30.24
109.8
[26]
Sugar cane juice
Andrews
0.500
0.006
139.7
[15]
Glucose
Andrews
0.088
700
3.730
[27]
µmax—the maximum specific growth rate; Ks—the Monod constant; Ki—the substrate inhibition constant. Table 1. The fermentation kinetics parameters of the Monod model using different feedstocks. 2.2. Fermentation Anaerobic fermentation was carried out in a batch bioreactor with a 1-L volume containing
250 mL of culture media with different initial sugar concentrations (equivalent 5–25 g.L−1 glucose
for the Monod model and equivalent of 50–200 g.L−1 glucose for the Andrews model), where the
dilution rate was calculated in accordance with the chemical composition of molasses reported by
Zentou et al. (2017) [9]. Yeast was added to the prepared fermentation medium with a concentration
of 1 g.L−1 (calculated as fresh baker’s yeast). During the fermentation process, the pH value was
adjusted at pH = 4.5 by the automatic addition of 0.1 M NaOH and the stirring speed was maintained
at 250 rpm. The fermentation temperature was kept at 30 ◦C using a water jacket. The fermentation
was carried out under micro-aeration conditions (1 vvm) for 2 h and turned later to anaerobic during
the rest time of fermentation. A sample of 5 mL was taken at a predetermined time (0, 2, 4, 6, 8, 10, 12,
18, 24, 30, 36, 48, and 72 h) in order to determine the concentration of sugars, ethanol, and biomass. 2.1. Microorganism and Fermentation Medium Three loops of active dry Saccharomyces cerevisiae yeast from Saf-Levure (Lesaffre, Marcq, France)
were dissolved in 50 mL of distilled water, which were then added directly into 200 mL of culture
media containing diluted molasses (50 g.L−1 glucose), ammonium sulphate (0.7 g.L−1), and ammonium
phosphate (0.4 g.L−1). The fermentation medium was incubated at 35 ◦C besides shaking with 250 rpm
for 6 h under aerobic conditions. All the used chemicals and materials were sterilized in an autoclave
at 121 ◦C for 20 min before the experiment. 1. Introduction The current study aims at developing and validating the Monod and Andrews mathematical
models for predicting the dynamics of biomass, substrate, and ethanol for the batch fermentation of
molasses using Saccharomyces cerevisiae besides assessing the accuracy of these models when compared
with the experimental data different from the experimental data set used for the model development. 3 of 11 Biomolecules 2019, 9, 308 2.3. Analytical Methods Yeast growth was evaluated by spectrophotometric measurements at 620 nm in Shimadzu
UV-1280 spectrophotometer (Shimadzu Scientific Instruments, Inc., Kyoto, Japan) and calibrated
against the cell dry weight measurements. The concentrations of glucose, fructose, sucrose, and ethanol
were measured by high performance liquid chromatography (HPLC) using a Biored Aminex HPX
87H column (Bio-Rad Laboratories, Inc., California, USA) as described in NREL (National Renewable
Energy Laboratory, USA) methods [28]. In order to simplify the calculations, the concentration of other
sugars (Fructose and sucrose) was converted into the equivalent concentration of glucose. 2.4. Models Theory 2.4.1. Growth Models In the Monod model, an emphasis has been laid to the exponential or logarithmic phase in
modelling the microbial cells growth as the formation of the product is found maximum and directly
proportional to the microbial cell growth. The growth rate of a batch culture under the exponential
phase is generally believed to follow the first order kinetic model, i.e., the growth rate is proportional
to the microbial mass in the system. Mathematically, dX
dt
= µX
(1) (1) where dX
dt denotes the bacterial growth rate (g.L−1.h−1), X (g.L−1) characterises the bacterial cell
concentration, and µ (h−1) symbolises the proportional constant known as the specific growth rate. where dX
dt denotes the bacterial growth rate (g.L−1.h−1), X (g.L−1) characterises the bacterial cell
concentration, and µ (h−1) symbolises the proportional constant known as the specific growth rate. F
E
ti
(1) th
ifi
th
t
(h−1)
b
itt
f ll From Equation (1), the specific growth rate µ (h−1) can be written as follows: µ = ln(x) −ln(x0)
t −t0
(2) (2) Biomolecules 2019, 9, 308 4 of 11 The Monod equation describes the dependence of a microorganism’s growth rate on the
concentration of a limiting substrate as follows: µ = µmax
S
KS + S
(3) (3) where µmax is the maximum specific growth rate (h−1), S is the concentration of the growth limiting
substrate (g.L−1), and Ks is the half velocity constant, i.e., the substrate concentration at half of the
maximum growth rate (g.L−1). Combining Equations (1) and (3) yields: where µmax is the maximum specific growth rate (h−1), S is the concentration of the growth limiting
substrate (g.L−1), and Ks is the half velocity constant, i.e., the substrate concentration at half of the
maximum growth rate (g.L−1). Combining Equations (1) and (3) yields: dX
dt
=
µmaxS
KS + S X
(4) (4) The viable cell concentrations both in the carriers and the broth were determined and used for µ
determination using Equation (2). The µ values were used to evaluate µmax and Ks by Lineweaver–Burk
plots derived from Equation (3). In the Andrews model, the growth of S. 2.4.1. Growth Models cerevisiae can be described in relation to the predicted
inhibition caused by the excess of the substrate as follows: µ = µmax
S
KS + S +
S2
Ki
(5) (5) The experimental growth data was fitted to determine the mathematical parameters (µmax, Ks,
and Ki) using Origin 2018a software based on the SubstrateInhib function, where µmax (h−1) is the
maximum specific growth, Ks (g.L−1) is the half velocity constant, and Ki (g.L−1) is the substrate
inhibition coefficient. 3. Results and Discussion 3.1. Calculation of Kinetics Parameters 2.4.2. Substrate and Product Models Once µmax, Ks and Ki are calculated and µ is determined, the mathematical model for the substrate
consumption and ethanol production can be expressed as follows: dS
dt = −
1
Yx/s
dX
dt
(6) dS
dt = −
1
Yx/s
dX
dt
(6)
dP
dt = Yp/s
ds
dt
(7) (6) dP
dt = Yp/s
ds
dt
(7) (7) re Yx/s and Yp/s are the substrate- and product-specific yield coefficients, respectively. where Yx/s and Yp/s are the substrate- and product-specific yield coefficients, respectively. 2.5. Models Simulations and Validation 2.5. Models Simulations and Validation The models were solved and simulated by using the fourth-order Runge–Kutta method ODE
45 with the MATLAB R2014a software (Version 8.3). The models’ performance was statistically
estimated using the coefficient of determination (R2) where the simulation data were validated and
compared with the experimental data set that was not used for parameters estimation. 3.1. Calculation of Kinetics Parameters In order to estimate the value of µmax and Ks in the Monod model, a set of batch fermentation
using different substrate (5–25 g) concentrations was carried out. Figure 1 represents the variation of
specific growth coefficient µ as a function of substrate concentration. omolecules 2019, 9, 308
5 of
μ
,
sing different substrate (5–25 g) concentrations was carried out. Figure 1 represents the variation
pecific growth coefficient μ as a function of substrate concentration. Figure 1. The variation of the specific growth rate μ as a function of the substrate concentration S (5–
Figure 1. The variation of the specific growth rate µ as a function of the substrate concentration S
(5–25 g.L−1). 5 of 11
ation of Biomolecules 2019, 9, 308
using different subst
specific growth coeff iomolecules 2019, 9, 308
5 o
g
(
g)
g
p
pecific growth coefficient μ as a function of substrate concentration. Figure 1. The variation of the specific growth rate μ as a function of the substrate concentration S (5–
Figure 1. The variation of the specific growth rate µ as a function of the substrate concentration S
(5–25 g.L−1). Figure 1. The variation of the specific growth rate μ as a function of the substrate concentration S (5–
25
L 1)
Figure 1. The variation of the specific growth rate µ as a function of the substrate concentration S
(5–25 g.L−1). 25 g.L ). It is clear that the specific growth increases with the increase in the substrate concentration and
that it achieved the maximum value for S = 20 g.L−1 and stabilized after that despite the augmentation
It is clear that the specific growth increases with the increase in the substrate concentration and
that it achieved the maximum value for S = 20 g.L−1 and stabilized after that despite the augmentation
of the initial sugar concentration. g
p
g
of the initial sugar concentration. 3.1. Calculation of Kinetics Parameters 6 of 11
6 of 11
6 of 11 Biomolecules 2019, 9, 308
Biomolecules 2019, 9, x FO
Biomolecules 2019, 9, x FO Figure 2. A Lineweaver–Burk plot estimating the μmax and Ks values in a batch ethanol fermentation. Figure 2. A Lineweaver–Burk plot estimating the µmax and Ks values in a batch ethanol fermentation. Figure 2. A Lineweaver–Burk plot estimating the μmax and Ks values in a batch ethanol fermentation. Figure 2. A Lineweaver–Burk plot estimating the μmax and Ks values in a batch ethanol fermentation
Figure 2. A Lineweaver–Burk plot estimating the µmax and Ks values in a batch ethanol fermentation. Figure 2. A Lineweaver–Burk plot estimating the μmax and Ks values in a batch ethanol fermentation. For the Andrews model, the mathematical model coefficients (μmax, Ks, and Ki) have been
estimated for a set of batch fermentation at different substrate concentrations (100, 200, and 300 g.L−1)
i
i i
2018
ft
b
d
th S b t
t I hib f
ti
For the Andrews model, the mathematical model coefficients (µmax, Ks, and Ki) have been
estimated for a set of batch fermentation at different substrate concentrations (100, 200, and 300 g.L−1)
using origin 2018a software based on the SubstrateInhib function. For the Andrews model, the mathematical model coefficients (μmax, Ks, and Ki) have been
estimated for a set of batch fermentation at different substrate concentrations (100, 200, and 300 g.L−1)
using origin 2018a software based on the SubstrateInhib function. using origin 2018a software based on the SubstrateInhib function. Figure 3 represents the variations of the specific growth rate μ as a function of the initial
substrate concentration S (50–300 g.L−1). The graph shows that the specific growth rate μ increased
from 0.225 to 0.250 h−1 with the increase in the glucose concentration in the range of 50–100 g.L−1. However, a remarkable decline in the specific growth rate μ from 0.250 to 0.185 h−1 was noted at the
range of 100–300 g.L−1 of the glucose concentration which is contrary to the reported theory in the
Monod model. It confirms that the continuity of the specific growth rate increases with the increase
in the glucose concentration
Figure 3 represents the variations of the specific growth rate µ as a function of the initial
substrate concentration S (50–300 g.L−1). 3.1. Calculation of Kinetics Parameters g
µmax and Ks were calculated based on Equation (3), which could be simplified to Equation (8 d on Equation (3), which could be simplified to Equation (8):
1
𝐾
1
1
1
µ =
KS
µmax
1
S +
1
µmax
(8) )
(8) 1
μ =
𝐾ௌ
μ௫
1
𝑆 +
1
μ௫
(8)
Figure 2 shows the Lineweaver–Burk plot estimating the μmax and Ks values in a batch ethanol
fermentation where the values of μmax and Ks were found to be 0.179 h−1 and 11.37 g.L−1 respectively,
which were too close to the values reported in previous studies [17,18] using sweet sorghum leaves
and oil palm jus. However, these values were different from the values reported in other studies [19–
23]. μmax was 0.179 h−1, which is half of the value reported by Raposo et al. [23] for molasses
fermentation, whereas Ks was almost double as compared to the same study and it amounted to 11.37
g.L−1. This difference may be due to the diversity of the used mediums and their composition, biomass
concentration, and strain nature besides the change in operating conditions such as pH, temperature,
d
h h
ff
h
h
h
h
f
h
d f
f
d l
Figure 2 shows the Lineweaver–Burk plot estimating the µmax and Ks values in a batch ethanol
fermentation where the values of µmax and Ks were found to be 0.179 h−1 and 11.37 g.L−1 respectively,
which were too close to the values reported in previous studies [17,18] using sweet sorghum leaves and
oil palm jus. However, these values were different from the values reported in other studies [19–23]. µmax was 0.179 h−1, which is half of the value reported by Raposo et al. [23] for molasses fermentation,
whereas Ks was almost double as compared to the same study and it amounted to 11.37 g.L−1. This difference may be due to the diversity of the used mediums and their composition, biomass
concentration, and strain nature besides the change in operating conditions such as pH, temperature,
and aeration which may affect the growth mechanisms. This confirms the need for a specific model for
each feedstock fermentation separately, since it is not practical to generalize a standard model to be
applicable to all sets of fermentation. 3.1. Calculation of Kinetics Parameters The graph shows that the specific growth rate µ increased
from 0.225 to 0.250 h−1 with the increase in the glucose concentration in the range of 50–100 g.L−1. However, a remarkable decline in the specific growth rate µ from 0.250 to 0.185 h−1 was noted at the
range of 100–300 g.L−1 of the glucose concentration which is contrary to the reported theory in the
Monod model. It confirms that the continuity of the specific growth rate increases with the increase in
the glucose concentration. g
g
Figure 3 represents the variations of the specific growth rate μ as a function of the initial
substrate concentration S (50–300 g.L−1). The graph shows that the specific growth rate μ increased
from 0.225 to 0.250 h−1 with the increase in the glucose concentration in the range of 50–100 g.L−1. However, a remarkable decline in the specific growth rate μ from 0.250 to 0.185 h−1 was noted at the
range of 100–300 g.L−1 of the glucose concentration which is contrary to the reported theory in the
Monod model. It confirms that the continuity of the specific growth rate increases with the increase
in the glucose concentration. g
Figure 3. The variation of the specific growth rate μ as a function of the substrate concentration S
Figure 3. The variation of the specific growth rate μ as a function of the substrate concentration S
(50 300 g L-1)
Figure 3. The variation of the specific growth rate µ as a function of the substrate concentration S
(50–300 g.L−1). Figure 3. The variation of the specific growth rate μ as a function of the substrate concentration S
Figure 3. The variation of the specific growth rate μ as a function of the substrate concentration S
(50–300 g.L-1). Figure 3. The variation of the specific growth rate µ as a function of the substrate concentration S
(50–300 g.L−1). (50–300 g.L-1). The Andrews kinetics parameters were estimated using the origin 2018b Software and are
presented in Table 2, where μmax, Ks, and Ki were 0.508 h−1, 47.53 (g.L−1), and 181.02 (g.L−1),
i
l
d
i
d
i h
hi h
(R2
0 9907)
The Andrews kinetics parameters were estimated using the origin 2018b Software and are
presented in Table 2, where μmax, Ks, and Ki were 0.508 h−1, 47.53 (g.L−1), and 181.02 (g.L−1),
respectively, and were estimated with a high accuracy (R2 = 0.9907). 3.3. Model Validation To validate the Monod and Andrews models, the simulation data of the model was compared
with the experimental data obtained from the batch fermentation with different initial substrate
concentrations (75, 150, and 225 g.L−1). A common way to assess the reliability of the model is to use
statistical indicators such as the coefficient of determination (R2). Although there is much discussion
in the literature about the validity of using R2 to validate a nonlinear model, this statistic can provide a
fair first indication of how much of the variance in the experimental data is explained by the model. However, a key limitation of R2 is that this statistic cannot determine whether the parameter estimates
and predictions are biased, which is why the residual plots must be assessed. Despite this limitation,
the value of R2 has been widely accepted to validate the mathematical models of bioprocesses [27–31]. Figure 4 represents the simulation data using Matlab 2014a for the Andrews and Monod models
at different substrate concentrations (75, 150, and 225 g.L−1) as compared to the experimental data
of a series of batch fermentation at the same concentrations (75, 150, and 225 g.L−1). The values of
substrate concentration used for the validation of the models are different from the concentrations
which were used for the modelling which gives the validation more reliability. Figure 4 showed a
variance in both models’ accuracy when they were compared to the experimental data. This variance
seemed to be dependent to the initial substrate concentration. However, a statistical analysis is needed
for more validation. To validate the Monod and Andrews models, the simulation data of the model was compared
with the experimental data obtained from the batch fermentation with different initial substrate
concentrations (75, 150, and 225 g.L−1). A common way to assess the reliability of the model is to use
statistical indicators such as the coefficient of determination (R2). Although there is much discussion
in the literature about the validity of using R2 to validate a nonlinear model, this statistic can provide a
fair first indication of how much of the variance in the experimental data is explained by the model. However, a key limitation of R2 is that this statistic cannot determine whether the parameter estimates
and predictions are biased, which is why the residual plots must be assessed. 3.2. Calculation of Yield Coefficients The formulation of Equations (9) and (10) are based on the parallel conversion stoichiometry
equations. The cell mass yield coefficient (Yx/s) and the product yield coefficient (Yp/s) can be calculated
during the growth phase as follows: Yx/s = ∆X
∆s
(9)
Yp/s = ∆P
∆s
(10) (9) (10) Table 3 represents the values of Yx/s and Yp/s respectively in the range between 5 and 25 g.L−1. No significant change in both yield coefficients was noted in this range, and the average values of Yx/s
and Yp/s were 0.518 and 0.365, respectively. The same was noted for the Andrews model where the
average values of Yx/s and Yp/s were 0.286 and 0.431 respectively. Table 3. The variation of the yield coefficients at different initial substrate concentrations for the
Monod model. Table 3. The variation of the yield coefficients at different initial substrate concentrations for the
Monod model. Initial Substrate Concentration (g.L−1)
Yx/s
Yp/s
5
0.267
0.384
10
0.282
0.397
15
0.290
0.446
20
0.278
0.435
25
0.283
0.439
Average
0.280 ± 0.0084
0.420 ± 0.0028
l Validation Table 2. The estimated kinetics parameters fitted to the Andrews model. Table 2. The estimated kinetics parameters fitted to the Andrews model. µ=µmax∗S/KS+S+( S2
ki )
Reduced Chi Squared
7.90971 × 10−6
Adjusted R-Squared
0.99071
µmax (h−1)
0.5086 ± 0.04
Ks (g.L−1)
47.53789 ± 9.27
Ki (g.L−1)
181.01639 ± 29.14 3.2. Calculation of Yield Coefficients 3.2. Calculation of Yield Coefficients 3.1. Calculation of Kinetics Parameters The Andrews kinetics parameters were estimated using the origin 2018b Software and are
presented in Table 2, where µmax, Ks, and Ki were 0.508 h−1, 47.53 (g.L−1), and 181.02 (g.L−1),
respectively, and were estimated with a high accuracy (R2 = 0.9907). 7 of 11 Biomolecules 2019, 9, 308 3.3. Model Validation Despite this limitation,
the value of R2 has been widely accepted to validate the mathematical models of bioprocesses [27–31]. Figure 4 represents the simulation data using Matlab 2014a for the Andrews and Monod models
at different substrate concentrations (75, 150, and 225 g.L−1) as compared to the experimental data
of a series of batch fermentation at the same concentrations (75, 150, and 225 g.L−1). The values of
substrate concentration used for the validation of the models are different from the concentrations
which were used for the modelling which gives the validation more reliability. Figure 4 showed a
variance in both models’ accuracy when they were compared to the experimental data. This variance
seemed to be dependent to the initial substrate concentration. However, a statistical analysis is needed
for more validation. Biomolecules 2019, 9, 308
seemed to be depe 8 of 11
s is needed for more validation. Figure 4. A comparison between the models’ data and the experimental data for x0 = 1 g.L-1 at different
Figure 4. A comparison between the models’ data and the experimental data for x0 = 1 g.L−1 at different
substrate concentrations: (a) S0 = 75 g.L−1, (b) S0 = 150 g.L−1, and (c) S0 = 225 g.L−1. Figure 4. A comparison between the models’ data and the experimental data for x0 = 1 g.L-1 at different
Figure 4. A comparison between the models’ data and the experimental data for x0 = 1 g.L−1 at different
substrate concentrations: (a) S0 = 75 g.L−1, (b) S0 = 150 g.L−1, and (c) S0 = 225 g.L−1. substrate concentrations: (a) S0 = 75 g.L-1, (b) S0 = 150 g.L-1, and (c) S0 = 225 g.L-1. Figure 5 represents the variance of R2 of both models for biomass, substrate, and product
concentrations at different initial substrate concentrations (75, 150, and 225 g.L−1). The results
represented in Figure 5 show the dependency of both models’ accuracy on the initial substrate
concentration. The Monod model showed a good agreement with the experimental data at a low
concentration where the maximum R2 values for the biomass, substrate, and ethanol concentrations
were achieved at S0 = 50 g.L−1. 3.3. Model Validation The decline in R2 of the Monod model was observed with the increase
in the initial substrate concentration from R2 biomass = 0.99956, R2 substrate = 0.99954, and R2 product
= 0.99859 to R2 biomass = 0.92462, R2 substrate = 0.921547, and R2 product = 0.916246 for an increase
in the initial substrate concentration from 75 to 225 g.L−1. In contrast, the Andrews model showed a
good performance at high concentration (225 g.L−1) with R2 equal to 0.99795, 0.99903, and 0.99962 for
the biomass, substrate, and product concentrations, respectively. However, the Andrews model was
less accurate at a low concentration, with R2 equal to 0.8743932, 0.891686, and 0.90020 for the biomass,
substrate, and product concentrations, respectively at S0 = 75 g.L−1. It was also noted that any change
in the R2 biomass led to a change in the R2 substrate and the R2 product in both models, which is
understood due to the association of the product and substrate expressions with the cell growth
expression in both models. Figure 5 represents the variance of R2 of both models for biomass, substrate, and product
concentrations at different initial substrate concentrations (75, 150, and 225 g.L−1). The results
represented in Figure 5 show the dependency of both models’ accuracy on the initial substrate
concentration. The Monod model showed a good agreement with the experimental data at a low
concentration where the maximum R2 values for the biomass, substrate, and ethanol concentrations
were achieved at S0 = 50 g.L−1. The decline in R2 of the Monod model was observed with the increase
in the initial substrate concentration from R2 biomass = 0.99956, R2 substrate = 0.99954, and R2
product = 0.99859 to R2 biomass = 0.92462, R2 substrate = 0.921547, and R2 product = 0.916246 for
an increase in the initial substrate concentration from 75 to 225 g.L−1. In contrast, the Andrews
model showed a good performance at high concentration (225 g.L−1) with R2 equal to 0.99795, 0.99903,
and 0.99962 for the biomass, substrate, and product concentrations, respectively. However, the Andrews
model was less accurate at a low concentration, with R2 equal to 0.8743932, 0.891686, and 0.90020 for
the biomass, substrate, and product concentrations, respectively at S0 = 75 g.L−1. 3.3. Model Validation It was also noted that
any change in the R2 biomass led to a change in the R2 substrate and the R2 product in both models,
which is understood due to the association of the product and substrate expressions with the cell
growth expression in both models. 9 of 11
9 of 11 Biomolecules 2019, 9, 308
Biomolecules 2019 9 x FOR Figure 5. R2 of both models for x0 = 1 g.L-1 at different initial substrate concentrations: (X) R2 for the
biomass concentration, (S) R2 for the substrate concentration, and (P) R2 for the ethanol concentration. Figure 5. R2 of both models for x0 = 1 g.L−1 at different initial substrate concentrations: (X) R2 for the
biomass concentration, (S) R2 for the substrate concentration, and (P) R2 for the ethanol concentration. Figure 5. R2 of both models for x0 = 1 g.L-1 at different initial substrate concentrations: (X) R2 for the
biomass concentration, (S) R2 for the substrate concentration, and (P) R2 for the ethanol concentration. Figure 5. R2 of both models for x0 = 1 g.L−1 at different initial substrate concentrations: (X) R2 for the
biomass concentration, (S) R2 for the substrate concentration, and (P) R2 for the ethanol concentration. Figure 5. R2 of both models for x0 = 1 g.L-1 at different initial substrate concentrations: (X) R2 for the
biomass concentration, (S) R2 for the substrate concentration, and (P) R2 for the ethanol concentration. Figure 5. R2 of both models for x0 = 1 g.L−1 at different initial substrate concentrations: (X) R2 for the
biomass concentration, (S) R2 for the substrate concentration, and (P) R2 for the ethanol concentration. The low accuracy of the Monod model in a high substrate concentration is due to the fact that
the classical Monod equation does not consider the inhibitory effect of a high substrate on cell growth. On the other hand, the Andrews model has successfully presented the experimental dataset at a high
concentration; however, it does not show the same performance at a low concentration. This can be
explained by the estimation of the Andrews model coefficients at high substrate concentrations in
order to investigate the inhibitory effect of the substrate which leads to a low accuracy at low initial
substrate concentrations as compared to the Monod model. These results confirm the limitation of
these models to widely describe the fermentation process. 3.3. Model Validation However, these models can be more
practical under specific conditions. Despite the efforts devoted to developing complex models to be
more accurate and more practical, a universal model for different fermentation cultures does not
exist. Although increasing the model complexity often results in an improved curve fitting, the most
appropriate model should be selected on the basis of statistical considerations. Unfortunately, there
is evidence that complex equations have often been constructed in an attempt to explain a set of
experimental data that exhibited so much scattering that it was impossible to discriminate between
the different models. Although both the numerical and analytical methods played a critical role for
the advancement of these models, it will still be difficult to find the necessary balance between
avoiding an unnecessary complexity and ensuring an adequate reality [32]
The low accuracy of the Monod model in a high substrate concentration is due to the fact that the
classical Monod equation does not consider the inhibitory effect of a high substrate on cell growth. On the other hand, the Andrews model has successfully presented the experimental dataset at a high
concentration; however, it does not show the same performance at a low concentration. This can
be explained by the estimation of the Andrews model coefficients at high substrate concentrations
in order to investigate the inhibitory effect of the substrate which leads to a low accuracy at low
initial substrate concentrations as compared to the Monod model. These results confirm the limitation
of these models to widely describe the fermentation process. However, these models can be more
practical under specific conditions. Despite the efforts devoted to developing complex models to
be more accurate and more practical, a universal model for different fermentation cultures does not
exist. Although increasing the model complexity often results in an improved curve fitting, the most
appropriate model should be selected on the basis of statistical considerations. Unfortunately, there
is evidence that complex equations have often been constructed in an attempt to explain a set of
experimental data that exhibited so much scattering that it was impossible to discriminate between the
different models. Although both the numerical and analytical methods played a critical role for the
advancement of these models, it will still be difficult to find the necessary balance between avoiding
an unnecessary complexity and ensuring an adequate reality [32]. 4 Conclusion
4. Conclusions 4. Conclusion
A mathematical model which predicts, simulates, and controls the alcoholic fermentation
development would be a valuable technical tool to promote the bioethanol industry and to increase
A mathematical model which predicts, simulates, and controls the alcoholic fermentation
development would be a valuable technical tool to promote the bioethanol industry and to increase 10 of 11 Biomolecules 2019, 9, 308 its economical competitivity. The Monod model is the most used basic model to simulate alcoholic
fermentation. However, different modified models have been developed based on the Monod model
to ameliorate the model reliability and acceptance. In the present study, a comparative investigation
was conducted to evaluate the performance and reliability of the Monod and Andrews models for
batch alcoholic fermentation. However, the results confirm that it is so difficult to define the most
suitable model at different microbial growth conditions. However, the suitability of a model can only
be determined for a specific range. p
g
It was found that the Andrews model showed a better agreement with the experimental data
at a high initial substrate concentration due to the consideration of the substrate inhibitory effect. On the other hand, the Andrews model was less accurate at a low initial substrate concentration
compared to the Monod model which showed more suitability to represent the experimental data at
a low concentration. It is clear that the complexity of a model does not always serve the objective
to develop the accuracy of a model but can only be used under certain conditions when the simple
models fail to give a real representation of the experimental data. Author Contributions: Conceptualization, H.Z. and Z.Z.A.; methodology, H.Z., Z.Z.A., R.Y., and D.R.A.B;
software, M.Z.; validation, H.Z. and M.Z.; investigation, H.Z., A.H.; writing—original draft preparation, H.Z;
writing—review and editing, Z.Z.A., A.H.; supervision, Z.Z.A., R.Y., and D.R.A.B; project administration, Z.Z.A.;
funding acquisition, Z.Z.A. Author Contributions: Conceptualization, H.Z. and Z.Z.A.; methodology, H.Z., Z.Z.A., R.Y., and D.R.A.B;
software, M.Z.; validation, H.Z. and M.Z.; investigation, H.Z., A.H.; writing—original draft preparation, H.Z;
writing—review and editing, Z.Z.A., A.H.; supervision, Z.Z.A., R.Y., and D.R.A.B; project administration, Z.Z.A.;
funding acquisition, Z.Z.A. Funding: This work was supported by the Malaysian Ministry of Higher Education for sponsoring the work
under Fundamental Research Grant Scheme (FRGS/2/2013/TK05/UPM/01/3), Universiti Putra Malaysia for Grant
Putra (GP-IPS/2016/9502500), and Aerospace Malaysian Innovative Centre (AMIC) under grant number: 6300801. Acknowledgments: The authors would like to thank Mr. 4 Conclusion
4. Conclusions Rachid Ben Abdulrahman, Head of the Laboratory
Department in Rassila Sucre Refinery, for his cooperation and support. Conflicts of Interest: The authors declare no conflict of interest. Conflicts of Interest: The authors declare no conflict of interest. Conflicts of Interest: The authors declare no conflict of interest. References 1. Hasanuzzaman, M.; Rahim, N.A.; Hosenuzzaman, M.; Saidur, R.; Mahbubul, I.M.; Rashid, M.M. Energy savings in the combustion based process heating in industrial sector. Renew. Sustain. Energy Rev. 2012, 16, 4527–4536. [CrossRef] 1. Hasanuzzaman, M.; Rahim, N.A.; Hosenuzzaman, M.; Saidur, R.; Mahbubul, I.M.; Rashid, M.M. Energy savings in the combustion based process heating in industrial sector. Renew. Sustain. Energy Rev. 2012, 16, 4527–4536. [CrossRef] 2. Neto, M.R.B.; Carvalho, P.C.M.; Carioca, J.O.B.; Canafístula, F.J.F. Biogas/photovoltaic hybrid power system
for decentralized energy supply of rural areas. Energy Policy 2010, 38, 4497–4506. [CrossRef] 2. Neto, M.R.B.; Carvalho, P.C.M.; Carioca, J.O.B.; Canafístula, F.J.F. Biogas/photovoltaic hybrid power system
for decentralized energy supply of rural areas. Energy Policy 2010, 38, 4497–4506. [CrossRef] 3. Nel, W.P.; Cooper, C.J. Implications of fossil fuel constraints on economic growth and global warming. Energy Policy 2009, 37, 166–180. [CrossRef] 3. Nel, W.P.; Cooper, C.J. Implications of fossil fuel constraints on economic growth and global warming. Energy Policy 2009, 37, 166–180. [CrossRef] 4. Hoel, M.; Kverndokk, S. Depletion of fossil fuels and the impacts of global warming. Resour. Energy Econ. 1996, 18, 115–136. [CrossRef] 4. Hoel, M.; Kverndokk, S. Depletion of fossil fuels and the impacts of global warming. Resour. Energy Econ. 1996, 18, 115–136. [CrossRef] 5. Goldemberg, J. The promise of clean energy. Energy Policy 2006, 34, 2185–2190. [CrossRef] 6. Jatoi, A.S.; Parkash, A.; Aziz, S.; Soomro, S.A.; Shah, S.F. Mathematical modeling for ethanol production
from molasses using thermotolerant kluyeromyces marxians. Sci. Int. 2016, 28, 319–322. 6. Jatoi, A.S.; Parkash, A.; Aziz, S.; Soomro, S.A.; Shah, S.F. Mathematical modeling for ethanol production
from molasses using thermotolerant kluyeromyces marxians. Sci. Int. 2016, 28, 319–322. 7. Demirbas, A. Progress and recent trends in biofuels. Prog. Energy Combust. Sci. 2007, 33, 1–18. [CrossR 7. Demirbas, A. Progress and recent trends in biofuels. Prog. Energy Combust. Sci. 2007, 33, 1–18. [CrossRef]
8. Alvira, P.; Tomás-Pejó, E.; Ballesteros, M.J.; Negro, M.J. Pretreatment technologies for an efficient bioethanol 7. Demirbas, A. Progress and recent trends in biofuels. Prog. Energy Combust. Sci. 2007, 33, 1–18. [CrossRef]
8
Alvira P; Tomás Pejó E ; Ballesteros M J ; Negro M J Pretreatment technologies for an efficient bioethanol 7. Demirbas, A. Progress and recent trends in biofuels. Prog. Energy Combust. Sci. 2007, 33, 1–18. [CrossRef] 8. Alvira, P.; Tomás-Pejó, E.; Ballesteros, M.J.; Negro, M.J. Pretreatment technologies for an efficient bioethanol
production process based on enzymatic hydrolysis: A review. Bioresour. Technol. References 2010, 101, 4851–4861. [CrossRef] 9. Zentou, H.; Abidin, Z.Z.; Zouanti, M.; Greetham, D. Effect of operating conditions on molasses fermentation
for bioethanol production. Int. J. Appl. Eng. Res. 2015, 12, 1–6. 10. Gasmalla, M.A.A.; Yang, R.; Nikoo, M.; Man, S. Production of ethanol from sudanese sugar cane molasses
and evaluation of its quality. J. Food Process Technol. 2012, 3, 163–165. 11. Elena, P.; Gabriela, R.; Camelia, B.; Traian, H. Bioethanol production from molasses by different strains of
Saccharomyces cerevisiae. Ann. Univ. Dunarea JOS Galati Fascicle VI Food Technol. 2009, 33, 49. 12. Periyasamy, S.; Venkatachalam, S.; Ramasamy, S.; Srinivasan, V. Production of bio-ethanol from sugar
molasses using Saccharomyces cerevisiae. Mod. Appl. Sci. 2009, 3, 32. [CrossRef] 11 of 11 Biomolecules 2019, 9, 308 13. Dodi´c, J.M.; Vuˇcurovi´c, D.G.; Dodi´c, S.N.; Grahovac, J.A.; Popov, S.D.; Nedeljkovi´c, N.M. Kinetic modelling
of batch ethanol production from sugar beet raw juice. Appl. Energy 2012, 99, 192–197. [CrossRef] 14. Garhyan, P.; Elnashaie, S. Utilization of mathematical models to investigate the bifurcation and chaotic
behavior of ethanol fermentors. Math. Comput. Model. 2004, 39, 381–427. [CrossRef] 15. Oliveira, S.C.; Oliveira, R.C.; Tacin, M.V.; Gattás, E.A.L. Kinetic modeling and optimization of a batch ethanol
fermentation process. J. Bioprocess. Biotech. 2016, 6, 266. p
p
6. Monod, J. La technique de culture continue, théorie et applications. Ann. Inst. Pasteur 1950, 79, 390–41 17. Rorke, D.; Gueguim Kana, E.B. Kinetics of bioethanol production from waste sorghum leaves using
Saccharomyces cerevisiae BY4743. Fermentation 2017, 3, 19. [CrossRef] 18. Srimachai, T.; Nuithitikul, K.; Sompong, O.; Kongjan, P.; Panpong, K. Optimization and Kinetic Modeling of
Ethanol Production from Oil Palm Frond Juice in Batch Fermentation. Energy Procedia 2015, 79, 111–118. [CrossRef] 19. Ariyajaroenwong, P.; Laopaiboon, P.; Salakkam, A.; Srinophakun, P.; Laopaiboon, L. Kinetic models for batch
and continuous ethanol fermentation from sweet sorghum juice by yeast immobilized on sweet sorghum
stalks. J. Taiwan Inst. Chem. Eng. 2016, 66, 210–216. [CrossRef] 20. Manikandan, K.; Saravanan, V.; Viruthagiri, T. Kinetics studies on ethanol production from banana peel
waste using mutant strain of Saccharomyces cerevisiae. Ind. J. Biotechnol. 2008, 7, 83–88. 21. Ahmad, F.; Jameel, A.T.; Kamarudin, M.H.; Mel, M. Study of growth kinetic and modeling of ethanol
production by Saccharomyces cerevisae. Afr. J. Biotechnol. 2011, 10, 18842–18846. 22. Shafaghat, H.; Najafjour, G.D.; Rezaei, P.S.; Sharifzadeh, M. Growth kinetics and ethanol productivity of
Saccharomyces cerevisiae PTCC 24860 on various carbon sources. World Appl. Sci. J. References 2009, 7, 140–144. 23. Raposo, S.; Pardão, J.M.; Diaz, I.; Lima-Costa, M.E. Kinetic modelling of bioethanol production using
agro-industrial by-products. Int. J. Energy Environ. 2009, 3, 8. 24. Singh, J.; Sharma, R. Growth kinetic and modeling of ethanol production by wilds and mutant Saccharomyces
cerevisiae MTCC 170. Eur. J. Exp. Biol 2015, 5, 1–6. 25. Comelli, R.N.; Seluy, L.G.; Isla, M.A. Performance of several Saccharomyces strains for the alcoholic
fermentation of sugar-sweetened high-strength wastewaters: Comparative analysis and kinetic modelling. New Biotechnol. 2016, 33, 874–882. [CrossRef] [PubMed] 26. Guidini, C.Z.; Marquez, L.D.S.; de Almeida Silva, H.; de Resende, M.M.; Cardoso, V.L.; Ribeiro, E.J. Alcoholic fermentation with flocculant Saccharomyces cerevisiae in fed-batch process. Appl. Biochem. Biotechnol. 2014, 172, 1623–1638. [CrossRef] [PubMed] 27. Kostov, G.; Popova, S.; Gochev, V.; Koprinkova-Hristova, P.; Angelov, M.; Georgieva, A. Modeling of batch
alcohol fermentation with free and immobilized yeasts Saccharomyces cerevisiae 46 EVD. Biotechnol. Biotechnol. Equip. 2012, 26, 3021–3030. [CrossRef] 28. Sluiter, A.; Hames, B.; Ruiz, R.; Scarlata, C.; Sluiter, J.; Templeton, D. Determination of sugars, byproducts,
and degradation products in liquid fraction process samples. Golden Natl. Renew. Energy Lab. 2006, 11. 29. Lee, J.-W.; Rodrigues, R.C.L.B.; Kim, H.J.; Choi, I.-G.; Jeffries, T.W. The roles of xylan and lignin in oxalic acid
pretreated corncob during separate enzymatic hydrolysis and ethanol fermentation. Bioresour. Technol. 2010,
101, 4379–4385. [CrossRef] 30. Lee, J.-W.; Rodrigues, R.C.L.B.; Jeffries, T.W. Simultaneous saccharification and ethanol fermentation of
oxalic acid pretreated corncob assessed with response surface methodology. Bioresour. Technol. 2009, 100,
6307–6311. [CrossRef] 31. Sen, R.; Swaminathan, T. Response surface modeling and optimization to elucidate and analyze the effects of
inoculum age and size on surfactin production. Biochem. Eng. J. 2004, 21, 141–148. [CrossRef] g
p
g
32. Kovárová-Kovar, K.; Egli, T. Growth kinetics of suspended microbial cells: from single-substrate-controlled
growth to mixed-substrate kinetics. Microbiol. Mol. Biol. Rev. 1998, 62, 646–666. [PubMed] © 2019 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access
article distributed under the terms and conditions of the Creative Commons Attribution
(CC BY) license (http://creativecommons.org/licenses/by/4.0/).
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Demand and supply factors of iron-folic acid supplementation and its association with anaemia in North Indian pregnant women
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PloS one
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cc-by
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Demand and supply factors of iron-folic acid
supplementation and its association with
anaemia in North Indian pregnant women 1 Division of Nutrition, St. John’s Research Institute, Bangalore, India, 2 Department of Physiology,
St. John’s Medical College, Bangalore, India, 3 Department of Biostatistics, St. John’s Medical College,
Bangalore, India 1 Division of Nutrition, St. John’s Research Institute, Bangalore, India, 2 Department of Physiology,
St. John’s Medical College, Bangalore, India, 3 Department of Biostatistics, St. John’s Medical College,
Bangalore, India * tinku.sarah@sjri.res.in * tinku.sarah@sjri.res.in Editor: Jacobus P. van Wouwe, TNO,
NETHERLANDS Received: April 2, 2018
Accepted: December 29, 2018
Published: January 30, 2019 Copyright: © 2019 Varghese et al. This is an open
access article distributed under the terms of the
Creative Commons Attribution License, which
permits unrestricted use, distribution, and
reproduction in any medium, provided the original
author and source are credited. RESEARCH ARTICLE a1111111111
a1111111111
a1111111111
a1111111111
a1111111111 OPEN ACCESS Citation: Varghese JS, Swaminathan S, Kurpad AV,
Thomas T (2019) Demand and supply factors of
iron-folic acid supplementation and its association
with anaemia in North Indian pregnant women. PLoS ONE 14(1): e0210634. https://doi.org/
10.1371/journal.pone.0210634 Abstract a1111111111
a1111111111
a1111111111
a1111111111
a1111111111 Anaemia prevalence in pregnant women of India declined from 57.9% to 50.3% from
National Family Health Survey (NFHS)-3 to NFHS-4. However, over the course of that
decade, the uptake of iron and folic acid (IFA) supplementation for 100 days of pregnancy
improved by only 15%. To understand demand side risk factors of anaemia specifically
related to IFA intake, an in-depth survey was conducted on pregnant women (n = 436) in 50
villages and wards of Sirohi district of Rajasthan, India. At the demand side, consistent IFA
consumption in the previous trimester was inversely and strongly associated with anaemia
(OR: 0.26, 95% CI: 0.12, 0.55). Reasons for inconsistent consumption included not register-
ing to antenatal clinic, not receiving IFA tablets from the health worker and perceived lack of
need. At the supply side, an analysis of IFA stock data at various levels of the health care (n
= 168) providers from primary to tertiary levels showed that 14 out of 52 villages surveyed
did not have access to IFA tablets. The closest availability of an IFA tablet for 16 villages,
was more than 5 km away. To improve the uptake of IFA supplementation and thereby
reduce iron deficiency anaemia in pregnant women, a constant supply of IFA at the village
or sub-centre level, where frontline workers can promote uptake, should be ensured. Poor compliance to the IFA supplement in anaemic North Indian pregnant women: Demand vs supply significantly in the last 10 years between the nationally representative surveys, NFHS-3 con-
ducted in 2005–2006 and NFHS-4 conducted between 2015–2016 among women aged 15–49
years. (Fig 1). Plausible explanations for this continuing burden of anaemia, in spite of an apparently
improved, but still not satisfactory compliance to the NIPI program as reported by NFHS sur-
veys, are attributed to dietary and environmental reasons. The dietary reasons include an even
lower than estimated iron density of diet, inhibition of iron supplement absorption due to diet
components such as phytate and polyphenols [6,7] and a predominantly vegetarian diet lead-
ing to low intake compared to highly bioavailable heme iron [8–10]. The presence of the
“leaky gut” syndrome [11,12] or environmental enteric dysfunction (EED) driven by water,
sanitation and hygiene (WASH), hookworm infestation [13], and genetic causes [14,15] are
other possible reasons. An equally plausible set of reasons for the continuing prevalence of anaemia relates to the
poor coverage of the IFA supplementation. This is expected to reach the pregnant women
either through the antenatal services (ANC) or through frontline health workers. Although,
the NFHS [3] surveys report an improvement in the uptake of IFA from 15.2% to 30.3% at a
national level from round 3 to 4, it is far from being sufficient. There are both demand-side
and supply-side problems contributing to the situation. There are important demand-side
considerations, such as side effects, poor antenatal care utilization and forgetfulness, which are
well known [16–18] and are held responsible for low compliance. However, there are little
data on the supply-side deficiencies in an uncontrolled setting, such as relationship between
antenatal care provision, health worker motivation [19] and availability of IFA stocks across
different public health facilities [20,21], though periodical surveys such as the National Family
Health Surveys tend to report some, but not all of these issues. An important logistic compo-
nent relates to the distance to health facilities [22–24], that in turn determines health seeking
behaviour. This has not been studied in any systematic way, to determine its impact. This
paper studies the risk factors associated with anaemia and the coverage of the flagship IFA sup-
plementation program (NIPI), among pregnant women in Sirohi district, Rajasthan, and maps
the distance to the nearest iron supplements for women in the villages surveyed. Fig 1. PLOS ONE | https://doi.org/10.1371/journal.pone.0210634
January 30, 2019 Introduction Anaemia is characterised by low haemoglobin concentrations and could lead to adverse health
outcomes such as maternal and peri-natal mortality and low birth weight [1,2]. In India, par-
ticularly among pregnant women, anaemia is a major public health problem, with the recently
concluded nationally representative NFHS-4 [3] reporting a prevalence of 50.3%, with not
much variation between rural (54.3%) and urban (50.9%) populations. Data Availability Statement: Data are available
from GitHub: https://github.com/jvargh7/how-far-
is-the-ifa. Iron deficiency is probably the most common cause of anaemia in India [4]. For this reason,
under the National Iron Plus Initiative (NIPI, [5]), the government of India provides daily
doses of IFA to pregnant women for a period of 100 days during their pregnancy. However,
despite revisions to the NIPI programme with an increase in provision of elemental iron from
60 mg to 100 mg, the prevalence of anaemia in pregnant women has not come down Funding: This work was supported by Tata Trusts
(RAPID MCN Study), www.tatatrusts.org. Competing interests: The authors have declared
that no competing interests exist. PLOS ONE | https://doi.org/10.1371/journal.pone.0210634
January 30, 2019 1 / 13 Survey design A multi-stage cluster sampling of Primary Sampling Units (PSU) which were villages (for rural
areas) and wards (for urban areas) as per the Census of India [25] was employed. The sampling
was stratified by block, rural-urban status and the PSUs were selected by probability propor-
tional to size sampling. The definition of a village in rural areas corresponded to geographically
defined villages, that relate to meaningful social and administrative divisions; in urban areas,
communities are based on well-defined wards and are considered to be demographically
homogeneous [26]. The eligible households were randomly sampled in the next stage of sam-
pling for the demand survey. For the supply side component of the survey, the facilities cater-
ing to the sampled villages were surveyed. Geographical Information System (GIS) mapping of
each village/ward was done. A village representative provided information on distance of vil-
lage from different health facilities such as Sub Centre, Primary Health Centre (PHC), Com-
munity Health Centre (CHC), Sub Divisional Hospital, District Hospital and Private Clinics,
and health workers such as Accredited Social Health Activists (ASHA) and Anganwadi Work-
ers (AWW). ASHA workers report to an Auxiliary Nurse Midwife (AN) located at the Sub
Centre. In Sirohi, six Sub Centres report administratively to either a PHC or a CHC, which
then report to the District Hospital. Village level information on items such as local agricul-
tural production, waste disposal, industrial emissions etc. were also collected from the Pan-
chayat head or any senior literate and knowledgeable member of a village or ward. Ethical approval Ethical approval was obtained from the institutional ethics committee of the St John’s Medical
College and informed written consent was obtained from each of the survey respondents both
from the demand and the supply side. Permission from the state health department and the
office of the district collector were procured prior to commencement of the survey. Findings from National Family Health Survey-4 related to anaemia in pregnant women. (A) Anaemia
among Pregnant women and (B) percentage of women consuming 100 or more IFA tablets in India by district (NFHS-
4). The maps were created from shapefiles available freely from datameet.org using tmap package (https://cran.r-
project.org/web/packages/tmap/index.html) in R. Fig 1. Findings from National Family Health Survey-4 related to anaemia in pregnant women. (A) Anaemia
among Pregnant women and (B) percentage of women consuming 100 or more IFA tablets in India by district (NFHS-
4). The maps were created from shapefiles available freely from datameet.org using tmap package (https://cran.r-
project.org/web/packages/tmap/index.html) in R. https://doi.org/10.1371/journal.pone.0210634.g001 https://doi.org/10.1371/journal.pone.0210634.g001 2 / 13 PLOS ONE | https://doi.org/10.1371/journal.pone.0210634
January 30, 2019 Poor compliance to the IFA supplement in anaemic North Indian pregnant women: Demand vs supply Methods An in-depth district level survey was conducted to collect data pertaining to both the demand-
side from the perspective of the individual and the supply-side by examining facility level data. To study associated risk factors of anaemia at an individual level resulting from inadequate die-
tary intake and low compliance towards IFA tablets, data from survey, conducted in pregnant
women in Sirohi District in Rajasthan state between March to June 2016, were used. This survey
had collected detailed information on 5,324 households from 52 villages and wards, on maternal
and child health in Sirohi, and aimed to identify the major risk factors of anaemia in children (0
to 59 months), adolescent girls (10 to 19 years), pregnant and lactating women, and stunting in
children and adolescent girls. The survey also included a supply-side component which aimed
to understand the functioning of the health system (from village to district level) in addressing
malnutrition. All data other than the biomarkers were collected using questionnaires which
were developed in consultation with experts and referring to literature on the current evidence
available on nutrition specific and nutrition sensitive factors associated with malnutrition, anae-
mia and stunting, surveys conducted in India and elsewhere, and health system guidelines. The
questionnaires were pre-tested and translated to local language before being used in the field. Household information (Demand) Household information on possessions, food security and details on education, age, occupa-
tion and marital status of members were collected from the head or a responsible adult mem-
ber in the household. Data pertaining to medical information and diet of pregnant women 3 / 13 PLOS ONE | https://doi.org/10.1371/journal.pone.0210634
January 30, 2019 Poor compliance to the IFA supplement in anaemic North Indian pregnant women: Demand vs supply collected in the survey was considered for this analysis. Trained field staff conducted inter-
views and anthropometric measurements of height and weight in all eligible individuals. Hae-
moglobin (Hb) was measured from capillary blood samples using Hemocue 301 analyzer in all
sampled pregnant women. Pregnant women with Hb levels below 110g/l [27] were classified
as anaemic for this analysis. The survey covered 454 pregnant women in Sirohi district, Rajas-
than. Out of these, data on 436 subjects who had Hb measurements were considered for this
analysis. There was no altitude adjustment of Hb required. Reported symptoms related to
anaemia such as fatigue, were collected. IFA demand was measured in terms of receipt and
consumption of IFA tablets for each trimester up to the trimester when a pregnant woman was
recruited. Diet diversity was measured in terms of the food group consumed and had 11 cate-
gories of food groups. Additionally, frequency of consumption of vitamin A and vitamin C
rich foods on a monthly basis was also collected. GIS data (Latitude, Longitude and Altitude)
for households was measured using Samsung Tab 4—T231 (Samsung Electronics), an Android
device commonly used in surveys. Facility information (Supply) To get the perspective from the supply side, health care personnel from 168 facilities (70 Accred-
ited Social Health Activists or ASHAs, 52 Anganwadi workers, 30 Sub Centres, 20 Primary
Health Centres, 6 Community Health Centres) in Sirohi catering to the villages/wards that were
sampled were interviewed. In addition, specific questions on IFA supply was recorded at these
centres, both by recording responses from health care providers as well as through observations
by field workers of drug kits provided for ASHAs and AWW, and through stock checks in the
pharmacy for Sub Centres and Primary Health Centres. GIS data for frontline workers (FLWs)
in a village was assumed to be centroid of surveyed households in the village. GIS data for facili-
ties was assumed to be location of village/town where the facility was housed, as this informa-
tion for facilities was not collected. The distance to the nearest IFA tablet was the distance to the
closest health facility which had IFA stocks had the sampled village in its catchment area. Statistical analysis Descriptive statistics were reported as numbers and percentage for categorical data and
mean ± standard deviation for continuous normally distributed data. In the individual dataset,
the factors associated with anaemia were analysed using chi square test, independent sample t
test and Mann-Whitney U Test as appropriate. The significant factors from these analyses were
used in bivariate and multiple variable logistic regression of anaemia. The factors considered
for analysis in individual data sets were dietary diversity, health service utilization, morbidity,
usage of intoxicant substances like paan (betel leaf, arecanut) and tobacco, water, sanitation and
hygiene practices. Mobile usage was considered as a proxy for woman’s economic status. The
factors were considered in the multiple variable analysis with a cut off value of p < 0.2 in bivari-
ate logistic regression. The final model in the multiple variable analysis was identified using a
hierarchical iterative process. Confounding and interaction effects were also explored. All anal-
yses were performed using R software (https://cran.r-project.org/bin/windows/base/old/3.3.3/)
and survey weighted logistic regression was carried with R survey package [28]. PLOS ONE | https://doi.org/10.1371/journal.pone.0210634
January 30, 2019 https://doi.org/10.1371/journal.pone.0210634.t001 Results The survey covered a sample of 454 pregnant women of which haemoglobin was measured for
436 (4% non-respondents). There were 110, 187 and 139 pregnant women in their first, second PLOS ONE | https://doi.org/10.1371/journal.pone.0210634
January 30, 2019 4 / 13 Poor compliance to the IFA supplement in anaemic North Indian pregnant women: Demand vs supply and third trimesters respectively out of the 436, at the time of survey. A detailed description of
the study population is provided in Table 1. While 66% of the women were anaemic, 35% were moderately or severely anaemic. General
fatigue was the most reported anaemia related symptom among the anaemic women (59%) fol-
lowed by giddiness, dizziness or headache. Among 299 anaemic women, 37 (12%) did not
report any symptom and out of these 17 (6%) were mildly anaemic. Among 436 pregnant
women, 303 (69%) reported registering for antenatal care, although the ANC card was avail-
able with only 209 (48%) of the respondents. Of the 227 with whom the card was not available,
66 (29%) were in their third trimester and 88 (39%) in the second trimester. About 59% of Table 1. Socio-demographic and economic characteristics of pregnant women in Sirohi district, India. N (%)
Number of Pregnant women interviewed
454
Rural
346 (76)
Urban
108 (24)
Number of Pregnant women for whom Hb was measured
436 (96)
Rural
334 (97)
Urban
102 (94)
Trimester
First
110 (25)
Second
187 (43)
Third
139 (32)
Age of household head#
39.6 ± 13.9
Educational level of household head (%)
Illiterate
47.9
Primary (1st to 5th grade)
16.5
Type of family
Nuclear
258 (59)
Extended
47 (11)
Joint
131 (30)
Main source of income
Agriculture
55 (13)
Non-agriculture
265 (61)
Both
116 (27)
Household size#
5.6 ± 2.2
Socio-demographic characteristics of pregnant women
Age (yrs.) #
24.9 ± 4.6
Literate
169 (39)
Work for income
111 (25)
Read state language
140 (32)
Write state language
133 (31)
Currently married
429 (98)
Age at marriage > = 18 years
274 (63)
Multiparous
203 (47)
Use mosquito net
228 (52)
Suffer from malaria in last three months
16 (4)
Use mobile phone
266 (61)
#- Mean ± SD
https://doi.org/10.1371/journal.pone.0210634.t001 able 1. Socio-demographic and economic characteristics of pregnant women in Sirohi district, India. Results 5 / 13 PLOS ONE | https://doi.org/10.1371/journal.pone.0210634
January 30, 2019 Poor compliance to the IFA supplement in anaemic North Indian pregnant women: Demand vs supply pregnant women chose to register at a government facility. Those who registered elsewhere
(10%) cited quality of care, higher trust of non-government facilities and distance to govern-
ment health centre as major reasons for not registering at a government centre. More informa-
tion on utilization is available in Table 2. PLOS ONE | https://doi.org/10.1371/journal.pone.0210634
January 30, 2019 https://doi.org/10.1371/journal.pone.0210634.t002 Factors associated with anaemia in pregnant women The factors associated with anaemia in pregnancy in the bivariate and multiple variable logistic
regression analyses are presented in Table 3. The final logistic regression model showed IFA
supplementation to be negatively associated with anaemia such that there was 74% lower odds
of anaemia with consistent consumption of IFA or folic acid supplement in previous trimester
(OR: 0.26, 95% CI: 0.12 to 0.55, p = 0.001). In addition, month of pregnancy (OR: 1.21,
p = 0.012), mobile usage (OR: 0.41, p = 0.010), usage of intoxicant substances (OR: 2.27, Table 2. Antenatal care and morbidity of pregnant women in Sirohi district, India (N = 436). Antenatal services received by pregnant women
N (%)
Received antenatal check-up
208 (48)
Physical Examination
65 (15)
Measurement of weight
62 (14)
BP measured
59 (13)
Received TT vaccination
48 (11)
Consumed IFA in previous month’s trimester^
155 (36)
Folic Acid received in 1st trimester as per ANC card#
4 (4)
Folic Acid consumed in 1st trimester (previous month’s trimester = 1)^#
30 (20)
IFA received in 2nd or 3rd trimester as per ANC card
47 (14)
IFA consumed in 2nd/3rd trimester (previous month’s trimester = 2 or 3; N = 270)
125 (46)
Ever Received deworming tablet as per ANC card during pregnancy
11 (2)
Received professional breastfeeding counselling as per ANC card
14 (4)
Hb examined at health centre as per ANC card
71 (29)
Prevalence of Anaemia
299 (69)
Mild anaemia
146 (34)
Moderate anaemia
140 (32)
Severe anaemia
13 (3)
Morbidity (last one month)
Diarrhoea
64 (15)
Vomiting
204 (47)
Fever
117 (27)
Symptoms related to anaemia
General fatigue
259 (59)
Breathlessness on routine and somewhat strenuous work
156 (36)
Giddiness, dizziness, headache
197 (45)
Appetite loss
125 (29)
Weight loss
57 (13)
Blurring of vision
149 (34)
Sudden swelling of feet
68 (16)
^—calculation does not include those women (N = 13) in their first month of pregnancy;
#—Folic Acid is provided in Trimester 1;
—IFA is provided in Trimester 2 and 3
htt
//d i
/10 1371/j
l
0210634 t002 2. Antenatal care and morbidity of pregnant women in Sirohi district, India (N = 436). 6 / 13 PLOS ONE | https://doi.org/10.1371/journal.pone.0210634
January 30, 2019 https://doi.org/10.1371/journal.pone.0210634.t003 Factors associated with IFA consumption in pregnant women Since consistent consumption of iron and folic acid or folic acid tablets is associated with anae-
mia, the timely receipt of IFA supplements by pregnant women in Sirohi is critical and is
examined in Fig 2. Among those who did not receive IFA, ‘no provision’ from the health
worker was the most common reason. Among those who received supplements and did not
consume them, low palatability, unrealized need, constipation and forgetfulness were the
major reasons. ANC registration was significantly associated with consumption of IFA or folic acid supple-
ments by pregnant women in the previous month’s trimester (χ2 = 69.7, p<0.01, N = 423). Majority of those who did not consume did not receive IFA (88%). Table 4 provides a sum-
mary of ANC registration, IFA supplementation status and health worker visit. There was no
association between health worker visit and receiving IFA (χ 2 = 2.8, p>0.05, N = 326) in Tri-
mester 2 and 3. A health worker was more likely to visit those pregnant women who were reg-
istered under ANC (χ 2 = 29.7, p<0.01, N = 436). Poor compliance to the IFA supplement in anaemic North Indian pregnant women: Demand vs supply Table 3. Individual and household characteristics associated with anaemia outcome in pregnant women of Sirohi district, India. Unadjusted
Adjusted
Individual characteristics
Odds Ratio
P-value
Odds Ratio
P-value
Month of Pregnancy
1.13
0.07
1.211
0.012
Previous month’s trimester
1.58
0.05
Writing state language
0.49
0.09
Mobile usage
0.29
<0.001
0.409
0.010
Low BMI
2.04
0.04
Usage of tobacco
3.20
0.03
2.268
0.075
Past history of seizures
2.45
0.06
Awareness of health and nutrition programs
0.95
0.08
Receipt of blood transfusion in last 1 year
9.74
0.03
Dietary consumption
vegetables and pulses
0.62
0.02
Guava
1.33
0.09
Jackfruit
0.63
0.02
Papaya
1.69
0.05
Pumpkin
0.02
0.04
Avoid meat
9.10
0.03
Avoid poultry
23.31
0.01
Avoid fish
4.55
0.09
Avoid eggs
4.61
0.10
ICDSa
Consuming ICDS Supplementary Nutrition alone
2.82
0.05
Consuming ICDS Supplementary Nutrition completely
2.49
0.10
Antenatal Care
Consistent IFA/FA consumed (every day in last month’s trimester)
0.29
<0.001
0.258
0.001
Never Received IFA tablets
1.64
0.06
ANC Check-up in 3rd Trimester
0.89
0.04
Mobile Registration for ANC- Registered vs Not registered
4.17
0.01
WASH
General use of soap
0.19
0.05
Brushing teeth at least once a day
0.35
0.06
Health seeking behaviour index
0.86
0.07
Household Characteristics
Altitude
0.99
0.07
Total Household Members
0.91
0.05
Number of women in household
0.70
0.04
0.724
0.079
Relationship to head of household
6.01
0.06
Non-Hindu religion
6.13
0.05
Wealth Index
0.88
0.02
Wealth Quintile
0.83
<0.001
NREGA beneficiary
2.42
0.05
Expected number of pregnant women in village
0.994
0.575
aICDS- Integrated Child Development Services scheme. Odds ratio from survey weighted logistic regression analysis. Adjusted odds ratio after including all variables PLOS ONE | https://doi.org/10.1371/journal.pone.0210634
January 30, 2019 7 / 13 Poor compliance to the IFA supplement in anaemic North Indian pregnant women: Demand vs supply p = 0.075), number of women in household (OR: 0.72, p = 0.079) were also significantly associ-
ated with anaemia (Table 3). PLOS ONE | https://doi.org/10.1371/journal.pone.0210634
January 30, 2019 Availability of IFA to pregnant women Fig 3 represents the
location of different facilities, administrative relationships between the facilities and the status
of their IFA stock spatially. Table 5 contains information on health facilities with IFA supple-
ments and their proximity to villages. availability of IFA, for the remaining villages the nearest tablet was at geodesic distance of 3.6
km [IQR: 1.2, 8.5] while the reported distance was 5 km [IQR: 0.5, 10]. For 15 villages, the
nearest IFA tablets were more than 5 km away (geodesic) from the source. Fig 3 represents the
location of different facilities, administrative relationships between the facilities and the status
of their IFA stock spatially. Table 5 contains information on health facilities with IFA supple-
ments and their proximity to villages. Fig 3 provides administrative linkages between different health facilities and the status of
their IFA stocks. We randomly shifted the location of the village to North, South, East or West
by 5km for confidentiality purposes. “1” refers to an ideal case where all facilities from village
level onwards have IFA stocks. “2” refers to a non-ideal case where none of the facilities, except
at the district level have IFA stocks. Approximately 50% of villages do not have IFA stocks
below or at Sub-Centre level. Both geodesic (r = -0.21, p = 0.15) and reported distance (r = -0.18, p = 0.23) to the health
facility with IFA supplements were negatively (but not significantly) correlated with the pro-
portion of women receiving IFA supplementation in the village. Availability of IFA to pregnant women Fourteen of 52 surveyed villages in Sirohi did not have access to an IFA tablet except at the
CHC or District Hospital level. Nineteen villages had access at the ASHA or Anganwadi level,
while 9 and 10 villages had access at the sub-centre and PHC level respectively. Distance
between two geographic locations, also known as the geodesic, was calculated as the shortest
distance between two points on an ellipsoid, namely WGS84 [29]. Reported distance to each
type of facility, per information from the village representative, was also recorded. There are 4 villages which had IFA availability only at the District Hospital level (as per
referral structure) which was 31.5 km (median reported distance) from the villages. On the
other end, among the remaining villages 17 had IFA tablet available with either the ASHA or
Anganwadi worker within the village at geodesic distance 0.6 km [IQR: 0,5.5], while the
reported median distance was 0 km [IQR: 0, 7.2]. Excluding the farthest and nearest Fig 2. Reporting of consumption and receipt of iron and folic acid supplements. Values are number of subjects. https://doi.org/10.1371/journal.pone.0210634.g002 Fig 2. Reporting of consumption and receipt of iron and folic acid supplements. Values are number of subjects. https://doi.org/10.1371/journal.pone.0210634.g002 https://doi.org/10.1371/journal.pone.0210634.g002 8 / 13 PLOS ONE | https://doi.org/10.1371/journal.pone.0210634
January 30, 2019 Poor compliance to the IFA supplement in anaemic North Indian pregnant women: Demand vs supply Table 4. Antenatal care registration and health worker visits in surveyed population (N = 436). Health worker visits regularly
Health worker does not visit
ANC Registered
135
168
Did not receive IFA (Trimester 1)
19 (14%)
20 (12%)
Received IFA (Trimester 2 and 3)
24 (18%)
23 (14%)
Did not receive IFA (Trimester 2 and 3)
92 (68%)
125 (74%)
ANC Not Registered
23
110
Did not receive IFA (Trimester 1)
12 (52%)
59 (54%)
Received IFA (Trimester 2 and 3)
0 (0%)
0 (0%)
Did not receive IFA (Trimester 2 and 3)
11 (48%)
51 (46%)
Eligible for folic acid; IFA- Iron and Folic Acid
https://doi.org/10.1371/journal.pone.0210634.t004 Table 4. Antenatal care registration and health worker visits in surveyed population (N = 436). availability of IFA, for the remaining villages the nearest tablet was at geodesic distance of 3.6
km [IQR: 1.2, 8.5] while the reported distance was 5 km [IQR: 0.5, 10]. For 15 villages, the
nearest IFA tablets were more than 5 km away (geodesic) from the source. PLOS ONE | https://doi.org/10.1371/journal.pone.0210634
January 30, 2019 Discussion The burden of anaemia was high at 66% in pregnant women of Sirohi district and consistent
consumption of IFA/folic acid supplements during the previous trimester of pregnancy was
the single most strongly inversely associated factor for anaemia. In addition low mobile usage,
low number of women in household, use of tobacco and paan, late month of pregnancy
increased the odds of anaemia. Of these, mobile usage (possibly a proxy for latent unmeasured
variables such as woman’s empowerment and access to information in addition to woman’s
economic status), substance use and IFA/folic acid intake are factors amenable to intervention. Poor consumption of IFA supplements is a key risk factor contributing to anaemia among
pregnant women in Sirohi. Though anaemia is a complex and multi-faceted problem which
involves interaction of various nutrients, iron supplementation could alleviate a considerable
proportion [30] of anaemia in India. As observed in Sirohi, a low intake of IFA supplements
resulting from a combined effect of low stocks and poor demand drives anaemia among preg-
nant women. There was no significant difference of IFA receipt between women those who
were visited by a health worker and those who were not. A possible explanation for this could
be low stocks of IFA with frontline workers and IFA supply only from centralized locations
such as Sub-centres or Anganwadi centres and not at homes. It could also mean that the health
worker responsible for distributing IFA tablets was not the one who visited pregnant women
at their homes. However, other studies have shown that antenatal care utilization can be PLOS ONE | https://doi.org/10.1371/journal.pone.0210634
January 30, 2019 9 / 13 Poor compliance to the IFA supplement in anaemic North Indian pregnant women: Demand vs supply Fig 3. Geographical distribution of health facilities, inter-facility relationships and availability of IFA supplementation. The polygon was filtered
from the shape file and modified using ggplot2 package (https://cran.r-project.org/web/packages/ggplot2/index.html) in R. https://doi.org/10.1371/journal.pone.0210634.g003 Fig 3. Geographical distribution of health facilities, inter-facility relationships and availability of IFA supplementation. The polygon was filtered
from the shape file and modified using ggplot2 package (https://cran.r-project.org/web/packages/ggplot2/index.html) in R. https://doi.org/10.1371/journal.pone.0210634.g003 https://doi.org/10.1371/journal.pone.0210634.g003 improved from health worker visits [31]. The present study also shows that health worker visits
are more likely for those women who are registered for antenatal care. It is important to note that more than one-fourth of the villages surveyed did not have
access to IFA supplements within a 5 km radius. PLOS ONE | https://doi.org/10.1371/journal.pone.0210634
January 30, 2019 https://doi.org/10.1371/journal.pone.0210634.t005 Discussion As per Fig 2, most women did not consume
IFA supplements not because of perceived side-effects but because they were not provided the
same. NFHS-4 reports only 25.9% of pregnant women in rural areas consume 100 IFA tablets Table 5. Distance from different levels of public health facilities where IFA is available to surveyed villages. IFA Available with
N
Geodesic distance (km)
Reported distance (km)
Asha
10
0 (Within village)
0 (Within village)
Anganwadi
7
0 (Within village)
0 (Within village)
Sub Centre
8
1.06 (IQR: 0.5 to 2.5)
0.5 (IQR: 0 to 3.5)
PHC
10
7.9 (IQR: 4.4 to 8.9)
10 (IQR: 7.3 to 11.8)
CHC
9
2.2 (IQR: 1.2 to 8.7)
2.5 (IQR: 0 to 10)
District Hospital
4
22.6 (IQR: 16.2 to 24.3)
31.5 (IQR: 22.25 to 38.75)
IQR: Inter Quartile Range
https://doi.org/10.1371/journal.pone.0210634.t005 Table 5. Distance from different levels of public health facilities where IFA is available to surveyed villages. 10 / 13 PLOS ONE | https://doi.org/10.1371/journal.pone.0210634
January 30, 2019
10 / PLOS ONE | https://doi.org/10.1371/journal.pone.0210634
January 30, 2019 Poor compliance to the IFA supplement in anaemic North Indian pregnant women: Demand vs supply during pregnancy. Other studies in South Asia have reported that geographic proximity to
health service is important in its utilization, especially for antenatal care, chronic diseases and
infectious diseases [22,23]. To ensure stocks are in place in all health facilities, the local govern-
ment could re-evaluate the supply chain management information system in place as well as
provide for other measures such as buffer stocks and pharmacy budgets for health facilities. If
so, health workers could plan the effective generation of demand in the community. For this,
at least two actions are required; that the supply of IFA should be proactive and constant at the
village level or the sub-centre, and that the distance to the nearest tablet should be at least at
the Sub Centre level if not at the village level ensuring that visiting health workers (ANMs,
ASHAs) have stock and would be able to supply pregnant women with IFA tablets. Anaemia as a result of use of substances such as paan (betel leaf and/or betel nut) or tobacco
is well-known [32,33]. Almost 40 (9%) pregnant women consumed paan masala or chewable
tobacco on a routine basis. Smokeless tobacco [32] during pregnancy is observed to decrease
haemoglobin levels, similar to cigarette smoking. Conclusion The prevalence of anaemia among pregnant women in Sirohi was higher than the national
prevalence. Anaemia in pregnant women was associated with inconsistent consumption of
IFA/FA. IFA not supplied by health worker was identified as demand side factor associated
with inconsistent IFA consumption. With more than half the sample of pregnant women not
being visited by health worker during pregnancy, it is critical that IFA is available at the nearest
health facility. However, it was observed that about 50% of the villages did not have IFA avail-
able at the nearest health facility. While anaemia among pregnant Indian women continues to
be a priority issue for the government, focussed interventions such as regular haemoglobin
testing and ensuring successful implementation of the National Iron Plus Initiative nuanced
for the local context and access to IFA can go a long way in meeting anaemia reduction targets
in India. Discussion In addition to reducing maternal red blood
cell count, the habit can also lead to decreased serum Vitamin B12 and maternal red blood cell
folate. The increasing odds of anaemia with month of pregnancy is a well-known phenome-
non, often referred to as the physiological anaemia of pregnancy [34]. This analysis is not without limitations. Firstly, we surveyed only 52 PSUs (villages and
wards) of which, reported distance to health facilities were available only for 48. However, the
PSUs were sampled based on a probability proportional to size (PPS) design and ought to be
representative of the district. Secondly, access to different health facilities were not considered
when estimating the distance to the nearest IFA supplement. It is possible [35,36] that a health
facility is close to a village, but not accessible due to socio-cultural reasons. Thirdly, distance
and receipt of IFA supplementation were not significantly associated at a village level. As a
result, the optimal location of the health facility for optimal provision of IFA cannot be
defined. Fourth, since the road networks in the rural part of the district is poor, geodesic might
not convey the true picture of distance. We tried to overcome this limitation by using the
reported distance to the health facility as reported by the village representative along with the
geodesic. Finally, it is possible that the stock-out of IFA which our team observed (we did not
assess folic acid stocks) prevailed only for the duration of the survey period. This limitation is
common to all cross-sectional studies. Author Contributions Conceptualization: Sumathi Swaminathan, Anura V. Kurpad, Tinku Thomas. Data curation: Jithin Sam Varghese. Formal analysis: Jithin Sam Varghese, Tinku Thomas. Funding acquisition: Anura V. Kurpad. Investigation: Jithin Sam Varghese. Methodology: Sumathi Swaminathan, Anura V. Kurpad, Tinku Thomas. Project administration: Sumathi Swaminathan, Tinku Thomas. Software: Jithin Sam Varghese. Supervision: Sumathi Swaminathan, Tinku Thomas. Visualization: Jithin Sam Varghese. Writing – original draft: Jithin Sam Varghese. Writing – review & editing: Sumathi Swaminathan, Anura V. Kurpad, Tinku Thomas. Conceptualization: Sumathi Swaminathan, Anura V. Kurpad, Tinku Thomas. Methodology: Sumathi Swaminathan, Anura V. Kurpad, Tinku Thomas. Project administration: Sumathi Swaminathan, Tinku Thomas. Supervision: Sumathi Swaminathan, Tinku Thomas. Supervision: Sumathi Swaminathan, Tinku Thomas. Visualization: Jithin Sam Varghese. Writing – original draft: Jithin Sam Varghese. Writing – original draft: Jithin Sam Varghese. Writing – review & editing: Sumathi Swaminathan, Anura V. Kurpad, Tinku Thomas. Writing – review & editing: Sumathi Swaminathan, Anura V. Kurpad, Tinku Thomas. Acknowledgments The authors would like to acknowledge Divya Mishra, Dr. Nidhi Jaikrishna, Shruthi Cyriac,
Sumedha Minocha, Dr. Swetha Rajeswari, Dr. Khushbu Gandhi and Vijay Singh for assisting 11 / 13 PLOS ONE | https://doi.org/10.1371/journal.pone.0210634
January 30, 2019 Poor compliance to the IFA supplement in anaemic North Indian pregnant women: Demand vs supply in field coordination and data pre-processing support. The authors would also like to acknowl-
edge Dr. Prabal V. Singh, Dr. Navin Kumar. Dr. Nayan Kumar and Pooja Singh of Oxford Pol-
icy Management Ltd. for assisting in the data collection process. in field coordination and data pre-processing support. The authors would also like to acknowl-
edge Dr. Prabal V. Singh, Dr. Navin Kumar. Dr. Nayan Kumar and Pooja Singh of Oxford Pol-
icy Management Ltd. for assisting in the data collection process. References 1. World Health Organization. The global prevalence of anaemia in 2011. Geneva: World Health Organi-
zation; 2015 2. Stevens GA, Finucane MM, Paciorek CJ, Flaxman SR, White RA, Donner AJ, et al. Trends in mild,
moderate, and severe stunting and underweight, and progress towards MDG 1 in 141 developing coun-
tries: A systematic analysis of population representative data. Lancet. 2012; 380(9844):824–34. https://
doi.org/10.1016/S0140-6736(12)60647-3 PMID: 22770478 3. International Institute for Population Sciences. National Family Health Survey-4, 2015–16: India Fact
Sheet. IIPS; 2017 4. Anand T, Rahi M, Sharma P, Ingle GK. Issues in prevention of iron deficiency anemia in India. Nutrition. 2014 Jul; 30(7–8):764–70. https://doi.org/10.1016/j.nut.2013.11.022 PMID: 24984990 5. Kapil U, Bhadoria AS. National Iron-plus Initiative guidelines for control of iron deficiency anaemia in
India, 2013. Natl Med J India. 2014; 27(1):27–9. PMID: 25403123 6. Al Hasan SM, Hassan M, Saha S, Islam M, Billah M, Islam S. Dietary phytate intake inhibits the bioavail-
ability of iron and calcium in the diets of pregnant women in rural Bangladesh: a cross-sectional study. BMC Nutr. 2016; 2(1):24. 7. Thankachan P, Walczyk T, Muthayya S, Kurpad AV., Hurrell RF. Iron absorption in young Indian
women: The interaction of iron status with the influence of tea and ascorbic acid1-3. Am J Clin Nutr. 2008; 87(4):881–6. https://doi.org/10.1093/ajcn/87.4.881 PMID: 18400710 8. Rammohan A, Awofeso N, Robitaille M-C. Addressing Female Iron-Deficiency Anaemia in India: Is Veg-
etarianism the Major Obstacle? ISRN Public Health. 2012; 2012:1–8. 9. Hunt JR. Biaoavailability of iron, zinc, and other trace minerals from vegetarian diets. Am J Clin Nutr. 2003; 78(3 Suppl):633S–639S. https://doi.org/10.1093/ajcn/78.3.633S PMID: 12936958 10. Thankachan P, Muthayya S, Walczyk T, Kurpad AV., Hurrell RF. An analysis of the etiology of anemia
and iron deficiency in young women of low socioeconomic status in Bangalore, India. Food Nutr Bull. 2007; 28(3):328–36. https://doi.org/10.1177/156482650702800309 PMID: 17974366 11. Prendergast AJ, Humphrey JH, Mutasa K, Majo FD, Rukobo S, Govha M, et al. Assessment of environ-
mental enteric dysfunction in the SHINE Trial: Methods and challenges. Clin Infect Dis. 2015; 61(Octo-
ber):S726–32. PLOS ONE | https://doi.org/10.1371/journal.pone.0210634
January 30, 2019 12 / 13 Poor compliance to the IFA supplement in anaemic North Indian pregnant women: Demand vs supply 12. Mbuya MNN, Humphrey JH. Preventing environmental enteric dysfunction through improved water,
sanitation and hygiene: an opportunity for stunting reduction in developing countries. Matern Child Nutr. 2016 May; 12(S1):106–20. 13. Brooker S, Hotez PJ, Bundy DAP. References Hookworm-related anaemia among pregnant women: A systematic
review. PLoS Negl Trop Dis. 2008; 2(9). 14. Mukherjee MB, Lu CY, Ducrocq R, Gangakhedkar RR, Colah RB, Kadam MD, et al. Effect of alpha-thal-
assemia on sickle-cell anemia linked to the Arab- Indian haplotype in India. Am J Hematol. 1997; 55
(2):104–9. PMID: 9209006 15. Mariani R, Trombini P, Pozzi M, Piperno A. Iron metabolism in thalassemia and sickle cell disease. Mediterr J Hematol Infect Dis. 2009; 16. Seck BC, Jackson RT. Determinants of compliance with iron supplementation among pregnant women
in Senegal. Public Health Nutr. 2008; 11(6):596–605. PMID: 17764606 17. Mithra P, Unnikrishnan B, Rekha T, Nithin K, Mohan K, Kulkarni V, et al. Compliance with iron-folic acid
(IFA) therapy among pregnant women in an urban area of south India. Afr Health Sci. 2013; 13(4):880–
5. https://doi.org/10.4314/ahs.v13i4.3 PMID: 24940307 18. Pappagallo S, Bull DL. Operational problems of an iron supplementation programme for pregnant
women: An assessment of UNRWA experience. Bull World Health Organ. 1996; 74(1):25–33. PMID:
8653813 19. Schultink W. Iron-supplementation programmes: Compliance of target groups and frequency of tablet
intake. Food Nutr Bull. 1996; 17(1). 20. Galloway R, McGuire J. Determinants of compliance with iron supplementation: Supplies, side effects,
or psychology? Soc Sci Med. 1994; 39(3):381–90. PMID: 7939855 21. Stuart Gillespie JK and JM. Controlling Iron Deficiency −Nutrition policy discussion paper No. 9. Nutr
policy Discuss Pap No 9. 1991;(9):7, 21. 22. Musoke D, Boynton P, Butler C, Musoke MB. Health seeking behaviour and challenges in utilising
health facilities in Wakiso district, Uganda. Afr Health Sci. 2014; 14(4):1046–55. https://doi.org/10.4314/
ahs.v14i4.36 PMID: 25834516 23. Shaikh BT, Hatcher J. Health seeking behaviour and health service utilization in Pakistan: Challenging
the policy makers. J Public Health (Bangkok). 2005; 27(1):49–54. 24. Puthuchira Ravi R, Athimulam Kulasekaran R. Care Seeking Behaviour and Barriers to Accessing Ser-
vices for Sexual Health Problems among Women in Rural Areas of Tamilnadu State in India. J Sex
Transm Dis. 2014; 2014:292157. 25. Government of India O of the RG& CC. Census of India 2011 Meta Data. 2011. 26. Mejı´a-Guevara I, Krishna A, Corsi DJ, Subramanian S V. Individual and Ecological Variation in Child
Undernutrition in India: A Multilevel Analysis. J South Asian Dev. 2015; 10(2):168–98. 27. World Health Organization. Haemoglobin concentrations for the diagnosis of anaemia and assessment
of severity. Vitamin and Mineral Nutrition Information System, Geneva, World Health Organization,
2011 (WHO/NMH/NHD/MNM/11.1) 2011. 28. Lumley T. References survey: analysis of complex survey samples. R package version 3.32–1. 2017; 29. National Imagery and Mapping Agency G and GD. Department of Defense World Geodetic System
1984-Technical Report. 2000. 30. Petry N, Olofin I, Hurrell R, Boy E, Wirth J, Moursi M, et al. The Proportion of Anemia Associated with
Iron Deficiency in Low, Medium, and High Human Development Index Countries: A Systematic Analysis
of National Surveys. Nutrients. 2016 Nov; 8(11):693. 31. Navaneetham K, Dharmalingam A. Utilization of maternal health care services in southern India. Soc
Sci Med. 2002; 55(10):1849–69. PMID: 12383469 32. Subramoney S, Gupta P. Anemia in pregnant women who use smokeless tobacco. Nicotine Tob Res. 2008; 10(5):917–20. https://doi.org/10.1080/14622200802027206 PMID: 18569767 33. Nordenberg D, Yip R, Binkin NJ. The effect of cigarette smoking on hemoglobin levels and anemia
screening. JAMA. 1990; 264(12):1556–9. PMID: 2395196 34. Costantine MM. Physiologic and pharmacokinetic changes in pregnancy. Front Pharmacol. 2014; APR
5(April):1–5. 35. Sen G, O¨ stlin P. Gender inequity in health: Why it exists and how we can change it. Glob Public Health. 2008; 3(SUPPL. 1):1–12. 36. Baru R, Acharya A, Acharya S, Kumar AS, Nagaraj K. Inequities in Access to Health Services in India:
Caste, Class and Region. Econ Polit Wkly. 2010; 45(38):49–58. 13 / 13 PLOS ONE | https://doi.org/10.1371/journal.pone.0210634
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Estimated Cardiorespiratory Fitness Attenuates the Impacts of Sarcopenia and Obesity on Non-Alcoholic Fatty Liver in Korean Adults
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International journal of environmental research and public health/International journal of environmental research and public health
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Received: 23 April 2020; Accepted: 29 May 2020; Published: 31 May 2020 Received: 23 April 2020; Accepted: 29 May 2020; Published: 31 May 2020 Abstract: This population-based, cross-sectional study examined the preventive role of non-exercise-based
estimation of cardiorespiratory fitness (eCRF) against the impacts of sarcopenia and obesity on the
non-alcoholic fatty liver (NAFL) in Korean adults. Data were obtained from the 2008–2011 Korea
National Health and Nutrition Examination Surveys IV and V (n = 14,015 Koreans aged ≥18 years,
64% women). eCRF was calculated with the age- and sex-specific algorithms, and classified as
lower (lowest 25%), middle (middle 50%) and upper (highest 25%). Individuals were classified as
optimal (i.e., the absence of both sarcopenia and obesity), sarcopenia (i.e., the presence of sarcopenia),
obesity (i.e., the presence of obesity) or sarcopenic obesity (i.e., the coexistence of sarcopenia and
obesity). Limited to the sarcopenia phenotype, the adjusted odds ratio (OR) of NAFL was 2.2
(95% confidence interval, CI, 1.5–3.1) for the lower eCRF, 1.6 (95% CI, 1.3–2.1) for the middle eCRF and
2.1 (95% CI, 1.4–3.1) for the upper eCRF, compared to the optimal phenotype. Limited to the obesity
phenotype, the adjusted OR of NAFL was 2.9 (95% CI, 2.0–4.2) for the lower eCRF, 3.5 (95% CI, 2.7–4.6)
for the middle eCRF and 1.8 (95% CI, 1.2–2.8) for the upper eCRF, compared to the optimal phenotype. Limited to the sarcopenic obesity phenotype, the adjusted OR of NAFL was 5.9 (95% CI, 4.3–8.2) for
the lower eCRF, 4.2 (95% CI, 3.2–5.5) for the middle eCRF and 2.5 (95% CI, 1.5–4.1) for the upper
eCRF, compared to the optimal phenotype. The current findings suggest that high eCRF attenuates
the individual and synergistic impacts of sarcopenia and obesity on NAFL in Korean adults. Keywords: fatty liver disease; physical fitness; physical activity; sarcopenia; obesity International Journal of
Environmental Research
and Public Health International Journal of
Environmental Research
and Public Health Int. J. Environ. Res. Public Health 2020, 17, 3902; doi:10.3390/ijerph17113902 www.mdpi.com/journal/ijerph 1. Introduction Non-alcoholic fatty liver disease (NAFLD) encompasses two subtypes of non-alcoholic fatty liver
(NAFL) and non-alcoholic steatohepatitis (NASH). The global prevalence of NAFLD is estimated to
be approximately 25% in the general population [1], although it varies from 15% to 70% depending
on age, sex, ethnicity and diagnostic method [2,3]. The prevalence of NAFLD is projected to rise,
due to an increase in Westernized affluent and sedentary lifestyles [4]. NAFL represents an excessive
accumulation of hepatic fat in the absence of any significant inflammation or fibrosis. Pathologically,
NAFL is closely associated with metabolic complications, such as hyperinsulinemia or dyslipidemia,
resulting in such adverse health outcomes as type 2 diabetes [5] and cardiovascular diseases (CVDs) [6]. Obesity and cardiorespiratory fitness (CRF), which reflects the ability of the respiratory and
circulatory systems to deliver oxygen to working skeletal muscles during exercise, have been well
established as independent predictors of metabolic syndrome [7], diabetes [8] and CVDs [9]. The two
lifestyle risk factors are also associated with NAFL [10,11]. In addition, sarcopenia is known as another
novel risk factor of NAFL in Western [12,13] and Asian populations [14–16], collectively suggesting Int. J. Environ. Res. Public Health 2020, 17, 3902; doi:10.3390/ijerph17113902 www.mdpi.com/journal/ijerph www.mdpi.com/journal/ijerph 2 of 12 Int. J. Environ. Res. Public Health 2020, 17, 3902 that an interaction among adipose tissue, skeletal muscle and the cardiorespiratory system may play
an important role in the pathophysiology of NAFL [17]. In Korea, the prevalence of NAFL is steadily
rising in those middle aged and older, particularly in men with central obesity [18], and in individuals
with sarcopenia [16] or poor CRF [19]. Poor CRF increases the risk of both sarcopenia and visceral
obesity in apparently healthy Korean adults [19]. Therefore, examining the individual and synergistic
impacts of lifestyle risk factors on NAFL will provide critical information and help develop better
therapeutic strategies for patients with NAFL. p
g
p
An objective measurement of CRF, which requires laboratory-based assessments with gas analysis,
is often limited due to such requirements as specialized equipment and trained personnel, as well
as being time-consuming, especially in a large population-based study. Fortunately, CRF can be
estimated with sex- and age-specific algorithms, developed on the basis of routinely-obtained health
indictors, with acceptable accuracy [20]. 1. Introduction To the best of our knowledge, however, no previous study has
investigated whether or not eCRF is a moderator in determining the association of sarcopenia and/or
obesity with NAFL in the Korean population. This study aimed to investigate the protective role of
eCRF against the synergistic impacts of sarcopenia and obesity on NAFL in Korean adults. 2 2 1 Definition of Obesity and Sarcopenia
2.2.1. Definition of Obesity and Sarcopenia y
p
Asians, including Koreans, have a higher risk of central obesity than Western populations, due
to a higher chance of central fat deposition, despite having lower BMI [22]. More importantly, BMI
fails to account for changes in body composition with aging, specifically the age-related decline in
muscle mass, strength and function [23]. Consequently, WC is known as a better indicator of visceral
adiposity, and is more closely associated with insulin resistance (IR) and its related metabolic
disorders such as NALFD [24,25], especially in Koreans [26,27]. In this study, therefore, the same
Korean-specific WC threshold for metabolic syndrome was used to determine central obesity: WC ≥
90 cm in men or ≥85 cm in women [28]
Asians, including Koreans, have a higher risk of central obesity than Western populations, due to
a higher chance of central fat deposition, despite having lower BMI [22]. More importantly, BMI fails
to account for changes in body composition with aging, specifically the age-related decline in muscle
mass, strength and function [23]. Consequently, WC is known as a better indicator of visceral adiposity,
and is more closely associated with insulin resistance (IR) and its related metabolic disorders such
as NALFD [24,25], especially in Koreans [26,27]. In this study, therefore, the same Korean-specific
WC threshold for metabolic syndrome was used to determine central obesity: WC ≥90 cm in men or
≥85 cm in women [28]. 90 cm in men or ≥ 85 cm in women [28]. Appendicular skeletal muscle mass (ASM) was defined as the sum of the muscle mass in the
arms and legs, measured with dual energy X-ray absorptiometry (DEXA) (DISCOVERY-W fan-beam
densitometer, Hologic, Inc., Bedford, MA, USA). Sarcopenic index was calculated with ASM (kg)
divided by body weight (kg), and the index values that were < 1 standard deviation below the mean
of the sex-specific healthy reference group (i.e., aged 20–39 years) from the same KNHANES IV and
V database were considered sarcopenic [29]. Appendicular skeletal muscle mass (ASM) was defined as the sum of the muscle mass in the
arms and legs, measured with dual energy X-ray absorptiometry (DEXA) (DISCOVERY-W fan-beam
densitometer, Hologic, Inc., Bedford, MA, USA). 2 2 1 Definition of Obesity and Sarcopenia
2.2.1. Definition of Obesity and Sarcopenia Sarcopenic index was calculated with ASM (kg)
divided by body weight (kg), and the index values that were < 1 standard deviation below the mean of
the sex-specific healthy reference group (i.e., aged 20–39 years) from the same KNHANES IV and V
database were considered sarcopenic [29]. V database were considered sarcopenic [29]. Based on the sarcopenia and obesity assessments, individuals were classified as optimal (i.e., the
absence of body sarcopenia and obesity), sarcopenia (i.e., the presence of sarcopenia), obesity (i.e.,
the presence of obesity) or sarcopenic obesity (i.e., the coexistence of sarcopenia and obesity). Based on the sarcopenia and obesity assessments, individuals were classified as optimal
(i.e., the absence of body sarcopenia and obesity), sarcopenia (i.e., the presence of sarcopenia), obesity
(i.e., the presence of obesity) or sarcopenic obesity (i.e., the coexistence of sarcopenia and obesity). 2.1. Data Source and Study Participants The data used in this study were obtained from the Korea National Health and Nutrition
Examination Surveys (KNHANES) IV and V, conducted in the Republic of Korea from 2007 to 2011 [20]. In brief, KNHANES is a continuous survey of South Korea. Each survey consists of independent sets of
non-institutionalized civilians aged 1 year and older from the South Korean population. All participants
were randomly assigned from 600 randomly selected districts of cities and provinces in South Korea. KNHANES IV comprises survey 1 in 2007 (n = 4594), survey 2 in 2008 (n = 9744) and survey 3 in 2009
(n = 10,533). KNHANES V comprises survey 1 in 2010 (n = 8958) and survey 2 in 2011 (n = 8518). All statistics of this survey have been calculated using sample weights assigned to sample participants. A detailed description of the sample weights is available elsewhere [21]. For the current study, we initially selected 28,071 adults aged 18 years and older from KNHANES
IV (survey 2 and survey 3) and V (survey 1 and survey 2). We then excluded individuals who had no
data available regarding height and weight (n = 20), resting heart rate (n = 1287), waist circumference
(WC) (n = 78), appendicular skeletal muscle mass (n = 9360), physical activity (n = 47), marital status
(n = 260) or education (n = 35) at baseline. Individuals who met the following criteria were additionally
excluded: (1) alcohol abuse (n = 2445), defined as a weekly alcohol consumption > 140 g/week for men
and > 70 g/week for women; 2) positive serologic markers for hepatitis B (n = 393) or hepatitis C virus
(n = 41); and (3) the presence of liver cirrhosis (n = 62) or liver cancer (n = 28). Consequently, a total of
14,015 adults (8917 women) were included in the final data analyses (Figure 1). The Institutional Review
Board of the Korea Centre for Disease Control and Prevention in accordance with the Declaration
of Helsinki reviewed and approved the KNHANES (Nos. 2008-04EXP-01-C, 2009-01CON-03-2C,
2010-02CON-21-C, 2011-02CON-06C). 3 of 12 Int. J. Environ. Res. Public Health 2020, 17, 3902 Figure 1. Flow chart of eligible participants in the study. Figure 1. Flow chart of eligible participants in the study. Figure 1. Flow chart of eligible participants in the study. Figure 1. Flow chart of eligible participants in the study. 2.2. Study Variables
2.2. Study Variables 2.2.3. Definition of Hepatic Steatosis Hepatic steatosis was determined using the following two indices of suspected hepati Hepatic steatosis was determined using the following two indices of suspected hepatic steatosis. NAFLD li
f t
(NAFLD LFS) [31] Hepatic steatosis was determined using the following two indices of suspected hepatic steatosis. NAFLD liver fat score (NAFLD-LFS) [31] Hepatic steatosis was determined using the following two indices of suspected hepatic steatosis
NAFLD liver fat score (NAFLD-LFS) [31] NAFLD liver fat score (NAFLD-LFS) [31] NAFLD liver fat score (NAFLD-LFS) [31] NAFLD-LFS = −2.89 + 1.18 (metabolic syndrome; yes = 1, no = 0) + 0.45 (type 2 diabetes; yes = 2,
no = 0) + 0.15 (insulin) + (0.04 × alanine aminotransferase) −0.94 × (aspartate aminotransferase/alanine
aminotransferase), with fasting serum concentrations of insulin (µU/ml), alanine aminotransferase
(U/L) and aspartate aminotransferase (U/L). Metabolic syndrome (Mets) was determined according to a
revised National Cholesterol Education Program definition [32] with the adoption of a Korean-specific
WC threshold [28]. Hepatic steatosis index (HSI) [33]. p
HSI = 8 (alanine aminotransferase/aspartate aminotransferase ratio) + body mass index (+ 2 if
diabetes, + 2 if female), with the cut-offpoint of 30 for steatosis was used. 2.3. Statistical Analyses All variables were checked for normality, both visually and through the Kolmogorov–Smirnov test,
and subjected to an appropriate transformation, if necessary, prior to statistical analyses. Descriptive
statistics were presented as means and standard deviations for continuous variables, and as percentages
for categorical variables. Parametric and non-parametric statistics were also used to compare continuous
and categorical variables, respectively, among sarcopenia and obesity-based phenotypes (i.e., optimal,
sarcopenia, obesity and sarcopenic obesity) stratified by eCRF categories (i.e., lower, middle and upper). Odd ratios (ORs) and 95% confidence intervals (95% CIs) of sarcopenia and obesity-based phenotypes
for NAFL were calculated in each eCRF category using multiple logistic regression analyses before
and after adjustments for all measured covariates. Alpha was set at 0.05. All statistical analyses were
performed using the SPSS-PC statistical software (version 23.0, SPSS Inc., Chicago, IL, USA). 2.2.4. Clinical and Laboratory Measurements Participants were required to complete self-administered questionnaires regarding smoking,
alcohol habits, physical activity, income, marital status, education and past medical history. Height,
weight, WC, systolic blood pressure (SBP), diastolic blood pressure (DBP) and resting heart rate (RHR)
were assessed with standardized procedures by trained persons. Body mass index (BMI) was calculated
as weight divided by height (kg/m2). Fasting venous blood sampling was performed after overnight fasting to determine concentrations
of glucose, total cholesterol (TC), triglycerides (TG), high-density lipoprotein cholesterol (HDLC),
insulin, alanine aminotransferase (ALT), aspartate aminotransferase (AST) and platelet. Homeostasis
model assessment of insulin resistance (HOMA-IR) was calculated; HOMA-IR = fasting insulin (uU/L)
× fasting glucose (nmol/L)/22.5. A detailed description of the clinical and laboratory measurements is
available elsewhere [22]. 2.2.2. Calculation of eCRF
2.2.2. Calculation of eCRF eCRF was calculated in units of metabolic equivalents (METs) [20]; eCRF (METs) = 2.77 (sex) −
0.10 (age) − 0.17 (body mass index) − 0.03 (resting heart rate) + 1.00 (physical activity score) + 18.07. Physical activity score was assessed with the Johnson Space Centre Physical Activity Rating scale,
which was developed to provide a self-rating in the range of 0 (avoid physical activities whenever
possible) to 7 (heavy physical activities done regularly for more than 3 hours per week) [30]. eCRF
eCRF was calculated in units of metabolic equivalents (METs) [20]; eCRF (METs) = 2.77 (sex) −
0.10 (age) −0.17 (body mass index) −0.03 (resting heart rate) + 1.00 (physical activity score) + 18.07. Physical activity score was assessed with the Johnson Space Centre Physical Activity Rating scale,
which was developed to provide a self-rating in the range of 0 (avoid physical activities whenever
possible) to 7 (heavy physical activities done regularly for more than 3 hours per week) [30]. eCRF was 4 of 12 Int. J. Environ. Res. Public Health 2020, 17, 3902 then classified into lower (lowest 25%), middle (middle 50%) and upper (highest 25%), on the basis of
sex- and age-specific tertiles of individual distributions. 2.2.3. Definition of Hepatic Steatosis 3. Results Table 1 represents the descriptive statistics of study participants. In general, men had more
favorable profiles of marital status and education, and higher rates of physical inactivity, smoking,
heavy alcohol consumption, hypertension, diabetes and metabolic syndrome, in conjunction with
a higher rate of glucose-lowering medications and a lower rate of lipid-lowering medications than
women. Men had poorer blood chemistry profiles than women, as shown in FBG, TG, AST, ALT,
NAFLD-LFS, HSI and HDLC. 5 of 12 Int. J. Environ. Res. Public Health 2020, 17, 3902 Table 1. Description of study participants. Table 1. Description of study participants. Table 1. Description of study participants. 3. Results Women (n = 8917)
Men (n = 5098)
Total (n = 14,015)
Body fatness and fitness
Age (year)
50.3 ± 16.2
49.7 ± 16.4
50.1 ± 16.3
BMI (kg/m2)
23.4 ± 3.4
23.9 ± 3.1
23.6 ± 3.3
Body fat (%)
33.0 ± 5.5
22.1 ± 5.5
29.1 ± 7.6
WC (cm)
78.8 ± 9.9
84.0 ± 9.0
80.7 ± 9.9
SMI (%)
26.9 ± 2.7
34.0 ± 3.0
29.5 ± 4.4
RHR (beats/min)
71.6 ± 9.3
70.0 ± 9.4
71.0 ± 9.3
eCRF (METs)
8.2 ± 2.2
11.2 ± 2.2
9.3 ± 2.7
Socio-economic status
Income (10,000 won/month)
345.2 ± 823.7
375.1 ± 1229.8
356.1 ± 990.9
Marital status, n (%)
Married
6308 (70.7)
4055 (79.5)
10,363 (73.9)
Widow/divorced
1742 (19.6)
232 (4.6)
1974 (14.1)
Unmarried
867 (9.7)
811 (15.9)
1678 (12.0)
Education, n (%)
Elementary
3101 (34.8)
923 (18.1)
4024 (28.7)
Middle/high
3672 (41.2)
2426 (47.6)
6098 (43.5)
College
2144 (24.0)
1749 (34.3)
3893 (27.8)
Health conditions
Smoking, n (%)
728 (8.2)
3856 (75.6)
4584 (32.7)
Alcohol, n (%)
2049 (23.0)
373 (7.3)
2422 (17.3)
Inactivity, n (%)
5540 (62.1)
2831 (55.5)
8371 (59.7)
Hypertension, n (%)
2602 (29.2)
1939 (38.0)
4541 (32.4)
Diabetes, n (%)
766 (9.0)
548 (11.1)
1314 (9.8)
Metabolic syndrome, n (%)
2056 (24.2)
1380 (28.0)
3436 (25.6)
Menopause, n (%)
4069 (45.6)
0 (0.0)
4069 (29.0)
GLM, n (%)
568 (6.4)
381 (7.5)
949 (6.8)
LLM, n (%)
499 (5.6)
198 (3.9)
697 (5.0)
Blood markers
FBG (mg/dL)
96.2 ± 21.3
99.7 ± 26.2
97.5 ± 23.3
Insulin (uIU/L)
10.0 ± 5.6
9.9 ± 5.4
10.0 ± 5.5
HOMA-IR
2.4 ± 2.3
2.5 ± 1.7
2.5 ± 2.1
TC (mg/dL)
189.0 ± 36.0
186.7 ± 34.8
188.2 ± 35.6
HDL-C (mg/dL)
49.8 ± 10.9
44.5 ± 10.2
47.8 ± 11.0
TG (mg/dL)
115.0 ± 76.6
147.9 ± 104.6
127.1 ± 89.3
AST (IU/L)
20.3 ± 8.1
23.7 ± 12.2
21.5 ± 10.0
ALT (IU/L)
17.7 ± 12.7
26.2 ± 22.0
20.8 ± 17.2
Platelet (109/L)
264.2 ± 59.7
243.3 ± 54.1
256.5 ± 58.6
Indices of hepatic steatosis
NAFLD-LFS
−1.44 ± 1.44
−1.02 ± 1.47
−1.29 ± 1.47
HSI
32.3 ± 4.8
32.7 ± 5.4
32.4 ± 5.0
BMI, body mass index; WC, waist circumference; SMI, skeletal muscle index; RHR, resting heart rate; eCRF,
non-exercise-based estimation of cardiorespiratory fitness; GLM, glucose-lowering medications; LLM, lipid-lowering
medications; FBG, fasting blood glucose; HOMA-IR, homeostasis model assessment of insulin resistance; TC,
total cholesterol; TG, triglycerides; AST, aspartate aminotransferase; ALT, alanine aminotransferase; NAFLD-LFS,
non-alcoholic fatty liver disease-liver fatty score; HSI, hepatic steatosis index. 3. Results The impacts of sarcopenia and obesity on the prevalence of NAFL stratified by eCRF levels. Table 3 represents the ORs and 95% CIs of sarcopenia and obesity-based phenotypes for NAFL,
stratified by eCRF levels. Limited to the sarcopenia phenotype, the adjusted OR of NAFL was 2.2
(95% CI, 1.5–3.1) for the lower eCRF, 1.6 (95% CI, 1.3–2.1) for the middle eCRF and 2.1 (95% CI, 1.4–3.1)
for the upper, compared to the optimal phenotype. Limited to the obesity phenotype, the adjusted
OR of NAFL was 2.9 (95% CI, 2.0–4.2) for the lower eCRF, 3.5 (95% CI, 2.7–4.6) for the middle eCRF
and 1.8 (95% CI, 1.2–2.8) for the upper eCRF, compared to the optimal phenotype. Limited to the
sarcopenic obesity phenotype, the adjusted OR of NAFL was 5.9 (95% CI, 4.3–8.2) for the lower eCRF,
4.2 (95% CI, 3.2–5.5) for the middle eCRF and 2.5 (95% CI, 1.5–4.1) for the upper eCRF, compared to the
optimal phenotype. Together, the findings of the current study suggest that high eCRF attenuates the
individual and synergistic impacts of sarcopenia and obesity on NAFL. Table 3. Odds ratio (OR) of sarcopenia and obesity-based phenotypes for NAFL, stratified by eCRF
levels (data are presented as OR and 95% confidence interval). Phenotypes
Lower 25% eCRF
Middle 50% eCRF
Upper 5% eCRF
SAR
OB
Crude OR
Adjusted OR
Crude OR
Adjusted OR
Crude OR
Adjusted OR
-
-
1 (referent)
1 (referent)
1 (referent)
1 (referent)
1 (referent)
1 (referent)
+
-
2.2 (1.7–2.9) **
2.1 (1.5–3.1) **
2.1 (1.7–2.5) **
1.6 (1.3–2.1) **
2.2 (1.6–3.0) **
2.1 (1.4–3.1) *
-
+
9.0 (7.1–11.6) **
2.9 (2.0–4.2) **
11.8 (9.8–11.4) **
3.5 (2.7–4.6) **
9.4 (7.0–12.5) **
1.8 (1.2–2.8) *
+
+
13.0 (10.4–16.2) **
5.9 (4.3–8.2) **
13.7 (11.4–16.4) **
4.2 (3.2–5.5) **
11.6 (8.3–16.1) **
2.5 (1.5–4.1) **
eCRF, non-exercise-based estimation of cardiorespiratory fitness; SAR, sarcopenia; OB, obesity. Minus (-) and plus
(+) indicate the absence of SAR or OB and the presence of SAR and/or OB, respectively. Adjusted for income,
marital status, education, resting heart rate, smoking, alcohol consumption, hypertension and menopause. * p < 0.05,
** p < 0.001. Table 3. Odds ratio (OR) of sarcopenia and obesity-based phenotypes for NAFL, stratified by eCRF
levels (data are presented as OR and 95% confidence interval). eCRF, non-exercise-based estimation of cardiorespiratory fitness; SAR, sarcopenia; OB, obesity. 3. Results Compared to optimal anthropometrics (i e
age BMI percent body fat WC and SMI Women (n = 8917)
Men (n = 5098)
Total (n = 14,015) BMI, body mass index; WC, waist circumference; SMI, skeletal muscle index; RHR, resting heart rate; eCRF,
non-exercise-based estimation of cardiorespiratory fitness; GLM, glucose-lowering medications; LLM, lipid-lowering
medications; FBG, fasting blood glucose; HOMA-IR, homeostasis model assessment of insulin resistance; TC,
total cholesterol; TG, triglycerides; AST, aspartate aminotransferase; ALT, alanine aminotransferase; NAFLD-LFS,
non-alcoholic fatty liver disease-liver fatty score; HSI, hepatic steatosis index. BMI, body mass index; WC, waist circumference; SMI, skeletal muscle index; RHR, resting heart rate; eCRF,
non-exercise-based estimation of cardiorespiratory fitness; GLM, glucose-lowering medications; LLM, lipid-lowering
medications; FBG, fasting blood glucose; HOMA-IR, homeostasis model assessment of insulin resistance; TC,
total cholesterol; TG, triglycerides; AST, aspartate aminotransferase; ALT, alanine aminotransferase; NAFLD-LFS,
non-alcoholic fatty liver disease-liver fatty score; HSI, hepatic steatosis index. Compared to optimal, anthropometrics (i.e., age, BMI, percent body fat, WC and SMI),
SES (i.e., marital status and education) and health conditions (i.e., smoking, alcohol consumption,
inactivity, hypertension, diabetes, metabolic syndrome, menopause, glucose and lipid-lowering
medications, and markers of NAFL) became worse in the order of sarcopenia, obesity and sarcopenic
obesity, in the lower, middle and upper eCRF categories. Compared to optimal, blood chemistry
profiles (i.e., FBG, insulin, HOMA-IR, TC, HDL-C, TG, AST and ALT) also became worse in the order Int. J. Environ. Res. Public Health 2020, 17, 3902 6 of 12 of sarcopenia, obesity and sarcopenic obesity, in the lower, middle and upper eCRF categories (refer to
Tables S1–S3 in the Supplementary Materials). of sarcopenia, obesity and sarcopenic obesity, in the lower, middle and upper eCRF categories (refer to
Tables S1–S3 in the Supplementary Materials). Table 2 represents the impacts of sarcopenia and obesity on the prevalence of NAFL, stratified by
eCRF levels. Significant inverse, linear trends in the prevalence of NAFL were found according to
incremental eCRF categories (from lower to upper) in all the sarcopenia and obesity-based phenotypes. Table 2. The impacts of sarcopenia and obesity on the prevalence of NAFL stratified by eCRF levels. Optimal
Sarcopenia
Obesity
Sarcopenic Obesity
Lower eCRF
177 (14.9%)
127 (27.9%)
281 (61.2%)
524 (69.4%)
Middle eCRF
418 (11.2%)
183 (20.7%)
410 (59.8%)
463 (63.3%)
Upper eCRF
217 (9.3%)
68 (18.3%)
121 (49.0%)
94 (54.3%)
p < 0.001
p = 0.001
p = 0.005
p < 0.001
eCRF: non-exercise-based estimation of cardiorespiratory fitness. Table 2. 3. Results Minus (-) and plus
(+) indicate the absence of SAR or OB and the presence of SAR and/or OB, respectively. Adjusted for income,
marital status, education, resting heart rate, smoking, alcohol consumption, hypertension and menopause. * p < 0.05,
** p < 0.001. 4. Discussion In this population-based study, we examined the impacts of sarcopenia and obesity on NAFL,
stratified by eCRF levels, in Korean adults, and found that NAFL was positively associated with
sarcopenia and/or obesity, and inversely associated with eCRF. To the best of our knowledge, this is the
first study to report that high eCRF attenuates the individual and synergistic impacts of sarcopenia
and obesity on NAFL in Korean adults. The findings of the current study are in accordance with previous studies reporting obesity and
sarcopenia as important risk factors for NAFL. In an average 4.5-year follow-up cohort study, involving
77,425 metabolically healthy adults at baseline, Chang et al. [34] showed that overweight and obese
individuals had higher hazard ratios of incident NAFLD (HR = 2.15, 95% CI = 2.06–2.26 and OR = 3.55,
95% CI = 3.37–3.74, respectively) compared with normal-weight individuals. By analyzing the data
obtained from 29,994 Korean adults aged 18 years and older who had a routine health examination,
Kwon et al. [35] showed that obese individuals had a higher prevalence of NAFLD (50.1% vs. 12.6%)
compared to non-obese individuals. Yang et al. [36] examined the association between NAFLD and Int. J. Environ. Res. Public Health 2020, 17, 3902 7 of 12 obesity-related metabolic syndrome in a sample of 614 Korean participants recruited from a local
community, and found that the risk of Mets was linearly increased according to incremental NAFLD
severity (from mild to severe). Together, these findings of the current and previous studies suggest that
obesity, especially central obesity, increases the odds for NAFL directly and/or indirectly by inducing
metabolic disorders, such as metabolic syndrome and IR [37]. In addition to obesity, the findings of the current study are also in accordance with the findings
from Korean cohort studies reporting sarcopenia as another novel risk factor of NAFL. In a total of
4398 Korean adults who had no baseline NAFLD, Lee et al. [38] examined the association between
ASM and the 7-year follow-up incident of NAFLD, and found that decreased ASM was positively
associated with incident of NAFLD independent of obesity. By analyzing a 7-year follow-up study,
involving 12,624 Korean adults aged 20 years and older, Kim et al. [14] also showed that baseline
skeletal muscle index (SMI) was inversely associated with incident NAFLD, and positively correlated
with the resolution of baseline NAFLD. The association between sarcopenia and NAFL has been reported from population-based,
cross-sectional studies. 4. Discussion By analyzing data obtained from KNHANES IV and V, Lee et al. [16]
examined the association between sarcopenia and NAFLD in a representative sample of Korean adults,
and found that decreased SMI was independently associated with an increased risk of NAFL and
NASH in Korean adults. In a recent meta-analysis involving 19 articles, Cai et al. [39] showed that
patients with NAFLD had lower SMI than normal controls. In that study, sarcopenic individuals were
found to have a significantly higher risk of developing NAFL (OR = 1.33), NASH (OR = 2.42) and
hepatic fibrosis (OR = 1.56) when compared with their non-sarcopenic counterparts. Those previous
findings emphasize the clinical importance of increases in skeletal muscle mass as a therapeutic strategy
against NAFL. Evidence has been accumulated to support lifestyle intervention as a therapeutic strategy for
patients with NAFL. In a review paper, Glass et al. [40] showed that a combination of aerobic and
resistance exercise, targeting both CRF and myokines, resulted in the greatest benefits for NAFLD. In a lifestyle intervention with diet modification and increase in physical activity, for example, CRF
at baseline was the strongest predictor of reductions in fatty liver, independent of changes in body
fatness [41]. Similarly, a 16 weeks of supervised exercise training resulted in improvements in both
CRF and NAFL independent of weight loss, and the exercise training-induced improvements in CRF
and NAFL were reversed after 1 year of exercise cessation [42], implying that CRF and NAFL are
causally related to each other. Consequently, an intervention study will be necessary to elucidate the
nature of the link between CRF and NAFL, as well as the underlying mechanism(s). Several explanations are possible for the high eCRF-related attenuation of the prevalence of NAFL,
associated with sarcopenia and central obesity, observed in the current study. First, sarcopenia and
obesity are two of the major risk factors that are frequently encountered in patients with NAFL. IR is
considered as a common factor linking sarcopenia and obesity to hepatic steatosis, via perturbations
in the release of myokines and adipokines, respectively [17]. On the other hand, CRF is positively
associated with whole-body insulin sensitivity in apparently healthy men and women [39], as well
as overweight/obese subjects [10]. Therefore, it seems reasonable to speculate that high CRF-related
insulin sensitivity may attenuate the individual and synergistic impact of sarcopenia and obesity on
the risk of hepatic steatosis. 4. Discussion Second, inflammation may be another explanation for the link between hepatic steatosis, sarcopenia
and obesity [43,44]. As such, high CRF-related anti-inflammatory responses may attenuate the
individual and synergistic impacts of sarcopenia and obesity on NAFL [11]. Third, metabolic syndrome, characterized by hyperglyceridemia, hyperlipidemia and hypertension,
may contribute to the development of NAFL [45]. On the other hand, promotion of CRF via regular exercise
hasbeenwellestablishedasaneffectivetherapeuticstrategyforpatientswithmetaboliccomplications[46,47]. Together, the findings of the current study suggest that sarcopenia and obesity are individually and
synergistically associated with whole-body insulin resistance/diabetes, low grade inflammation and Int. J. Environ. Res. Public Health 2020, 17, 3902 8 of 12 metabolic syndrome, contributing to the development of NAFL, while high CRF may alleviate the
individual and synergistic impacts of sarcopenia and obesity on NAFL by suppressing/minimizing those
metabolic complications. metabolic syndrome, contributing to the development of NAFL, while high CRF may alleviate the
individual and synergistic impacts of sarcopenia and obesity on NAFL by suppressing/minimizing those
metabolic complications. p
This study has limitations. First, the cross-sectional nature of this study does not allow causal
inference regarding the potential role of eCRF in determining the relationships of sarcopenia and
obesity with NAFL. Second, a further study will be necessary to investigate the cellular and molecular
mechanism(s) through which CRF alleviates the impact of sarcopenic obesity on the risk of hepatic
steatosis. Third, most previous studies involving Korean populations did not include CRF as an
exposure, perhaps due to practical the difficulties/limitations related to its measurement. Alternatively,
we included eCRF as an important exposure, so that the nature of the relationship of sarcopenic
obesity with NAFLD may be better delineated or unveiled [18]. However, the accuracy of the eCRF
used in this study remains to be validated in Korean populations. Fourth, BMI and waist-to-hip
ratio (WHR) were used as obesity measures, and these are also closely associated with metabolic
disorders [46]. Consequently, the impact of the coexistence of sarcopenia and obesity on NAFL should
be further addressed in a future study using anthropometric measures of obesity. Fifth, assessment
of alcohol consumption based on a self-reported questionnaire may not eliminate the possibility of
underestimating the alcohol intake. Lastly, although using HSI and NAFLD-LFS as biomarkers of
NAFL was previously validated against ultrasound or 1H-MRS [31], their accuracy in quantifying
steatosis was also questioned, and contrasted with liver biopsy as the reference standard [48]. 4. Discussion Therefore,
the accuracy of HSI and NAFLD-LFS should be validated against liver biopsy, ultrasound or 1H-MRS
as reference standard in a large cohort study using Korean populations. Despite the limitations, the current findings of this population-based, cross-sectional study indicate
the individual and synergistic impacts of sarcopenia and obesity on NAFL, and expand the current
knowledge and literature regarding this issue, proving the possible role of eCRF as an important
mediator in determining the relationship between sarcopenic obesity and NAFL in Korean adults. 5. Conclusions This study examined the impacts of sarcopenia and obesity on NAFL in relation to eCRF levels
in Korean adults, and found that high eCRF attenuates the individual and synergistic impacts of
sarcopenia and obesity on NALF. From a clinical perspective, the findings of our study suggest that the
importance of interventions targeting both poor CRF and sarcopenic obesity should be emphasized in
the management and prevention of NAFL. Supplementary Materials: The following are available online at http://www.mdpi.com/1660-4601/17/11/3902/s1,
Table S1: Descriptive statistics of sarcopenic obesity-based phenotypes in lower eCRF category, Table S2: Descriptive
statistics of sarcopenic obesity-based phenotypes in middle eCRF category, Table S3: Descriptive statistics of
sarcopenic obesity-based phenotypes in upper eCRF category. Author Contributions: I.L. and H.K. contributed to the conception and design, data analyses, data interpretation,
and writing of the manuscript. J.K. contributed to data interpretation and preparing and writing of the manuscript. All authors read and approved the final manuscript. Funding: This work was supported by the National Research Foundation Grant funded by the Korean Government
(NRF-2019R1I1A1A01043771). Acknowledgments: We gratefully thank the Korea Centers for Disease Control and Prevention (KCDC) for
allowing use of their data for this study. Conflicts of Interest: The authors declare no conflicts of interest to disclose. t: The authors declare no conflicts of interest to disclo Abbreviations
CRF
cardiorespiratory fitness
eCRF
estimated cardiorespiratory fitness
WC
waist circumference
WHR
waist-to-hip ratio
BMI
body mass index References 1. Araújo, A.R.; Rosso, N.; Bedogni, G.; Tiribelli, C.; Bellentani, S. Global epidemiology of non-alcoholic fatty
liver disease/non-alcoholic steatohepatitis: What we need in the future. Liver Int. 2018, 38, 47–51. [CrossRef]
[PubMed] 1. Araújo, A.R.; Rosso, N.; Bedogni, G.; Tiribelli, C.; Bellentani, S. Global epidemiology of non-alcoholic fatty
liver disease/non-alcoholic steatohepatitis: What we need in the future. Liver Int. 2018, 38, 47–51. [CrossRef]
[PubMed] 1. Araújo, A.R.; Rosso, N.; Bedogni, G.; Tiribelli, C.; Bellentani, S. Global epidemiology of non-alcoholic fatty
liver disease/non-alcoholic steatohepatitis: What we need in the future. Liver Int. 2018, 38, 47–51. [CrossRef]
[PubMed] 2. Sherif, Z.A.; Saeed, A.; Ghavimi, S.; Nouraie, S.M.; Laiyemo, A.O.; Brim, H.; Ashktorab, H. Global epidemiology
of nonalcoholic fatty liver disease and prespectives on US minority populations. Dig. Dis. Sci. 2016, 61,
1214–1225. [CrossRef] [PubMed] 2. Sherif, Z.A.; Saeed, A.; Ghavimi, S.; Nouraie, S.M.; Laiyemo, A.O.; Brim, H.; Ashktorab, H. Global epidemiology
of nonalcoholic fatty liver disease and prespectives on US minority populations. Dig. Dis. Sci. 2016, 61,
1214–1225. [CrossRef] [PubMed] 3. Fan, J.G.; Kim, S.U.; Wong, V.W. New trends on obesity and NAFLD in Asia. J. Hepatol. 2017, 67, 8
[CrossRef] [PubMed] 4. Younossi, Z.M. Non-alcoholic fatty liver disease—A global public health perspective. J. Hepatol. 2019, 70,
531–544. [CrossRef] [PubMed] 4. Younossi, Z.M. Non-alcoholic fatty liver disease—A global public health perspective. J. Hepatol. 2019, 70,
531–544. [CrossRef] [PubMed] 5. Ballestri, S.; Zona, S.; Targher, G.; Romagnoli, D.; Baldelli, E.; Nascimbeni, F.; Roverato, A.; Guaraldi, G.;
Lonardo, A. Nonalcoholic fatty liver disease is associated with an almost twofold increased risk of incident type
2 diabetes and metabolic syndrome. Evidence from a systematic review and meta-analysis. J. Gastroenterol. Hepatol. 2016, 31, 936–944. [CrossRef] [PubMed] 5. Ballestri, S.; Zona, S.; Targher, G.; Romagnoli, D.; Baldelli, E.; Nascimbeni, F.; Roverato, A.; Guaraldi, G.;
Lonardo, A. Nonalcoholic fatty liver disease is associated with an almost twofold increased risk of incident type
2 diabetes and metabolic syndrome. Evidence from a systematic review and meta-analysis. J. Gastroenterol. Hepatol. 2016, 31, 936–944. [CrossRef] [PubMed] 6. Targher, G.; Byrne, C.D.; Lonardo, A.; Zoppini, G.; Barbui, C. Non-alcoholic fatty liver disease and risk of
incident cardiovascular disease: A meta-analysis. J. Hepatol. 2016, 65, 589–600. [CrossRef] [PubMed] 6. Targher, G.; Byrne, C.D.; Lonardo, A.; Zoppini, G.; Barbui, C. Non-alcoholic fatty liver disease and risk of
incident cardiovascular disease: A meta-analysis. J. Hepatol. 2016, 65, 589–600. [CrossRef] [PubMed] 7. Abbreviations 9 of 12 Int. J. Environ. Res. Public Health 2020, 17, 3902 OR
odds ratio
CI
confidence interval
NAFLD
non-alcoholic fatty liver disease
NAFL
non-alcoholic fatty liver disease
NASH
non-alcoholic
CVDs
cardiovascular diseases
KNHNES
Korea National Health and Nutrition Examination Surveys
ASM
Appendic ular skeletal muscle mass
SMI
skeletal muscle index
DEXA
dual energy X-ray absorptiometry
METs
metabolic equivalents
NAFLD-LFS
NAFLD liver fat score
HSI
hepatic steatosis index
Mets
metabolic syndrome
RHR
resting heart rate
SBP
systolic blood pressure
DBP
diastolic blood pressure
TC
total cholesterol
TG
triglycerides
HDLC
high-density lipoprotein cholesterol
FBG
fasting blood glucose
ALT
alanine aminotransferase
AST
aspartate aminotransferase
HOMA-IR
homeostasis model assessment of insulin resistance
GLM
glucose-lowering medications
LLM
lipid-lowering medications References Do, K.; Brown, R.E.; Wharton, S.; Ardern, C.I.; Kuk, J.L. Association between cardiorespiratory fitness and
metabolic risk factors in a population with mild to severe obesity. BMC Obes. 2018, 5, 5. [CrossRef] 8. Lee, J.; Cho, Y.K.; Kang, Y.M.; Kim, H.S.; Jung, C.H.; Kim, H.K.; Park, J.Y.; Lee, W.J. The impact of NAFLD
and waist circumference changes on diabetes development in prediabetes subjects. Sci. Rep. 2019, 9, 17258. [CrossRef] 9. Chen, L.Y.; Zmora, R.; Duval, S.; Chow, L.S.; Lloyd-Jones, D.M.; Schreiner, P.J. Cardiorespiratory fitness,
adiposity, and heart rate variability: The coronary artery risk development in young adults study. Med. Sci. Sports Exerc. 2019, 51, 509–514. [CrossRef] Int. J. Environ. Res. Public Health 2020, 17, 3902 10 of 12 10 of 12 10. Haufe, S.; Engeli, S.; Budziarek, P.; Utz, W.; Schulz-Menger, J.; Hermsdorf, M.; Wiesner, S.; Otto, C.; Haas, V.;
de Greiff, A.; et al. Cardiorespiratory fitness and insulin sensitivity in overweight or obese subjects may be
linked through intrahepatic lipid content. Diabetes 2010, 59, 1640–1647. [CrossRef] 11. Madssen, E.; Skaug, E.A.; Wisløff, U.; Ellingsen, Ø.; Videm, V. Inflammation is strongly associated with
cardiorespiratory fitness, sex, BMI, and the metabolic syndrome in a self-reported healthy population:
HUNT3 fitness study. Mayo Clin. Proc. 2019, 94, 803–810. [CrossRef] [PubMed] 12. Wijarnpreecha, K.; Kim, D.; Raymond, P.; Scribani, M.; Ahmed, A. Associations between sarcopenia and
nonalcoholic fatty liver disease and advanced fibrosis in the USA. Eur. J. Gastroenterol. Hepatol. 2019, 31,
1121–1128. [CrossRef] [PubMed] 13. Peng, T.C.; Wu, L.W.; Chen, W.L.; Liaw, F.Y.; Chang, Y.W.; Kao, T.W. Nonalcoholic fatty liver disease and
sarcopenia in a Western population (NHANES III): The importance of sarcopenia definition. Clin. Nutr. 2019,
38, 422–428. [CrossRef] [PubMed] 14. Kim, G.; Lee, S.E.; Lee, Y.B.; Jun, J.E.; Ahn, J.; Bae, J.C.; Jin, S.M.; Hur, K.Y.; Jee, J.H.; Lee, M.K.; et al. Relationship
between relative skeletal muscle mass and non-alcoholic fatty liver disease: A 7-year longitudinal study. Hepatology 2018, 86, 1755–1768. [CrossRef] [PubMed] p
gy
15. Koo, B.; Kim, D.; Joo, S.; Kim, J.; Chang, M.; Kim, B.; Lee, K.; Kim, W. Sarcopenia is an independent risk factor
for non-alcoholic steatohepatitis and significant fibrosis. J. Hepatol. 2017, 66, 123–131. [CrossRef] [PubMed] 16. Lee, Y.H.; Kim, S.U.; Song, K.; Park, J.Y.; Kim, D.Y.; Ahn, S.H.; Lee, B.W.; Kang, E.S.; Cha, B.S.; Han, K.H. References Sarcopenia is associated with significant liver fibrosis independently of obesity and insulin resistance in
nonalcoholic fatty liver disease: Nationwide surveys (KNHANES 2008-2011). Hepatology 2016, 63, 776–786. [CrossRef] [PubMed] 17. Merli, M.; Lattanzi, B.; Aprile, F. Sarcopenic obesity in fatty liver. Curr. Opin. Clin. Nutr. Metab. Care 2019, 22,
185–190. [CrossRef] 18. Jeong, E.H.; Jun, D.W.; Cho, Y.K.; Choe, Y.G.; Ryu, S.; Lee, S.M.; Jang, E.C. Regional prevalence of non-alcoholic
fatty liver disease in Seoul and Gyeonggi-do, Korea. Clin. Mol. Hepatol. 2013, 19, 266–272. [CrossRef] 19. Kim, T.N.; Park, M.S.; Kim, Y.J.; Lee, E.J.; Kim, M.K.; Kim, J.M.; Ko, K.S.; Rhee, B.D.; Won, J.C. Association of
low muscle mass and combined low muscle mass and visceral obesity with low cardiorespiratory fitness. PLoS ONE 2014, 9, e100118. [CrossRef] 20. Jurca, R.; Jackson, A.S.; LaMonte, M.J.; Morrow, J.R., Jr.; Blair, S.N.; Wareham, N.J.; Haskell, W.L.; van
Mechelen, W.; Church, T.S.; Jakicic, J.M.; et al. Assessing cardiorespiratory fitness without performing
exercise testing. Am. J. Prev. Med. 2005, 29, 185–193. [CrossRef] 21. Korean Centers for Disease Control and Prevention. Korea National Health and Nutrition Examination
Surveys. Available online: http://knhanes.cdc.go.kr (accessed on 10 October 2019). 22. Kweon, A.; Kim, Y.; Jang, M.J.; Kim, Y.; Kim, K.; Choi, S.; Chun, C.; Khang, Y.H.; Oh, K. Data resource profile:
The Korea National Health and Nutrition Examination Survey (KNHANES). Int. J. Epidemiol. 2014, 43, 69–77. [CrossRef] [PubMed] 23. Mirsa, A. Ethnic-specific criteria for classification of body mass index: A perspective for Asian Indians and
American Diabetes Association Position Statement. Diabetes Technol. Ther. 2015, 17, 667–671. 24. Sayer, A.A.; Syddall, H.; Martin, H.; Patel, H.; Baylis, D.; Cooper, C. The developmental origins of sarcopenia. J. Nutr. Health Aging 2008, 12, 427–432. [CrossRef] [PubMed] 25. Fox, C.S.; Massaro, J.M.; Hoffmann, U.; Pou, K.M.; Maurovich-Horvat, P.; Liu, C.Y.; Vasan, R.S.; Murabito, J.M.;
Meigs, J.B.; Cupples, L.A.; et al. Abdominal visceral and subcutaneous adipose tissue compartments:
Association with metabolic risk factors in the Framingham Heart Study. Circulation 2007, 116, 39–48. [CrossRef] 26. Pouliot, M.C.; Després, J.P.; Lemieux, S.; Moorjani, S.; Bouchard, C.; Tremblay, A.; Nadeau, A.; Lupien, P.J. Waist circumference and abdominal sagittal diameter: Best simple anthropometric indexes of abdominal
visceral adipose tissue accumulation and related cardiovascular risk in men and women. Am. J. Cardiol. 1994, 73, 460–468. [CrossRef] 27. Cho, G.J.; Yoo, H.J.; Hwang, S.Y.; Choi, J.; Lee, K.M.; Choi, K.M.; Baik, S.H.; Han, S.W.; Kim, T. References Differential
relationship between waist circumference and mortality according to age, sex, and body mass index in
Korean with age of 30–90 years; a nationwide health insurance database study. BMC Med. 2018, 16, 131. [CrossRef] 11 of 12 Int. J. Environ. Res. Public Health 2020, 17, 3902 11 of 12 28. Lee, S.Y.; Park, H.S.; Kim, D.J.; Han, J.H.; Kim, S.M.; Cho, G.J.; Kim, D.Y.; Kwon, H.S.; Kim, S.R.; Lee, C.B.;
et al. Appropriate waist circumference cutoffpoints for central obesity in Korean adults. Diabetes Res. Clin. Pract. 2007, 75, 72–80. [CrossRef] 29. Lee, Y.H.; Jung, K.S.; Kim, S.U.; Yoon, H.J.; Yun, Y.J.; Lee, B.W.; Kang, E.S.; Han, K.H.; Lee, H.C.; Cha, B.S. Sarcopaenia is associated with NAFLD independently of obesity and insulin resistance: Nationwide surveys
(KNHANES 2008-2011). J. Hepatol. 2015, 63, 486–493. [CrossRef] 30. Ross, R.M.; Jackson, A.S. Exercise Concepts, Calculations, and Computer Applications; Benchmark Press: Carmel,
IN, USA, 1990; pp. 95–109. 31. Kotronen, A.; Peltonen, M.; Hakkarainen, A.; Sevastianova, K.; Bergholm, R.; Johansson, L.M.; Lundbom, N.;
Rissanen, A.; Ridderstråle, M.; Groop, L.; et al. Prediction of non-alcoholic fatty liver disease and liver fat
using metabolic and genetic factors. Gastroenterology 2009, 137, 865–872. [CrossRef] 32. Grundy, S.M.; Brewer, H.B.; Cleeman, J.I.; Smith, S.C., Jr.; Lenfant, C. National Heart, Lung, and Blood
Institute; American Heart Association. Definition of metabolic syndrome: Report of the National Heart,
Lung, and Blood Institute/American Heart Association conference on scientific issues related to definition. Arterioscler. Thromb. Vasc. Biol. 2004, 24, e13–e18. 33. Lee, J.H.; Kim, D.; Kim, H.J.; Lee, C.H.; Yang, J.I.; Kim, W.; Kim, Y.J.; Yoon, J.H.; Cho, S.H.; Sung, M.W.; et al. Hepatic steatosis index: A simple screening tool reflecting nonalcoholic fatty liver disease. Dig. Liver Dis. 2010, 42, 503–508. [CrossRef] [PubMed] 34. Chang, Y.; Jung, H.S.; Cho, J.; Zhang, Y.; Yun, K.E.; Lazo, M.; Pastor-Barriuso, R.; Ahn, J.; Kim, C.W.;
Rampal, S.; et al. Metabolically healthy obesity and the development of nonalcoholic fatty liver disease. Am. J. Gastroenterol. 2016, 111, 1133–1140. [CrossRef] [PubMed] 35. Kwon, Y.M.; Oh, S.W.; Hwang, S.S.; Lee, C.; Kwon, H.; Chung, G.E. Association of non-alcoholic fatty liver
disease with components of metabolic syndrome according to body mass index in Korean adults. Am. J. Gastroenterol. 2012, 107, 1852–1858. [CrossRef] [PubMed] 36. Yang, K.C.; Hung, H.F.; Lu, C.W.; Chang, H.H.; Lee, L.T.; Huang, K.C. Association of non-alcoholic fatty liver
disease with metabolic syndrome independently of central obesity and insulin resistance. Sci. Rep. References 2016,
6, 27034. [CrossRef] 7. Polyzos, S.A.; Kountouras, J.; Mantzoros, C.S. Obesity and nonalcoholic fatty liver disease: From pathophysio
to therapeutics. Metabolism 2019, 92, 82–97. [CrossRef] 38. Lee, M.J.; Kim, E.H.; Bae, S.J.; Kim, G.A.; Park, S.W.; Choe, J.; Jung, C.H.; Lee, W.J.; Kim, H.K. Age-related
decrease in skeletal muscle mass is an independent risk factor for incident nonalcoholic fatty liver disease:
A 10-year retrospective cohort study. Gut Liver 2019, 13, 67–76. [CrossRef] 39. Cai, C.; Song, X.; Chen, Y.; Chen, X.; Yu, C. Relationship between relative skeletal muscle mass and
nonalcoholic fatty liver disease: A systematic review and meta-analysis. Hepatol. Int. 2020, 14, 115–126. [CrossRef] 40. Glass, O.K.; Radia, A.; Kraus, W.E.; Abdelmalek, M.F. Exercise Training as Treatment of Nonalcoholic Fatty
Liver Disease. J. Funct. Morphol. Kinesiol. 2017, 2, 35. [CrossRef] 41. Kantartzis, K.; Thamer, C.; Peter, A.; Machann, J.; Schick, F.; Schraml, C.; Konigsrainer, A.; Konigsrainer, I.;
Krober, S.; Niess, A.; et al. High cardiorespiratory fitness is an independent predictor of the reduction in liver
fat during a lifestyle intervention in non-alcoholic fatty liver disease. Gut 2009, 58, 1281–1288. [CrossRef] 42. Pugh, C.J.; Sprung, V.S.; Jones, H.; Richardson, P.; Shojaee-Moradie, F.; Umpleby, A.M.; Green, D.J.; Cable, N.T.;
Trenell, M.I.; Kemp, G.J.; et al. Exercise-induced improvements in liver fat and endothelial function are not
sustained 12 months following cessation of exercise supervision in nonalcoholic fatty liver disease. Int. J. Obes. 2016, 40, 1927–1930. [CrossRef] 43. Clarke, S.L.; Reaven, G.M.; Leonard, D.; Barlow, C.E.; Haskell, W.L.; Willis, B.L.; DeFina, L.; Knowles, J.W.;
Maron, D.J. Cardiorespiratory fitness, body mass index, and markers of insulin resistance in apparently
health women and men. Am. J. Med. 2020. [CrossRef] [PubMed] 44. Henningsen, J.; Rigbolt, K.T.; Blagoev, B.; Pedersen, B.K.; Kratchmarova, I. Dynamics of the skeletal muscle
secretome during myoblast differentiation. Mol. Cell Proteomics 2010, 9, 2482–2496. [CrossRef] [PubMed] 44. Henningsen, J.; Rigbolt, K.T.; Blagoev, B.; Pedersen, B.K.; Kratchmarova, I. Dynamics of the skeletal muscle
secretome during myoblast differentiation. Mol. Cell Proteomics 2010, 9, 2482–2496. [CrossRef] [PubMed]
45. Wree, A.; Kahraman, A.; Gerken, G.; Canbay, A. Obesity affects the liver—The link between adipocytes and
h
Di
i
83 124 133 [C
R f] [P bM d] 45. Wree, A.; Kahraman, A.; Gerken, G.; Canbay, A. Obesity affects the liver—The link between adipocytes and
hepatocytes. Digestion 2011, 83, 124–133. [CrossRef] [PubMed] 46. Hadi, H.E.; Vincenzo, A.D.; Vettor, R.; Rossato, M. 47.
Polyzos, S.A.; Margioris, A.N. Sarcopeni obesity. Hormones 2018, 7, 321–331. [CrossRef] [PubMed] 48.
Fedchuk, L.; Nascimbeni, F.; Pais, R.; Charlotte, F.; Housset, C.; Ratziu, V.; LIDO Study Group. Performance
and limitations of steatosis biomarkers in patients with nonalcoholic fatty liver disease. Aliment. Pharmacol.
Ther. 2014, 40, 1209–1222. [CrossRef] © 2020 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access
article distributed under the terms and conditions of the Creative Commons Attribution
(CC BY) license (http://creativecommons.org/licenses/by/4.0/). References Cardio-metabolic disorders in non-alcoholic fatty liver
disease. Int. J. Mol. Sci. 2019, 20, 2215. [CrossRef] [PubMed] 12 of 12 Int. J. Environ. Res. Public Health 2020, 17, 3902 © 2020 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access
article distributed under the terms and conditions of the Creative Commons Attribution
(CC BY) license (http://creativecommons.org/licenses/by/4.0/). © 2020 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access
article distributed under the terms and conditions of the Creative Commons Attribution
(CC BY) license (http://creativecommons.org/licenses/by/4.0/).
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Producción, mercados y políticas públicas cinematográficas en América Latina
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N O 4 • E D 7 | J A N E I R O J U N H O 2 0 1 5
1 Consultor del Instituto de Estadísticas de la Unesco. Autor de dos
libros, capítulos en compilaciones y decenas de artículos y papers sobre
cine, audiovisual e industrias culturales, publicados en Estados Unidos,
España, Italia, México, Brasil, Argentina y Colombia (como “Emerging
Markets and the Digitalization of the Film Industry”, Institute of Statistics,
UNESCO, Montreal, 2013, entre otros). Conformó, junto a Octavio Getino,
el Observatorio del Cine y el Audiovisual Latinoamericano (Ocal-FNCL)
y el Observatorio del Mercosur Audiovisual (OMA-Recam). Referente
latinoamericano del Observatorio Europeo del Audiovisual.
E-mail: roquegonzalez@gmail.com Producción, mercados y políticas
públicas cinematográficas en América Latina
Film production, market and public
policies in Latin America Producción, mercados y políticas
públicas cinematográficas en América Latina Resumo Durante os últimos 20 anos –depois do período neoliberal (baseado nos postulados do
Consenso do Washington) - as políticas públicas de cinema na América Latina estão enfocadas
quase exclusivamente na produção. Neste contexto, duas tentativas para fazer políticas públicas
cinematográficas latino-americanas tiveram diferentes abordagens e resultados. Palavras-chave: Políticas públicas cinematográficas; produção; distribução;
exhibição Resumen Desde hace 20 años —luego del período neoliberal (basado en los postulados del Consenso
de Washington) — las políticas públicas de cinematografía en América Latina se encuentran
enfocadas casi exclusivamente en la producción. La comercialización, la convergencia audiovisual
y la digitalización están prácticamente ausentes en estas políticas. En este contexto, dos intentos
de regionalizar políticas públicas cinematográficas tuvieron distintos abordajes y resultados. Palabras clave: Políticas públicas cinematográficas; producción;
distribución; exhibición Film production, market and public
policies in Latin America Roque González1 E-mail: roquegonzalez@gmail.com 209 Revista Brasileira
de Estudos de
Cinema
e Audiovisual Abstract For the last 20 years--since the neoliberal period of the 1990s (based on Washington
Consensus)--public policies on cinematography in Latin America have focused predominantly
on production. In this context, two (intentos) to make public film policies in Latin America had
different (abordajes) and (results). Keywords: Film policies; production; distribution; exhibition. 210 Revista Brasileira
de Estudos de
Cinema
e Audiovisual El presente trabajo busca analizar la producción y los mercados cinemato
gráficos en América Latina en los últimos años, en el contexto de las políticas
públicas de fomento a esta actividad. Durante la última década dichas políticas fueron retomando fuerza -en
casos como el argentino, mexicano y brasileño- o comenzaron a surgir -por
ejemplo, en Colombia, Chile, Uruguay y Ecuador, entre otros países-. Por otra
parte, éstas políticas buscaron expandirse a nivel regional —por ejemplo, en
los casos de la Conferencia de Autoridades Cinematográficas de Iberoamérica
(Caci) y de la Reunión Especializada de Autoridades de Cine y Audiovisual del
Mercosur (Recam). La presente investigación se enmarcará en el mencionado campo de la
Economía Política de la Comunicación y la Cultura (EPCC), y más específica
mente, en la Economía Política del Cine. La EPCC estudia el rol del poder en la producción, en la distribución —
especialmente, en este punto (PENDAKUR, 1990; BALIO, 1993; WASKO,
2011)— y en el intercambio de la comunicación mediada, analizando las rela
ciones sociales, las estructuras del poder, el proceso por el cual los mensajes
se transforman en mercancías y las relaciones entre producción material y
producción intelectual. A nivel más básico, la EPCC estudia la manera en que
la comunicación y la cultura formen parte del proceso de acumulación de
capital, de la estratificación y las desigualdades de clases y de las relaciones
entre los centros de poder político y los centros de poder económico (Guback,
1980; Pendakur, 1990; Wasko, 2003; Getino, 2005; Sánchez Ruiz, 2012). Abstract Según la economía política del cine, las películas son mercancías produ
cidas y distribuidas dentro de una estructura industrial capitalista (Guback,
1980; Wasko, 2003, 2011), concentrada, con una asimétrica división interna
cional del trabajo audiovisual (Miller y Yúdice, 2004, se refieren a la “nueva di
visión internacional del trabajo cultural”), en el marco de relaciones de poder
dentro del sistema cultural y político, con el agregado de que el cine es a la
vez producto y servicio intangible (Pendakur, 1990), importante no sólo por
su valor de cambio sino por su valor cultural (Pendakur, 2003; Getino 2005)
—en cuanto elemento trascendente para la constitución de la identidad y la
cultura de un pueblo. 211 Revista Brasileira
de Estudos de
Cinema
e Audiovisual El presente trabajo parte del criterio de que el cine en América Latina du
rante la última década se caracterizó por el regreso del apoyo estatal al cine
(“neofomentismo”) —luego del desmantelamiento de las ayudas públicas a
este sector hacia fines de la década de 1980 y comienzos de la de ‘90, enfa
tizando en la producción. A su vez, esta reflexión busca mostrar que el sector cinematográfico en
América Latina sólo puede existir por el fomento estatal, debido a que tienen
nula recuperación de los costos a través de la taquilla en sus respectivos mer
cados nacionales —y menos aún en los mercados internacionales, en donde
prácticamente no circula. A esta situación se suma la posición oligopólica en el mercado de la distri
bución y la exhibición por parte de las majors de Hollywood —tanto en Esta
dos Unidos como en el resto del mundo (salvo contadas excepciones, como
China e India). A continuación se profundizará en estos temas, aclarando que las variadas
estadísticas y números de producción y mercado fueron realizados por el au
tor de este artículo, basándose en datos oficiales, información de empresas
del sector y de medios periodísticos (salvo cuando se especifique la fuente). 2 Elaboración propia basada en datos de las agencias nacionales de cine de Argentina, Brasil, México,
Colombia, Chile, Perú, Uruguay, Venezuela, Bolivia, Ecuador, de las consultoras Rentrak, Ultracine y
medios especializados. Producción y mercados Desde hace algunos años en América Latina se producen entre 300 y 350
largometrajes anuales (con picos de 400, en 2008), un número notablemente
superior al de las décadas recientes: durante los años ochenta se produjo un
promedio de 230 largometrajes anuales, y durante los noventa, ese promedio
bajó a 91 producciones al año (GONZÁLEZ, 2012: 95). Durante el último decenio, la producción cinematográfica en varios países
de la región ha alcanzado picos históricos. El fomento estatal a la producción
cinematográfica existente en casi toda América Latina ha permitido el aumen
to en la producción de películas como nunca antes en la región; inclusive en
países como México, Brasil y Argentina el número de filmes realizados alcanza
valores que sólo se habían conseguido décadas atrás. 212 América Latina produjo en total alrededor de 4500 largometrajes en el pe
ríodo 2000-20132. La decidida acción del fomento estatal en la mayoría de los
países latinoamericanos se vio reflejada en la cantidad de largometrajes pro
ducidos. Sin embargo, a pesar de estos incrementos, en ningún país latinoa
mericano se termina de configurar una “industria”, sino sólo un ecosistema
fragmentado en el que conviven algunas pocas empresas profesionales con
innumerables pequeños emprendimientos sin sustentabilidad, atomizados e
inconexos, con el peso puesto —tanto desde el sector público como en el
privado— en la producción más no en la comercialización y exhibición de los
filmes nacionales. Por su parte, la coproducción internacional se convirtió, en las últimas dé
cadas, en una importante estrategia para hacer frente a obstáculos como el
difícil financiamiento y las dificultades para que los filmes circulen más allá de
las fronteras nacionales. Para varios países de la región la coproducción fue
fundamental para revitalizar y fortalecer su sector cinematográfico, como en
los casos de Cuba, Bolivia y Uruguay. 3 Elaboración propia basada en datos de las agencias nacionales de cine de Argentina, Brasil, México,
Colombia, Chile, Perú, Uruguay, Venezuela, Bolivia, Ecuador, de las consultoras Rentrak, Ultracine, de
distribuidoras, exhibidoras y medios especializados.
4 Elaboración propia basada en datos de las agencias nacionales de cine de Argentina, Brasil, México,
Colombia, Chile, Perú, Uruguay, Venezuela, Bolivia, Ecuador, de las consultoras Rentrak, Ultracine, de
distribuidoras, exhibidoras y medios especializados. 5 “K” equivale, en este caso, a 2 elevado a 10 (sistema binario), es decir, 1024 píxeles de resolución.
Se denominan 2K y 4K a imágenes de 2048 x 1080 píxeles y 4096 x 2160 píxeles, respectivamente,
destinadas a proyectores y archivos de cine digital. Concentración en la exhibición Durante la década del 2000 se consolidó la concentración elitista del mer
cado cinematográfico, que prepondera las ciudades y las zonas más ricas, a la
vez que a las clases más pudientes, para consolidar el incremento sostenido
en las taquillas con menos diversidad en las pantallas y de espaldas a las ma
sas que sustentan la base de la pirámide social. En efecto: entre las décadas del ochenta y el noventa cerraron casi la mi
tad de las salas de cine que había en América Latina (GETINO, 2005: 82). La
mayoría de ellas se encontraba en el interior de los países, que es donde his
tóricamente siempre se vio más cine nacional. Actualmente, existen en la re
gión entre 5 y 20 salas de cine –40 en el caso de México— por cada millón de
habitantes –tres veces menos que hace tres décadas (GONZÁLEZ, 2012: 119). De esta manera, el incremento del 65% promedio que el parque exhibidor
regional mostró en la década del 2000 —empujado por México, Brasil y Co
lombia (en el resto de los países, la cantidad de salas casi no ha variado)— hay
que ubicarlo en el contexto de una alta concentración geográfica y clasista y
del alto costo de las entradas, que representan –considerando una única sali
da familiar al cine— alrededor del 10% del ingreso mensual medio latinoame
ricano (GONZÁLEZ, 2012: 120). ricano (GONZÁLEZ, 2012: 120). En este escenario aparece el cine digital a través de su nave insignia: el 3D. Hacia finales de 2008, y especialmente desde 2009, comenzaron a abrirse de
cenas de salas con proyección digital de alta gama (2K de resolución mínima5). Todas estas salas digitales están equipadas para exhibir películas tridimen
sionales, la gran esperanza de las multinacionales y las grandes compañías de
la industria cinematográfica, para incrementar la asistencia a las salas y, sobre
todo, para elevar la recaudación: debido a que las entradas para ver películas
en 3D cuestan un 30% más, desde 2009 y 2010 se apreció como tendencia
firme que aproximadamente el 10% de los estrenos —filmes hollywoodenses
en tercera dimensión dirigidos al público infanto-juvenil— significan alrededor En este escenario aparece el cine digital a través de su nave insignia: el 3D. Hacia finales de 2008, y especialmente desde 2009, comenzaron a abrirse de
cenas de salas con proyección digital de alta gama (2K de resolución mínima5). Comercialización Si los latinoamericanos –que en promedio concurren 0,8 veces al cine al
año— tuvieran una circulación cinematográfica regional verdaderamente efi
ciente, tendrían —en teoría— entre 400 y 550 filmes regionales anuales en
tre los cuales escoger –dependiendo el país-. Sin embargo, ello no ocurre:
anualmente se estrenan entre 3 y 20 filmes latinoamericanos no nacionales
–dependiendo del país—, cuyo público suele ser menor al 1% del total de los
espectadores de cine (GONZÁLEZ, 2012: 107). A N O 4 • E D 7 | J A N E I R O J U N H O 2 0 1 5 En 2013 se vendieron en América Latina 581 millones de entradas —que en
promedio cuestan 5,5 dólares cada una— para asistir a alguna de las 11.300 213 Revista Brasileira
de Estudos de
Cinema
e Audiovisual salas existentes en el subcontinente para elegir entre los 210 estrenos que, en
promedio, se estrenan anualmente.3 A su vez, en el mismo año América Latina sumó casi 2.700 millones de
dólares de recaudación por entradas de cine — 2,7 billones de dólares, según
la nomenclatura anglosajona que en América Latina utiliza Brasil.4 Esta cifra
se debe, principalmente, al constante aumento de las entradas—que duplicó
su precio durante el último decenio (en los últimos dos años empujado por
los precios premium de las salas 3D)— y a la alta inflación registrada en los
últimos años en Argentina y Venezuela –estos países se encuentran entre los
países con mayores tasas de inflación del mundo. Como ejemplo de lo anterior: la revista Variety, en un artículo del 6 de abril
de 2013, llegó a publicar con bombos y platillos que el box office argentino
tuvo en 2012 un crecimiento interanual del 35%; pero esta apreciación olvidó
de tomar en cuenta la mencionada inflación argentina. Analizando los resultados de 2012 para Argentina y Venezuela, se apre
cia —en efecto— un aumento interanual del 35% tanto para la recaudación
argentina —tomando en cuenta todas las películas exhibidas, no sólo los
estrenos- como para la venezolana. Sin embargo, si se observa el aumento
de espectadores para los años 2011-2012, en Argentina el crecimiento fue
de tan sólo el 6% y en Venezuela no hubo ningún crecimiento: se vendió
la misma cantidad de entradas (alrededor de 30 millones). En 2013 las dis
paridades de aumento entre la cantidad de espectadores y la recaudación
fueron similares. 214 Concentración en la exhibición Todas estas salas digitales están equipadas para exhibir películas tridimen
sionales, la gran esperanza de las multinacionales y las grandes compañías de
la industria cinematográfica, para incrementar la asistencia a las salas y, sobre
todo, para elevar la recaudación: debido a que las entradas para ver películas
en 3D cuestan un 30% más, desde 2009 y 2010 se apreció como tendencia
firme que aproximadamente el 10% de los estrenos —filmes hollywoodenses
en tercera dimensión dirigidos al público infanto-juvenil— significan alrededor A N O 4 • E D 7 | J A N E I R O J U N H O 2 0 1 5 215 del 40% de la taquilla —situación que se da tanto en América Latina como en
el mundo (GONZÁLEZ, 2011: 142). Sin embargo, las promesas que circundan alrededor del cine digital sobre
democratización, abaratamiento de costos y mayor diversidad, entre otras,
están quedando en la teoría: si bien el cine digital reduce considerablemente
los costos por copias –cada copia en 35 milímetros cuesta entre 1500 y 2000
dólares—, la instalación de estas salas digitales—que engloban proyector, pe
riféricos, sistema operativo, equipamiento para exhibir en tercera dimensión y
en algunos casos, hasta una pantalla distinta— ronda en América Latina casi
el doble que en el “Primer Mundo”. En la práctica, la digitalización la están
pudiendo cubrir las empresas exhibidoras más grandes, mientras que las “in
dependientes”—empresas pequeñas, locales, suburbanas, que generalmente
programan cine nacional, iberoamericano, mundial de calidad, corren serio
riesgo de tener que cerrar, o ser cooptadas por las más grandes. La presencia del cine nacional en América Latina La difícil situación por la que atraviesan gran parte de los cines naciona
les en América Latina –sobre todo en el sentido de su muy escasa llegada al
público y de su poca sustentabilidad (salvo contadísimas excepciones)— no
se basa en la cantidad de producciones realizadas sino en la distribución y
en la exhibición. Justamente, estos eslabones de la cadena de valor audio
visual están profundamente descuidados por los Estados latinoamericanos
—como también ocurre en otras regiones del mundo, como la Unión Euro
pea (a pesar de sus abultados fondos de ayuda, destinados mayormente a
la producción cinematográfica). —como también ocurre en otras regiones del mundo, como la Unión Euro
pea (a pesar de sus abultados fondos de ayuda, destinados mayormente a
la producción cinematográfica). Las diez películas más vistas —casi en su totalidad blockbusters de Ho
llywood (9 de 10 en casi toda América Latina)— suelen representar en Lati
noamérica entre el 35% y el 50% del total, tanto de espectadores como de
recaudación en los distintos mercados. A su vez, los filmes de Hollywood con
centran desde el 80% de los espectadores y taquilla en los distintos mercados
latinoamericanos –en algunos mercados este porcentaje excede el 90%. 216 Revista Brasileira
de Estudos de
Cinema
e Audiovisual Por su parte, la presencia de los filmes nacionales en las pantallas latinoa
mericanas varía de acuerdo a la capacidad, la tradición cinematográfica y las
políticas de fomento de cada país. Aunque las políticas públicas de cine hayan incrementado la producción
del mismo durante la década, las audiencias de los distintos filmes nacionales
son muy bajas, las películas nacionales alcanzan un market share de entre el
1% y el 15% de los espectadores según la capacidad productiva de cada país
y la coyuntura —algún éxito esporádico. En el caso de los países de mayor
desarrollo cinematográfico, como Argentina, Brasil y México fluctúa entre el
5% y el 15% -salvo años excepcionales, en que ese market share puede acer
carse al 16%-18%. En el resto de los países, ese porcentaje ronda entre el 1%
y el 5% (GONZÁLEZ, 2012: 124), salvo excepciones. Esta nula presencia del
cine latinoamericano en las pantallas de los mismos países es una constante
en los últimos 25 años en toda la región. La presencia del cine nacional en América Latina Durante la última década la oferta de cine nacional se ha incrementado
notablemente en los casos de Argentina, México y Brasil, duplicando en el
primer caso, y triplicando en los dos restantes el número de películas nacio
nales estrenadas. Chile, Colombia y Perú también han visto incrementar su
producción cinematográfica notablemente (de entre 5 y 10 en el año 2000 a
entre 35 y 50 en 2013) –en el caso de los dos primeros, fueron muy importan
tes las legislaciones nacionales de fomento al cine aprobadas en la década de
2000; en el caso peruano, se destaca una importante producción en el interior
del país, por fuera de los circuitos oficiales. El resto de los países ha mostrado
una tendencia a incrementar levemente el número de estrenos locales (GON
ZÁLEZ, 2012: 125). Las majors son las distribuidoras con mayor presencia entre los “Top 10”
–y, por lo tanto, son las empresas que se llevan la mayor parte de la torta en
las recaudaciones de toda América Latina. A pesar de que se puede suponer que las distribuidoras nacionales comer
cializan preferentemente filmes nacionales (UNESCO, 2007: 6), ello no ocurre
en la cinematografía latinoamericana con mayor potencial de convocatoria. “Stefan vs Kramer”, que en 2012 resultó el segundo filme más visto en su
país, fue comercializado por Fox, mientras que “Nosotros los nobles”, que por 217 Revista Brasileira
de Estudos de
Cinema
e Audiovisual algunos meses de 2013 fue el filme mexicano más visto de toda la historia, se
distribuyó por la Warner. “Metegol”, la animación de Juan José Campanella
(producida en gran parte por el canal de televisión Telefé, que a su vez, per
tenece a Telefónica), fue la película argentina más vista en ese país durante
2013: se distribuyó por UIP. Al mismo tiempo, los filmes argentinos más taqui
lleros ese año se distribuyeron por Fox y Disney —ésta última major está te
niendo una participación destacada en la distribución de filmes argentinos con
potencialidad de ser “taquilleros” desde hace algunos años (especialmente,
a partir de las erráticas políticas del gobierno argentino: intentando ayudar
al cine nacional, el kirchnerismo exigió a las majors que comercializaran cine
argentino; Hollywood terminó distribuyendo contados estrenos nacionales,
los más taquilleros, hiriendo gravemente el reducido puñado de distribuidoras
argentinas dedicadas al cine local). La presencia del cine nacional en América Latina “Tesis sobre un homicidio” también se ubicó en otro “Top 10”: en el uru
guayo, se distribuyó también por Disney, mientras que “Metegol” y “Séptimo”
(una coproducción argentino-española protagonizada por Ricardo Darín) fue
ron estrenadas en Chile por la Warner. Retomando una ironía de Octavio Geti
no, la integración regional pareciera que está siendo abordada por empresas
extranjeras... (GETINO, 2000). Aunque no hubo variación en el número total de estrenos comercia
les la hubo en incrementos significativos en la cantidad de películas naciona
les estrenadas comercialmente en Perú, Colombia, Uruguay y Perú, aunque
—como lamentablemente sucede desde hace más de veinte años a nivel re
gional— el público no sigue las producciones nacionales, salvo en contadas
excepciones –unas dos o tres películas nacionales explican alrededor del 90%
de los resultados de mercado de todos los estrenos locales: esta situación se
produce en toda América Latina. Los porcentajes del market share durante 2012 se ubicaron en los núme
ros habituales que se vienen dando desde hace años: entre el 2% en Perú y
Uruguay y el 13% en Chile —cifra inusual para este país, alcanzada gracias al
éxito de “Stefan vs Kramer” (similar a lo que sucede en los países latinoame
ricanos, muy esporádicamente, cuando surge algún filme nacional que resulta
éxito de taquilla, tal como sucedió, por ejemplo, con “Tropa de elite 2” en 218 Revista Brasileira
de Estudos de
Cinema
e Audiovisual Brasil, en el 2010; con “El viaje” y “El viaje 2” en Colombia, en 2010 y 2012,
respectivamente, o con el “El secreto de sus ojos” en Argentina, en 2009, que
representó por sí sola el 47% de los espectadores del centenar de estrenos
nacionales de ese año). Se toma el año 2012 porque 2013 fue un año poco común, con estrenos
nacionales que rompieron récords históricos, especialmente en México,
Perú y Venezuela –en menor medida, en la Argentina (con tres filmes na
cionales que superaron el millón de espectadores) y Brasil (que alcanzó
un market share de 18,6%)-, dando porcentajes que no son representati
vos de los resultados de mercado para los filmes latinoamericanos en los
últimos 25 años. Fuente: Elaboración propia basada en datos del Incaa, Imcine, Ancine, CNCA, CNAC, Conacine, Dirección de Cinematografía (Colombia), Nielsen, Filme-B, Deisica. La presencia del cine nacional en América Latina Un ejemplo de estas altas y bajas se puede apreciar en México: si en 2013
se estrenaron dos películas que rompieron los récords históricos de asistencia
para un filme nacional (“No se admiten devoluciones” y “Nosotros los nobles”),
en 2012 el mercado azteca se había presenciado uno de los market share más
bajos para el cine nacional desde el año 2000 (4,8%) aunque no tan lejos de
los porcentajes de otros años, con un rango que varía entre el 4,3% y el 7,6%
—salvo los años 2000, 2001 y 2002, con los éxitos de “Amores perros”, “Y tu
mamá también” y “El crimen del Padre Amaro”, donde el cine nacional llegó a
alcanzar el 8,9%, 8,5% y el 11,1%, respectivamente. Por otro lado, una buena manera de apreciar la participación de las pelícu
las nacionales en sus respectivos mercados es dividir la cantidad de especta
dores que fueron a ver cine local por la cantidad de estrenos nacionales. 19
A N O 4 • E D 7 | J A N E I R O J U N H O 2 0 1 5 219 América Latina (2012) - Cantidad de espectadores por
estreno nacional
#
País
Cantidad de espectadores por filme nacional
estrenado comercialmente
1
Brasil
187.683
2
México
162.687
3
Colombia
161.905
4
Venezuela
113.077
5
Chile
95.385
6
Perú
77.500
7
Argentina
26.818
8
Uruguay
4.118 América Latina (2012) - Cantidad de espectadores por
estreno nacional Fuente: Elaboración propia basada en datos del Incaa, Imcine, Ancine, CNCA, CNAC, Conacine,
Dirección de Cinematografía (Colombia), Rentrak, Filme-B. América Latina (2007) - Cantidad de espectadores por
estreno nacional
#
País
Cantidad de espectadores por filme nacional
estrenado comercialmente
1
México
311.628
2
Colombia
206.000
3
Venezuela
166.667
4
Brasil
132.179
5
Chile
78.333
6
Uruguay
74.000
7
Perú
62.500
8
Argentina
33.763 América Latina (2007) - Cantidad de espectadores por
estreno nacional 220 De esta manera, se puede apreciar que cinematografías que son consi
deradas exitosas en su país —como suele verse a Argentina más allá de sus
fronteras—, en realidad se ubican en los últimos lugares de este “ranking”,
mientras que cinematografías en recuperación —como la mexicana o bra
sileña—, o que ha ido consolidándose lentamente durante la última década
—como la colombiana o venezolana—, se ubican en los primeros lugares. La presencia del cine nacional en América Latina Para tratar de comprender mejor el caso argentino, muchas veces sobre
valorado, vayamos al análisis de mercado del año 20126: de los 132 estrenos
comerciales locales, ninguna película alcanzó un millón de espectadores —
cifra que varios blockbusters de Hollywood superan cada año en este país;
la última vez que un filme nacional superó el millón de espectadores fue en
2009, con “El secreto de sus ojos”. A su vez, dos filmes argentinos convo
caron el 50% de todos los espectadores que fueron a ver cine nacional en
este país en 2012, mientras que sólo ocho filmes nacionales superaron los
100.000 espectadores, y 75 no llegaron a convocar 2000 espectadores cada
uno (33 películas ni siquiera fueron vistas por 500 espectadores y una doce
na de estrenos argentinos no pudieron convencer ni a 100 personas de que
las vean…) Estos porcentajes se vienen repitiendo en Argentina desde hace
muchos años.7 7 Elaboración propia basada en datos del Incaa, de las consultoras Rentrak, Ultracine, de Deisica y
de medios especializados. 6 Insistimos con que se toman los números de 2012, puesto que este año es más representativo –con
respecto a los resultados de mercado de la última década- que 2013 (un año atípico). Filmes latinoamericanos no nacionales En el caso de películas iberoamericanas no nacionales, el panorama es
peor: la oferta y el consumo de éstas se ubican entre el 0,02% y el 2% —salvo
la presencia de algún éxito excepcional, generalmente distribuído por algu
na major norteamericana (GONZÁLEZ, 2012: 126). La circulación de películas iberoamericanas al interior de la región es muy
limitada, de tal modo que se estrenan en número reducido en los distintos 221 países, variando entre 3 y 20 estrenos anuales, dependiendo del mercado
(GONZÁLEZ, 2012: 127). Uruguay tiene una “alta” cantidad de filmes iberoamericanos exhibidos en
sus salas comerciales, debido a la tradición cinéfila de su público —si se con
taran las exhibiciones en los variados espacios alternativos existentes en el
país, sobre todo en Montevideo (destacándose una entidad señera como la
Cinemateca Uruguaya), el número de estrenos iberoamericanos registrados
en la presente investigación se duplicaría. En Brasil también existe una destacada red de salas de “cine arte”, en es
pecial en Rio de Janeiro, São Paulo y Porto Alegre, que es donde se exhiben
mayormente los filmes iberoamericanos. Tomando el promedio de los últimos años, el 40% de los filmes iberoameri
canos estrenados en los países analizados fueron argentinos. Esta importante
presencia de los filmes argentinos en toda la región puede explicarse porque
el país sudamericano es el que más largometrajes realiza y también el que más
coproduce —lo hace prácticamente con todos los países del subcontinente—,
amén de su tradición fílmica de décadas, presente en el imaginario del público
latinoamericano (GONZÁLEZ, 2012: 99). Por su parte, un cuarto de los estrenos iberoamericanos correspondió en
la década pasada a películas españolas; estos filmes son los que recaudan
más, en comparación con los filmes latinoamericanos, debido a que se suelen
estrenar los “tanques” de esa filmografía (El laberinto del fauno, Rec, Planet
51, entre otros). Las películas mexicanas representaron el 16% de los filmes iberoameri
canos estrenados durante la última década (GONZÁLEZ, 2012: 127). Esto
muestra cómo el esfuerzo del país azteca en incrementar su producción va
rindiendo sus frutos –amén de que, como en el caso argentino, la cinemato
grafía mexicana posee una importante tradición en toda América Latina (las
películas clásicas mexicanas todavía se ven en la televisión de varios países
de la región, algo que no sucede con cinematografías de otros países). 222 Políticas públicas cinematográficas en América Latina La conformación y el desarrollo de la actividad cinematográfica y audiovi
sual sólo puede llevarse a cabo con el firme apoyo del Estado, debido a las
altas y riesgosas inversiones necesarias que este sector requiere, en un marco
de concentración oligopólica de la distribución y la exhibición —básicamente,
en manos de las majors (Buena Vista, UIP, Warner, Fox, Sony), o de grandes
empresas asociadas a éstas—, amén de los —relativamente— reducidos mer
cados. Esto es cierto en todo el mundo, a excepción de los Estados Unidos, China
y la India, países que cuentan con un enorme mercado interno que hace po
sible la amortización de sus productos audiovisuales —e inclusive en el caso
de los Estados Unidos, el sector cinematográfico se beneficia de distintos
apoyos estatales (al contrario de lo que el sentido común indica), tales como
subsidios directos (desgravaciones y exenciones fiscales, pagos diferidos,
amortizaciones aceleradas) e indirectos (incontables estrategias y recursos
políticas y económicos que presionan a nivel mundial en favor de sus propias
empresas) (WASKO, 2003; GUBACK, 1980). En China el Estado también se
encuentra presente a la hora de fomentar su cine nacional. En América Latina, el neoliberalismo ortodoxo imperante (desregulación
estatal, liberalización, privatización) desde las décadas de 1970 y 1980 (de
pendiendo del país) dio paso, a lo largo del decenio 2000-2010, a un renovado
impulso de políticas públicas heterodoxas destinadas al estímulo del mercado
interno, tanto a nivel general, como el ámbito del cine, en particular. Un nuevo
“neofomentismo” tuvo lugar al interior de los distintos Estados latinoameri
canos a lo largo de esta década, en contra de lo sucedido durante la década
de 1990, cuando los cines latinoamericanos (en especial, Argentina, Brasil y
México) vieron desmantelar la ayuda estatal al cine. Durante la primera década del siglo XXI en toda América Latina fueron san
cionándose legislaciones nacionales dedicadas al cine, como en Chile, Co
lombia, Venezuela, Ecuador, Panamá, Uruguay y Nicaragua. Con excepción 223 Revista Brasileira
de Estudos de
Cinema
e Audiovisual de Paraguay y las Guayanas, todos los países de América del Sur y México8
poseen legislación nacional de fomento a la cinematografía9 y órgano rector
de la actividad. A nivel general, estas políticas públicas de fomento al cine en América
Latina se basan en ayudas directas –sobre todo a la producción, aunque en
algunos casos, también en la distribución, exhibición y promoción—, prin
cipalmente, a través de subsidios o créditos blandos. 9 En algunos países, como Perú, Bolivia y Venezuela, existen debates al interior del sector para
reformular sus respectivas leyes de cine. 8 En el caso de los países centroamericanos y caribeños, el fomento al cine es más endeble
(exceptuando el caso cubano), basado principalmente en exenciones fiscales o en incentivos para
la utilización de los escenarios naturales locales como escenarios para rodajes de producciones
extranjeras. Políticas públicas cinematográficas en América Latina En algunos países los
incentivos se extienden a otras actividades audiovisuales, como la producción
y difusión de contenidos televisivos y audiovisuales –tal como sucede en Chile
o en Colombia (en los últimos años, Brasil aprobó una ley de televisión paga
que obliga a emitir contenido brasileño, buscando fomentar la producción na
cional, mientras que en la Argentina se lanzaron programas específicos para
producir contenidos destinados a la futura televisión digital). Sin embargo, en la práctica, las políticas “neofomentistas” en América La
tina se concentran mayoritariamente en la producción cinematográfica con
el fin de potenciar el buen uso de la infraestructura disponible en cada país
dedicada a esta actividad. Por otro lado, buscan aplicar incentivos fiscales
para atraer la inversión, tanto del sector privado –como sucede, por ejemplo,
en Brasil, Colombia y México— como de los propios contribuyentes del país
a través de impuestos a las taquillas o de partidas provenientes del presu
puesto nacional –como ocurre, de distintas maneras, en Argentina, Uruguay,
Venezuela, Perú y Bolivia. En la letra de las legislaciones latinoamericanas de fomento al cine se inclu
yen todos los eslabones de la cadena productiva, desde el desarrollo hasta la
difusión y exhibición. A nivel general, las políticas públicas de fomento al cine
en América Latina se basan en ayudas directas –sobre todo a la producción,
aunque en algunos casos, también a la distribución, exhibición y promoción—, 224 Revista Brasileira
de Estudos de
Cinema
e Audiovisual principalmente, a través de subsidios o créditos blandos. En algunos países los
incentivos se extienden a otras actividades audiovisuales, como la producción
y difusión de contenidos televisivos y audiovisuales –tal como sucede en Chile
o en Colombia (recientemente, en Argentina se lanzaron programas específicos
para producir contenidos destinados a la futura televisión digital). Una de las medidas más antiguas de protección –e inclusive, de promo
ción— de la producción cinematográfica a nivel mundial es la institución de
la “cuota de pantalla” en las salas de cine –es decir, la reserva de un tiempo
mínimo de programación anual o periódica en las salas de cine de un país,
destinado a la exhibición obligatoria de filmes nacionales. A pesar de que
las legislaciones de distintos países latinoamericanos contemplan la cuota de
pantalla –como México, Chile, Perú—, sólo en Argentina, Brasil y Venezuela el
Estado tiene una posición más activa con esta prerrogativa. Políticas públicas cinematográficas en América Latina En algunos casos,
como en Chile, la televisión tiene la obligación efectiva de programar en sus
pantallas cierta cantidad de películas nacionales. Los principales mecanismos de fomento al
cine en América Latina Las distintas medidas de apoyo a la actividad cinematográfica fueron, y son
muy importantes para mantener la producción cinematográfica en América Lati
na y los distintos países que realizan cine, en un contexto de creciente e intensa
competencia global –con las majors hollywoodenses como protagonistas. Las medidas más frecuentes de fomento al sector cinematográfico se
dan en la producción, aunque también existen —pero en mucha menor me
dida— apoyos a la pre producción, a la post producción, la distribución y la
exhibición, ayudas que no son homogéneas y varían entre la regulación, el
mecenazgo y la promoción (HARVEY, 2005: 428). Estas ayudas se basan en variados sistemas, principalmente constituídos por
operaciones no reintegrables, como subsidios, adelantos sobre ingresos de ta
quilla y subvenciones de distintos tipos. En América Latina la mayor parte de las
ayudas son selectivas, aunque también existen varias de carácter automático. 225 Por otro lado, también fueron y son muy utilizadas las políticas fiscales de
exención impositiva para estimular la inversión de capitales privados, princi
palmente, en la producción cinematográfica —aunque también se han aplica
do líneas en este sentido para la exhibición y otros eslabones de la cadena de
valor. Se destacan los casos de Gran Bretaña, Canadá y, en América Latina,
Puerto Rico, Brasil —con la sanción de las leyes “Rouanet” (1991) y del Audio
visual (1993)— y, desde 2003, Colombia —cuando se dio la aprobación de su
ley de cine, que pone mucho énfasis en este tipo de ayudas. Otras medidas no menos importantes son los sistemas basados en el otor
gamiento de créditos a la actividad cinematográfica, un sector en donde el ca
pital y la banca privada son poco propensos a atender —debido al alto riesgo
inherente a esta actividad. Este tipo de ayudas se ofrecen en Francia, España,
México, Argentina y Brasil, entre otros países. En este breve compendio sobre ayudas al sector cinematográfico no pue
de faltar la “banca cinematográfica”, es decir, experiencias en donde el Estado
asume el rol de banquero de la actividad cinematográfica a través de líneas
reintegrables de créditos, o la cobertura de riesgos a través de avales o ga
rantías. Se destaca la experiencia francesa, la mexicana (entre 1947 y 1979), la
brasileña (a través de Embrafilme, entre 1969 y 1990) y, en alguna medida, los
sistemas español, portorriqueño y colombiano. Los principales mecanismos de fomento al
cine en América Latina Como se mencionó, en Améri
ca Latina se destacó la actividad del Banco Cinematográfico de México; y en
Italia descolla la Banca Nazionale del Lavoro, con su sección cinematográfica
(HARVEY, 2005: 19). 26
A N O 4 • E D 7 | J A N E I R O J U N H O 2 0 1 5 Intentos de políticas públicas regionales en Iberoamérica Desde hace más de dos décadas existen intentos para articular legislacio
nes, políticas y acciones gubernamentales de fomento al cine y al audiovisual
a nivel regional. Los antecedentes más importantes son la Conferencia Ibe
roamericana de Autoridades Cinematográficas (Caci) y la Reunión Especiali
zada de Autoridades Cinematográficas y Audiovisuales del Mercosur (Recam). 226 10 Reunión Informal de Ministros y de Responsables de las Políticas Culturales en Iberoamérica.
Madrid, 25 y 26 de junio de 1997. La Conferencia de Autoridades
Cinematográficas de Iberoamérica (Caci) En noviembre de 1989 los representantes de distintos gobiernos iberoame
ricanos firmaron en Caracas tres importantes documentos dirigidos a promover
el cine iberoamericano: el Convenio de Integración Iberoamericana, el Acuerdo
Latinoamericano de Coproducción Cinematográfica y el Acuerdo para la Crea
ción del Mercado Cinematográfico Latinoamericano. A partir de estas firmas
nació la Conferencia de Autoridades Cinematográficas de Iberoamérica (Caci)
–luego se le agregó el término “audiovisual” al “cinematográfico”, cambiando la
sigla a Caaci. Sin embargo, desde hace un par de años, el nombre de este orga
nismo volvió a remitir solamente a lo cinematográfico (volviendo a la sigla Caci). En octubre de 1995, la V Cumbre Iberoamericana de Jefes de Estado y
de Gobierno, celebrada en Bariloche, Argentina, aprobó de un programa de
fomento de la industria audiovisual iberoamericana que sería el único que al
canzaría cierta trascendencia en el sector: Ibermedia. Este programa se lanzó
buscando dar impulso “a la distribución, promoción, formación, a coproduc
ciones y al desarrollo de proyectos”.10 Ibermedia, cuya primera etapa abarcó desde enero de 1998 hasta diciem
bre de 2002, se constituyó inicialmente con la adhesión institucional y el apor
te monetario de nueve países: Argentina, Brasil, Colombia, Cuba, España,
México, Portugal, Uruguay y Venezuela. Luego, a lo largo de los años, se irían
incorporando Chile, Perú, Ecuador, Puerto Rico, Costa Rica, República Domi
nicana, Panamá y Paraguay. También es de mencionar el programa DocTV Iberoamérica —que se en
cuentra enmarcado en la Caci—, integrado por las agencias nacionales de cine
y las televisoras públicas-estatales de casi todos los países de la región, cuyo
objetivo es fomentar la creación y difusión de documentales latinoamericanos. De manera paradójica el nacimiento de la Caci, y posteriormente, de Iber
media, se dio en años en los que la política neoliberal de desguace del Es 227 Revista Brasileira
de Estudos de
Cinema
e Audiovisual tado y de baja en las medidas de protección y fomento a distintos sectores
productivos ocurría en la mayor parte de América Latina, con las consecuen
cias de desmantelar las industrias locales y facilitar el ingreso irrestricto de
bienes y servicios extranjeros —especialmente, de compañías transnacio
nales. Todas las cinematografías que tenían algún respaldo estatal tuvieron
severos recortes y hasta disolución de las medidas de fomento estatales,
dejándolas al borde de la desaparición —especialmente, durante el primer
lustro de la década de 1990. “crear la Reunión Especializada de Autoridades Cinematográficas y
Audiovisuales (Recam), con la finalidad de analizar, desarrollar e implementar
mecanismos destinados a promover la complementación e integración de
dichas industrias en la región, la armonización de políticas públicas del sector,
la promoción de la libre circulación de bienes y servicios cinematográficos en la
región y la armonización de los aspectos legislativos” (GMC, 2003). La Reunión Especializada de Autoridades Cinematográficas
y Audiovisuales del Mercosur (Recam) En marzo de 1995 se realizó en Buenos Aires la Primera Reunión Especia
lizada de Cultura del Mercosur. Allí se conformaron siete Comisiones Técnicas
para tratar distintos aspectos de la cultura subregional; una de ellas se dedi
có al sector de las industrias culturales. Desde ese momento comenzaron a
realizarse distintas reuniones periódicas, dentro de las cuales tuvo un lugar
destacado el sector cinematográfico y audiovisual. Sin embargo, hubo que esperar hasta diciembre de 2003 para que el Grupo
Mercado Común del Mercosur —uno de los más altos órganos decisorios de
esta instancia supranacional— creara la Reunión Especializada de Autori
dades Cinematográficas y Audiovisuales (Recam), invocando el Tratado de
Asunción y el Protocolo de Ouro Preto—ambos, documentos fundantes del
Mercosur—, además del Protocolo de Integración Cultural del Mercosur, el
Protocolo de Montevideo sobre Comercio de Servicios y las Decisiones del
Consejo del Mercado Común. 228
A N O 4 • E D 7 | J A N E I R O J U N H O 2 0 1 5 Así, el GMC acordó: Así, el GMC acordó: “crear la Reunión Especializada de Autoridades Cinematográficas y
Audiovisuales (Recam), con la finalidad de analizar, desarrollar e implementar
mecanismos destinados a promover la complementación e integración de
dichas industrias en la región, la armonización de políticas públicas del sector,
la promoción de la libre circulación de bienes y servicios cinematográficos en la
región y la armonización de los aspectos legislativos” (GMC, 2003). 228 Pocos meses después, en marzo de 2004, la Recam realizó su primera
reunión ordinaria. Desde entonces forman parte de la Recam, como países
miembros, Argentina (Incaa), Brasil (Secretaría del Audiovisual y Ancine), Pa
raguay (Dirección Nacional del Audiovisual) y Uruguay —Instituto Nacional del
Audiovisual (INA), que desde 2008 se llama Instituto del Cine y el Audiovisual
del Uruguay (Icau). Y como países asociados se encuentran Bolivia —Con
sejo Nacional del Cine (Conacine)—, Chile —Consejo Nacional del Arte y la
Industria Audiovisual— y Venezuela —Centro Nacional Autónomo de Cinema
tografía (CNAC)—; desde 2012 Venezuela es país miembro —en el contexto
de similar incorporación de Venezuela al Mercosur, luego de la suspensión
de Paraguay a partir del “golpe institucional” contra el presidente Fernando
Lugo. En 2011 Ecuador se sumó a la Recam como país asociado, a través del
Consejo Nacional de Cinematografía (CNCine). Aunque el nombre de este organismo refiere tanto a cine como a “audiovi
sual”, en lo concreto, sólo el ámbito cinematográfico intentó tener cabida en
la Recam: nunca hubo un acercamiento serio ni participación sostenida de
autoridades relacionadas con el ámbito televisivo u otro relacionado con el
quehacer audiovisual no cinematográfico. Esbozo de balance de las iniciativas de
integración cinematográfica La cooperación audiovisual depende de la cooperación política, económi
ca y cultural de los gobiernos y espacios regionales en donde se inserta. Así,
mientras de éstas administraciones suelen centrarse en temáticas económi
cas, comerciales, financieras y políticas, la cultura suele quedar relegada. En el ámbito cultural se observa que los organismos regionales existentes
suelen actuar sin coordinación, solapadamente, superponiéndose. A su vez,
los acuerdos que se toman suelen ser meras declaraciones de buenas inten
ciones que no son vinculantes —la Carta Cultural Iberoamericana es un buen
ejemplo de ello: las decisiones tomadas en los organismos regionales de cul
tura escasamente se trasladan a las normativas nacionales. En el ámbito au 229 Revista Brasileira
de Estudos de
Cinema
e Audiovisual diovisual, esta deficiencia es aún mayor –la nula coordinación entre la Caci y la
Recam, es un ejemplo de ello (son varios los países que pertenecen a ambas
instancias, con repetidos objetivos y declaraciones de intenciones similares,
pero que no dialogan ni se potencian entre sí). Por otra parte, se continúa imponiendo una visión nacional que busca im
poner sus intereses por sobre el resto: reuniones que debieran ser de coope
ración terminan siendo feroces competencias, en donde la fortaleza de los
países más grandes termina imponiéndose. Esto es lo que sucede en las distintas reuniones de Ibermedia —el progra
ma regional más exitoso en lo que hace al audiovisual—, según relatan varias
autoridades presentes en esas reuniones11: allí, el éxito es medido por sus parti
cipantes por la cantidad de proyectos nacionales seleccionados y premiados, y
sobre todo, por la suma de apoyos monetarios recibidos en relación a la cuota
aportada. A su vez, esto es así porque —merced a las limitaciones presupues
tarias para el sector— las asociaciones nacionales de productores y realiza
dores interpelan fuertemente a los representantes nacionales de sus agencias
nacionales de cine: Ibermedia termina perdiendo la perspectiva, y finalmente se
reduce a reuniones con duras negociaciones para tratar de obtener los mayores
recursos posibles, más que un lugar de reflexión y acción sobre la construcción
y fortalecimiento de un espacio audiovisual regional, con su valor agregado a
partir de sinergias y potencialidades que vayan más allá de un mero agregado
de realidades nacionales y tengan en cuenta una mayor integración, circulación
y espacio común de producción, conocimiento y consumo. La mayoría de los recursos de Ibermedia se destinan a la coproducción. 11 Entrevistas personales realizadas con carácter confidencial a algunos funcionarios y autoridades
nacionales de cine presentes en algunas de esas reuniones (entrevistas realizadas en Córdoba,
Argentina, 2006; México, 2008; Bogotá, 2011; Río de Janeiro, 2011; Buenos Aires, 2012; y Madrid,
2013). Esbozo de balance de las iniciativas de
integración cinematográfica La diferencia con el resto de áreas del programa —distribución, el desarrollo
de proyectos y la formación— es bastante significativa. A su vez, Argentina,
Brasil, México, Chile y España son los países con más proyectos apoyados
—es decir, los países con mayores recursos—, mientras que un porcentaje im
portante de los recursos se destina a proyectos que no se concretan y menos 30
A N O 4 • E D 7 | J A N E I R O J U N H O 2 0 1 5 230 Revista Brasileira
de Estudos de
Cinema
e Audiovisual del 30% de los filmes resultantes de este programa se estrenan allende las
fronteras de su(s) país(es) productor(es) (GONZÁLEZ, 2012: 103). Otro aspecto importante a tener en cuenta es la profesionalización de los
funcionarios de estos organismos públicos. La Caci tiene una Secretaría Ejecutiva en Caracas, ejercida por el presiden
te de la agencia venezolana de cine —el Consejo Nacional de Cinematografía
(CNAC)—, y a su vez, su principal programa Ibermedia tiene en su oficina de
Madrid a profesionales con post grados o gestores culturales con experiencia. El caso de la Reunión Especializada de Autoridades Cinematográficas y Au
diovisuales es bien diferente. Aunque la Recam posee una secretaría técnica, esta institución —que fi
gura oficialmente en el organigrama del Mercosur— ha estado comandada
en la práctica por la Argentina, bajo la influencia de su Agencia Nacional de
Cine —el Instituto Nacional de Cine y Artes Audiovisuales (Incaa). En casi diez años de funcionamiento la Recam no ha conseguido ningún
logro sustentable e importante: el que pudo haber sido su mayor logro, el
Observatorio del Mercosur Audiovisual —constituído por el reconocido inves
tigador hispano-argentino Octavio Getino—, quedó congelado en 2008 ante
la salida de la Recam por parte de Getino debido a discrepancias políticas. En 2003, en la etapa de conversaciones para crear la Recam entre las dis
tintas Agencias Nacionales de Cine del Mercosur, Argentina y Brasil firmaron un
acuerdo de codistribución —uno de los primeros en el mundo— para fomentar
el estreno de filmes argentinos en Brasil y brasileños en la Argentina —seis por
año en cada país— con apoyo de las respectivas Agencias Nacionales de Cine. 12 Argentina es un país que no tiene examen de ingreso para ingresar a la función pública, por lo que la
enorme mayoría de los funcionarios –inclusive secretarios de Estado y hasta ministros- apenas tienen
educación secundaria. Casi la totalidad de los funcionarios públicos ingresan por contactos políticos
o por tener un familiar o conocido con poder trabajando en el Estado. A su vez, los funcionarios
comienzan a trabajar sin tener conocimiento alguno para el cargo que fueron asignados. La única Esbozo de balance de las iniciativas de
integración cinematográfica Sin embargo, y aunque se incrementó momentáneamente la oferta de estos
filmes en ambos mercados, la calidad de los lanzamientos y la respuesta del
público fue pobre en Argentina, en donde la ejecución de este convenio dejó
mucho que desear por parte de los funcionarios del Incaa12: se hizo un pobre 31
A N O 4 • E D 7 | J A N E I R O J U N H O 2 0 1 5 231 Revista Brasileira
de Estudos de
Cinema
e Audiovisual seguimiento a la comercialización, al marketing y a la difusión de las películas
brasileñas —en el lado brasileño se manejaron más profesionalmente. Por ello,
tras dos años de intentos, Brasil decidió dejar de aplicar el acuerdo. En 2004, la Recam había intentado avanzar en un Sello Cultural del Mercosur
dedicado al audiovisual, pero ante falta de personal capacitado que trabaja
ra mancomunadamente con Cancillerías, Ministerios de Economía, Hacienda
y Aduanas, entre otras instituciones, el proyecto quedó en la nada. Tampoco
fructificaron ideas sobre una “cuota de pantalla regional” y sobre un “certificado
de nacionalidad” regional para las películas de países miembros del Mercosur. A su vez, en 2009 la Recam firmó un convenio con la Unión Europea por
un monto de 1,86 millón de euros para reforzar el espacio cinematográfico
mercosureño —1,5 millón de euros aportados por la Unión Europea, y 360
mil euros aportados por la Recam (a través de los aportes de los países inte
grantes). El programa para llevar a cabo este convenio se denominó Programa
Mercosur Audiovisual (PMA) e iba a durar tres años (GMC, 2009). Se estable
cieron objetivos que, a abril de 2014, no se cumplieron. Uno de los principales objetivos del Programa Mercosur Audiovisual era
reforzar el observatorio; cuando se comenzó a implementar, fue lo primero
que se dio de baja. Otro de los objetivos importantes era crear una red de unas 30 salas digita
les en todo el Mercosur para proyectar exclusivamente películas de los países
que conforman la Recam; desde 2008 se viene anunciando que “en breve” se
comenzaría a implementar (Mercosur Radio, 2008; UPI, 2012). A abril de 2014
todavía no se construyó ni una sala de esa red. excepción dentro del Estado argentino es el ámbito de Cancillería: allí sí existen duros exámenes para
acceder a los cargos diplomáticos –aunque durante el gobierno kirchnerista, también se está dejando
a un lado a los funcionarios de carrera para reemplazarlos por funcionarios sin experiencia puestos
por afinidad política. Esbozo de balance de las iniciativas de
integración cinematográfica 32
A N O 4 • E D 7 | J A N E I R O J U N H O 2 0 1 5 Otro de los objetivos del PMA era la realización de estudios e investigacio
nes. No se hicieron públicas las convocatorias, a pesar de que la Unión Euro
pea así lo mandaba. El organismo europeo también pedía que los consultores
tuvieran —mínimamente— título universitario y experiencia en el tema sobre
el que iban a investigar: las investigaciones terminaron recayendo en produc 232 Revista Brasileira
de Estudos de
Cinema
e Audiovisual tores afines a la jefatura del Incaa y hasta en empleados de ese organismo ar
gentino que no tenían título universitario ni experiencia en la temática—según
la Unión Europea, ningún empleado de cualquier Agencia Nacional de Cine del
Mercosur podía haberse presentado; por este tema, existe una denuncia ante
la Oficina Anti-fraude de la Unión Europea.13 En 2009, año de la firma del convenio entre la Recam y la Unión Europea, se
anunció que el Programa Mercosur Audiovisual iba a comenzar a implementar
se el 1 de julio de ese año (GMC, 2009). Sin embargo, el inicio de la implementa
ción se dio recién en febrero de 2011 (PMA, 2011) – momento en el que tendría
que haber estado transcurriendo el penúltimo año de implementación. Hasta abril de 2014 lo único concreto que se realizó fueron talleres y en
cuentros dispersos –especialmente a partir de 2012, cuando la Unión Europea
comenzó a pedir a la Recam que concretara el Programa Mercosur Audiovi
sual, que debería haber concluído a mediados de 2012. 13 Denuncia realizada ante la Oficina Europea de Lucha contra el Fraude (OLAF) el 16 de julio de 2012. 14 Un claro ejemplo en este sentido es el caso del área francófona, con un foro institucionalizado de
televisoras de distintos países de habla francesa, existente desde hace años. A modo de conclusión Las distintas Agencias Nacionales de Cine latinoamericanas casi no han
variado sus políticas de fomento, volcadas casi exclusivamente a la produc
ción, con criterios que no varían mucho de las de hace medio siglo. La presencia de los filmes nacionales y latinoamericanos en las pantallas
es ínfima: 5% promedio para las películas nacionales y 0,5% promedio para
los filmes latinoamericanos —en este último caso, vistos casi exclusivamente
por pocos miles de espectadores de buen nivel económico y educativo (es
decir, una reducida minoría dentro de la población de la región). Sin embargo, en la televisión de América Latina los contenidos locales son
mayoría, en un medio en que el habitante latinoamericano mira entre tres y
cuatro horas diarias, a diferencia de la hora y media que, en promedio, dedica
cada dos años para ver una película en el cine, o de los 16 años que —según
marca el promedio— transcurren para que elija ver una película nacional en 233 las salas... No obstante, la presencia del cine latinoamericano en la televisión
es prácticamente nula. Desde hace muchos años se vienen realizando periódicamente llamadas
a plantear unas políticas integrales del audiovisual, que engloben al cine, a la
televisión y a las nuevas tecnologías audiovisuales. Existen casos aislados,
muy voluntariosos, loables y esforzados, impulsados en ocasiones por pro
fesionales probos y bien intencionados, como el mencionado Programa Iber
media, DocTV Iberoamérica, TAL TV o de la fallida Reunión Especializada de
Autoridades Cinematográficas y Audiovisuales del Mercosur (Recam), amén
de distintos foros y encuentros que se crean y se esparcen por toda América
Latina convocados por productores, realizadores, documentalistas, exhibido
res, funcionarios y distintos agentes del sector. Sin embargo, nada concreto ha salido de ello —excepto algunas medidas
en pro de la cooperación cinematográfica14 (siendo Ibermedia la que mayores
logros ha conseguido) y de la televisión educativa y documental (sin mayor
repercusión en la industria ni en las audiencias). A pesar de variados esfuerzos, declaraciones y romantizaciones, el cine
latinoamericano continúa en su laberinto, situación incentivada por el des
conocimiento mutuo existente entre nuestras variadas cinematografías y
sus realidades y que mina la posibilidad de acometer una necesaria integra
ción del séptimo arte latinoamericano, para potenciar sinergias, capacida
des y públicos. Fuentes estadísticas Agencia Nacional de Cinema (Brasil), Consejo de la Cultura y las Artes
(Chile), Consejo Nacional Autónomo de Cinematografía (Venezuela), Consejo
Nacional de Cinematografía (Perú), Dirección de Cinematografía (Colombia),
Instituto Nacional de Cine (México), Instituto Nacional de Cine y Artes Audiovi 234 suales (Argentina), Deisica, Filme-B, Media Salles, Nielsen-Rentrak, Ultracine,
empresas exhibidoras. suales (Argentina), Deisica, Filme-B, Media Salles, Nielsen-Rentrak, Ultracine,
empresas exhibidoras. www.programaibermedia.com www.recam.org 235 Bibliografía BALIO, Tino. Hollywood as a Modern Business Enterprise, 1930-1939. Nueva
York: Scribners, 1993. CASTAÑEDA LÓPEZ, Liliana. “Agentes del sector cinematográfico y la
diversidad cultural en Colombia” en: Comunicación y sociedad. Número 15,
enero-junio de 2011, pgs. 143 a 168. GETINO, Octavio. Cine iberoamericano: los desafíos del nuevo siglo. San José
de Costa Rica: Editorial Veritas, 2005. GETINO, Octavio. Cine iberoamericano: los desafíos del nuevo siglo. San José
de Costa Rica: Editorial Veritas, 2005. __________ “Sin imágenes dónde mirarse” en Le Monde Diplomatique, edición
Cono Sur, número 16, octubre de 2000. GONZÁLEZ, Roque. “Cine latinoamericano: entre la pantalla de plata y las
pantallas digitales (2000-2009)”. In: Octavio GETINO (coordinador), América
Latina: producción y mercados en la primera década del siglo XX. Buenos
Aires: Ciccus, 2012, pgs. 61 a 182. __________ Cine latinoamericano y nuevas tecnologías audiovisuales. La
Habana: Fundación del Nuevo Cine Latinoamericano, 2011. Grupo Mercado Común del Mercosur (GMC). Resolución Nº 49: Reunión
Especializada de Autoridades Cinematográficas y Audiovisuales del
Mercosur. Reunión LII. Montevideo, 10 de diciembre de 2003. Grupo Mercado Común del Mercosur (GMC). Resolución Nº 49: Reunión
Especializada de Autoridades Cinematográficas y Audiovisuales del
Mercosur. Reunión LII. Montevideo, 10 de diciembre de 2003. _________ Resolución DCI/ALA/020-297, 2009. GUBACK, Thomas. La industria internacional del cine [1969]. Madrid:
Fundamentos, 1980. 236 Revista Brasileira
de Estudos de
Cinema
e Audiovisual HARVEY, Edwin. Política y financiación pública de la cinematografía. Países
iberoamericanos en el contexto internacional. Madrid: Fundación Autor, 2005. LAY, Tonatiuh. Análisis del proceso de la iniciativa de Ley de la Industria
Cinematográfica de 1998. Guadalajara: Editorial de la Universidad de
Guadalajara, 2005. Mercosur Radio. “La UE destina 1,5 millones para potenciar el sector
audiovisual en Mercosur”, 22 de setiembre de 2008. Disponible en: http://
www.mercosurradio.com.ar/joomla/index.php?option=com_content&view=a
rticle&id=203:cultura&catid=1:latest-news&Itemid=50. Ultimo acceso: 20 de
abril de 2014. MILLER, Toby y George YÚDICE, Política cultural. Barcelona: Gedisa, 2004. PENDAKUR, Manjunath, Canadian Dreams and American Control. The Political
Economy of Canadian Film Industry. Detroit: Wayne State University Press,
1990. Programa Mercosur Audiovisual (PMA)-Recam. Documento interno: nota
número 14/11 del 9 de febrero de 2011. SÁNCHEZ RUIZ, Enrique. “Diversidad y concentración en el audiovisual
iberoamericano”. In: Carlos DEL VALLE, Francisco Javier MORENO y
Francisco SIERRA (coord.), Políticas de comunicación y ciudadanía cultural
iberoamericana. Barcelona: Gedisa, 2012, pgs. 63 a 88. Unesco, “Analysis of the UIS Survey on Feature Film Statistics”, informe de
prensa, Montreal, 2007. United Press International. “Uruguay coordinará red de audiovisuales del
Mercosur”, 17 de diciembre de 2012. Disponible en: http://espanol.upi. United Press International. “Uruguay coordinará red de audiovisuales del
Mercosur”, 17 de diciembre de 2012. Disponible en: http://espanol.upi. 237 com/Noticias-destacadas/2012/12/17/Uruguay-coordinar%C3%A1-red-de-
audiovisuales-del-Mercosur/UPI-26221355795503/ Ultimo acceso: 27 de
agosto de 2013. Variety, “International Profile: Argentina Offers Reminder of Basic Business
Model”, 6 de abril de 2013. Disponible en: http://variety.com/2013/biz/global/
international-profile-argentina-1200331677/ Ultimo acceso: 29 de abril de
2014. Submetido em 30 de abril de 2014 | Aceito em 12 de agosto de 2014 Wasko, Janet. How Hollywood Works. Londres: Sage, 2003. _________ “The Death of Hollywood: Exaggeration or Reality?”. In: Janet
WASKO, Graham MURDOCK y Helena SOUSA (eds.), The Handbook of
Political Economy of Communications. Londres: Blackwell, 2011, pgs. 307 a
330. Submetido em 30 de abril de 2014 | Aceito em 12 de agosto de 2014 238
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Factors Influencing Intention and Behaviour of Agricultural Extension Staff Concerting Post-Covid-19 Digital Technical Guidance: A Study in Yogyakarta, Indonesia
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Research in social sciences and technology
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Research in Social Sciences and Technology Factors Influencing Intention and Behaviour of Agricultural Extension
Staff Concerting Post-Covid-19 Digital Technical Guidance: A Study in
Yogyakarta, Indonesia
Rahima Kalikya*, Hafni Amalia Juniartia, & Septi Kusumawatia * Corresponding author
Email: rahima.kaliky@ugm.ac.id * Corresponding author
Email: rahima.kaliky@ugm.ac.id ABSTRACT Agriculture extension staff are encouraged to attempt more
efficient methods to enhance their competency through digital
webinars or technical guidance, in Bahasa Bimbingan Teknis
(Bimtek) programs. The research aims to explore factors
influencing the intention and behavior of agricultural extension
staff towards the Technical guidance online Ministry of
Agriculture in Special Region Yogyakarta, Indonesia. This research
included the Behavior Intention (BI) and Use Behavior (UB)
models with significant construct. The research used the
quantitative method and analyzed PLS-SEM. One hundred eighty
extension staffs participated, chiefly 34-42 years old. All of the
indicators passed the outer model assessment. The analysis
results conclude that significant effects are Attitude to BI, Control
Behavior to BI, Perceived Usefulness to BI, and Behavior Intention
to UB. The perception of extension staffs about Technical
guidance online can enhance their performance to continue using
it in obtaining agricultural technology information, extension
materials, information on agricultural policies, and the latest
agricultural development programs. The insignificant constructs
are Subjective Norm, Motivation, and Perceived Ease to Use. The
validated research model explains 61% of the variance (R2 = 0.61)
in Attitude, Perceived Usefulness, and Control Behaviour towards
Behavior Intention (BI). Moreover, BI explains 8.9% of the
variance (R2 = 0.089) in UB of Technical guidance online. This
research found that BI and UB have Q2 values of 0.538 and 0.077. The practical implication could be applied as preliminary
development planning studies to enhance the efficiency of
Technical guidance online as Bank Data. a. Extension and Communication
Development, Graduate School of
Gadjah Mada University, Yogyakarta,
Indonesia. 10.46303/ ressat.2023.35 10.46303/ ressat.2023.35 Article Info
Received: March 14, 2023
Accepted: October 23, 2023
Published: November 1, 2023 How to cite Kaliky, R., Juniarti, H. A., & Kusumawati,
S. (2023). Factors influencing intention
and behaviour of agricultural extension
staff concerting Post-Covid-19 digital
technical guidance: A study In
Yogyakarta, Indonesia. Research in
Social Sciences and Technology, 8(4),
147-171. Kaliky, R., Juniarti, H. A., & Kusumawati,
S. (2023). Factors influencing intention
and behaviour of agricultural extension
staff concerting Post-Covid-19 digital
technical guidance: A study In
Yogyakarta, Indonesia. Research in
Social Sciences and Technology, 8(4),
147-171. https://doi.org/10.46303/ressat.2023.35 Copyright license
This is an Open Access article distributed
under the terms of the Creative
Commons Attribution 4.0 International
license (CC BY 4.0). KEYWORDS Digital guidance; behavior; dissemination; extension agriculture
staff. 148 Kaliky et al. INTRODUCTION Agricultural extension staff are communicators of agricultural development who have the task
of helping farmers to be able to farm well and develop their farming businesses to be productive
through increasing knowledge, changing farmers' attitudes towards a more positive direction,
and improving farmers' skills in farm management. Therefore, agricultural extension staffs must
have adequate hard skills (technical knowledge) and soft skills such as communication skills,
critical thinking, integrity, creativity, and emotional intelligence. The ability to interact as well
to farmers was suggested by (Huda, 2015) is the social competency of extensionst. These
competencies are essential for an extension worker, considering that agricultural extension is
an active and dynamic learning process between communicators (extension staff) and
communicants (farmer and agricultural business actor) that aims to educate farmers and
business actors so that they can consciously change their mindset, attitude, and behavior in
farming and farming to obtain the benefits as expected (Kaliky & Hariadi, 2013). Some occupations become outdated as revolutions change, while others become crucial. Over the preceding few decades, new technological advances have replaced machinery with
telecommunications and electricity (WEF & ADB, 2017). These technologies and trends distort
physical, digital, and biological obstacles in many disciplines, businesses, and economies. These
advanced technologies will transform future employment (Horáková et al., 2017). Accomplishing the duties and functions as a disseminator, an extension worker is required to
have competence in disseminating innovative information. Meanwhile, the results of several
studies on the qualification extension staffs in various regions categorized as low to moderate. The conclusion of Muliady's (2009) research in West Java is that the competence of
agricultural extension staffs in Karawang, Subang, and Sukabumi districts in developing rice
paddy farming is low. The research results (Yusneli & Tanjung, 2021) in Pasaman Regency, West
Sumatra, show that the competence of agricultural extension staffs in innovation
communication, learning management, and entrepreneurship management is only moderate. Based on (Huda, 2015), factors that significantly affect the ability to communicate agricultural
extension innovations are learning facilities, training, and coverage of extension materials. On
the other hand, training activities for extension staff are minimal due to restrictions on activities
and budget reductions for extension activities, including training for agricultural extension staff
in the Covid-19 pandemic. KEYWORDS To overcome these problems, extension staff are expected to follow
new efficient ways to get extension material while improving hard skills and soft skills to
improve their competence through digital webinars or technical guidance, in bahasa Bimbingan
Teknis (Bimtek) programs. Based on Arifin et al. (2021), the agricultural sector can grow positively by 1.75% in 2020
or during the COVID-19 pandemic due to increased agricultural production, fair commodity
prices, and aspects of resilience agriculture. According to the standard theory of development
economics, the more developed the country, the share of income from the agricultural sector
will decrease, while the share of the manufacturing and service sectors will increase. In a RESSAT 2023, 8(4): 147-171 149 recession or economic crisis, the process of structural transformation of the economy is
generally disrupted, mainly because quite several people make the agricultural sector the last
resort to survive. The agricultural workforce increased significantly from 36.71 million (27.53%
of the total workforce of 133.36 million people) in August 2019 to 41.13 million people (29.76%
of the total workforce of 138.22 million people) in August 2020 (Arifin et al., 2021). The
increased agricultural labor burdens the agricultural sector because agricultural labor
productivity is relatively low. Therefore, the agricultural sector must take advantage of the
technological changes in production, harvesting, and post-harvesting in the future. The Covid-19 pandemic positively impacted the communication of development
information in various fields, including agricultural extension. Based on a survey (Prisma, 2020),
37% of farmers actively use the internet to get agricultural information, primarily through
Google and YouTube, and 58% of farmers plan to learn and use the internet. Research
(Indraningsih et al., 2020) shows that during the Covid-19 pandemic, agricultural extension
staffs had more accessible access to various topics of information ranging from cultivation to
marketing because, during the pandemic, there were various webinars and digital technical
guidance (Bimtek Online) that were easily accessible without paying. The phenomenon shows
that digital webinars or technical guidance is an alternative solution to the problem mentioned. The Ministry of Agriculture has made various breakthroughs in disseminating
information, innovations, and agricultural technology during the Covid-19 pandemic intensively
by utilizing digital media to accelerate advanced, independent, and modern Indonesian
agriculture. Dissemination in the pandemic era is carried out using the digital guidance method. Kaliky et al. The participation of extension staff in the digital guidance is a personal choice. Whether
or not to participate in the digital guidance depends on personal intentions and will be
manifested in behaviour. This research identifies the intentions and behaviour of agricultural
extension staff to utilize Technical guidance online as a medium for obtaining information and
knowledge about agricultural technology innovations to improve hard skills and soft skills as an
endeavour to improve competence to support extension performance. It is expected that post-Covid-19, the extension staff will utilize various information,
innovations, and agricultural technology that have been and will be presented in the Ministry of
Agriculture digital guidance. These efforts are inseparable from strong behavioural intentions. Thus, what factors influence the behavioural intentions of agricultural extension staff in the
Special Region of Yogyakarta (SRY). Thus, it is necessary to conduct a scientific study to obtain a
model of the intention and behaviour of agricultural extension staffs towards digital guidance
and the effectiveness of guidance on improving the competence and performance of
agricultural extension staffs for supporting the success of post-Covid-19 agricultural
development in the SRY, Indonesia. KEYWORDS Some of the echelons that conduct intensive digital guidance are the Directorate General of
Food Crops (in Bahasa: Direktorat Jenderal Tanaman Pangan or Ditjen TP), the Agricultural
Extension and Human Resources Agency (in Bahasa: Badan Penyuluhan dan Sumber Daya
Manusia Pertanian or BPSDMP), and Assessment Institute for Agricultural Technology of
Yogyakarta (in Bahasa: Balai Pengkajian Teknologi Pertanian or BPTP DIY). Ditjen TP organizes
Technical Guidance and Socialization or Bimbingan Teknis dan Sosialisasi "BTS Propaktani",
BPSDMP organizes digital guidance with the concept of Ngobrol Asyik "Ngobras", and BPTP DIY
organizes digital guidance "Jumpa Teknologi Virtual (JTV)". The Ministry of Agriculture's digital guidance presents science-based information,
technological innovations, and success stories to target audiences of agricultural extension
staffs, farmers, researchers, lecturers, agricultural service providers, and other audiences to
improve knowledge, skills, and attitudes. Hopefully, agricultural extension staff's competence
can improve by participating in digital guidance. Competence is the workability of each
individual that includes aspects of knowledge, skills, and attitudes that follow the expected
standardization (Undang-Undang (UU) Tentang Sistem Pendidikan Nasional [Law on the
National Education System], 2003) and a person's competence in their field of work is
inseparable from the personal characteristics that underlie someone behaviour related to a
person's work effectiveness (McClelland, 1973). RESSAT 2023, 8(4): 147-171 150 Kaliky et al. Research Question Agricultural extension staffs as disseminators of information and technological innovations are
required to have adequate hard and soft skills to support the competence and performance of
extension services. It is alleged that the competence of extension staff as disseminators of
technological innovation is not optimal in supporting their performance as disseminators. Based on the problem the follo ing research q estions can be form lated Based on the problem, the following research questions can be formulated. Based on the problem, the following research questions can be formulated. • What factors influence agricultural extension staff's intention and behaviour towards
the Ministry of Agriculture's digital technical guidance?; • What factors influence agricultural extension staff's intention and behaviour towards
the Ministry of Agriculture's digital technical guidance?; • What is the intention and behaviour Technical guidance online model validated with
significant construct? • What is the intention and behaviour Technical guidance online model validated with
significant construct? The hypothetical model for the research construct is in Figure 1. The following specific
hypotheses are put out by this research, which is aligned with the introduction in the preceding
section: H1: Attitude has a positive and significant effect on behaviour intention H2: Subjective Norm has a positive and significant effect on behaviour intention H3: Control Behavior has a positive and significant effect on behaviour intention H4: Motivation has a positive and significant effect on behaviour intention H5: Perceived Usefulness has a positive and significant effect on behaviour intention
H6: Perceived Ease to Use has a positive and significant effect on Behavior Intention
H7: Behavior Intention has a positive and significant effect on Use Behavior RESSAT 2023, 8(4): 147-171 151 Figure 1. Figure 1. Hypothetical Model Intention and Behaviour Digital Guidance Hypothetical Model Intention and Behaviour Digital Guidance Hypothetical Model Intention and Behaviour Digital Guidance Table 1. Table 1. Total population of agricultural extension staff in the district and sample size of the research
Working Area
Population
Sample
Bantul District
95
44
Gunungkidul District
129
48
Kulon Progo District
82
42
Sleman District
86
46
Total
392
180
Source: SRY Agriculture and Food Security Office (2022) and primary data. ion of agricultural extension staff in the district and sample size of the research Total population of agricultural extension staff in the district and sampl Agriculture and Food Security Office (2022) and primary data. Source: SRY Agriculture and Food Security Office (2022) and primary data. Location and Sample Selection Technique The research location consists of all districts in Yogyakarta. The sub-district sample unit is an
extension institution, namely the Agricultural Extension Centre/ Agricultural Extension Centre
for Food and Fisheries (in Bahasa: Balai Penyuluhan Pertanian/ Balai Penyuluhan Pertanian
Pangan dan Perikanan or BPP/BP4). The sampling technique was accidental sampling (Sugiyono,
2019). The location of BPP/ BP4 in each district or stratum is not stratified, and population
members are considered homogeneous. The population (N) are 392 extension workers, and the
total sample is 180 extension staff suitable for the PLS-SEM analysis criteria. The sample
distribution is listed in Table 1. Data Analysis y
The research data will be analyzed using a PLS-SEM structural model analysis to test the
hypotheses. The advantages of PLS-SEM are that it can be used when the sample size is small,
the data is not normally distributed, and the model used is complex with many indicators (Hair
et al., 2019). When the underlying theory has not been adequately explored, PLS-SEM applies
in beneficial (Gotthardt & Mezhuyev, 2022; Rigdon, 2012). The PLS evaluation model is based
on prediction measurements. When substantial effects emerge, PLS-SEM has an enhanced
probability to identify them (Sarstedt et al., 2017). Based on Chin (2010), when theoretical
information is limited and the focus is on revealing significant effects, more accurate statistical
power enables utilisation in studies that are exploratory (Chin, 2010; Sarstedt et al., 2017). Ghozali (2014) stated that the evaluation of the PLS model is carried out by evaluating the outer
model and inner model. This research aims to identify the Intention and Behaviour Model
extension staffs usage Technical guidance online Ministry of Agriculture. This study's outer
model evaluation of reflective measurements consists of Cronbach's alpha, Dillon-Goldstein's
rho, Composite reliability, and AVE. The inner or structural model consists of R2 value, Q2 or
predictive relevance, and path coefficient are measured. The data collection technique uses an The research data will be analyzed using a PLS-SEM structural model analysis to test the
hypotheses. The advantages of PLS-SEM are that it can be used when the sample size is small,
the data is not normally distributed, and the model used is complex with many indicators (Hair
et al., 2019). When the underlying theory has not been adequately explored, PLS-SEM applies
in beneficial (Gotthardt & Mezhuyev, 2022; Rigdon, 2012). The PLS evaluation model is based
on prediction measurements. When substantial effects emerge, PLS-SEM has an enhanced
probability to identify them (Sarstedt et al., 2017). Based on Chin (2010), when theoretical
information is limited and the focus is on revealing significant effects, more accurate statistical
power enables utilisation in studies that are exploratory (Chin, 2010; Sarstedt et al., 2017). Ghozali (2014) stated that the evaluation of the PLS model is carried out by evaluating the outer
model and inner model. This research aims to identify the Intention and Behaviour Model
extension staffs usage Technical guidance online Ministry of Agriculture. This study's outer
model evaluation of reflective measurements consists of Cronbach's alpha, Dillon-Goldstein's
rho, Composite reliability, and AVE. RESEARCH METHOD Quantitative research is conducted with a survey descriptive design approach (adjustable
measurement of phenomena) using structured questionnaires that are tested for validity and
reliability, and the unit of analysis is the individual (Effendi & Singarimbun, 2012; Sugiyono,
2017). The procedure for gathering data began with focus groups conducted in each regency to
acquire information in group circumstances, either through planned interview questions that
the moderator asks of each participant in turn or through a script to encourage group
conversations in understanding contemporary issues. Focus groups also enable researchers to
observe participants' reactions to the comments and opinions expressed by other participants,
allowing them to identify parallels and variances in viewpoints. The social phenomena are
utilized as the fundamental theoretical and questioning framework. In addition, the
questionnaire link is shared with the leader of every sub-district sample unit via WhatsApp. RESSAT 2023, 8(4): 147-171 152 Kaliky et al. Agricultural extension staffs who fulfilled the respondent criterion as SRY extension staff and
had experience following the Bimtek Online Program filled out the questionnaire voluntarily. L
ti
d S
l S l
ti
T
h i Agricultural extension staffs who fulfilled the respondent criterion as SRY extension staff and
had experience following the Bimtek Online Program filled out the questionnaire voluntarily. Sample Description The total of 180 extension staffs participated, consisting of men and women. The respondents
at the research location are mostly 34-42 years old, totalling 65 people, with a percentage of
36%. Respondents aged 25-33 years were 18 people with a percentage of 10%. Extension
workers who are quite old, aged 43-51 years, are 54 extension workers or 30%. As many as 24%
or 43 agricultural extension workers in Yogyakarta who are categorized as old (52-60 years old)
will enter retirement within the next 1-8 years. The complete description of the respondent's
age is obtainable in Table 3. Data Analysis The inner or structural model consists of R2 value, Q2 or
predictive relevance, and path coefficient are measured. The data collection technique uses an RESSAT 2023, 8(4): 147-171 153 online questionnaire, Google Form, which the construct and indicators questions shown in
Appendix 4. Total The age of SRY agricultural extension workers varies, affecting performance. Based on Widakdo
et al. (2021), age and performance are interconnected with decreasing performance. A person's
expertise, speed, and energy will shrink over time, which adds to the saturation of work, thus
affecting the decline in productivity. The tenure is the duration of the respondent's work as an agricultural extension staff
member. The situation generally shows that the tenure of agricultural extension staff is
relatively moderate. The complete description of the tenure agriculture staffs concluded at
Table 4. Table 3. The age categories of respondent
Ages Categories
Frequency
Percentages (%)
Very young (25-33 years old)
18
10
Young (34-42 years old)
65
36
Quite old (43-51 years old)
54
30
Old (52-60 years old)
43
24
Total
180
100
Source: Primer Data, 2022 The age categories of respondent Kaliky et al. Most extension workers have a working period of 11-20 years with a frequency of 100
people or 56% or moderate. There were 58 extension workers, or 32 per cent, with a new tenure
of fewer than ten years. There are 9 or 5% of extension workers with a working period of 21-30
years or a fairly old category. Extension workers, classified as an old category, have a working
period of 31-40 years, as many as 13 people or 7%. According to Siagian (2008), the working period shows how long a person has worked in
each job or position. According to Kreitner and Kinicki (2004), a length of service will make an
employee feel more completely at ease in an organization. Due to having adapted to the
environment, a worker will feel comfortable with his job. This statement is supported by
research conducted by Karima et al. (2018) that the tenure factor positively and significantly
affects employee performance. The user behaviour of the Ministry of Agriculture's Online Technical Guidance represents
the accessibility of information disseminated to agricultural extension staff. Based on the
descriptive analysis of the research results, 158 extension staffs or 88% of respondents
participated in the BTS Propaktani. There were 62% of respondents or 112 extension staffs
following Ngobras. Seventy-three extension staffs, or 40.6% of respondents, followed JTV. The
graph of user behaviour is shown in Figure 2. Fi
2 User Behaviour Technical guidance online Ministry of Agriculture Indonesia Source: primer data analysis, 2022
158
112
73
ProPakTani
Ngobras
Jumpa Teknologi Virtual
(JTV) BPTP Yogyakarta
User Behavior Technical Guidance Online User Behavior Technical Guidance Online User Behavior Technical Guidance Online Jumpa Teknologi Virtual
(JTV) BPTP Yogyakarta Source: primer data analysis, 2022 Based on qualitative data using Focus Group Discussions in four districts, BTS ProPakTani
has more positive attention to accessing agriculture innovation and information from the
Ministry of Agriculture Indonesia than Ngobras and JTV. BTS Propaktani held the Technical
guidance online twice daily and five days per week. The webinar media BTS Propaktani are
ZoomMeeting and Live Streaming features on YouTube. They used social media Instagram,
YouTube, TikTok, Telegram, and WhatsApp to disseminate the weekly topic list. Most users or
extension staffs pick out the topic related to the advisory materials in their fostered area. Moreover, Ngobras held the Technical guidance online once weekly, every Tuesday. The
webinar media Ngobras are ZoomMeeting and Live Streaming features on YouTube. Table 4. Table 4. The tenure of agriculture staffs in SRY
Tenure Categories
Frequency
Percentage (%)
New (1-10 years)
58
32
Moderate (11-20 years)
100
56
Fairly old (21-30 years)
9
5
Old (31-40 years)
13
7
Total
180
100
Source: Primer Data 2022 RESSAT 2023, 8(4): 147-171
Table 4. The tenure of agriculture staffs in SRY
Tenure Categories
Frequency
Percentage (%)
New (1-10 years)
58
32
Moderate (11-20 years)
100
56
Fairly old (21-30 years)
9
5
Old (31-40 years)
13
7
Total
180
100
Source: Primer Data, 2022 The tenure of agriculture staffs in SRY RESSAT 2023, 8(4): 147-171 154 Kaliky et al. Kaliky et al. They used
social media, Facebook, Instagram and WhatsApp to inform the event. Ngobras was the RESSAT 2023, 8(4): 147-171 155 communication media among extension staffs and the Head of Indonesia Extension Agriculture
Agency. Additionally, Technical guidance online JTV was held and lastly accessible in August
2022. The webinar media JTV are ZoomMeeting and Live Streaming features on YouTube. They
used social media, Facebook, Instagram and WhatsApp to inform the event. JTV is used as the
innovation dissemination media specific location on Special Region of Yogyakarta, the
innovation and information adjust the potential resources on Special Region of Yogyakarta. Scholars have explored how social media supports social mobilization over the last few decades. Indeed, social media allows both individuals and organizations to communicate with their
followers and the general public (Forde, 2017; Stein, 2009) Table 5. Outer Model Evaluation
Constructs
Cronbach's
Alpha
rho_A
Composite
Reliability
Average Variance
Extracted (AVE)
Attitude
0.917
0.923
0.934
0.670
Subjective Norm
0.880
0.881
0.918
0.736
Control Behavior
0.689
0.718
0.829
0.619
Motivation
0.892
0.905
0.933
0.822
Perceived Usefulness
0.824
0.831
0.896
0.741
Perceived Ease to Use
0.890
0.893
0.920
0.696
Behavior Intention
0.945
0.946
0.965
0.902
Use Behavior
1.000
1.000
1.000
1.000
Source: primer data analysis, 2022 Source: primer data analysis, 2022 Convergent validity occurs when the scores obtained from two different instruments
measuring the same construct have a high correlation. The rule of thumb for convergent validity
is outer loading > 0.708 and average variance extracted (AVE) is > 0.5. The findings of SmartPLS
3.0 processing reveal that all indicators have a loading factor value more than 0.708 and an AVE
value greater than 0.5. Appendix 1 is the valid model of loading factors. Twelve reflective
indicators which drop out from each construct are ATT7, CB1, CB2, CB3, MOV2, MOV3, PEOU4,
PEOU5, PU1, PU2, UB1, and UB2. Ensure that every latent variable's conceptualization varies from other latent variables
that employed discriminant validity. Discriminant validity is evaluated by assessing the cross-
loadings among constructs, the Fornel-Larcker criterion, and the Heterotrait-Monotrait Ratio of
Correlation (HTMT). The model has adequate discriminant validity if the AVE squared value of
each exogenous construct (the value on the diagonal) is larger than the correlation between the
construct and other constructs (the value below the diagonal) (Ghozali, 2014) (Fornell & Larcker,
1981; Ghozali, 2014). Based on the Fornell-Larcker Criterion Value derived as indicated in
Appendix 2, the calculation of discriminant validity test utilizing the AVE quadratic value. According to the discriminant validity test, the AVE square root values of all constructs are larger
than their connection with other latent details (as assessed by the Fornell-Larcker criteria). Analysis of the structural model Evaluation Outer Model Outer model validity measurement consists of Internal consistency reliability, Convergent
validity, and Discriminant Validity. The latent variable is modelled in reflective models as a single
predictor of the values of each dependent indicator variable. Multicollinearity is not a problem
in an outer reflective measuring model (Garson, 2016). Internal consistency reliability is assessment based on Cronbach's alpha, Dillon-
Goldstein's rho, and Composite reliability. Hair et al. (2014) describe Cronbach's alpha as a
reliability indicator for internal consistency that counts on equal indicator loadings. Cronbach's
alpha assumes equal population covariances among indicators in a single block, which is rare in
actual study. However, it can be utilized as a lower constraint on reliability (Guttman, 1945;
Sijtsma, 2009). The recommended value of Cronbach's alpha is 0.70-0.90, and the minimum is
0.70 or 0.60 in exploratory research (Hair et al., 2019). Cronbach's alpha is obtained using the indicator variance-covariance matrix, whereas
Dillon-alpha Goldstein's alpha is obtained using factor loadings. Subsequently, consistent factor
loading estimations should be utilized to calculate Dillon-Goldstein's. Another metric used to
assess the unidimensionality of a reflective block is Dillon-Goldstein's rho, which is based on the
variance of the sum of variables in the component of relevance. A block is generally considered
unidimensional when the Dillon-rho Goldstein's is greater than 0.7. It considers how much the
latent variable explains its block of indicators. This index is a stronger indication than Cronbach's
alpha (Sanchez, 2018). Composite reliability is considered a more appropriate reliability criterion in the context
of PLS-SEM. Higher values imply higher reliability (Gotthardt & Mezhuyev, 2022). The
recommended value of composite reliability is the same as Cronbach's alpha. Cronbach's alpha
is the lower constraint for internal consistency reliability, whereas composite reliability is the
higher bound (Hair et al., 2019). Cronbach's alpha values are unsupported and less accurate,
whereas composite reliability is more dependable since indicators are weighted based on the
construct's specific indicator loadings (Gotthardt & Mezhuyev, 2022). Cronbach's alpha is likely
too conservative, whereas composite reliability is likely too permissive. The ultimate reliability
may lie between the two measures (Al-Emran et al., 2019; Hair et al., 2019). RESSAT 2023, 8(4): 147-171 156 Kaliky et al. The Internal consistency reliability test results in Table 5 that all constructs have met the
required reliability. The Internal consistency reliability test results in Table 5 that all constructs have met the
required reliability. Table 5 Analysis of the structural model The structural model or inner model aims to predict the relationship between latent variables. The coefficient of determination (R2), the blindfolding-based cross-validated redundancy, the
statistical significance, and the path coefficients are an example of assessment criteria that
should be measured for inner model evaluation. At the structural level, multicollinearity is
possible in either a reflective or a formative model. In other words, the latent variables
represented as causes of an endogenous latent variable might be multicollinear. Structural RESSAT 2023, 8(4): 147-171 157 multicollinearity is an issue in both reflective and formative models and a problem in OLS
regression models (Garson, 2016). The structural Variance Inflation Factor (VIF) coefficients in
ideally show VIF < 3, possible collinearity issues when VIF ≥ 3-5, and probable collinearity issues
when VIF ≥ 5 (Hair et al., 2019). Based on the inner VIF value, all constructs have VIF values
below 5. The VIF value is attainable in Appendix 3. The structural model or inner model is
evaluated by looking at the significant structural path coefficient, which eliminated the
unsupported hypotheses depicted in Figure 3 and described in Table 7. It resulted in the
validated hypotheses that are illustrated in Figure 4 and reported in Table 8. Figure 3. Structural Model Intention and Behaviour Technical guidance online Structural Model Intention and Behaviour Technical guidance online Source: primer data analysis, 2022
Hypotheses Result
The stage for assessing the inner model all postulated for the strength and direction of path
coefficient values, and produced t-values for relationship significance. Based on PLS-SEM
analysis in Table 7 exogenous variables significantly affect endogenous variables: Attitude to Source: primer data analysis, 2022 Table 7. Research hypotheses tested Model Intention and Behaviour Technical guidance online
Path
Original
Sample or β
Sample
Mean
Standar
d
Deviatio
n
T
Statistics
P
Values
Decision
H1 ATT→ BI
0.156
0.156
0.091
1.719
0.043
Supported
H2 SN → BI
0.093
0.095
0.105
0.890
0.187
Unsupport
ed
H3 CB → BI
0.216
0.223
0.100
2.146
0.016
Supported
H4 MOV → BI
0.077
0.082
0.081
0.958
0.169
Unsupport
ed
H5 PU → BI
0.223
0.218
0.088
2.531
0.006
Supported
H6 PEOU → BI 0.134
0.127
0.119
1.122
0.131
Unsupport
ed
H7 BI → UB
0.299
0.303
0.068
4.367
0.000
Supported
Source: primer data analysis, 2022 ch hypotheses tested Model Intention and Behaviour Technical guidance online Research hypotheses tested Model Intention and Behaviour Technical guidance Researchers used a bootstrapping technique to assess the statistical significance of the
path coefficient values while calculating t-values. Hair et al. (2017) state actual t-values must be
higher than critical t-values. This research used 5% significance level, so the critical t-value >
1.96 or the p-value < 0.05. T-values were subsequently utilized to investigate the proposed
hypotheses. Based on this research, there are the hypotheses results: 1. Attitude has positive and significant effect on behaviour intention. 2. Subjective Norm has positive and insignificant effect on behaviour intention 3. Control Behavior has positive and significant effect on behaviour intention 4. Motivation has positive and insignificant effect on behaviour intention 5. Perceived Usefulness has positive and significant effect on behaviour intention 6. Perceived Ease to Use has positive and insignificant effect on Behavior Intention Behavior Intention has positive and significant effect on Use Behavior 7. Behavior Intention has positive and significant effect on Use Behavior
Validated Model of Intention and Behaviour Technical guidance online Hypotheses Result The stage for assessing the inner model all postulated for the strength and direction of path
coefficient values, and produced t-values for relationship significance. Based on PLS-SEM
analysis in Table 7, exogenous variables significantly affect endogenous variables: Attitude to
Behavior Intention, Control Behavior to Behavior Intention, Perceived Usefulness to Behavior
Intention, and Behavior Intention to Usage Behavior. These coefficients represent the proposed correlations between the constructs. The
numbers are typically between +1 and 1, with positive signifying a favourable connection and
negative signifying an unfavourable connection. The greater the link, the closer the values are
to one. As a result, the closer the values are to 0, the weaker the correlation. Bootstrapping was RESSAT 2023, 8(4): 147-171 158 Kaliky et al. used to calculate values and confidence intervals for statistical significance (Hair et al., 2017,
2019). Bootstrapping to 5000, Bias Correct and Accelerated (BCa) Bootstrap, and the one-tailed
test type were applied. p
g
Validated Model of Intention and Behaviour Technical guidance online Validated Model of Intention and Behaviour Technical guidance online The structural relationship of the examined constructs showed that not all path models are
significant. Alternatively, we compiled the Validated Research Model of Intention and Behaviour
Technical guidance online (with a significant path only). The path model is seen in Figure 4. RESSAT 2023, 8(4): 147-171 159 Figure 4. Figure 4. Validated Model Intention and Behaviour Technical guidance online (with significant path only) Validated Model Intention and Behaviour Technical guidance online (with significant path only) Source: primer data analysis, 2022 Source: primer data analysis, 2022 The inner model assessment described the Validated Path Model of Intention and
Behaviour Technical guidance online. The quantity of R2 value and predictive relevance (Q2)
were calculated (obtained in Table 8). The validated research model explains 61% of the
variance (R2 = 0.61) in Attitude, Perceived Usefulness, and Control Behaviour towards Behavior
Intention (BI). Moreover, BI explain 8.9% of the variance (R2 = 0.089) in (Usage Behavior) UB of
Technical guidance online, which means it has moderate and very weak explanatory power. Table 8. f Validated Research Model Intention and Behaviour Technical guidance online Coefficient of Validated Research Model Intention and Behaviour Technical guidance online
(with significant path only)
Construct
R Square
R Square Adjusted
Behavior Intention
0.61
0.603
Use Behavior
0.089
0.084
Source: primer data analysis, 2022 Coefficient of Validated Research Model Intention and Behaviour Technical guid The Q2 value larger than zero means that the preliminary theoretical model is sufficiently
predictive, whereas a Q2 score less than zero implies that the theoretical model is insufficiently
predictive (Sarstedt et al., 2017). These Q2 values are obtained in Table 9. Blindfolding is
calculated from Q2. Construct Cross-validated redundancy. Determining the structural model's
prediction accuracy for a certain endogenous component, Q2 values for that construct should RESSAT 2023, 8(4): 147-171 160 Kaliky et al. be greater than zero. Q2 values greater than 0, 0.25, and 0.50 respectively the PLS-path model's
small, medium, and large predictive relevance (Hair et al., 2019). T bl 9 be greater than zero. Q2 values greater than 0, 0.25, and 0.50 respectively the PLS-path model's
small, medium, and large predictive relevance (Hair et al., 2019). Figure 4. Q2 Value of Validated Model Intention and Behaviour Technical guidance online (with significant
path only)
Constructs
SSO
SSE
Q²
Attitude
1260.000
1260.000
Control Behavior
540.000
540.000
Perceived Usefulness
540.000
540.000
Behavior Intention
540.000
249.631
0.538
Use Behavior
180.000
166.184
0.077
Source: primer data analysis, 2022 alidated Model Intention and Behaviour Technical guidance online (with significant alidated Model Intention and Behaviour Technical guidance online (with significant Q2 Value of Validated Model Intention and Behaviour Technical guidance online (wi
path only) Source: primer data analysis, 2022 The value of Q2 has a range of 0 < Q2 < 1, where the closer to 1 means the better the
model. This research found that consequently BI and UB have Q2 values of 0.538 and 0.077,
calculated in Table 6. That means the predictive relevance category is large and small. Moreover,
these revealed Q2 value and R2 value imply that the theoretical model has strong predictive
relevance and significant explanatory power. The amount of Q2 is equivalent to the coefficient
of total determination in path analysis. The importance of the path's strength is used to analyze t-values to know the value of
the relation. The techniques are the same as the t-statistic test before. Table 10 calculates the
t-value Validated Model Intention and Behaviour Technical guidance online. Table 10. T-value Validated Model Intention and Behaviour Technical guidance online
Construct
Original
Sample or β
Sample
Mean
Standard
Deviation T Statistics
P
Values
Decision
ATT-> BI
0.228
0.223
0.072
3.178
0.001
Supported
CB -> BI
0.310
0.314
0.079
3.917
0.000
Supported
PU -> BI
0.346
0.348
0.071
4.875
0.000
Supported
BI -> UB
0.299
0.300
0.066
4.540
0.000
Supported
Source: primer data analysis, 2022 T-value Validated Model Intention and Behaviour Technical guidance online DISCUSSION All research hypotheses were tested using PLS-SEM by assessing the outer and inner models. There are four hypotheses that are significant and three hypotheses that are insignificant (see
Table 7). Only validated hypotheses are discussed in this section, consisting of Attitude towards
Behavior Intention (H1), Control Behavior towards Behavior Intention (H3), Perceived
Usefulness towards Behavior Intention (H5), and Behavior Intention towards Use Behavior (H7). RESSAT 2023, 8(4): 147-171 161 Attitude towards Behavior Intention (H1) Attitude is an aspect of cognition (thinking or knowledge), affection (feeling), and predisposition
to action (conation) of extension staff towards Technical guidance online Ministry of Agriculture. The results show a p-value < α (0.001 < 0.05), which means that attitude positively affects
behavioural intention. The β value is 0.228, which means were attitude rose by one-unit,
behavioural intention can increase by 22.8%. This effect is positive. In structural modelling terminology, attitude is a latent variable, where manifest variables
(indicators) include cognitive, affective, and conative, as well as verbal and nonverbal reactions. The three-component hierarchical attitude model is shown schematically in the following matrix
(Table 11). Table 11. Responses categories of attitudes
Response Categories
Mode
Response
Cognition
Affection
Conation
Verbal
Expressions
of
beliefs
Expressions of feelings
Expressions
of
intentions
Nonverbal
Perceptual
reactions
Physiological reactions Motoric responses
Source: Adapted from the theory of attitudes and attitude-behaviour relationships (Ajzen Icek,
1993). Responses categories of attitudes Responses categories of attitudes Table 11 depicts the many sorts of answer categories used in attitude analysis. Perceptions of attitude and object information are contained in cognitive categories. Attitude
cognitive indicators include vocal displays of beliefs as well as nonverbal perceptual reactions. Affective responses include spoken displays of feelings toward the attitude object, as well as
physical responses, facial expressions, and nonverbal markers of positive or negative emotions. Conative reactions include behavioral inclinations, plans, intentions, commitments, and
different overt motor activities that include the attitude object. This research explored the extension staff's cognitive, including the purpose of Technical
guidance online and the conviction that Technical guidance online will increase the effectiveness
and efficiency of job performance. Technical guidance online provides applicable innovations
under field conditions. Moreover, the affective indicator inquired in this research is the feeling
of happiness to join Technical guidance online rather than offline/on-site technical guidance
because it is more time and cost-efficient. Even though it requires an internet fee (data plan) to
access Technical guidance online, the extension workers feel happy because the speakers are RESSAT 2023, 8(4): 147-171 162 Kaliky et al. competent in their innovation fields. The significant indicator that measures the conative is the
action plan to prioritize their time to join Technical guidance online. The Role of Control Behavior on Behavior Intention (H3) Control Behavior in this study is a control belief that includes the perception of extension
workers regarding the skills needed to successfully carry out activities (participating in Technical
guidance online) as measured by two indicators: control beliefs and perceived power. The
results show a p-value < α (0.000 < 0.05), which means that Control Behavior positively affects
the Behavioural Intention of Technical guidance online. The β value is 0.310, if Control Behavior
increased one-unit, Behavioural Intention can increase by 31%. This effect is positive. According
to Jogiyanto (2007) perceived behavioral control is the perceived ease or challenge of
completing an action. The perceived ease reflects prior experience, expected problems, and
difficulties that a someone has surmount obstacles to engaging in a certain behaviour, such as
financial, time, and skill restrictions (Ajzen, 1991; Deng et al., 2016). In accordance with the TRA concept developed by Ajzen (1993) into the Theory of
Planned Behavior (TPB) that determines intention, not only attitudes towards behavior and
subjective norms, but also aspects of perceived behavioral control. Agricultural extension staffs
have a cognitive representation in the form of readiness to participate in Technical guidance
online. They are influenced by the belief that extension staff can have the strength to strive for
facilities and infrastructure that can support the accessibility of digital guidance. Efforts to
provide laptops, android phones, laptops, and internet networks are attempted by extension
staff to maximize activities to participate. The power felt by extension workers forms the
intention of extension workers to continue using digital guidance in obtaining agricultural
technology information, obtaining extension materials, and obtaining information on
agricultural policies and the latest agricultural development programs. Based on another agriculture research, Jin et al. (2022), self-efficacy and resource
convenience have the greatest effect on farmers perceived behavioral control. The degree that
people feel their mastery of new technology is expressed in their self-confidence and personal
convenience of somatosensory capability of new technologies (Bandura, 1982). The more
materials farmers have and the fewer hurdles they anticipate, the greater their perceptual and
behavioral control regarding technology adoption and more potent their behavioral intention. (H. Wang et al., 2019). Perceived Usefulness Significantly Effects on Behavior Intention (H5) g
y
Perceived usefulness is a person's view that using certain technology or innovation (following
online technical guidance) will help improve their job performance. Perceived usefulness was
discovered as a perception that was directly impacted by perceived ease of use, suggesting that
if users thought the system was easy to use, they would believe ICT was beneficial and would
be willing to employ the technology (Purnomo & Kusnandar, 2019). The results of this study
show a p-value < α (0.000 < 0.05), which means that perceived usefulness has a positive RESSAT 2023, 8(4): 147-171 163 significant effect on the behavior intention of Technical guidance online. The β value is 0.346,
were Perceived usefulness increased in one-unit, Behavioural Intention can increase by 34.6%. Extension staffs believe that online technical guidance can increase the knowledge of
agricultural extension staffs and can be used to prepare advisory materials. Technical guidance
online materials can be accessed again via Google Drive and YouTube. This makes the
performance of extension workers easy in carrying out their extension activities. The perception
of extension staffs about Technical guidance online that can enhance their performance as
extension workers affects the behavioral intention of extension workers to continue using
Technical guidance online in obtaining agricultural technology information, extension materials,
and information on agricultural policies and the latest agricultural development programs,
especially after the Covid-19 Pandemic. The intention of agricultural extension staffs towards digital guidance also needs to be
reviewed from the perspective of the Technology Acceptance Model (TAM), a development of
the TRA and TPB theories. Technical guidance online can be seen from the perspective of
Perceived Usefulness and Perceived Ease of Use. TAM can analyze why Technical guidance
online or technology systems are implemented because it includes psychological factors in
behavior. The TAM model has been tested and compared with TRA and TPB, concluding that
there is consistency that TAM is quite good (Jogiyanto, 2007). The construct of perceived
usefulness with indicators works more quickly (work becomes faster), benefits (useful),
increases productivity, enhances effectiveness, and improves job performance. Moreover,
Perceived Ease of Use with indicators of easy to learn, controllable, clear and understandable,
flexible, easy to become skillful, and easy to use (Davis, 1989). Personal variables such as experience and computer anxiety influenced users' beliefs
about the perceived usefulness of ICT (Hadi Purnomo & Lee ii, 2010). Perceived Usefulness Significantly Effects on Behavior Intention (H5) TAM pointed out the
relevance of PU above PEOU as the main factor of intentional usage in the acceptance model's
process, PU was projected to be impacted by PEOU due to the simpler a technology was to
utilise, the more advantageous it could be if every other factor was similar (Venkatesh, 2000). Purnomo and Kusnandar's (2019) research shows that perceived usefulness influences the
intention to utilize ICT. According to prior TAM research, perceived usefulness is a major factor
of technology adoption. (Lee et al., 2014; Ong & Lai, 2006; Park et al., 2009; Venkatesh & Davis,
2000). Perceived usefulness is "the degree of which a person believes that using a particular
system would enhance his or her job performance" and Perceived Ease of Use is "the degree of
which a person believes that using a particular system would be free of effort" (Davis, 1987). The attitudes of a user toward use a system are determined by PU, which in turn determines
behavioural intents and leads to actual system use (Folorunso & Ogunseye, 2008). Behavior Intention and Use Behavior (H7) The intention is a cognitive representation of a person's readiness to perform a certain behavior
or action, and this intention can be used as a strong predictor of behavior. The Theory of Planned
Behavior (TPB) suggests that behavioral intentions will influence a person's behavior. The TPB RESSAT 2023, 8(4): 147-171 164 Kaliky et al. contains a number of characteristics that help to understand people's behavioral motives and
intentions, and it has been frequently employed in studies in social science (H. Wang et al.,
2019). The results of this research show a p-value < α (0.00 < 0.05), which means that behavior
intention significantly affects the use behavior of Technical guidance online. The β value is 0.299,
that means were Behaviour Intention increased by one unit, Use Behavior can increase by
29.9%. Behavioural Intention will determine whether agricultural extension workers will take
action to participate Technical guidance online as measured by the intensity. The intention of
agricultural extension staff in the form of their readiness to continue using Technical guidance
online to obtain information on agricultural technology, extension materials, policy information,
and the latest agricultural development programs affects the behavior of agricultural
extensionist in the form of length and focus in following Technical guidance online. Interesting
Technical guidance online material will affect how long and focused agricultural extension
workers participated. Perceived Usefulness Significantly Effects on Behavior Intention (H5) The Theory of Planned Behavior (TPB) is a socio-psychological model that explains human
behavioral intentions and analyzes how certain intentions transform into specific behaviors
(Tama et al., 2021). TPB's founder, Ajzen (Ajzen, 1991, 2015), defines intention as the immediate
act or determinant of a someone's behavior. TPB is a popular socio-psychological model for
analyzing factors that influence farmers' intentions toward their actions, according to various
studies (Deng et al., 2016; Despotović et al., 2019; Judge et al., 2019; Liao et al., 2018; Y. Wang
et al., 2018). In line with use behaviour in agriculture, Jin et al. (2022) described that Tanzanian
farmers' willingness to adopt new agricultural technology reflects their technological
awareness, social group influence, and control capacities. Practical Implications The participation of extension staff in Technical guidance online is a personal choice. This
personal choice depends on intention and behavior. The data and information are important to
know as input in managing agricultural extension human resources in SRY related to strategies
to enhance the capability of agricultural extension post-Covid-19 pandemic in supporting the
competence and performance of extension staff in supporting sustainable agricultural
development in SRY. Based on the results of the research, some points to consider compiling practical
implications are: • Increased positive Attitudes to use Technical guidance online can be encouraged by
raising awareness of cognitive, affective, and conative aspects. There are varied
strategies to obtain a positive attitude, such as human resources attitude and capacity
building to adapt the digital transformation of the extension system. • Aspects of perceived behavioral control can be improved through cognitive
representations in the form of facilities and infrastructure that can support the
accessibility of participating in Technical guidance online. Supporting facilities for
internet access and adequate equipment must be provided in areas far from the Regency
center and with stable and fast internet. The availability of facilities can increase positive
perceptions of accessing Technical guidance online. • Perceived Usefulness beneficial of Technical guidance online is a behavior intention that
supports the continuation of participating in Technical guidance online. Extension staff
feel the benefits of increasing knowledge, using Technical guidance online materials to
prepare advisory materials, and improving their job performance. SRY extension workers
represent the behavior of using online repositories through Google Drive and YouTube
in re-accessing extension materials. • Increased behavioral intention will accomplish the usage behavior Technical guidance
online. Optimization of the relevant behavior intention element according to significant
constructs consisting of attitude, control behavior, perceived usefulness, and related
constructs consisting of Subjective Norm, Motivation, and Perceived Ease to Use are the
keys to continuously increasing usage behavior. Synthesizing based on research, data analysis, and the literature review related to Technical
guidance online and post-Covid-19 agricultural development in SRY. It have three practical
implications in effectiveness of online Ministry of Agriculture Technical guidance in Indonesia. The practical implication of the research can be refer to the policy resources in the Agriculture
Extension Digitalization Agenda as initial research, notably the Web 2.0 generation and Web 3.0
in particular. CONCLUSION This research has explored the related constructs that significantly affect Behavior Intention. Based on path analysis PLS-SEM, these constructs significantly affect Behavior Intention are
Attitudes, Control Behavior, and Perceived Usefulness. The extension development must be
considered another aspect of personality extension staffs and system information
infrastructure. The Behavior Intention significantly affects the Usage Behavior. Thus, the
Technical guidance online organizer could encourage the behavior intention for the successful
online guidance impact. The findings of this study explored the significant validated model of
Behavior Intention and Use Behavior of Technical guidance online accessed by agriculture
extension staff in the Special Region of Yogyakarta. The significant constructs that affect
Behaviour Intention are Attitude, Control Behavior, and Perceived Usefulness. The insignificant
constructs are Subjective Norm, Motivation, and Perceived Ease to Use. In addition, Behavior
Intention significantly affected the Use Behavior. The practical implication could be preliminary
research in the Digitalisation Extension System development agenda in the Ministry of
Agriculture, especially in the Post-Covid-19 era. RESSAT 2023, 8(4): 147-171 165 Practical Implications The limited internet access facilities can be mitigated by personalizing the topics and
materials of the Technical guidance online, so extension staff can efficiently search for
information. In the field of business communication, based on Parravano et al. research (2019), RESSAT 2023, 8(4): 147-171 166 Kaliky et al. the significance of providing personalized content is determined by the importance of producing
a highly relevant approach to specific target audience members. The benefits of digital
technology and its inclusion into the "Internet of Things" system are utilized. The "Internet of
Things" technology, which enables customer communication, is a contemporary digitalization
approach with considerable potential to support the successful development of enterprises and
benefits. Personalization of Technical guidance online users needs to be implemented to support the
Internet of Behaviours (IoB). The gathering and interpreting of data based on user habits and
interests is known as IoB. IoB connects the digital environment to human behaviour, traits
objectives, and communications, and it enables an adequate adjustment or exchange between
the quality of experience (QoE) and the quality of service (QoS). IoB expansion operations may
have ramifications for developing knowledge as a service software (De Kerckhove & Saracco,
2021) in agricultural advisory. The behavior of using the online repository can be optimized by providing Bank Data using
a knowledge management system (KMS). The Bank Data is a collection of recordings and
materials (presentation materials) of Technical guidance online that agricultural extension
workers can access at any time. The organization of the Bank Data must be categorized based
on agricultural commodities, agricultural topics (cultivation, post-harvest, sales, management,
and branding), and the location of agricultural innovations. Knowledge Management can
efficiently use Technical guidance online organizers to share knowledge about agricultural
process problems at each extension staff location and share experiences about things outside
of work that benefit the knowledge development of Technical guidance online users. Based on
its definition, Knowledge Management is a process that helps organizations identify, select,
organize, disseminate, and transfer important information and experiences that are part of the
organization (Mathew, 2010). Limitations of the Study Despite everything, this study has some shortcomings that might be addressed in subsequent
studies. First, gender differences were not obtained in this data and analysis. This research is
not concerned with gender perception in behavior social science analysis. Second, the
insignificant hypotheses, which consist of Subjective Norm towards Behavior Intention (H2),
Motivation towards Behavior Intention (H4), and Perceived Ease to Use towards Behavior
Intention (H6), are not discussed and revealed in this paper. There are unsupported constructs
based on PLS-SEM analysis that must be revealed deeper by qualitative research studies. Conflict of Interest The authors declare no conflict of interest RESSAT 2023, 8(4): 147-171 167 REFERENCES Ajzen, I. (1991). The theory of planned behavior. Organizational Behavior and Human Decision
Processes, 50(2), 179–211. https://doi.org/10.1016/0749-5978(91)90020-T Ajzen, I. (2015). Consumer attitudes and behavior: the theory of planned behavior applied to
food consumption decisions. Italian Review of Agricultural Economics, 70(2), 121–138. https://doi.org/10.13128/REA-18003 Ajzen Icek. (1993). 3 Attitude theory and the attitude-behavior relation. In K. Dagmar & S. Peter
(Eds.),
New
Directions
in
Attitude
Measurement. Walter
de
Gruyter. https://www.researchgate.net/profile/Peter-Schmidt-
36/publication/319803997_New_Directions_of_Attitude_Measurement/links/59bcd1e
7a6fdcca8e566626d/New-Directions-of-Attitude-Measurement.pdf Ajzen Icek. (1993). 3 Attitude theory and the attitude-behavior relation. In K. Dagmar & S. Peter
(Eds.),
New
Directions
in
Attitude
Measurement. Walter
de
Gruyter. https://www.researchgate.net/profile/Peter-Schmidt-
36/publication/319803997_New_Directions_of_Attitude_Measurement/links/59bcd1e
7a6fdcca8e566626d/New-Directions-of-Attitude-Measurement.pdf Al-Emran, M., Mezhuyev, V., & Kamaludin, A. (2019). PLS-SEM in Information Systems Research:
A Comprehensive Methodological Reference. In A. Hassanien, M. Tolba, K. Shaalan, & A. Azar (Eds.), Advances in Intelligent Systems and Computing (Vol. 845, pp. 644–653). Springer, Cham. https://doi.org/10.1007/978-3-319-99010-1_59/COVER Al-Emran, M., Mezhuyev, V., & Kamaludin, A. (2019). PLS-SEM in Information Systems Research:
A Comprehensive Methodological Reference. In A. Hassanien, M. Tolba, K. Shaalan, & A. Azar (Eds.), Advances in Intelligent Systems and Computing (Vol. 845, pp. 644–653). Springer, Cham. https://doi.org/10.1007/978-3-319-99010-1_59/COVER Arifin, B., Syahyuti, Arrozi, A. M., Jamal, E., Mardiharini, M., Gunawan, E., Ashari, Azis, M.,
Mulyono, J., Wahida, Sirnawati, E., Tresnawati, T., Yofa, R. D., Suharyono, S., Aziz, A.,
Yusuf, E. S., Luna, P., & Henriyadi. (2021). Pertanian Dunia [Agriculture World]. In
Syahyuti
(Ed.),
PT
Penerbit
IPB
Press
(Vol. 4,
Issue
1). IPB
Press. https://www.slideshare.net/syahyuti/buku-pertanian-dunia-2020-syahyuti-dkk-ipb-
press-2021 Bandura, A. (1982). The psychology of chance encounters and life paths. American Psychologist,
37(7), 747–755. https://doi.org/10.1037/0003-066X.37.7.747 Chin, W. W. (2010). How to Write Up and Report PLS Analyses. In Handbook of Partial Least
Squares. Springer. https://doi.org/10.1007/978-3-540-32827-8_29 Davis, F. (1987). User acceptance of information systems: the technology acceptance model
(TAM). University of Michigan Business School. De Kerckhove, D., & Saracco, R. (2021). The Future of Digital Twins. Digital Reality, an IEEE Future
Directions. https://digitalreality.ieee.org/images/files/pdf/Future_Digital_Twins-
FINAL2.pdf Deng, J., Sun, P., Zhao, F., Han, X., Yang, G., & Feng, Y. (2016). Analysis of the ecological
conservation behavior of farmers in payment for ecosystem service programs in eco-
environmentally fragile areas using social psychology models. Science of The Total
Environment, 550, 382–390. https://doi.org/10.1016/J.SCITOTENV.2016.01.152 Despotović, J., Rodić, V., & Caracciolo, F. (2019). Factors affecting farmers’ adoption of
integrated pest management in Serbia: An application of the theory of planned behavior. Journal
of
Cleaner
Production,
228,
1196–1205. https://doi.org/10.1016/J.JCLEPRO.2019.04.149 Dinas Pertanian dan Ketahanan Pangan. (2022). REFERENCES Keputusan Kuasa Pengguna Anggaran Satuan RESSAT 2023, 8(4): 147-171 Kaliky et al. 168 Kerja Dinas Pertanian dan Ketahanan Pangan Daerah Istimewa Yogyakarta tentang
Penyuluh Pertanian PNS Penerima Biaya Operasional Penyuluh (BOP) Tahun Anggaran
2022 [Decision of the Budget Authorisation User of the Y. Kerja Dinas Pertanian dan Ketahanan Pangan Daerah Istimewa Yogyakarta tentang
Penyuluh Pertanian PNS Penerima Biaya Operasional Penyuluh (BOP) Tahun Anggaran
2022 [Decision of the Budget Authorisation User of the Y. Effendi, S., & Singarimbun, M. (2012). Survey Research Methods. LP3ES. Folorunso, O., & Ogunseye, S. O. (2008). Applying an enhanced technology acceptance model
to knowledge management in agricultural extension services. Data Science Journal, 7(0),
31–46. https://doi.org/10.2481/DSJ.7.31/METRICS/ Forde, S. (2017). Challenging the News: The Journalism of Alternative and Community Media. Bloomsbury
Publishing. https://books.google.co.id/books/about/Challenging_the_News.html?id=6ptGEAAAQB
AJ&redir_esc=y Fornell, C., & Larcker, D. F. (1981). Evaluating Structural Equation Models with Unobservable
Variables and Measurement Error. Journal of Marketing Research, 18(1), 39. https://doi.org/10.2307/3151312 Garson, D. G. (2016). PARTIAL LEAST SQUARES (PLS-SEM) . G. David Garson and Statistical
Associates Publishing. https://www.smartpls.com/resources/ebook_on_pls-sem.pdf Ghozali, I. (2014). Structural Equation Modeling Metode Alternatif Dengan Partial Least Squares
(PLS) [Structural Equation Modeling Alternative Method with Partial Least Squares (PLS)]. Badan Penerbit Universitas Diponegoro. Gotthardt, M., & Mezhuyev, V. (2022). Measuring the Success of Recommender Systems: A PLS-
SEM
Approach. IEEE
Access,
10,
30610–30623. https://doi.org/10.1109/ACCESS.2022.3159652 Guttman, L. (1945). A basis for analyzing test-retest reliability. Psychometrika, 10(4), 255–282. https://doi.org/10.1007/BF02288892/METRICS Hadi Purnomo, S., & Lee ii, Y.-H. (2010). An Assessment of Readiness and Barriers towards ICT
Programme Implementation: Perceptions of Agricultural Extension Officers in Indonesia. International Journal of Education and Development Using Information and
Communication
Technology
(IJEDICT),
6,
19–36. https://files.eric.ed.gov/fulltext/EJ1085021.pdf Hair, J. F., Hult, G. T. M., Ringle, C., & Sarstedt, M. (2014). A Primer on Partial Least Squares
Structural Equation Modeling (PLS-SEM). Sage Publication. Hair, J. F., Hult, G. T., Ringle, C., & Sarstedt, M. (2017). A Primer on Partial Least Squares
Structural Equation Modeling (PLS-SEM) - Joseph F. Hair, Jr., G. Tomas M. Hult, Christian
Ringle, Marko Sarstedt. In Sage. Sage Publication. https://us.sagepub.com/en-us/nam/a-
primer-on-partial-least-squares-structural-equation-modeling-pls-sem/book244583 Hair, J. F., Risher, J. J., Sarstedt, M., & Ringle, C. M. (2019). When to use and how to report the
results
of
PLS-SEM. European
Business
Review,
31(1),
2–24. https://doi.org/10.1108/EBR-11-2018-0203/FULL/XML
Horáková, T., Houška, M., & Dömeová, L. (2017). Classification of the Educational Texts Styles Hair, J. F., Risher, J. J., Sarstedt, M., & Ringle, C. M. (2019). REFERENCES When to use and how to report the
results
of
PLS-SEM. European
Business
Review,
31(1),
2–24. https://doi.org/10.1108/EBR-11-2018-0203/FULL/XML
Horáková, T., Houška, M., & Dömeová, L. (2017). Classification of the Educational Texts Styles RESSAT 2023, 8(4): 147-171 169 with the Methods of Artificial Intelligence. Journal of Baltic Science Education, 16(3),
324–336. https://doi.org/10.33225/jbse/17.16.324 Huda, N. (2015). Open & Distance Learning (ODL) and Agricultural Extension Workers’ Social
Competence in Indonesia. Journal of Education and Learning (EduLearn), 9(1), 17–24. https://doi.org/10.11591/EDULEARN.V9I1.1004 Indraningsih, K. S., Septanti, K. S., & Ar-Rozi, A. M. (2020). Dampak Pandemi Covid-19: Perspektif
Adaptasi dan Resiliensi Sosial Ekonomi Pertanian Penyuluhan Pertanian dalam Upaya
Pemberdayaan Petani pada Era Pandemi Covid-19 [The Impact of the Covid-19 Pandemic:
Perspectives
on
Adaptation
and
Socio-Economic
Resilie. https://pse.litbang.pertanian.go.id/ind/pdffiles/30-BBRC-2020-IV-2-4-KSI.pdf Jin, Y., Lin, Q., & Mao, S. (2022). Tanzanian Farmers’ Intention to Adopt Improved Maize
Technology: Analyzing Influencing Factors Using SEM and fsQCA Methods. Agriculture
(Switzerland), 12(12). https://doi.org/10.3390/agriculture12121991 Jogiyanto. (2007). Sistem Informasi Keperilakuan [Behavioural Information Systems] (I). Andi. Judge, M., Warren-Myers, G., & Paladino, A. (2019). Using the theory of planned behaviour to
predict intentions to purchase sustainable housing. Journal of Cleaner Production, 215,
259–267. https://doi.org/10.1016/J.JCLEPRO.2019.01.029 Kaliky, R., & Hariadi, S. S. (2013). Kajian Sistem Penyuluhan Pertanian di Provinsi Maluku [Study
of Agricultural Extension System in Maluku Province] [Gadjah Mada University]. http://etd.repository.ugm.ac.id/penelitian/detail/63836 Karima, A. N., Nursyamsi, I., & Umar, F. (2018). Pengaruh Masa Kerja, Pelatihan dan Motivasi
Terhadap Produktivitas Kerja Karyawan pada PT. Bank Sulselbar Cabang Utama Makassar
[The Effect of Tenure, Training and Motivation on Employee Productivity at Main Branch
PT Bank Sulselbar Makassar]. Hasanuddin Journal of Applied Business and
Entrepreneurship, 1(4), 83–95. https://doi.org/10.26487/HJABE.V1I4.133 ner, & Kinicki. (2004). Perilaku Organisasi [Organization Behaviour]. Salemba Empa Lee, Y. H., Hsiao, C., & Purnomo, S. H. (2014). An empirical examination of individual and system
characteristics on enhancing e-learning acceptance. Australasian Journal of Educational
Technology, 30(5), 562–579. https://doi.org/10.14742/AJET.381 Liao, C., Zhao, D., & Zhang, S. (2018). Psychological and conditional factors influencing staff’s
takeaway waste separation intention: An application of the extended theory of planned
behavior. Sustainable
Cities
and
Society,
41,
186–194. https://doi.org/10.1016/J.SCS.2018.05.046 Mathew, V. (2010). Knowledge management in higher education: Implementation Agenda in
distance learning. ICDLE 2010 - 2010 4th International Conference on Distance Learning
and Education, Proceedings, 155–158. https://doi.org/10.1109/ICDLE.2010.5606015 Mathew, V. (2010). Knowledge management in higher education: Implementation Agenda in
distance learning. ICDLE 2010 - 2010 4th International Conference on Distance Learning
and Education, Proceedings, 155–158. https://doi.org/10.1109/ICDLE.2010.5606015 McClelland, D. C. (1973). REFERENCES Testing for Competence Rather than for “Intelligence”. The American
Psychologist, 28(1), 1–14. https://doi.org/10.1037/H0034092 Psychologist, 28(1), 1–14. https://doi.org/10.1037/H0034092
Muliady, T. R. (2009). Faktor-faktor yang berpengaruh pada kinerja penyuluh pertanian dan Muliady, T. R. (2009). Faktor-faktor yang berpengaruh pada kinerja penyuluh pertanian dan RESSAT 2023, 8(4): 147-171 170 Kaliky et al. dampaknya pada perilaku petani padi di Jawa Barat [Factors influencing the performance
of agricultural extension workers and their impact on the behaviour of rice farmers in
West Java]. Institut Pertanian Bogor. Ong, C. S., & Lai, J. Y. (2006). Gender differences in perceptions and relationships among
dominants of e-learning acceptance. Computers in Human Behavior, 22(5), 816–829. https://doi.org/10.1016/J.CHB.2004.03.006 Park, N., Roman, R., Lee, S., & Chung, J. E. (2009). User acceptance of a digital library system in
developing countries: An application of the Technology Acceptance Model. International
Journal
of
Information
Management,
29(3),
196–209. https://doi.org/10.1016/J.IJINFOMGT.2008.07.001 Parravano, A., Mckee, C. F., Hollenbach, D. J., Kharlamova, T., Grashchenko, N., Timofeeva, A.,
& Okorokov, R. (2019). Personification of the service based on the Concept “Internet of
things.” IOP Conference Series: Materials Science and Engineering, 497(1), 012031. https://doi.org/10.1088/1757-899X/497/1/012031 Undang-undang (UU) tentang Sistem Pendidikan Nasional [Law on the National Education
System], Pub. L. No. 20 (2003). https://peraturan.bpk.go.id/Home/Details/43920/uu-no-
20-tahun-2003 Prisma. (2020). Dampak COVID-19 di Pertanian – Perspektif Petani Studi kualitatif terkait
perubahan perilaku petani karena COVID-19 di empat provinsi target kerja PRISMA
[COVID-19 Impact on Agriculture - Farmers’ Perspectives Qualitative study on changes in
farmers’
beha. https://www.aip-prisma.or.id/data/public/uploaded_file/2020-06-
12_03-52-33am_Final_Report_Covid-19_Study_-_Perspektif_Petani.pdf Purnomo, S. H., & Kusnandar. (2019). Barriers to acceptance of information and communication
technology in agricultural extension in Indonesia. Information Development, 35(4), 512–
523. https://doi.org/10.1177/0266666918767484/FORMAT/EPUB Rigdon, E. E. (2012). Rethinking Partial Least Squares Path Modeling: In Praise of Simple
Methods. Long
Range
Planning,
45(5–6),
341–358. https://doi.org/10.1016/J.LRP.2012.09.010 Sanchez, G. (2018). PLS Path Modeling with R. www.gastonsanchez.com anchez, G. (2018). PLS Path Modeling with R. www.gastonsanchez.com Sarstedt, M., Ringle, C. M., & Hair, J. F. (2017). Partial Least Squares Structural Equation
Modeling. In H. C, K. M, & V. A (Eds.), Handbook of Market Research. Springer. https://doi.org/10.1007/978-3-319-05542-8_15-1 Siagian. (2008). Manajemen Sumber Daya Manusia [Human Resources Management]. Bumi
Aksara. Sijtsma, K. (2009). On the use, the misuse, and the very limited usefulness of cronbach’s alpha. Psychometrika, 74(1), 107–120. https://doi.org/10.1007/S11336-008-9101-0 Stein, L. (2009). Social movement web use in theory and practice: a content analysis of US
movement
websites. New
Media
&
Society,
11(5),
749–771. https://doi.org/10.1177/1461444809105350 RESSAT 2023, 8(4): 147-171 171 Sugiyono. (2017). REFERENCES Metode penelitian dan pengembangan untuk bidang pendidikan, manajemen,
sosial, teknik : Research and development/ R&D [Research and development methods for
education, management, social, engineering: Research and Development (R&D)] (3rd
ed.). Alfabeta. Tama, R. A. Z., Ying, L., Yu, M., Hoque, M. M., Adnan, K. M., & Sarker, S. A. (2021). Assessing
farmers’ intention towards conservation agriculture by using the Extended Theory of
Planned
Behavior. Journal
of
Environmental
Management,
280,
111654. https://doi.org/10.1016/J.JENVMAN.2020.111654 Venkatesh, V. (2000). Determinants of Perceived Ease of Use: Integrating Control, Intrinsic
Motivation, and Emotion into the Technology Acceptance Model on JSTOR. Information
Systems Research, 11(4), 342–365. https://www.jstor.org/stable/23011042 Venkatesh, V. (2000). Determinants of Perceived Ease of Use: Integrating Control, Intrinsic
Motivation, and Emotion into the Technology Acceptance Model on JSTOR. Information
Systems Research, 11(4), 342–365. https://www.jstor.org/stable/23011042 Venkatesh, V., & Davis, F. D. (2000). A Theoretical Extension of the Technology Acceptance
Model: Four Longitudinal Field Studies. Management Science, 46, 186–204. https://www.jstor.org/stable/2634758 Venkatesh, V., & Davis, F. D. (2000). A Theoretical Extension of the Technology Acceptance
Model: Four Longitudinal Field Studies. Management Science, 46, 186–204. https://www.jstor.org/stable/2634758 Wang, H., Qiao, J., & Li, B. . (2019). The willingness of farmers to participate in the construction
of standardized farms and their influencing factors: Based on the survey data of pig
farmers in four provinces (cities) (In Chinese). China Rural Obs, 4, 111–127. Wang, H., Qiao, J., & Li, B. . (2019). The willingness of farmers to participate in the construction
of standardized farms and their influencing factors: Based on the survey data of pig
farmers in four provinces (cities) (In Chinese). China Rural Obs, 4, 111–127. Wang, Y., Yang, J., Liang, J., Qiang, Y., Fang, S., Gao, M., Fan, X., Yang, G., Zhang, B., & Feng, Y. (2018). Analysis of the environmental behavior of farmers for non-point source pollution
control and management in a water source protection area in China. Science of The Total
Environment, 633, 1126–1135. https://doi.org/10.1016/J.SCITOTENV.2018.03.273 Wang, Y., Yang, J., Liang, J., Qiang, Y., Fang, S., Gao, M., Fan, X., Yang, G., Zhang, B., & Feng, Y. (2018). Analysis of the environmental behavior of farmers for non-point source pollution
control and management in a water source protection area in China. Science of The Total
Environment, 633, 1126–1135. https://doi.org/10.1016/J.SCITOTENV.2018.03.273 WEF, (World Economic Forum), & ADB, (Asian Development Bank). (2017). ASEAN 4.0: What
does the Fourth Industrial Revolution mean for regional economic integration? https://doi.org/10.22617/TCS179126-2 Widakdo, D. S. W. P. REFERENCES J., Holik, A., & Iska, L. N. (2021). Efek Usia dan Tingkat Pendidikan terhadap
Kinerja Tenaga Bantu Penyuluh Pertanian [Effects of Age and Education Level on the
Performance of Agricultural Extension Auxiliaries]. Jurnal Penyuluhan, 17(01), 52–59. https://journal.ipb.ac.id/index.php/jupe/article/download/31614/21297/ Yusneli, S., & Tanjung, H. B. (2021). Faktor- Faktor Yang Mempengaruhi Kompetensi Penyuluh
Pertanian di Kabupaten Pasaman [Factors Affecting the Competence of Agricultural
Extension
Workers
in
Pasaman
Regency]. Jurnal
Niara,
14(2),
26–34. https://doi.org/10.31849/NIARA.V14I2.5829 RESSAT 2023, 8(4): 147-171
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https://openalex.org/W1989835660
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https://journals.plos.org/plosone/article/file?id=10.1371/journal.pone.0013629&type=printable
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English
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New Cobalt-Mediated Radical Polymerization (CMRP) of Methyl Methacrylate Initiated by Two Single-Component Dinuclear β-Diketone Cobalt (II) Catalysts
|
PloS one
| 2,010
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cc-by
| 6,221
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Abstract Two dinuclear cobalt complexes based on bis-diketonate ligands (ligand 1: 3,39-(1,3-phenylene)bis(1-phenylpropane-1,3-
dione); ligand 2: 3,39-(1,4-phenylene)bis(1-phenylpropane-1,3-dione)) were successfully synthesized. The two neutral
catalysts all showed satisfactory activities in the cobalt-mediated radical polymerization (CMRP) of methyl methacrylate
(MMA) with the common initiator of azodiisobutyronitrile (AIBN). The resulting polymerizations have all of the
characteristics of a living polymerization and displayed linear semilogarithmic kinetic plots, a linear correlation between
the number-average molecular weight and the monomer conversion, and low polydispersities. Mono- or dicomponent low
polydispersity polymers could be obtained by using the two dinuclear catalysts under proper reaction conditions. All these
improvements facilitate the implementation of the acrylate CMRP and open the door to the scale-up of the syntheses and
applications of the multicomponent low polydispersity polymers. Citation: Bao F, Feng L, Gao J, Tan Z, Xing B, et al. (2010) New Cobalt-Mediated Radical Polymerization (CMRP) of Methyl Methacrylate Initiated by Two Single-
Component Dinuclear b-Diketone Cobalt (II) Catalysts. PLoS ONE 5(10): e13629. doi:10.1371/journal.pone.0013629 Editor: Matthew H. Todd, University of Sydney, Australia Received February 18, 2010; Accepted July 13, 2010; Published October 26, 2010 Copyright: 2010 Bao et al. This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted
use, distribution, and reproduction in any medium, provided the original author and source are credited. Copyright: 2010 Bao et al. This is an open-access article distributed under the terms of the Creative Commons Attrib
use, distribution, and reproduction in any medium, provided the original author and source are credited. Funding: This work was supported by the Fundamental Research Funds for the Central Universities (CUGL100407) and the National Natural Science Foundation
of China (50903077, 20872044), the Natural Science Foundation of Hubei Province (2009CDB163, 2008CDZ065). The funders had no role in study design, data
collection and analysis, decision to publish, or preparation of the manuscript. Competing Interests: The authors have declared that no competing interests exist. Competing Interests: The authors have declared that no competing interests exist. * E-mail: polymerbaofeng@yahoo.com.cn (FB); marui.cug@gmail.com (RM) The first example of cobalt-mediated radical polymerization
(CMRP), reported by Wayland et al., was the radical polymeri-
zation of acrylates in the presence of cobalt porphyrin complexes
such as (tetramesitylporphyrinato)cobalt complex 1 [Co(TMP)]
[5]. The
cobalt
complex
reversibly
end-caps
the
growing
polymeric
radicals
under
heating,
which
accounts
for
the
equilibrium between dormant (P-CoIIIL) and active species (P?)
(Scheme S2). Abstract Later, more efficient halogenated cobalt porphyrin
complexes were designed, synthesized, and used to improve the
polymerization kinetics. Moreover, the process was extended to
alkylcobaloximes 2, which are suitable photoinitiators for CMRP
of acrylates [6]. One of the newest promising cobalt-mediated
radical polymerization (CMRP) processes for conducting a
successful controlled polymerization of VOAc is the recently
reported [Co(acac)2]-mediated polymerization. This was initiated
with 2,29-azobis(4-methoxy-2,4-dimethyl-valeronitrile) (V-70) in
the presence of bis(acetylacetonate)-cobalt(II) ([Co(acac)2]), result-
ing in the formation of poly-(vinyl acetate) (PVOAc) with
predetermined Mn and low polydispersity. This system has been
proposed to follow the organometallic radical polymerization
mechanism. There is, however, an important feature of this
efficient CMRP system that needs clarification [7–13]. The cobalt
complexes used for ATRP had been reported by a few groups. One example was reported by Wang et al. using cobaltocene(II) as
a catalyst, which, well known as a 19-electron compound,
reportedly reduced the initiator and was oxidized from Co(II) to
Co (III) to initiate the radical polymerization of MMA [14–16]. New Cobalt-Mediated Radical Polymerization (CMRP) of
Methyl Methacrylate Initiated by Two Single-Component
Dinuclear b-Diketone Cobalt (II) Catalysts Feng Bao1*, Lingling Feng1, Jie Gao1, Zhifang Tan1, Bin Xing1, Rui Ma2*, Chunjie Yan2
1 College of Chemistry, Central China Normal University, Wuhan, China, 2 Department of Materials Science and Chemical Engineering, China University of Geosciences,
Wuhan China Feng Bao1*, Lingling Feng1, Jie Gao1, Zhifang Tan1, Bin Xing1, Rui Ma2*, Chunjie Yan2
1 College of Chemistry, Central China Normal University, Wuhan, China, 2 Department of Materials Science and Chemical Engineering, China University of Geosciences,
Wuhan, China Cobalt-mediated radical polymerization of the dinuclear
catalytic systems Recently, R. Je´roˆme and his coworkers reported a system based
on cobalt acetylacetonate [Co(acac)2] that imparts control to the
radical polymerization of vinyl acetate initiated by 2,29-azobis(4-
methoxy-2,4-dimethyl valeronitrile), V-70, in the bulk at 30uC. The molar mass of poly(vinyl acetate) indeed changes linearly with
monomer conversion, in good agreement with the predicted
values. Moreover, the polydispersity is as low as 1.2 [7–13]. These
observations are consistent with a mechanism based on reversible
addition of the growing radicals to the cobalt complex and
establishment of an equilibrium between alkylcobalt(III) and
cobalt(II) complexes, that is, the dormant and the active species,
respectively. A similar mechanism was previously proposed for
acrylate polymerization mediated by cobalt porphyrin and
cobaloxime complexes. However, the CMRP of vinyl acetate
was initiated at higher temperature (60uC) by AIBN instead of V-
70 in the presence of [Co(acac)2]. Under these conditions, the
molar mass again increases with monomer conversion, the
polymerization rate is higher, but the experimental molar masses
are higher than predicted (Mn,theor/Mn,SEC <0.5), which is
evidence for higher probability of irreversible chain termination. Consistently, the molar mass distribution is much broader (Mw/
Mn = 2.0–3.5). Seemingly, the AIBN is not a preferable initiator
for CMRP of MMA up to now. In this report, we make an attempt
to use a common initiator instead of V-70 in the presence of
CMRP. Under the using of the new bis(b-ketone) dinuclear cobalt
complexes, the AIBN is an effective initiator in CMRP. The most attractive approach to reduce the catalyst residue in
CRPs products is to substantially increase the catalyst activity so
that only a very small amount of catalyst is needed to catalyze the
polymerization. Thus, no post-purification or catalyst recovery is
necessary and the catalyst can be safely and economically left in
the polymer products, as in polyolefins [17]. One approach to
increase the catalytic activities is to introduce suitable ligands with
multiple binding sites. Herein we report the synthesis, reactivity, and polymerization
behavior of two dinuclear cobalt catalyst (Scheme S1) capable of
controlled radical polymerization of methyl methacrylate. In a
comparison of bis(b-diketone) [ligand 1: 3,39-(1,3-phenylene)bis(1-
phenylpropane-1,3-dione),
ligand
2:
3,39-(1,4-phenylene)bis(1-
phenylpropane-1,3-dione)] with b-diketone (acetylacetonate) li-
gands, the former have two binding sites and the latter have only
one. Interestingly, the structures of the two bis(b-diketone) ligands
could be regarded as a joint model of two acetylacetone ligands. Results and Discussion Up to now, the catalyst activity and efficiency of cobalt catalyst
are still not so high for CRPs (CMRP or ATRP). These facts mean
that these catalysts coprecipitate with the polymer products after
polymerization, coloring and contaminating the products. Thus,
post-polymerization purification methods and in situ catalyst
separations by liquid-liquid and solid-liquid (i.e., solid-supported
catalysts) biphasic polymerization have been explored for CRPs to
reduce the catalyst residue concentration in the polymers. However,
these techniques lead to high costs and scale-up difficulties. Introduction In recent years the development of the controlled/living
techniques of radical polymerization (CRPs) was developed as
an answer to the steadily increasing demand for new materials
with controlled properties [1–4]. This concept is indeed a valuable
strategy to provide a large range of polymers with well-defined
molecular characteristics (length, composition and architecture),
under non-very demanding conditions. The past few years have
witnessed the rapid growth in the development and understanding
of new CRP methods. All of these methods are based on
establishing a rapid dynamic equilibration between a minute
amount of growing free radicals and a large majority of the
dormant species. Nowadays, nitroxide-mediated polymerization
(NMP), atom transfer radical polymerization (ATRP), and radical
addition fragmentation chain transfer (RAFT) are among the
more popular CRP techniques [4]. NMP and ATRP rely on the
same concept, which consists of decreasing the radical concentra-
tion in the medium and thus the probability of irreversible
termination. This is achieved by reversible conversion of the
growing macroradicals P? to dormant species PX. The persistent-
radical effect (PRE) is the origin of the high propensity of the
radicals to undergo reversible deactivation rather than self-
coupling reactions. The lability of the cobalt–carbon bond under
thermal and photolytic treatment, and thus the reversibility of its
cleavage, makes cobalt complexes suitable candidates for PRE and
regulation of CRP. October 2010 | Volume 5 | Issue 10 | e13629 1 PLoS ONE | www.plosone.org Living Radical Polymerization trinuclear compound [Co3Py6L3]*4.11(CHCl3). Another recent
paper reports the same compound as a water solvate and argues
that it must be trinuclear, like other characterized members having
the same stoichiometry [20–24]. Cobalt-mediated radical polymerization of the dinuclear
catalytic systems Therefore,
this
communication
could
be
considered
as
a
continuous research to the former paper (Scheme S2). The ligands and Co(II) complexes were synthesized by an
improved procedure of the literature [18], as shown in Scheme S1. The synthetic way is easily performed to the previous report [19]. The single crystal of ligand 2 was grown in appropriate mixed
solvents, and they were fit for X-ray crystallography description. In addition, we also expected that the polymerization could be
controlled. The results well coincided with our expection of
obtaining higher activity in CMRP. Beyond our expectations, the
molecular weight distributions of the obtained polymers showed
an uncommon result. The polymerization results were reported in
the following text. The structure of ligand 2 has already been reported by Soldatov
et al [19]. Two different crystalline forms of the H2L2 were
isolated in that paper. As the forms were distinct (as attested by
solid state experimental characterization), they were thus con-
firmed as polymorphs. The crystal structure of H2L2 (Figure 1)
shows a planar structure with the two diketonate units in trans-
arrangement to maximized conjugation. The two crystal cell
parameters of the ligand 2 obtained by Soldatov group are distinct
to the ligand 2 reported by our group. Similarly, the ligand 2 of
this paper could be seen as the third polymorphs. We carried out the polymerization of MMA catalyzed by 4–5
(Scheme S2) under conditions similar to those used with the cobalt
catalyst reported by Matyjaszewski and Je´roˆme et al and the results
were summarized in Table 1. When the polymerization of methyl
methacrylate (MMA) is conducted in the presence of complex 5
under the same experimental conditions, clear polymer is formed
for only one hour at 80uC (Table 1, sample 6). More interestingly,
the polymerization of MMA starts after this short period of time, Not long before, a cobalt complex with ligand 2 has already
been reported and crystallographically characterized [19] as a Figure 1. X-ray structure of ligand 5. Hydrogen atoms are omitted for clarity. doi:10.1371/journal.pone.0013629.g001 Figure 1. X-ray structure of ligand 5. Hydrogen atoms are omitted for clarity. doi:10.1371/journal.pone.0013629.g001 PLoS ONE | www.plosone.org October 2010 | Volume 5 | Issue 10 | e13629 PLoS ONE | www.plosone.org 2 Living Radical Polymerization Table 1. Bulk cobalt mediated radical polymerization of methyl methacrylate in the presence of dinuclear complex 4 and complex
5. Cobalt-mediated radical polymerization of the dinuclear
catalytic systems Complex
Sample
number
[M]/[Co]
[Co]/
[AIBN]
t [h]
Z[b]
[%]
Peak #1
Peak #2
Mn,sec
[c]
[gmol21]
Mn,theor
[d]/
Mn,sec
[c]
MW/Mn
Content
[%]
Mn,sec
[c]
[gmol21]
Mw/Mn
Content
[%]
4
1
320
3
4
66
16400
1.28
1.441
97.95
5950
1.008
2.05
4
2
320
3
8
92
25100
1.17
1.632
95.37
9420
1.032
4.63
4
8
320
2
6
65
17900
1.16
1.382
100
/
/
0
4
3
320
2
8
76
24400
1.00
1.566
100
/
/
0
4
9
320
2
2
39
12100
1.03
1.421
100
/
/
0
4
10
320
1
4
77
24300
1.02
1.273
100
/
/
0
5
4
600
3
6
78
34500
1.35
1.076
89.17
30700
1.001
10.83
5
6
600
2
1
29
20500
0.85
1.285
96.54
4800
1.021
3.46
5
5
600
2
2
54
23200
1.40
1.310
87.58
7820
1.015
12.42
5
7
600
2
4
66
29200
1.36
1.594
76.90
9470
1.007
23.10
5
11
600
2
5
73
33100
1.32
1.602
72.58
11890
1.010
27.42
5
12
600
1
4
55
30800
1.08
1.083
98.62
3100
1.025
1.38
[a] Bulk polymerization of MMA at 80uC. [b] The monomer conversion Z is determined gravimetrically after removal of the unconverted monomer in vacuo. [c]
Determined by size-exclusion chromatography (SEC). [d]Mn,theor = ([M]0/[Co
II]0)6Mmono6Z. doi:10.1371/journal.pone.0013629.t001 Table 1. Bulk cobalt mediated radical polymerization of methyl methacrylate in the presence of dinuclear complex 4 and complex
5. Table 1. Bulk cobalt mediated radical polymerization of methyl methacrylate in the presence of dinuclear complex 4 and complex
5. [a] Bulk polymerization of MMA at 80uC. [b] The monomer conversion Z is determined gravimetrically after removal of the unconverted monomer in vacuo. [c]
Determined by size-exclusion chromatography (SEC). [d]Mn,theor = ([M]0/[Co
II]0)6Mmono6Z. doi:10.1371/journal.pone.0013629.t001 As far as our knowledge goes, many dinuclear catalysts had
been reported for using in ethylene or norbornene polymerization
through coordination mechanism [25–27]. We are interested in
comparing our results with those applications of dinuclear late
transition metal complexes. In ethylene or norbornene polymer-
ization, the results showed that the catalytic activity evidently
increased and molecular weight distributions of the obtained
polymers broadened. The observed effects can be explained on the
basis of and steric and electronic effects and cooperative and two independent controlled processes is observed by judging
from the GPC curve of the polymer as portrayed in Figure 2. Cobalt-mediated radical polymerization of the dinuclear
catalytic systems The
polymer shows two separate narrow distribution peaks in the GPC
curve. The Mn of the polymer of peak #1 is 20500 g/mol and the
Mw/Mn is 1.285. The content of the peak #1 in the total polymer
is estimated to 96.54% by using Wyatt Technology (Astra 473)
software. The Mn of the polymer of peak #2 is 8400 g/mol and
the Mw/Mn is 1.021. Similar results are also found in many other
polymerization products. and two independent controlled processes is observed by judging
from the GPC curve of the polymer as portrayed in Figure 2. The
polymer shows two separate narrow distribution peaks in the GPC
curve. The Mn of the polymer of peak #1 is 20500 g/mol and the
Mw/Mn is 1.285. The content of the peak #1 in the total polymer
is estimated to 96.54% by using Wyatt Technology (Astra 473)
software. The Mn of the polymer of peak #2 is 8400 g/mol and
the Mw/Mn is 1.021. Similar results are also found in many other
polymerization products. Figure 2. Size-exclusion chromatogram for Sample 6. doi:10.1371/journal.pone.0013629.g002
PLoS ONE | www.plosone.org
3
October 2010 | Volume 5 | Issue 10 | e13629 Figure 2. Size-exclusion chromatogram for Sample 6. doi:10.1371/journal.pone.0013629.g002 October 2010 | Volume 5 | Issue 10 | e13629 Living Radical Polymerization interactions of the two adjacent metal centers in dinuclear
complexes. These two metal centers are electronically coupled
through the ligand bridge. When one of the centers was activated
at a given time, it had an electronwithdrawing effect on another
center. The interaction between two metals made it possible to
create
more
than
one
kind
of
active
species
during
the
polymerization. The two separate late metal complex units act
as the mutual bulky steric effects for each other, which leads to the
excellent catalytic performance. dinuclear catalysts, it has the same possibilities to create two kinds
of active species during the CMRP for the electronwithdrawing
effect on another center. As described in Scheme S3, a cobalt
complex corresponds to polymerization equilibrium in CMRP of
acrylates. In an individual polymerization process, the two kinds of
active species catalyzed two independent cobalt-mediated radical
polymerization processes. That is why we got the peculiar polymer
of two distinct molecular weights as the GPC curve shown in
Figure 2. The very narrow polydispersities of the two polymer
components indicate the two independent cobalt-mediated radical
polymerization processes are controlled and living. Cobalt-mediated radical polymerization of the dinuclear
catalytic systems Not long ago, a significant research about dinuclear catalyst
system arouses our attention. Matyjaszewski group developed a
highly active dinuclear copper-based catalyst of copper-based
complex CuBr/N,N,N’,N’-tetrakis(2-pyridylmethyl)- ethylenedi-
amine (TPEN) for atom transfer radical polymerization [17]. The activator CuIBr/TPEN existed in solution as dinuclear and
mononuclear complexes in equilibrium but as a dinuclear complex
in its single crystals. Therefore, both mononuclear and dinuclear
complexes coexisted in the solution of CuBr/TPEN at a 1/1 molar
ratio. There was fast exchange equilibrium between the dinuclear
and mononuclear complexes. The facts of the real active species of
CuBr/TPEN catalyst in solution might be the mononuclear
species were found by the large differences in catalytic activity
between CuBr/TPEN and CuBr/BPMPrA. Therefore, only single
narrow molecular weight distribution peak was found in GPC
curve. Other bulk CMRP results are summarized in Table 1 and the
other GPC curves are shown in Figure 3 and Figure 4. The results
of two peaks in an individual GPC curves are found in most bulk
CMRPs. Nonetheless, there still some polymers had only single
narrow molecular weight distribution peak in GPC curve. It could
be observed in Figure 3 (Sample 3) and Table 1 (Sample 8, 9, 10). From the above-mentioned GPC results, some unimodal distri-
bution means only one active species worked in the CMRP with
the catalyzation of a dinuclear cobalt complex under certain
reaction conditions. Take all the GPC results shown in Table 1
into account, we could find the monocomponent polymer
obtained by CMRP are all catalyzed by complex 4 (shown in
Scheme S2) system. Similar results were not found in complex 5
systems. When will we get monocomponent narrow distribution
polymers as well as when will we get two-component narrow
distribution polymers, that are very significant questions to us. It is
natural for us to explain these questions from the molecular
structures of the two dinuclear complexes (complex 4 and complex
5). From Scheme S2,
in complex
4, one benzoylacetone
substituent group is in the para position to the other benzoyla-
cetone substituent. Relatively, in complex 5, the benzoylacetone
substituent
group
is
in
the
ortho
position
to
the
other Originally, we expected to get higher activity systems in CMRP
by using the dinuclear cobalt complexes. It’s a pleasant surprise to
us, higher catalytic activities in CMRP is successfully obtained as
expected. Cobalt-mediated radical polymerization of the dinuclear
catalytic systems On the contrary to the ethylene polymerization, the
molecular weight distributions of the obtained CMRP polymers
did not broaden. Moreover, the polydispersity (PDI) of the two
different constituents in Sample 6 (Table 1) are all very narrow
(1.285 and 1.021). Similar to ethylene polymerization catalyzed by Figure 3. Size-exclusion chromatograms for Sample 1–3. doi:10.1371/journal.pone.0013629.g003
PLoS ONE | www.plosone.org
4
October 2010 | Volume 5 | Issue 10 | e13629 Figure 3. Size-exclusion chromatograms for Sample 1–3. doi:10.1371/journal.pone.0013629.g003 October 2010 | Volume 5 | Issue 10 | e13629 October 2010 | Volume 5 | Issue 10 | e13629 Living Radical Polymerization Figure 4. Size-exclusion chromatograms for Sample 4–7. doi:10.1371/journal.pone.0013629.g004
Living Radical Polymerization Figure 4. Size-exclusion chromatograms for Sample 4–7. doi:10.1371/journal.pone.0013629.g004 Figure 4. Size-exclusion chromatograms for Sample 4–7. doi:10.1371/journal.pone.0013629.g004 benzoylacetone substituent. These facts mean the two cobalt metal
center in complex 5 is closer than in complex 4. Therefore, for the
higher electrophilic and steric effect, the complex 5 is more liable
to generate two active species in CMRP. With a comparison to the
bi-component polymers catalyzed by complex 4, the mono-
component polymers catalyzed by the same complex are all high
molecular weight constituent. polymerization of MMA starts after this period of time, and a
controlled process is observed, as assessed by the linear increase of
the molar mass with monomer conversion (Figure 5 and Figure 6). As a rule the polydispersity is very low (1.076#Mw/Mn#1.632)
throughout the polymerization. The slight but significant increase
in polydispersity with monomer conversion is observed in any
controlled radical processes as result of irreversible termination
reactions and, in this case, possible transfer reactions to monomer
and/or polymer. Further evidence for the pronounced efficacy of benzoylacetone substituent. These facts mean the two cobalt metal
center in complex 5 is closer than in complex 4. Therefore, for the
higher electrophilic and steric effect, the complex 5 is more liable
to generate two active species in CMRP. With a comparison to the
bi-component polymers catalyzed by complex 4, the mono-
component polymers catalyzed by the same complex are all high
molecular weight constituent. As a rule the polydispersity is very low (1.076#Mw/Mn#1.632)
throughout the polymerization. The slight but significant increase
in polydispersity with monomer conversion is observed in any
controlled radical processes as result of irreversible termination
reactions and, in this case, possible transfer reactions to monomer
and/or polymer. Conclusion In conclusion, we have developed the first dinuclear catalyst for
rapid, living MMA polymerization as demonstrated by kinetics
studies and GPC data. The two unique, symmetrical, dinuclear
cobalt complexes can be easily synthesized in one step from the bis-
diketonate ligands. The neutral catalysts show satisfactory activities
in MMA living polymerization. Interestingly, one or two low
polydispersity polymers could be obtained by using the two dinuclear
catalysts under proper reaction conditions. As we know, in precision
gel permeation chromatographic (GPC) work, the calibration curve
is obtained by using standard polystyrenes or other low polydispersity
polymers. A general idea is to make ‘‘cocktails’’ – mixtures that
contain several standards. That way, we don’t have to make so many
injections. But don’t make the polymers too close. Therefore, the
syntheses of multicomponent low polydispersity polymers have
significant values in polymer chemistry. In this study, our successful
producing two-component low polydispersity PMMA confirm the
feasibility of multicomponent low polydispersity polymers syntheses. The further study of the multinuclear catalysts in CRP is currently
under investigation and will be published shortly. The kinetics of this CMRP of MMA are first-order in monomer,
as assessed by the linear dependence of ln([M]0/[M]) versus time
(Figure
5
and
6),
which
confirms
that
the
macroradical
concentration remains essentially constant and that irreversible
chain termination reactions are quite restricted. In contrast to
vinyl acetate polymerization reported by Je´roˆme et al, an
induction
period is not evidently observed
in the
radical
polymerization of MMA, which would be almost simultaneous
of the radicals generated in situ to convert CoII into CoIII_P with
the polymerization beginning. During this beginning period of
CMRP, a drastic change in the color of the medium, from purple
to dark brown-green, is observed, consistent with the suggested
change in oxidation state of the cobalt complex. MMA oligomers (Mn = 4300 gmol21, Mw/Mn = 1.21), pre-
formed in bulk at 50uC with AIBN in the presence of complex 4,
were collected and purified by repeated precipitation in heptane, and
finally used as macroinitiators for MMA polymerization. As shown
in Figure 7, resumption of the MMA polymerization was successful,
as assessed by the shift of the SEC chromatograms with time towards
lower elution volumes. A new MMA homopolymer (Mn = 11650 g/
mol) was obtained with its maintained narrow polydispersity
(PDI= 1.17), and a very small amount of unconverted macro-
initiator. Conclusion This observation paves the way for the synthesis of block Cobalt-mediated radical polymerization of the dinuclear
catalytic systems Further evidence for the pronounced efficacy of As expected, the molar mass of primary constituent of PMMA,
is
controlled
by
the
[MMA]/[Co2+]
ratio. Moreover,
the Figure 5. Dependence of PMMA molar mass Mn on monomer conversion Z for bulk polymerization of MMA at 80uC (for the primary
constituent of the obtained PMMA). [MMA]/[Co(II)] = 600 (Table 1). (% complex 4,N complex 5)
doi:10.1371/journal.pone.0013629.g005 Figure 5. Dependence of PMMA molar mass Mn on monomer conversion Z for bulk polymerization of MMA at 80uC (for the primary
constituent of the obtained PMMA). [MMA]/[Co(II)] = 600 (Table 1). (% complex 4,N complex 5)
doi:10.1371/journal.pone.0013629.g005 October 2010 | Volume 5 | Issue 10 | e13629 October 2010 | Volume 5 | Issue 10 | e13629 PLoS ONE | www.plosone.org 5 Living Radical Polymerization Living Radical Polymerization Figure 6. Time dependence of ln([M]0/[M]) for the bulk polymerization of MMA at 80uC (for the primary constituent of the obtained
PMMA). [MMA]/[Co(II)] = 600 (Table 1). [M]0 and [M] are the MMA concentration at times 0 and t, respectively. (% complex 5; &complex 4)
doi:10.1371/journal.pone.0013629.g006
Living Radical Polymerization Figure 6. Time dependence of ln([M]0/[M]) for the bulk polymerization of MMA at 80uC (for the primary constituent of the obtained
PMMA). [MMA]/[Co(II)] = 600 (Table 1). [M]0 and [M] are the MMA concentration at times 0 and t, respectively. (% complex 5; &complex 4)
doi:10.1371/journal.pone.0013629.g006 copolymers by sequential polymerization of MMA and any
comonomer whose polymerization is controlled by the same
initiator/Co complex system. In that case, exchange of Co
complexes is required between the consecutive polymerization steps. this cobalt complex in mediating the radical polymerization of
MMA can be found in the good agreement between experimental
and theoretical molar masses (Mn,theor/Mn,SEC = 160.40, Table 1,
for the peak #1). The theoretical values were calculated under the
assumption that one polymer chain is growing per cobalt complex
unit, according to the mechanism proposed by Wayland and co-
workers for the CMRP of acrylates (Scheme S3). 1H NMR and
FT-IR analyses showed that the obtained polymers were more or
less syndiotactic, similar to samples prepared with ordinary CRPs. There were almost no effects of AIBN on their tacticity. Lowering
the temperature increased the racemic (rr) content, which would
be expected for a free-radical polymerization. These also support
the radical propagation mechanism with the cobalt catalysts. PLoS ONE | www.plosone.org Supporting Information Scheme S1
Syntheses of dinuclear cobalt(II) complexes
Found at: doi:10.1371/journal.pone.0013629.s001 (0.42 MB TIF) Scheme S1
Syntheses of dinuclear cobalt(II) complexes
Found at: doi:10.1371/journal.pone.0013629.s001 (0.42 MB TIF) Scheme S1
Syntheses of dinuclear cobalt(II) complexes
Found at: doi:10.1371/journal.pone.0013629.s001 (0.42 MB TIF) Scheme S2
Structure of cobalt(II) complexes (1–5)
Found at: doi:10.1371/journal.pone.0013629.s002 (0.39 MB TIF) Scheme S2
Structure of cobalt(II) complexes (1–5)
Found at: doi:10.1371/journal.pone.0013629.s002 (0.39 MB TIF) Scheme S2
Structure of cobalt(II) complexes (1–5)
Found at: doi:10.1371/journal.pone.0013629.s002 (0.39 MB TIF) ,
,
,
,
,
,
,
,
,
Complex 4: The ligand 2 of 3,39-(1,4-phenylene)bis(1-phenyl-
propane-1,3-dione) was synthesized improving to the synthesis of
ligand 1. Elemental analysis calculated for C24H18O4: C 77.82, H
4.90; found: C 77.90, H 5.01. The single-crystals (yellow crystals)
of Ligand 2 were grown in ethanol, and the ORTEP plot of
structure is shown in Fig. 1. (CCDC reference number is 678685.)
The complex 4 (as brown crystal) was obtained analogously to the
preparation of complex 1. Elemental analysis calculated for
C48H32Co2O8: C 67.46, H 3.77; found: C 67.72, H 3.85. However,
attempts to get mono-crystal structure of complex 4 were Complex 4: The ligand 2 of 3,39-(1,4-phenylene)bis(1-phenyl-
propane-1,3-dione) was synthesized improving to the synthesis of
ligand 1. Elemental analysis calculated for C24H18O4: C 77.82, H
4.90; found: C 77.90, H 5.01. The single-crystals (yellow crystals)
of Ligand 2 were grown in ethanol, and the ORTEP plot of
structure is shown in Fig. 1. (CCDC reference number is 678685.)
Th
l
4 (
b
t l)
bt i
d
l
l t th Complex 4: The ligand 2 of 3,39-(1,4-phenylene)bis(1-phenyl-
propane-1,3-dione) was synthesized improving to the synthesis of
ligand 1. Elemental analysis calculated for C24H18O4: C 77.82, H
4.90; found: C 77.90, H 5.01. The single-crystals (yellow crystals)
of Ligand 2 were grown in ethanol, and the ORTEP plot of
structure is shown in Fig. 1. (CCDC reference number is 678685.) Scheme S3
Equilibrium between dormant and active species in
CMRP of acrylates Scheme S3
Equilibrium between dormant and active species in
CMRP of acrylates y
Found at: doi:10.1371/journal.pone.0013629.s003 (0.06 MB TIF) y
Found at: doi:10.1371/journal.pone.0013629.s003 (0.06 MB TIF) Materials and Methods All manipulations involving air- and moisture-sensitive com-
pounds were carried out under an atmosphere of dried and purified
nitrogen using standard Schlenk and vacuoline techniques. Solvents
were purified using standard procedures. Reagents of the 2,29-
azobisisobutyronitrile (AR) were obtained from Aldrich and used
without further purification. Methyl methacrylate were dried over
CaH2, and then freshly distilled under vacuo prior to use. Molecular
weights and molecular weight distributions were determined using PLoS ONE | www.plosone.org October 2010 | Volume 5 | Issue 10 | e13629 6 Living Radical Polymerization Living Radical Polymerization Figure 7. Size-exclusion chromatogram for the macroinitiator and block copolymer. doi:10.1371/journal.pone.0013629.g007 Figure 7. Size-exclusion chromatogram for the macroinitiator and block copolymer. doi:10.1371/journal.pone.0013629.g007 unsuccessful. 1H NMR of Complex 4 (400M Hz, CDCl3): 8.70
(6H, m), 7.57–7.64(12H, m), 6.99(6H, s). FT-IR(KBr): 2986, 1709,
1611, 1497, 1439, 1313, 1229, 1146, 1089, 1016, 750, 713 cm21. gel permeation chromatography (GPC) coupled with multiangle
laser-light scattering (MALLS). The system included a StyragelH
HMW 6E GPC column (7.86300 mm), a Wyatt OPTILAB RI
detector, and a Wyatt multiangle laser-light scattering detector
(DAWN E). The MALLS operated at 18 angles, from 26u to 149u
and was equipped with a He-Ne laser (690 nm). The column and
the RI detector were set at 40uC. The mobile phase was THF and
the polymer solutions of injected sample were filtered through
0.2 mm syringe filters before injection. The molecular weights and
polydispersity indexes were measured for the main peaks and were
calculated using Wyatt Technology (Astra 473) software. The
MALLS detector allowed the calculation of absolute molecular
weights. Infrared spectra were recorded on polymer-KBr pellets
with a Bruker EQUINOX55 FT-IR spectrophotometer in the
region of 4000,400 cm21. NMR spectra were obtained using a
Varian 400 MHz at room temperature in CDCl3 solution using
tetramethylsilane as internal standard. General polymerization procedure AIBN (98.4 mg, 0.60 mmol) and cobalt complex 4 (85.4 mg,
0.1 mmol) and solvent (xylene, 10 ml) were placed in a 50 mL
flask and degassed by three vacuum/nitrogen cycles. Dry,
degassed methyl methacrylate (11 mL, 120 mmol) was then added
by syringe under nitrogen. The purple mixture was stirred after
heated at 80uC. After a few hours, the color changed from purple
to dark brown-green. Polymerization occurred for no less than
4 h, after which the viscosity of the solution increased substan-
tially. After a given time, the mixture was diluted with THF and
poured into 10-fold methanol. The resulting precipitated polymers
were treated by filtering, washing with methanol several times, and
drying under vacuum at 40uC to a constant weight. Some samples
were
preceded
at
different
reaction
times,
and
monomer
conversion was determined by weighing the collected polymer
after removal of the unconverted monomer in vacuo. Synthesis of two cobalt complexes Complex 5: The ligand 1 of 3,39-(1,3-phenylene)bis(1-phenyl-
propane-1,3-dione) was synthesized according to Pikramenou and
his coworkers’ previous work. PMMA oligomers of only one constituent (460 mg, Mn,SEC
= 4300 gmol21, Mw/Mn = 1.21) were prepared at 50uC with
AIBN in the presence of complex 4 and collected at low monomer
conversion by repeated precipitation in heptane. They were
dissolved in degassed MMA (2.5 mL, 26.5 mmol) and heated at
50uC to resume the controlled radical polymerization. his coworkers previous work. To a DMF (5 ml) solution of 1,3-bis(3-phenyl-3-oxopropanoyl)-
benzene (40 mg, 0.11 mmol) were added triethylamine (0.31 ml,
0.22 mmol) and cobalt(II) chloride (16 mg, 0.12 mmol) dissolved in
DMF (5 ml). The brown precipitate was collected for further
characterized in about 80% yield. Elemental analysis calculated for
C48H32Co2O8: C 67.46, H 3.77; found: C 67.52, H 3.68. However,
attempts to get mono-crystal structure of complex 5 were
unsuccessful. 1H NMR of Complex 5 (400M Hz, CDCl3): 8.59
(H, m), 7.50–7.59(12H, m), 6.94(6H, s). FT-IR(KBr): 2924, 1661,
1599, 1508, 1454, 1424, 1292, 1208, 1106, 1057, 744, 700 cm21. Complex 4: The ligand 2 of 3,39-(1,4-phenylene)bis(1-phenyl-
propane-1,3-dione) was synthesized improving to the synthesis of
ligand 1. Elemental analysis calculated for C24H18O4: C 77.82, H
4.90; found: C 77.90, H 5.01. The single-crystals (yellow crystals)
of Ligand 2 were grown in ethanol, and the ORTEP plot of
structure is shown in Fig. 1. (CCDC reference number is 678685.)
The complex 4 (as brown crystal) was obtained analogously to the
preparation of complex 1. Elemental analysis calculated for
C48H32Co2O8: C 67.46, H 3.77; found: C 67.72, H 3.85. However,
attempts to get mono-crystal structure of complex 4 were p
To a DMF (5 ml) solution of 1,3-bis(3-phenyl-3-oxopropanoyl)-
benzene (40 mg, 0.11 mmol) were added triethylamine (0.31 ml,
0.22 mmol) and cobalt(II) chloride (16 mg, 0.12 mmol) dissolved in
DMF (5 ml). The brown precipitate was collected for further
characterized in about 80% yield. Elemental analysis calculated for
C48H32Co2O8: C 67.46, H 3.77; found: C 67.52, H 3.68. However,
attempts to get mono-crystal structure of complex 5 were
unsuccessful. 1H NMR of Complex 5 (400M Hz, CDCl3): 8.59
(H, m), 7.50–7.59(12H, m), 6.94(6H, s). FT-IR(KBr): 2924, 1661,
1599, 1508, 1454, 1424, 1292, 1208, 1106, 1057, 744, 700 cm21. PLoS ONE | www.plosone.org References 1. Matyjaszewski K, Xia J (2001) Atom transfer radical polymerization. Chem Rev
101: 2921–2990. and fluorous media—A versatile route to catalyst recycling and oligomer
formation. J Polym Sci Part A: Polym Chem 43: 3804–3813. 2. Patten TE, Xia J, Abernathy T, Matyjaszewski K (1996) Polymers with very low
polydispersities from atom transfer radical polymerization. Science 272:
866–868. 17. Tang H, Arulsamy N, Radosz M, Shen Y, Tsarevsky NV, et al. (2006) Highly
active copper-based catalyst for atom transfer radical polymerization. J Am
Chem Soc 128: 16277–16285. . Percec V, Barboiu B (1995) ‘‘Living’’ radical polymerization of styre 3. Percec V, Barboiu B (1995) ‘‘Living’’ radical polymerization of styrene initiated
by arenesulfonyl chlorides and CuI(bpy)nCl. Macromolecules 28: 7970–7972. 18. Bassett AP, Magennis SW, Glover PB, Lewis DJ, Spencer N, et al. (2004) Highly
luminescent, triple- and quadruple-stranded, dinuclear Eu, Nd, and Sm(III)
lanthanide complexes based on bis-diketonate ligands. J Am Chem Soc 126:
9413–9424. 4. Goto A, Fukuda T (2004) Kinetics of living radical polymerization. Prog Polym Sci
29: 329–385. 5. Wayland BB, Poszmik G, Mukerjee SL, Fryd M (1994) Living radical
polymerization of acrylates by organocobalt porphyrin complexes. J Am Chem
Soc 116: 7943–7944. 19. Soldatov DV, Zanina AS, Enright GD, Ratcliffe CI, Ripmeester JA (2003) A
new bridging chelating ligand for crystal engineering: synthesis, polymorphism,
and two modes of assembly of 1,4-bis(3-phenyl-1,3-propanedion)benzene with
metal cations resulting in either discrete or polymeric complexes. Crystal Growth
& Design 3: 1005–1013. 6. Arvanitopoulos LD, Greuel MP, Harwood HJ (1994) ‘‘Living’’ free radical
polymerization using alkyl cobaloximes as photoinitiators. Polym Prepr 35:
549–550. 20. Clegg JK, Bray DJ, Gloe K, Gloe K, Jolliffe KA, et al. (2008) Synthetic,
structural, electrochemical and solvent extraction studies of neutral trinuclear
cobalt(II), nickel(II), copper(II) and zinc(II) metallocycles and tetrahedral
tetranuclear iron(III) species incorporating 1,4-aryl-linked bis-b-diketonato
ligands. Dalton Transactions. pp 1331–1340. 7. Debuigne A, Caille J, Je´roˆme R (2005) Highly efficient cobalt-mediated radical
polymerization of vinyl acetate. Angew Chem Int Ed 44: 1101–1104. 8. Debuigne A, Caille J, Detrembleur C, Je´roˆme R (2005) Effective cobalt
mediation of the radical polymerization of vinyl acetate in suspension. Angew
Chem Int Ed 44: 3439–3442. 21. Cotton FA, Soderberg RH (1964) A spectroscopic study of the polymeric nature
of bis(acetylacetonato)cobalt(II). Inorg Chem 3: 1. 9. Wayland BB, Basickes L, Mukerjee S, Wei M, Fryd M (1997) Living radical
polymerization of acrylates initiated and controlled by organocobalt porphyrin
complexes. Macromolecules 30: 8109–8112. 22. Author Contributions Conceived and designed the experiments: JG BX RM. Performed the
experiments: lF ZT BX RM CY. Analyzed the data: lF ZT CY. Wrote the
paper: FB. PLoS ONE | www.plosone.org October 2010 | Volume 5 | Issue 10 | e13629 7 Living Radical Polymerization References Burgess J, Fawcett J, Ressel DR, Gilani SR (2000) Monomeric bis(2,4-
pentanedionato)cobalt(II). Acta Crystallogr Sect C 56: 649–650. p
10. Bryaskova R, Detrembleur C, Debuigne A, Je´roˆme R (2006) Cobalt-mediated
radical polymerization (cmrp) of vinyl acetate initiated by redox systems: toward
the scale-up of CMRP. Macromolecules 39: 8263–8268. 23. Wang LC, Jang HY, Roh Y, Iynch V, Schultz AJ, et al. (2002) Diastereoselective
cycloreductions and cycloadditions catalyzed by co(dpm)2-silane (dpm
=
2,2,6,6-tetramethylheptane-3,5-dionate): mechanism and partitioning of hydro-
metallative versus anion radical pathways. J Am Chem Soc 124: 9448–9453. p
11. Lu Z, Fryd M, Wayland BB (2004) New life for living radical polymerization
mediated by cobalt(II) metalloradicals. Macromolecules 37: 2686–2687. metallative versus anion radical pathways. J Am Chem Soc 124: ediated by cobalt(II) metalloradicals. Macromolecules 37: 2686–26 24. Maria S, Kaneyoshi H, Matyjaszewski K, Poli R (2007) Effect of electron donors
on the radical polymerization of vinyl acetate mediated by [Co(acac)2]:
degenerative transfer versus reversible homolytic cleavage of an organocobal-
t(III) complex. Chem Eur J 13: 2480–2492. 12. Peng CH, Scricco J, Li S, Fryd M, Wayland BB (2008) Organo-cobalt mediated
living radical polymerization of vinyl acetate. Macromolecules 41: 2368–2373. 13. Kaneyoshi H, Matyjaszewski K (2005) Effect of ligand and n-butyl acrylate on
cobalt-mediated radical polymerization of vinyl acetate. Macromolecules 38:
8163–8169. 25. Hu T, Tang LM, Li XF, Li YS, Hu NH (2005) Synthesis and ethylene
polymerization activity of a novel, highly active single-component binuclear
neutral nickel(II) catalyst. Organometallics 24: 2628–2632. 14. Wang B, Zhuang Y, Luo X, Xu S, Zhou X (2003) Controlled/‘‘living’’ radical
polymerization of MMA catalyzed by cobaltocene. Macromolecules 36:
9684–9686. 26. Zhang D, Jin GX (2003) Novel highly active bimuclear 2, 5-disubstituted amino-
p-benzoquinone nickel (II) ethylene polymerization catalysts. Organometallics
22: 2851–2854. 15. Matsubara K, Matsumoto M (2006) Cobalt(I)-mediated living radical polymer-
ization of methyl methacrylate. J Polym Sci Part A: Polym Chem 44:
4222–4228. 27. Huang YB, Tang GR, Jin GY, Jin GX (2008) Binuclear nickel and copper
complexes with bridging 2,5-diamino-1,4-benzoquinonediimines: synthesis,
structures, and catalytic olefin polymerization. Organometallics 27: 259–269. 16. Weiser MS, Mu¨lhaupt R (2005) Cobalt(II) octanoate and cobalt(II) perfluor-
ooctanoate catalyzed atom transfer radical polymerization of styrene in toluene PLoS ONE | www.plosone.org October 2010 | Volume 5 | Issue 10 | e13629 8
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English
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Modulatory Effect of Nicotinic Acid on the Metabolism of Caco-2 Cells Exposed to IL-1β and LPS
|
Metabolites
| 2,020
|
cc-by
| 7,498
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Received: 15 April 2020; Accepted: 14 May 2020; Published: 16 May 2020 Received: 15 April 2020; Accepted: 14 May 2020; Published: 16 May 2020 Abstract: Inflammatory bowel diseases (IBD) are the most common gastrointestinal inflammatory
pathologies. Previous work evidenced a lower content of nicotinic acid (NA) in feces of IBD patients
compared to healthy subjects. In the present study, we aimed to understand the effects of NA on
intestinal inflammation, as several studies reported its possible beneficial effect, and investigate its
influence on inflammation-driven metabolism. NA was tested on a Caco-2 in-vitro model in which
inflammation was induced with interleukin-1β (IL-1β) and lipopolysaccharide (LPS), two mayor
proinflammatory compounds produced in IBD, that stimulate the production of cytokines, such as
interleukin 8. A metabolomics approach, with gas chromatography–mass spectrometry (GC-MS)
and nuclear proton magnetic resonance (1H-NMR), was applied to study the metabolic changes. The results showed that NA significantly reduced the level of IL-8 produced in both LPS and IL-1β
stimulated cells, confirming the anti-inflammatory effect of NA also on intestinal inflammation. Moreover, it was demonstrated that NA treatment had a restoring effect on several metabolites
whose levels were modified by treatments with IL-1β or LPS. This study points out a possible use
of NA as anti-inflammatory compound and might be considered as a promising starting point in
understanding the beneficial effect of NA in IBD. Keywords: inflammation; metabolomics; IBD; nicotinic acid metabolites
H
OH
OH metabolites
H
OH
OH metabolites Modulatory Effect of Nicotinic Acid on the
Metabolism of Caco-2 Cells Exposed to IL-1β and Department of Biomedical Sciences, University of Cagliari, Metropolitan City of Cagliari,
09042 Monserrato, Italy; cristina.piras@unica.it (C.P.); federica.murgia@unica.it (F.M.);
martina.spada@unica.it (M.S.); lauratronci90@gmail.com (L.T.); vera.leoni@tiscali.it (V.P.L.);
gabrieleserreli@hotmail.it (G.S.); mdeiana@unica.it (M.D.); latzori@unica.it (L.A.)
* Correspondence: marialaurasantoru@gmail.com; Tel.: +39-3498615876 www.mdpi.com/journal/metabolites 1. Introduction Inflammatory bowel disease (IBD) is a chronic inflammatory disease responsible for profound
changes in the gastrointestinal tract. These changes are due, at least in part, to the recruitment
of inflammatory cells, particularly myeloid cells such as neutrophils and monocytes, and include
exhaustion of nutrients, increased oxygen consumption, and generation of large quantities of reactive
nitrogen and oxygen intermediate [1]. The dysregulation and the inappropriate response of the immune
system against the microflora of the gut are typical features of the IBD, too. Another important feature
of gut inflammation is the disruption of the homeostasis between microbes and host, the so-called
dysbiosis [2]. Upon activation of the immune system, cytokines and chemokines, are produced [3],
triggering a cascade of downstream reactions [4]. Most of the changes happening during these
processes are well known, but some still need to be fully elucidated, especially those responsible
for the metabolic alteration. Different cytokines produced during intestinal inflammation seem to
have a direct effect on metabolism. One of the most important cytokines secreted is interleukin-1β
(IL-1β). This cytokine is responsible for the activation of lipolysis, inhibition of gluconeogenesis,
and increase of vascular permeability to fluids and solutes [3]. Considering the preponderance of Metabolites 2020, 10, 204; doi:10.3390/metabo10050204 www.mdpi.com/journal/metabolites 2 of 11
ring the Metabolites 2020, 10, 204
gluconeogenesis, a Gram negative bacteria in the gastrointestinal tract, lipopolysaccharide (LPS) plays a crucial role in
the activation of immune response and consequently in the progression of the disease [5]. Moreover,
LPS can stimulate the release of interleukin 8 (IL-8) and other inflammatory cytokines in different
cell types, leading to an acute inflammatory response [6]. The influence on metabolism carried on by
the inflammatory process is particularly important when talking about the gastrointestinal tract [7]. Indeed, the intestinal epithelium is composed of a very dynamic barrier that is regulated in a complex
way to both accommodate the transport of nutrients and fluids, and then select and exclude any
antigens from the luminal interface [8]. In our previous work, we applied a multi-omics approach,
both metabolomic and metagenomic, to study feces samples coming from IBD patients [9]. This study
evidenced a low content of NA in feces of patients affected by IBD, suggesting an anti-inflammatory
role of NA. 1. Introduction Indeed, as NA seems to exert anti-inflammatory effects in different tissues [10,11], in the
present study we aimed to investigate its effect on intestinal inflammation and metabolism using an
inflammation in-vitro model based on Caco-2 cells stimulated with IL1-β and LPS [12]. a crucial role in the activation of immune response and consequently in the progression of the disease
[5]. Moreover, LPS can stimulate the release of interleukin 8 (IL-8) and other inflammatory cytokines
in different cell types, leading to an acute inflammatory response [6]. The influence on metabolism
carried on by the inflammatory process is particularly important when talking about the
gastrointestinal tract [7]. Indeed, the intestinal epithelium is composed of a very dynamic barrier that
is regulated in a complex way to both accommodate the transport of nutrients and fluids, and then
select and exclude any antigens from the luminal interface [8]. In our previous work, we applied a
multi-omics approach, both metabolomic and metagenomic, to study feces samples coming from IBD
patients [9]. This study evidenced a low content of NA in feces of patients affected by IBD, suggesting
an anti-inflammatory role of NA. Indeed, as NA seems to exert anti-inflammatory effects in different
tissues [10,11], in the present study we aimed to investigate its effect on intestinal inflammation and
metabolism using an inflammation in-vitro model based on Caco-2 cells stimulated with IL1-β and
LPS [12]. 2.1. Evaluation of Cell Viability
2.1. Evaluation of Cell Viability To investigate the effect of LPS, IL-1β, and NA on differentiated Caco-2 cell monolayers,
experiments were initially carried out to assess cell viability after treatment and to choose a non-toxic
concentration for each compound. As reported in Figure 1, cell viability remained unchanged in the
presence of the tested compounds. LPS was tested in the concentration range 10–100 µg/mL, IL-1β in a
concentration of 10 and 25 ng/mL and NA in the concentration range 100–300 µg/mL. The cell viability
was tested after 48 h of treatment for each compound. To investigate the effect of LPS, IL-1β, and NA on differentiated Caco-2 cell monolayers,
experiments were initially carried out to assess cell viability after treatment and to choose a non-toxic
concentration for each compound. As reported in Figure 1, cell viability remained unchanged in the
presence of the tested compounds. LPS was tested in the concentration range 10–100 μg/mL, IL-1β in
a concentration of 10 and 25 ng/mL and NA in the concentration range 100–300 μg/mL. The cell
viability was tested after 48 h of treatment for each compound. Figure 1. Effects of LPS (a), IL-1β (b), and NA (c) on cell viability. Cell viability was evaluated after
48 h of incubation of each compound. Data, expressed as % of control, are presented as means ±
standard deviation. Statistical analysis was performed using an unpaired Student’s t-test. Figure 1. Effects of LPS (a), IL-1β (b), and NA (c) on cell viability. Cell viability was evaluated after 48 h
of incubation of each compound. Data, expressed as % of control, are presented as means ± standard
deviation. Statistical analysis was performed using an unpaired Student’s t-test. Figure 1. Effects of LPS (a), IL-1β (b), and NA (c) on cell viability. Cell viability was evaluated after
48 h of incubation of each compound. Data, expressed as % of control, are presented as means ±
standard deviation. Statistical analysis was performed using an unpaired Student’s t-test. Figure 1. Effects of LPS (a), IL-1β (b), and NA (c) on cell viability. Cell viability was evaluated after 48 h
of incubation of each compound. Data, expressed as % of control, are presented as means ± standard
deviation. Statistical analysis was performed using an unpaired Student’s t-test. 2.2. Evaluation of IL-8 Production
2.2. Evaluation of IL-8 Production 2.3. Metabolomics Analysis
2.3. Metabolomics Analysis To investigate the metabolic changes induced by NA, Caco-2 cells were exposed to LPS (50
μg/mL), IL-1β (25 ng/mL), and NA (200 μg/mL) alone or in combination for 48 h. Cells and cell culture
media metabolites extracts were analyzed with both GC-MS and 1H-NMR, two of the most common
techniques used in metabolomics. A total of 47 compounds were identified and quantified with the
NMR approach in cells and 21 compounds in media, while 44 and 34 compounds were identified
respectively in cells and media with the GC-MS (supporting Figures 1–8 and supporting Table S1). Metabolomics results show that IL-1β had a remarkable effect on energetic metabolism, compared to
the LPS effect on the same metabolic pathways (Figure 3, Table 1): intracellular levels of acetic acid,
glutamic acid, citric acid, creatine, creatine phosphate, and malic acid were significantly increased
after the 48 h treatment with IL-1β, while 2-hydroxybutyric acid, 3-hydroxybutyric acid, alanine,
fructose, fumaric acid, glutamine, threonine, isoleucine, lactic acid, ornithine, serine, and
glycerophosphocholine were decreased. On the other hand, the LPS treatment induced an increase
in malic acid levels and a decrease in 2-hydroxybutyric acid, fumaric acid, serine,
glycerophosphocholine, and pyruvic acid. Extracellular metabolites were measured in the cell culture
To investigate the metabolic changes induced by NA, Caco-2 cells were exposed to LPS (50 µg/mL),
IL-1β (25 ng/mL), and NA (200 µg/mL) alone or in combination for 48 h. Cells and cell culture
media metabolites extracts were analyzed with both GC-MS and 1H-NMR, two of the most common
techniques used in metabolomics. A total of 47 compounds were identified and quantified with the
NMR approach in cells and 21 compounds in media, while 44 and 34 compounds were identified
respectively in cells and media with the GC-MS (supporting Figures S1–S8 and supporting Table S1). Metabolomics results show that IL-1β had a remarkable effect on energetic metabolism, compared to
the LPS effect on the same metabolic pathways (Figure 3, Table 1): intracellular levels of acetic acid,
glutamic acid, citric acid, creatine, creatine phosphate, and malic acid were significantly increased after
the 48 h treatment with IL-1β, while 2-hydroxybutyric acid, 3-hydroxybutyric acid, alanine, fructose,
fumaric acid, glutamine, threonine, isoleucine, lactic acid, ornithine, serine, and glycerophosphocholine
were decreased. On the other hand, the LPS treatment induced an increase in malic acid levels and
a decrease in 2-hydroxybutyric acid, fumaric acid, serine, glycerophosphocholine, and pyruvic acid. 2.2. Evaluation of IL-8 Production
2.2. Evaluation of IL-8 Production f
To estimate the effect of LPS, IL-1β, and NA on inflammation, an ELISA assay was carried out
to measure the levels of IL-8 released after treatments with each compound. In the first experiment,
cells were treated with LPS (50 μg/mL) and LPS in combination with NA (100 μg/mL) and with IL-
1β (25 ng/mL) and IL-1β plus NA (100 μg/mL; Figure 2a). As shown in the figure, the levels of IL-8
were significantly increased after treatment with both LPS and IL-1β, while NA at the concentration
of 100 μg/mL did not reduce the production of IL-8 when compared with LPS and IL-1β alone. Therefore, a second experiment was performed with a higher concentration of NA (200 μg/mL). As
shown in Figure 2b, LPS and IL-1β increased IL-8 production, and NA reduced the IL-8 levels. To estimate the effect of LPS, IL-1β, and NA on inflammation, an ELISA assay was carried out
to measure the levels of IL-8 released after treatments with each compound. In the first experiment,
cells were treated with LPS (50 µg/mL) and LPS in combination with NA (100 µg/mL) and with IL-1β
(25 ng/mL) and IL-1β plus NA (100 µg/mL; Figure 2a). As shown in the figure, the levels of IL-8 were
significantly increased after treatment with both LPS and IL-1β, while NA at the concentration of
100 µg/mL did not reduce the production of IL-8 when compared with LPS and IL-1β alone. Therefore,
a second experiment was performed with a higher concentration of NA (200 µg/mL). As shown in
Figure 2b, LPS and IL-1β increased IL-8 production, and NA reduced the IL-8 levels. 3 of 11 Metabolites 2020, 10, 204 Figure 2. IL-8 measurement. Detection of IL-8 levels in Caco-2 cell culture medium after treatment
with LPS (50 μg/mL) and LPS (50 μg/mL) +NA (100 μg/mL) and after treatment with IL-1β (25 ng/mL)
and IL-1β (25 ng/mL)+NA (100 μg/mL) (a) and detection of IL-8 levels in Caco-2 cell culture medium
after treatment with LPS (50 μg/mL) and LPS (50 μg/mL) +NA (200 μg/mL) and with IL-1β (25 ng/mL)
and IL-1β (25 ng/mL) +NA (200 μg/mL) (b). Statistical analysis was performed by a Student’s t-test. Results were considered significant when *p < 0.05 and **p < 0.01. NS = Non-significant. Figure 2. IL-8 measurement. 2.2. Evaluation of IL-8 Production
2.2. Evaluation of IL-8 Production Detection of IL-8 levels in Caco-2 cell culture medium after treatment
with LPS (50 µg/mL) and LPS (50 µg/mL) +NA (100 µg/mL) and after treatment with IL-1β (25 ng/mL)
and IL-1β (25 ng/mL)+NA (100 µg/mL) (a) and detection of IL-8 levels in Caco-2 cell culture medium
after treatment with LPS (50 µg/mL) and LPS (50 µg/mL) +NA (200 µg/mL) and with IL-1β (25 ng/mL)
and IL-1β (25 ng/mL) +NA (200 µg/mL) (b). Statistical analysis was performed by a Student’s t-test. Results were considered significant when * p < 0.05 and ** p < 0.01. NS = Non-significant. Figure 2. IL-8 measurement. Detection of IL-8 levels in Caco-2 cell culture medium after treatment
Figure 2. IL-8 measurement. Detection of IL-8 levels in Caco-2 cell culture medium after treatment Figure 2. IL-8 measurement. Detection of IL-8 levels in Caco-2 cell culture medium after treatment
with LPS (50 μg/mL) and LPS (50 μg/mL) +NA (100 μg/mL) and after treatment with IL-1β (25 ng/mL)
and IL-1β (25 ng/mL)+NA (100 μg/mL) (a) and detection of IL-8 levels in Caco-2 cell culture medium
after treatment with LPS (50 μg/mL) and LPS (50 μg/mL) +NA (200 μg/mL) and with IL-1β (25 ng/mL)
and IL-1β (25 ng/mL) +NA (200 μg/mL) (b). Statistical analysis was performed by a Student’s t-test. Results were considered significant when *p < 0.05 and **p < 0.01. NS = Non-significant. Figure 2. IL-8 measurement. Detection of IL-8 levels in Caco-2 cell culture medium after treatment
with LPS (50 µg/mL) and LPS (50 µg/mL) +NA (100 µg/mL) and after treatment with IL-1β (25 ng/mL)
and IL-1β (25 ng/mL)+NA (100 µg/mL) (a) and detection of IL-8 levels in Caco-2 cell culture medium
after treatment with LPS (50 µg/mL) and LPS (50 µg/mL) +NA (200 µg/mL) and with IL-1β (25 ng/mL)
and IL-1β (25 ng/mL) +NA (200 µg/mL) (b). Statistical analysis was performed by a Student’s t-test. Results were considered significant when * p < 0.05 and ** p < 0.01. NS = Non-significant. 2.3. Metabolomics Analysis
2.3. Metabolomics Analysis Extracellular metabolites were measured in the cell culture medium. glycerophosphocholine, and pyruvic acid. Extracellular metabolites were measured in the cell culture
medium. Results show that alanine, glutamine, lactic, and uric acid were increased in the cell culture medium
after IL-1β treatment, showing an opposite trend compared to the intracellular levels. Conversely,
glycine, ornithine, and glucose levels were decreased. As IL-1β, LPS increased serine, glutamine, and
cholesterol levels in the cell culture medium while glucose levels were decreased. (Figure 4, Table 1). g
g
The effect of NA treatment alone on Caco-2 model was also investigated. NA treatment alone
caused the increase of ATP, glycerolphosphate, lactic acid, and glycerophosphocholine and a decrease
of fumaric acid, glycine, pyruvic acid, and serine at the intracellular level (Figure 3, Table 1), while at
the extracellular level, there were increased levels of serine and tyrosine and lower levels of alanine
(Figure 4, Table 1). Regarding the effects of NA on rescuing metabolism after inflammation, levels of glutamine,
isoleucine, ornithine, and glycerophosphocholine were increased and glutamic acid levels were reduced
after IL-1β+NA treatment compared to the IL-1β treatment alone (Figure 3, Table 1). 4 of 11
12 Metabolites 2020, 10, 204 Figure 3. Significantly different intracellular metabolites measured in Caco-2 cells by 1H-NMR and
GC-MS. Metabolites are indicated as peak areas normalized for total protein content and total area (n
= 3). Statistical analysis was performed using an unpaired Student’s t-test. *p < 0.5, **p < 0.01. Figure 3. Significantly different intracellular metabolites measured in Caco-2 cells by 1H-NMR and
GC-MS. Metabolites are indicated as peak areas normalized for total protein content and total area
(n = 3). Statistical analysis was performed using an unpaired Student’s t-test. * p < 0.5, ** p < 0.01. Figure 3. Significantly different intracellular metabolites measured in Caco-2 cells by 1H-NMR and
GC-MS. Metabolites are indicated as peak areas normalized for total protein content and total area (n
= 3). Statistical analysis was performed using an unpaired Student’s t-test. *p < 0.5, **p < 0.01. Figure 3. Significantly different intracellular metabolites measured in Caco-2 cells by 1H-NMR and
GC-MS. Metabolites are indicated as peak areas normalized for total protein content and total area
(n = 3). Statistical analysis was performed using an unpaired Student’s t-test. * p < 0.5, ** p < 0.01. 2.3. Metabolomics Analysis
2.3. Metabolomics Analysis Extracellular Metabolites
Proinflammatory Stimuli
Proinflammatory Stimuli + NA
Alanine
↑
Alanine
↓
Cholesterol
↑
-
Glycine
↓
Glycine
↓
Glucose
↓
-
Glutamine
↑
Glutamine
↓
Lactic acid
↑
-
Ornithine
↓
Ornithine
↑
Serine
↑
Serine
↓
-
Tyrosine
↑
Uric acid
↑
-
tabolites 2020, 10, x FOR PEER REVIEW
6 of
Figure 4. Significantly different extracellular metabolites measured in the medium of Caco-2 cell by
1H-NMR and GC-MS. Metabolites are presented as peak areas normalized for total protein content
and total area (n = 3). Statistical analysis was performed using an unpaired Student’s t-test. * p < 0.05,
** p < 0.01. Figure 4. Significantly different extracellular metabolites measured in the medium of Caco-2 cell by
1H-NMR and GC-MS. Metabolites are presented as peak areas normalized for total protein content
and total area (n = 3). Statistical analysis was performed using an unpaired Student’s t-test. * p < 0.05,
** p < 0.01. Extracellular Metabolites Figure 4. Significantly different extracellular metabolites measured in the medium of Caco-2 cell by
1H-NMR and GC-MS. Metabolites are presented as peak areas normalized for total protein content
and total area (n = 3). Statistical analysis was performed using an unpaired Student’s t-test. * p < 0.05,
** p < 0 01
Figure 4. Significantly different extracellular metabolites measured in the medium of Caco-2 cell by
1H-NMR and GC-MS. Metabolites are presented as peak areas normalized for total protein content
and total area (n = 3). Statistical analysis was performed using an unpaired Student’s t-test. * p < 0.05,
** p < 0.01. Moreover, at the intracellular level, the IL-1β+NA treatment was able to reduce levels of alanine,
3-hydroxybutyric acid and to increase ATP and proline levels when compared to the IL-1β treatment
alone. The treatment with LPS+NA caused an increase in the levels of glycerophosphocholine, ATP,
glycerolphosphate, glycine, and proline and a decrease of 3-hydroxybutyric acid and alanine levels,
compared to LPS treatment alone at the intracellular level (Figure 3, Table 1). At the extracellular level,
results showed a decrease of alanine and glutamine, contrarily to ornithine and tyrosine, which were
increased in IL-1β+NA treated samples compared to IL-1β treatment alone. At the extracellular level,
LPS+NA treatment also induced a decrease of serine, alanine, and glycine and an increased level of
ornithine when compared to LPS alone (Figure 4, Table 1). 2.3. Metabolomics Analysis
2.3. Metabolomics Analysis Moreover, at the intracellular level, the IL-1β+NA treatment was able to reduce levels of alanine,
3-hydroxybutyric acid and to increase ATP and proline levels when compared to the IL-1β treatment
alone. The treatment with LPS+NA caused an increase in the levels of glycerophosphocholine, ATP,
l
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i
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li
d
d
f 3 h d
b t
i
id
d l
i
l
l
Table 1. Intracellular and extracellular metabolites significantly altered by treatment with
proinflammatory stimuli (LPS and IL-1β) and by treatment with proinflammatory stimuli in combination
with NA in Caco-2 cells. lphosphate, glycine, and proline and a decrease of 3-hydroxybutyric acid and alanine
ed to LPS treatment alone at the intracellular level (Figure 3, Table 1). At the extra
esults showed a decrease of alanine and glutamine, contrarily to ornithine and tyrosine
creased in IL-1β+NA treated samples compared to IL-1β treatment alone. At the extra
PS+NA treatment also induced a decrease of serine, alanine, and glycine and an inc
f ornithine when compared to LPS alone (Figure 4, Table 1). Overall, metabolites
ally perturbed in stimulated Caco-2 cells were mostly associated with energetic pa
s glycolysis, tricarboxylic acid (TCA) cycle, urea cycle, ketone bodies metabolism, an
lism) at the intracellular level (Figure 5a). After IL-1β and LPS stimuli plus NA th
ys appeared to be modified, but in the opposite direction (Figure 5b). Intracellular Metabolites
Proinflammatory Stimuli
Proinflammatory Stimuli + NA
2-Hydroxybutyrate
↓
-
3-Hydroxybutyrate
↓
3-Hydroxybutyrate
↓
Acetate
↑
-
Alanine
↓
Alanine
↓
-
ATP
↑
Citrate
↑
-
Creatine
↑
-
Creatine Phosphate
↑
-
Fructose
↓
-
Fumarate
↓
-
Glutamic acid
↑
Glutamic acid
↓
Glutamine
↓
Glutamine
↑
-
Glycerolphosphate
↑
Glycerophosphocholine
↓
Glycerophosphocholine
↑
-
Glycine
↑
Isoleucine
↓
Isoleucine
↑
Lactic acid
↓
-
Malate
↑
-
Ornithine
↓
Ornithine
↑
-
Proline
↑
Pyruvate
↓
-
Serine
↓
-
Threonine
↓
- lphosphate, glycine, and proline and a decrease of 3-hydroxybutyric acid and alanin
ed to LPS treatment alone at the intracellular level (Figure 3, Table 1). At the extra
sults showed a decrease of alanine and glutamine, contrarily to ornithine and tyrosin
Intracellular Metabolites
Proinflammatory Stimuli
Proinflammatory Stimuli + NA 5 of 11 Metabolites 2020, 10, 204 Table 1. Cont. 2.3. Metabolomics Analysis
2.3. Metabolomics Analysis Overall, metabolites found statistically
perturbed in stimulated Caco-2 cells were mostly associated with energetic pathways (such as glycolysis,
tricarboxylic acid (TCA) cycle, urea cycle, ketone bodies metabolism, and lipid metabolism) at the
intracellular level (Figure 5a). After IL-1β and LPS stimuli plus NA the same pathways appeared to be
modified, but in the opposite direction (Figure 5b). 6 of 11
05, Metabolites 2020, 10, 204
and total area (n =
**
< 0 01 Figure 5. Relevant metabolic pathways that were found significantly altered after treatment with
proinflammatory stimuli (LPS and IL-1β) (a) and after treatment with proinflammatory stimuli in
combination with NA (b) in Caco-2 cells at the intracellular level. Increased and decreased metabolites
are highlighted in red and green, respectively. Figure 5. Relevant metabolic pathways that were found significantly altered after treatment with
proinflammatory stimuli (LPS and IL-1β) (a) and after treatment with proinflammatory stimuli in
combination with NA (b) in Caco-2 cells at the intracellular level. Increased and decreased metabolites
are highlighted in red and green, respectively. Figure 5 Relevant metabolic pathways that were found significantly altered after treatment with
Figure 5
Relevant metabolic pathways that were found significantly altered after treatment with Figure 5. Relevant metabolic pathways that were found significantly altered after treatment with
proinflammatory stimuli (LPS and IL-1β) (a) and after treatment with proinflammatory stimuli in
combination with NA (b) in Caco-2 cells at the intracellular level. Increased and decreased metabolites
are highlighted in red and green, respectively. Figure 5. Relevant metabolic pathways that were found significantly altered after treatment with
proinflammatory stimuli (LPS and IL-1β) (a) and after treatment with proinflammatory stimuli in
combination with NA (b) in Caco-2 cells at the intracellular level. Increased and decreased metabolites
are highlighted in red and green, respectively. 3. Discussion The metabolic profile is altered in conditions of active inflammation, such as those associated with
IBD and has become an area of significant interest for research [8]. Our previous work pointed out
several metabolites altered by the inflammation process in patients with IBD [9]. Among all altered
metabolites, NA levels were found to be lower in the feces of these patients. NA, also known as
niacin or vitamin B3, is a water-soluble vitamin whose derivatives, such as NADH, NAD+, NADPH,
and NADP+, play essential roles in energy metabolism in the living cell [13]. The designation
vitamin B3 also includes the amide form, nicotinamide, or niacinamide. Severe lack of niacin causes
deficiency disease pellagra, whereas a mild deficiency slows down the metabolism decreasing cold
tolerance [14]. Among all the effects of NA, different studies proved its role in ameliorating the
inflammatory process [15,16]. Moreover, it has been demonstrated that nicotinic acid metabolites, such
as nicotinamide, have an antioxidant and anti-inflammatory effect, on human primary monocytes
and monocyte-derived macrophages [17] and it has been evidenced that these metabolites could
interfere with early events associated to the differentiation of monocytic cell line THP-1 and that they
affect LPS-induced biological responses of the cell line [18]. In the present study, an in vitro model
was used to study NA effects on intestinal inflammation. Differentiated Caco-2 cells were used and
inflammation was induced with the two major players in intestinal inflammation, LPS and IL-1β. LPS is a toxic component of the outer membrane of Gram negative bacteria and it is a potent initiator
of inflammation [5,6,19]. Indeed, LPS induces systemic inflammatory injury and various pathological
changes [20]. As known, LPS can stimulate Caco-2 cells proliferation [21], but in our study we used a
wide and common model of differentiated Caco-2 cells, in which cells are seeded and kept in culture
for 15 days before each treatment. During these days, the cells differentiate, reach the confluency and 7 of 11 Metabolites 2020, 10, 204 form a monolayer, so that their possible further growth is arrested. Among cytokines, IL-1β seems to
play a particularly important role in intestinal inflammation as several clinical studies have reported
high levels of IL-1β secretion by colon lamina propria monocytes from patients with active IBD [22,23]. In the present study, we used LPS and IL-1β as inflammation stimuli, assessing effective, but not lethal,
concentration by performing an MTT assay. 3. Discussion A high dose of LPS (50 µg/mL) was used to induce IL-8
production and to avoid statistically significant cell death. Moreover, a concentration of 50 µg/mL or
higher of LPS was used to induce an inflammatory response in Caco-2 cells in several studies [24,25]. Stimulation of inflammation was evaluated by measuring IL-8 production after treatment with LPS
and IL-1β at 50 µg/mL and 25 ng/mL respectively. Indeed, one of the earliest reported chemokines,
produced by intestinal epithelial cells, is the IL-8 [26]. Similar to our findings, IL-8 mRNA levels were
significantly higher in inflamed mucosa of IBD patients than in not inflamed mucosa [27]. Furthermore,
our findings reported that the production of IL-8 is higher after IL-1β treatment compared to LPS. Our results revealed an altered metabolism as an effect of inflammation. Both LPS and IL-1β had a
similar effect on a pattern of metabolites resulting in the alteration of energetic pathways, such as
TCA cycle, glycolysis, urea cycle, and lipid metabolism. It has already been reported that ongoing
inflammatory and immune responses are associated with dramatic shifts in tissue metabolism [1]. Particularly, a significant metabolic change during inflammation and within the immune response
involves the generation of lipid mediators and glycolysis. Indeed, impaired glycolysis is a hallmark of
inflammatory cells [28] as shown also by our results. This confirms the state of inflammation induced
in these cells after been treated with both IL-1β and LPS, suggesting that this model may be reliable
to study inflammatory mechanisms. The results indicate that NA can reduce inflammation in the
enterocytes and this effect is dose-dependent. Our data are in agreement with previous studies showing
anti-inflammatory effects of NA in in vitro and in vivo models [16,29]. In the present study, we also
evaluated the effect of NA on normal and inflammation related metabolism. NA seems to influence
Caco-2 cell metabolism. Indeed, comparing NA non-treated and NA treated cells there was an increase
of ATP, lactic acid, glycerol-phosphate, and glycerophosphocholine and a decrease of fumaric acid
and pyruvic acid at the intracellular level and an increase of serine and tyrosine and a decrease of
alanine at the extracellular side. The increase of ATP levels may indicate a higher energetic metabolism. These data may help to understand and clarify the effects of NA on lipids and glucose metabolism
described in the literature [30]. 3. Discussion As mentioned before, the effects of NA on the inflammation metabolism
were evaluated as well. Interestingly, from the results obtained in the present study, NA treatment
seemed to have a restoring effect on different metabolites. For example, at the intracellular side,
the level of glutamic acid, which was upregulated by IL-1β treatment, was then decreased comparing
it with IL-1β plus NA treated cells. On the other hand, levels of glutamine, isoleucine, ornithine,
and glycerophosphocholine, which were downregulated by IL-1β, were increased in the comparison
between IL-1β and IL-1β plus NA treated cells. A similar trend was confirmed at the extracellular level,
where the levels of alanine and glutamine that were increased by IL-1β were then decreased by NA
treatment, and the ornithine level that was downregulated by IL-1β was increased by NA. Looking at
the effect of NA on LPS induced inflammation, it is possible to observe again the restoring effect of NA,
as it was able to increase the level of glycerophosphocholine, which was decreased by LPS treatment at
h i
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id
d
d
h l
l f
i
hi h
i
d b
LPS l 4.1. Cell Culture Caco-2 cells (ECACC Salisbury, Wiltshire UK) were cultured in Dulbecco’s modified Eagle’s
medium low glucose with L-glutamine and sodium pyruvate (Euroclone, Milan, Italy) supplemented
with 10% heat-inactivated bovine serum, 100 U/mL penicillin, and 100 mg/mL streptomycin. Cells were
cultured in monolayers, at 37 ◦C, in a humidified atmosphere of 5% CO2, replacing the medium twice
a week. 8 of 11 Metabolites 2020, 10, 204 4.2. MTT Viability Test The MTT assay was assessed on Caco-2 cells to evaluate the viability of the cells in the presence of
the tested compounds. Cells were seeded in 96-well plates (5 × 104 cells/mL in 100 µL) and exposed to
different concentrations of the compounds alone: 10, 25, 50 and 100 µg/mL for LPS from Escherichia coli
O111:B4 (Sigma-Aldrich, Milan, Italy), 10 and 25 ng/mL for IL-1β (Merck, Rome, Italy) and 100, 150,
200 and 300 µg/mL for NA (Sigma-Aldrich, Milan, Italy). NA was dissolved in the cell medium. After
48 h incubation, the medium was removed and 100 µL of MTT solution (2.5 mg/mL in fresh medium)
were added and left for 2 h at 37 ◦C. Formazan crystals were then solubilized by adding 100 µL of
dimethyl sulfoxide (DMSO). The absorbance was read at 570 nm using a microplate reader (Infinite
200, Tecan, Salzburg, Austria). 4.3. Treatments For experimental studies, Caco-2 cells were plated in Petri dishes and used 15–17 days post-seeding,
when fully differentiated [31]. To induce the inflammation process, cells were stimulated with two
different compounds: LPS and IL-1β. The effects of NA were then studied by pretreating cells for 24 h
with NA, and then stimulated with both NA plus LPS and NA. At the end of the experiment, cells and
media were collected for further analysis. 4.4. Evaluation of IL-8 Protein Levels An aliquot of 150 µL of cell culture medium was collected from the Petri dishes and used for ELISA
detection. Levels of IL-8 were quantified using the Human IL-8 ELISA kit (CliniScinces, Nanterre,
France) and following the manufacturer’s instructions. Sample absorbance values were read at 450 nm
in a microplate reader (Infinite 200, Tecan, Salzburg, Austria). 4.9. Univariate Statistical Analysis GraphPad Prism software (version 7.01, GraphPad Software, Inc., CA, USA) was used to perform
the univariate statistical analysis on the data. Specifically, a Student’s t-test was performed to test
statistical significance. All experimental data are the mean of three experiments. 4.7. Gas Chromatography–Mass Spectrometry Analysis Derivatized samples were injected splitless into a 7890A gas chromatograph coupled with a 5975C
network mass spectrometer (Agilent Technologies, Santa Clara, CA, USA) equipped with a 30 m ×
0.25 mm ID, fused silica capillary column, with a 0.25 µM TG-5MS stationary phase (Thermo Fisher
Scientific, Waltham, MA, USA). The injector and transfer line temperatures were at 250 ◦C and 280 ◦C,
respectively. The gas flow rate through the column was 1 mL/min. The column initial temperature was
kept at 60 ◦C for 3 min, then increased to 140 ◦C at 7 ◦C/min, held at 140 ◦C for 4 min, increased to
300 ◦C at 5 ◦C/min, and kept for 1 min. Identification of metabolites was performed using the standard
NIST 08 and GMD mass spectra libraries and, when available, by comparison with authentic standards. Peak detection and deconvolution, filtering, and normalization were performed using a pipeline on
Knime [32]. The total protein content together with the total area of chromatograms were used to
normalize the metabolites measurements of each cell and medium sample. 4.5. Cell Culture Samples Preparation for Metabolomics Analysis 4.5. Cell Culture Samples Preparation for Metabolomics Analysis To perform metabolomics analysis, the growth medium was removed from the Petri dishes and
aliquoted (500 µL) in eppendorf tubes to be treated similarly to the cells. Cells were washed with
3 mL of physiological solution, and intracellular metabolites were extracted with 1.2 mL of cold
methanol/water (80:20) and shacked for 15 min at low temperature (4 ◦C). Then cells were harvested
by scraping and transferred in eppendorf tubes. To ensure the complete lysis of the cells, the extraction
was combined with 10 min of ultrasonic treatment at a controlled temperature (4 ◦C). The growth
medium was extracted as described above. Briefly, 500 µL of medium were aliquoted in eppendorf
tubes and centrifuged at 5500× g, 10 min, 4 ◦C, to remove cell debris and dead cells. Then 1.2 mL of cold
methanol/water with the internal standard (80:20) was added to the supernatant of the medium and the
extraction procedure followed as described for the cells. Cell suspensions and growth medium were
centrifuged at 5500× g for 30 min at 4 ◦C. For GC-MS analysis, 400 µL of supernatant was aliquoted and
dried in an EppendorfTM Concentrator Plus overnight. Dried pellets were derivatized with 50 µL of a
solution of methoxamine in pyridine (10 mg/mL; Sigma-Aldrich, St. Louis, MO, USA). After 1 h at 70 ◦C,
50 µL of MSTFA (Sigma-Aldrich, St. Louis, MO, USA) were added and left at room temperature for one
hour. Successively, 50 µL of hexane were added and samples were transferred in a vial for the GC-MS
analysis. A pool of all samples was created and used as quality control (QC.) For 1H-NMR analysis,
700 µL of supernatant was aliquoted and dried in an EppendorfTM Concentrator Plus overnight. Dried hydrophilic cells and medium extracts were redissolved in 690 µL of potassium phosphate
buffer in D2O (100 mM, pH 7.4) and 10 µL of TSP (sodium 3-trimethylsilyl-propionate-2,2,3,3,-d4) as a
chemical shift reference (δ 0.0; 98 atom % D, Sigma-Aldrich, St. Louis, MO, USA). An aliquot of 650 µL
was analyzed by 1H-NMR. 9 of 11 Metabolites 2020, 10, 204 4.8. 1H-NMR Measurements 1H-NMR analysis was performed using a Varian UNITY INOVA 500 spectrometer operating at
499.839 MHz for proton and equipped with a 5 mm double resonance probe (Agilent Technologies,
CA, USA). 1H-NMR spectra were acquired at 300 K with a spectral width of 6000 Hz, a 90◦pulse. The acquisition time was of 1.5 s, the relaxation delay was of 2 s, and for each sample, 512 FID were
collected into 64 K data points. The residual water signal was suppressed by applying a presaturation
technique with low power radiofrequency irradiation for 2 s. After Fourier transformation with
0.3 Hz line broadening and a zero-filling to 64 K, 1H-NMR spectra were manually phased and baseline
corrected using ACD Lab Processor Academic Edition (Advanced Chemistry Development, 12.01,
2010). Spectral chemical shift referencing on the TSP CH3 signal at 0.00 ppm was performed on all
spectra. Metabolites were identified and quantify of each NMR spectra of samples using the Chenomx
NMR Suite 7.1 (Chenomx Inc., Edmonton, Alberta, Canada) [33]. The total protein content together
with the total area of spectra was used to normalize the metabolites measurements of each cell and
medium sample. 4.6. Protein Extraction and Quantification Total proteins were extracted with the Bradford assay, with some modifications. Cell pellets
were added with 500 µL Cell Lytic M lysis buffer (Sigma-Aldrich, Milan, Italy) for protein extraction,
supplemented with mammalian protease and phosphatase inhibitor cocktail (1:100 v/v). Cells were
scraped on ice, incubated for 15 min on ice, centrifuged at 12,500× g at 4 ◦C for 7 min and then stored at
−20 ◦C prior to quantification. The calibration curve was generated using bovine serum albumin (BSA)
in Cell Lytic M reagent, at different standard concentrations (0.1–5 mg/mL). 500 µL of Bradford Reagent
solution (Sigma-Aldrich, St. Louis, MO, USA) were added and incubated with 10 µL of standard
and protein sample at room temperature for 5 min. The absorbance was measured at 595 nm using a
microplate reader (Infinite 200, Tecan, Salzburg, Austria) at a controlled temperature of 37 ◦C. 5. Conclusions In conclusion, this in vitro study demonstrated that NA could exert a counteracting effect in
intestinal inflammation, by reducing IL-8 production after inflammatory stimuli. Furthermore,
data presented here also showed how NA plays a role in metabolic rewiring, by restoring metabolites
levels, altered in the inflammation process. Taken together, our data pinpointed a potential strategy 10 of 11 Metabolites 2020, 10, 204 to counteract intestinal inflammation, although, future studies are needed to clarify the mechanism
behind the NA effects in IBD. Surely, to test the real potentiality of NA as an anti-inflammatory
compound in IBD it should be tested as well in in-vivo and human studies. Supplementary Materials: The following are available online at http://www.mdpi.com/2218-1989/10/5/204/s Author Contributions: Conceptualization, M.L.S. and L.A.; Methodology, M.L.S., M.D. and L.A.; Formal
Analysis, M.L.S.; Investigation, M.L.S., C.P., F.M., M.S., L.T., and G.S.; Resources, L.A.; Data Curation, M.L.S.;
Writing—Original Draft Preparation, M.L.S., F.M., L.T., C.P.; Writing—Review and Editing, V.P.L., M.D. and L.A.;
Visualization, M.L.S.; Supervision, L.A.; Project Administration, L.A. All authors have read and agreed to the
published version of the manuscript. Conflicts of Interest: The authors declare no conflict of interest. Conflicts of Interest: The authors declare no conflict of interest. Conflicts of Interest: The authors declare no conflict of interest. References 1. Kominsky, U.J.; Campbell, E.; Colgan, S.P. Metabolic shifts in immunity and inflammation. J. Immunol. 2010,
184, 4062–4068. [CrossRef] 2. Khan, I.; Ullah, N.; Zha, L.; Bai, Y.; Khan, A.; Zhao, T.; Che, T.; Zhang, C. Alteration of Gut Microbiota in
Inflammatory Bowel Disease (IBD): Cause or Consequence? IBD Treatment Targeting the Gut Microbiome. Pathogens 2019, 8, 126. [CrossRef] [PubMed] 3. Medzhitov, R. Origin and physiological roles of inflammation. Nature 2008, 454, 428–435. [CrossRef]
[PubMed] 4. Neurath, M.F. Cytokines in inflammatory bowel disease. Nat. Rev. Immunol. 2014, 14, 329–342. [CrossRef]
[PubMed] 5. Pasternak, B.A.; D’mello, S.; Jurickova, I.I.; Han, X.; Willson, T.; Flick, L.; Petiniot, L.; Uozumi, N.; Divanovic, S.;
Traurnicht, A.; et al. Lipopolysaccharide exposure is linked to activation of the acute phase response and
growth failure in pediatric Crohn’s disease and murine colitis. Inflamm. Bowel Dis. 2010, 16, 856–869. [CrossRef] 6. Ngkelo, A.; Meja, K.; Yeadon, M.; Adcock, I.M.; Kirkham, P.A. LPS induced inflammatory responses in
human peripheral blood mononuclear cells is mediated through NOX4 and Giα dependent PI-3kinase
signalling. J. Inflamm. 2012, 9. [CrossRef] 7. Norouzinia, M.; Chaleshi, V.; Alizadeh, A.H.M.; Zali, M.R. Biomarkers in inflammatory bowel diseases:
Insight into diagnosis, prognosis and treatment. Gastroenterol. Hepatol. Bed Bench 2017, 10, 155–167. 8. Lanis, J.M.; Kao, D.J.; Alexeev, E.E.; Colgan, S.P. Tissue metabolism and the inflammatory bowel diseases. J. Mol. Med. 2017, 95, 905–913. [CrossRef] 9. Santoru, M.L.; Piras, C.; Murgia, A.; Palmas, V.; Camboni, T.; Liggi, S.; Ibba, I.; Lai, M.A.; Orrù, S.; Blois, S.;
et al. Cross sectional evaluation of the gut-microbiome metabolome axis in an Italian cohort of IBD patients. Sci. Rep. 2017, 7, 9523. [CrossRef] 10. Li, J.; Kong, D.; Wang, Q.; Wu, W.; Tang, Y.; Bai, T.; Guo, L.; Wei, L.; Zhang, Q.; Yu, Y.; et al. Niacin ameliorates
ulcerative colitis via prostaglandin D 2 -mediated D prostanoid receptor 1 activation. EMBO Mol. Med. 2017,
9, 571–588. [CrossRef] 11. Salem, H.A.; Wadie, W. Effect of Niacin on Inflammation and Angiogenesis in a Murine Model of Ulcerative
Colitis. Sci. Rep. 2017, 7, 7139. [CrossRef] [PubMed] 12. Anzola, A.; González, R.; Gámez-Belmonte, R.; Ocón, B.; Aranda, C.J.; Martínez-Moya, P.; López-Posadas, R.;
Chirlaque, C.H.; De Medina, F.S.; Martínez-Augustin, O. miR-146a regulates the crosstalk between intestinal
epithelial cells, microbial components and inflammatory stimuli. Sci. Rep. 2018, 8, 17350. [CrossRef]
[PubMed] 13. Yang, Y.; Sauve, A.A. NAD + metabolism: Bioenergetics, signaling and manipulation for therapy. Biochim. et
Biophys. Author Contributions: Conceptualization, M.L.S. and L.A.; Methodology, M.L.S., M.D. and L.A.; Formal
Analysis, M.L.S.; Investigation, M.L.S., C.P., F.M., M.S., L.T., and G.S.; Resources, L.A.; Data Curation, M.L.S.;
Writing—Original Draft Preparation, M.L.S., F.M., L.T., C.P.; Writing—Review and Editing, V.P.L., M.D. and L.A.;
Visualization, M.L.S.; Supervision, L.A.; Project Administration, L.A. All authors have read and agreed to the
published version of the manuscript. Conflicts of Interest: The authors declare no conflict of interest. References Acta (BBA) Proteins Proteom. 2016, 1864, 1787–1800. [CrossRef] [PubMed] 14. Mielgo-Ayuso, J.; Aparicio-Ugarriza, R.; Olza, J.; Aranceta-Bartrina, J.; Gil, Á.; Ortega, R.M.; Serra-Majem, L.;
Varela-Moreiras, G.; González-Gross, M. Dietary Intake and Food Sources of Niacin, Riboflavin, Thiamin
and Vitamin B6 in a Representative Sample of the Spanish Population. The ANIBES Study. Nutrients 2018,
10, 846. [CrossRef] 11 of 11 Metabolites 2020, 10, 204 15. Singh, N.; Gurav, A.; Sivaprakasam, S.; Brady, E.; Padia, R.; Shi, H.; Thangaraju, M.; Prasad, P.D.;
Manicassamy, S.; Munn, D.H.; et al. Activation of Gpr109a, receptor for niacin and the commensal
metabolite butyrate, suppresses colonic inflammation and carcinogenesis. Immunity 2014, 40, 128–139. [CrossRef] 16. Digby, J.E.; Martinez, F.; Jefferson, A.; Ruparelia, N.; Chai, J.; Wamil, M.; Greaves, D.R.; Choudhury, R. Anti-inflammatory effects of nicotinic acid in human monocytes are mediated by GPR109A dependent
mechanisms. Arter. Thromb. Vasc. Boil. 2012, 32, 669–676. [CrossRef] 17. La Paz, S.M.-D.; Naranjo, M.C.; Lopez, S.; Abia, R.; Muriana, F.J.G.; Bermudez, B. Niacin and its metabolites
as master regulators of macrophage activation. J. Nutr. Biochem. 2017, 39, 40–47. [CrossRef] 18. Petin, K.; Weiss, R.; Müller, G.A.; Garten, A.; Grahnert, A.; Sack, U.; Hauschildt, S. NAD metabolites interfere
with proliferation and functional properties of THP-1 cells. Innate Immun. 2019, 25, 280–293. [CrossRef] 19. Simpson, B.W.; Trent, M.S. Pushing the envelope: LPS modifications and their consequences. Nat. Rev. Genet. 2019, 17, 403–416. [CrossRef] 20. Fouad, A.A.; AlBuali, W.H.; Jresat, I. Protective Effect of Naringenin against Lipopolysaccharide-Induced
Acute Lung Injury in Rats. Pharmacology 2016, 97, 224–232. [CrossRef] 21. Lin, T.-Y.; Fan, C.-W.; Maa, M.-C.; Leu, T.-H. Lipopolysaccharide-promoted proliferation of Caco-2 cells is
mediated by c-Src induction and ERK activation. BioMedicine 2015, 5, 5. [CrossRef] [PubMed] 22. Casini-Raggi, V.; Kam, L.; Chong, Y.J.; Fiocchi, C.; Pizarro, T.T.; Cominelli, F. Mucosal imbalance of IL-1
and IL-1 receptor antagonist in inflammatory bowel disease. A novel mechanism of chronic intestinal
inflammation. J. Immunol. 1995, 154, 154. 23. Ludwiczek, O.; Vannier, E.; Borggraefe, I.; Käser, A.; Siegmund, B.; Dinarello, C.A.; Tilg, H. Imbalance
between interleukin-1 agonists and antagonists: Relationship to severity of inflammatory bowel disease. Clin. Exp. Immunol. 2004, 138, 323–329. [CrossRef] [PubMed] 24. Subramanian, V.S.; Sabui, S.; Moradi, H.; Marchant, J.S.; Said, H.M. Inhibition of intestinal ascorbic acid
uptake by lipopolysaccharide is mediated via transcriptional mechanisms. Biochim. et Biophys. Acta (BBA)
Biomembr. 2017, 1860, 556–565. [CrossRef] 25. References Denis, M.C.; Furtos, A.; Dudonné, S.; Montoudis, A.; Garofalo, C.; Desjardins, Y.; Delvin, E.; Levy, E. Apple
Peel Polyphenols and Their Beneficial Actions on Oxidative Stress and Inflammation. PLoS ONE 2013, 8,
e53725. [CrossRef] 26. Stadnyk, A.W. Intestinal epithelial cells as a source of inflammatory cytokines and chemokines. Gastroenterol. 2002, 16, 241–246. [CrossRef] 27. Velikova, T.; Kyurkchiev, B.; Todorova, E.I.-; Spassova, Z.; Stanilova, S.; Altankova, I. Cytokines in Inflamed
Mucosa of IBD Patients. New Insights Inflamm. Bowel Dis. 2016. [CrossRef] 28. Chimenti, M.S.; Triggianese, P.; Conigliaro, P.; Candi, E.; Melino, G.; Perricone, R. The interplay between
inflammation and metabolism in rheumatoid arthritis. Cell Death Dis. 2015, 6, e1887. [CrossRef] 29. Si, Y.; Zhang, Y.; Zhao, J.; Guo, S.; Zhai, L.; Yao, S.; Sang, H.; Yang, N.; Song, G.; Gu, J.; et al. Niacin
Inhibits Vascular Inflammation via Downregulating Nuclear Transcription Factor-κB Signaling Pathway. Mediat. Inflamm. 2014, 2014, 1–12. [CrossRef] 30. Liu, D.; Wang, X.; Kong, L.; Chen, Z. Nicotinic acid regulates glucose and lipid metabolism through lipid
independent pathways. Curr. Pharm. Biotechnol. 2015, 16, 16. [CrossRef] 31. Hauri, H.P.; E Sterchi, E.; Bienz, D.; Fransen, J.; Marxer, A. Expression and intracellular transport of
microvillus membrane hydrolases in human intestinal epithelial cells. J. Cell Boil. 1985, 101, 838–851. [CrossRef] [PubMed] 32. Liggi, S.; Hinz, C.; Hall, Z.; Santoru, M.L.; Poddighe, S.; Fjeldsted, J.; Atzori, L.; Griffin, J.L. KniMet: A pipeline
for the processing of chromatography–mass spectrometry metabolomics data. Metabolomics 2018, 14, 52. [CrossRef] [PubMed] 33. Weljie, A.M.; Newton, J.; Mercier, P.; Carlson, E.; Slupsky, C.M. Targeted Profiling: Quantitative Analysis
of1H NMR Metabolomics Data. Anal. Chem. 2006, 78, 4430–4442. [CrossRef] [PubMed] © 2020 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access
article distributed under the terms and conditions of the Creative Commons Attribution
(CC BY) license (http://creativecommons.org/licenses/by/4.0/).
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Application of Newton’s laws using CD hovercraft
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Global Journal of Engineering and Technology Advances
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Adesunloro Gbenga Michael * Department of Science Technology, Physics Unit, Federal Polytechnic, Ado-Ekiti, Nigeria. Global Journal of Engineering and Technology Advances, 2022, 12(02), 042–047
Publication history: Received on 05 July 2022; revised on 10 August 2022; accepted on 12 August 2022 Department of Science Technology, Physics Unit, Federal Polytechnic, Ado-Ekiti, Nigeria. Global Journal of Engineering and Technology Advances, 2022, 12(02), 042–047
Publication history: Received on 05 July 2022; revised on 10 August 2022; accepted on 12 August 20
Article DOI: https://doi.org/10.30574/gjeta.2022.12.2.0133 Article DOI: https://doi.org/10.30574/gjeta.2022.12.2.0133 Abstract Hovercrafts were constructed using a Compact Disk and Baloons to calculate linear and average displacement, speed
and acceleration. The innovative concepts was used to promote learning of Astrophysics to 15 aspiring physics
enthusiast to explain the Newton’s laws of Physics as it applies to the working principle of an hovercraft and training of
astronauts Keywords: Hovercraft; Astrophysics; Speed; Acceleration p
g
g
;
epartment of Science Technology, Physics Unit, Federal Polytechnic, Ado-Ekiti, Nigeria. * Corresponding author: Adesunloro Gbenga Michael; Email: Copyright © 2022 Author(s) retain the copyright of this article. This article is published under the terms of the Creative Commons At Copyright © 2022 Author(s) retain the copyright of this article. This article is published under the terms of the Creative Commons Attribution Liscense 4.0. hor(s) retain the copyright of this article. This article is published under the terms of the Creative Commons Attribution Liscense 4.0 1. Introduction A Hovercraft is a vehicle that flies like a plane but can float like a boat, and can drive like a car but will traverse ditches
and gullies as it is a flat terrain. A Hovercraft is also sometimes called an air cushion vehicle because it can hover over
or move across land or water surfaces while being held off from the surfaces by a cushion of air [1]. A Hovercraft can
travel over all types of surfaces including grass, mud, muskeg, sand, quicksand, water and ice. Hovercraft prefer gentle
terrain although they are capable of climbing slopes up to 20%, depending upon surface characteristics. Modern
Hovercrafts are used for many applications where people and equipment need to travel at speed over water but be able
to load and unload on land. For example, they are used as passenger or freight carriers, as recreational machines and
even use as warships. Hovercrafts are very exciting to fly and the feeling of effortlessly travelling from land to water and
back again is unique Over the centuries there have been many efforts to reduce the element of friction between moving parts. A hovercraft
is a relatively new means of transportation. The concept of the hovercraft was born when engineers came up with an
experimental design to reduce drag on ships [2]. The revolutionary idea was to use a cushion of air between boats and
the water that they ploughed through to reduce friction. This idea eventually led to what is known today as the
hovercraft, basically a vehicle that uses 1 or more fans to float on a cushion of air. These fans serve a dual purpose, to
push air below the craft and force it off ground, and to create a forward thrust by pushing air out the back of the craft
[3]. This research article therefore, presents an innovative way to use a compact disk and balloon to construct a hovercraft
that explains the Newton’s laws of motion in a way that motivates learning of the concepts. Group of students design
hovercrafts and perform simple tasks to calculate displacement, speed, acceleration and their results were correlated
using charts. Global Journal of Engineering and Technology Advances, 2022, 12(02), 042–047 2.1. Materials Compact disks (CDs), Plastic Bottle, Round balloon (five-inch size), Meter rules, Nail, Super glue/hot glue gun, Air Pump,
Scissors, Stopwatch Students were divided to three groups to produce one CD hovercraft each. The three hovercrafts were used together to
perform tasks which were recorded. This report therefore, present a group finding of the experiments carried out 2.2. Design Considerations and Precautions Glue station with one or two glue guns was set up for the students. We use low-temperature glue guns. The heat from
high temperature guns may warp the CD. There was a dish of cold water near the glue station for a good safety step. Peradventure if we get hot glue on their fingers, we will immerse the fingers in cold water will immediately “freeze” the
glue and minimize any discomfort. It was preferred, by the supervisor to operate the glue gun. Eye protection was
recommended and made available when we were working with glue guns. Pop-up spouts for water bottles was
substituted for the PVC pipe and rubber stopper. We removed the cap from the bottle and attach it to the upper side of
the CD with hot glue. We then fit the balloon over the pop-up spout. We inflated the balloon by blowing through the
underside of the hovercraft and push the spout down to hold the air until ready. Caution was made that if there was any
student with a latex allergy, so we wash the balloons before using them. Allergic students wore non-latex plastic gloves
and inflate the balloons with a balloon pump Thus, the hovercraft was assembled by each group Thus, the hovercraft was assembled by each group Thus, the hovercraft was assembled by each group 2.3.2. Running the Hovercraft 2.3.1. Assembling the Hovercraft_ The Process 2.3.1. Assembling the Hovercraft_ The Process
We squeeze a bead of hot glue on the edge of one end of the PVC pipe and immediately press the glued end to
the center of the CD (label side up). The pipe surround the hole in the center of the CD.
We squeeze a bead of hot glue on the edge of one end of the PVC pipe and immediately press the glued end to
the center of the CD (label side up). The pipe surround the hole in the center of the CD.
When the glue has cooled and hardened (in about 1-2 minutes), we checked for any gaps betwee
pipe. When a gap was noticed, we squeeze some glue in to fill the gaps. We stretch the latex balloon a couple of times to relax it for inflating.
We stretch the latex balloon a couple of times to relax it for inflating.
We Stretch the balloon nozzle over the wide end of the rubber stopper.
We used a hole punch and punch a hole through the center of the gummed paper dot. We app We used a hole punch and punch a hole through the center of the gummed paper dot. We applied th
th
d
id
f th CD t
th h l the underside of the CD to cover the hole. the underside of the CD to cover the hole. 2.3.2. Running the Hovercraft 2.3.2. Running the Hovercraft
We inflated the balloon by blowing through the hole of the stopper or by inserting the nozzle of a balloon hand
pump into the stopper hole.
We twist the balloon so that the nozzle is closed off and we pressed the small end of the stopper into the upper
end of the PVC pipe in the hovercraft. The hovercraft was ready to launch.
We placed the craft on a smooth, level surface such as a tabletop. We then released the balloon. It untwist and
start blowing air downward through the small hole in the center. The thin cushion of air lifted the CD and
eliminate friction with the tabletop.
We tried pushing the hovercraft across a tabletop with the balloon inflated and again with it uninflated. We
compared the craft’s movement in the two runs.
We experiment with the optimum size of the hole in the paper dot. The hole can be enlarged by pushing the
point of a pencil into it. The hole size determined how fast the air runs out.
We recorded the data on the Hovercraft Record and Result Page 43 43 Global Journal of Engineering and Technology Advances, 2022, 12(02), 042–047 Global Journal of Engineering and Technology Advances, 2022, 12(02), 042–047 Figure 1 Construction and demonstration of CD Hovercraft Figure 1 Construction and demonstration of CD Hovercraft Figure 1 Construction and demonstration of CD Hovercraft 3. Results and discussion 3. 3. Results and discussion Results and discussion
The table below show how far hovercraft travels before it stop on its own
Table 1 The distribution of distance covered by different balloons
Balloon First Run
Distance (cm)
Second Run
Distance (cm)
Third Run
Distance (cm)
Average
Distance (cm)
Balloon 1 298
274
245
272.33
Balloon 2 286
226
99
203.67
Balloon 3 300
257
225
260.67
The table below shows the time the hovercraft covers the distance
Table 2 The distribution of time for hovercraft to cover distance
Balloon
First
Run
in
seconds
Second
Run
in
seconds
Third
Run
in
seconds
Average Time in
seconds
Balloon 1
90
79
49
72.67
Balloon 2
111
54
46
70.33
Balloon 3
75
69
59
67.67
The table below shows the measurement of how fast the hovercraft covers The table below show how far hovercraft travels before it stop on its own
Table 1 The distribution of distance covered by different balloons
Balloon First Run
Distance (cm)
Second Run
Distance (cm)
Third Run
Distance (cm)
Average
Distance (cm)
Balloon 1 298
274
245
272.33
Balloon 2 286
226
99
203.67
Balloon 3 300
257
225
260.67 The table below show how far hovercraft travels before it stop on its own The table below shows the time the hovercraft covers the distance The table below shows the time the hovercraft covers the distance
Table 2 The distribution of time for hovercraft to cover distance
Balloon
First
Run
in
seconds
Second
Run
in
seconds
Third
Run
in
seconds
Average Time in
seconds
Balloon 1
90
79
49
72.67
Balloon 2
111
54
46
70.33
Balloon 3
75
69
59
67.67 The table below shows the measurement of how fast the hovercraft covers The table below shows the measurement of how fast the hovercraft covers The table below shows the measurement of how fast the hovercraft covers The table below shows the measurement of how fast the hovercraft covers 44 44 Global Journal of Engineering and Technology Advances, 2022, 12(02), 042–047 The table below shows the speed of the hovercraft The table below shows the speed of the hovercraft Table 3 The distribution shows the speed of the hovercraft covered by different balloons
Balloon
First Run speed in
cm/sec
Second Run speed
in cm/sec
Third
Run
speed in cm/sec
Average Speed in
cm/sec
Balloon 1
3.31
3.47
5.00
3.75
Balloon 2
2.57
4.18
2.15
2.97
Balloon 3
4.00
3.72
3.81
3.84 able 3 The distribution shows the speed of the hovercraft covered by different balloons Figure 1 The average distribution of Distance covered by different balloons Figure 1 The average distribution of Distance covered by different balloons Figure 2 The distribution of Time for hovercraft to cover distance Figure 2 The distribution of Time for hovercraft to cover distance 45 45 Global Journal of Engineering and Technology Advances, 2022, 12(02), 042–047 Figure 1 and 2 show a variation in the distance covered and time taken for each of the hovercraft contracted with
different balloons. Balloons 1 which is the smallest of the three balloons covered the highest distance, while the biggest
balloon (balloon 3) covered the least distance. Figure 3 The distribution of speed of the hovercraft covered by different balloons Figure 3 The distribution of speed of the hovercraft covered by different balloons From figure 3 it can be declared from the average speed tabulated that the average speed of each of the hovercraft
(3.75cm/s, 2.97cm/s and 3.84cm/s respectively) was close to each other; almost the same which implies that the size
of the balloon do not play a significant role in the speed of the hovercraft. he students use the result to answer the following questions in group. The response is tabulated blo The students use the result to answer the following questions in group. The response is tabulated blow: able 4 Discussion Feedback on Nexus of Hovercraft on Newton’s laws of motion
Discussion Question
Response from Group
What
causes
the
hovercraft
to
become
frictionless? Air from the balloon escapes beneath the hovercraft. It
forms a thin cushion that lifts the craft a few millimetres
above the table. Without direct contact with the table
top, friction is greatly reduced
What happens to the hovercraft’s movement
when the balloon runs out of air? Why? When the balloon runs out of air, the lifting cushion
stops. The full surface of the CD bottom contacts the
table top, friction is greatly increased, and the
hovercraft stops
How do different surfaces affect the hovercraft? Smooth surfaces permit a uniform cushion of air to lift
the craft. Rough surfaces allow air to escape more in
some directions than others and the craft is no longer
level. Parts of the CD touch the surface and cause drag. How does the size of the paper dot hole affect the
hovercraft? The hole controls the flow of air from the balloon. If the
paper is removed, the hole is very large and the air
escapes quickly. A tiny hole greatly slows the flow of air
and may not provide enough lifting force. How does Newton’s Laws of Motion control the
movement of the hovercraft? 4. Conclusion Hovercraft is a vehicle which can float in any lands also it is known by Air Cushion Vehicle due to its ability to move by
cushion or skirt filled with air. The concept of the hovercraft is simplified using Compact Disks and balloons to explain
the Newton’s laws to motivate young learners to Astrophysics Global Journal of Engineering and Technology Advances, 2022, 12(02), 042–047 Acknowledgments The author acknowledge the project students whose honest feedbacks form the bedrock of the research and would like
to thank the journal reviewers for their valuable and in time valid comments, which was useful in enhancing the
technical quality and readability of this paper. 1. An unbalanced force is needed to lift the craft. Another force is needed to propel the craft along the
table. able 4 Discussion Feedback on Nexus of Hovercraft on Newton’s laws of motion 46 Global Journal of Engineering and Technology Advances, 2022, 12(02), 042–047
2. The lifting force is determined by how much air is
released (its mass) and how fast it accelerates out of the
hole. 3. The action force of the air released from the balloon
creates a reaction force lifting the hovercraft. Pushing
on the hovercraft to cause it to move along the tabletop
is also an example of action and reaction. How can hovercraft technology be used to
simulate microgravity when training astronauts? During Astronauts training, three air bearing pads,
similar in size and identical in function to the CD
hovercraft, produce great lifting force and nearly
eliminate friction. The bearing pads are able to provide
much greater lifting force than the CD hovercraft
because high pressure air from compressors is used. When the two astronauts push on each other, they fly
apart in a great demonstration of Newton’s Laws of
Motion. . Conclusion
Hovercraft is a vehicle which can float in any lands also it is known by Air Cushion Vehicle due to its ability to move by
ushion or skirt filled with air. The concept of the hovercraft is simplified using Compact Disks and balloons to explain
he Newton’s laws to motivate young learners to Astrophysics
ompliance with ethical standards
cknowledgments Global Journal of Engineering and Technology Advances, 2022, 12(02), 042–047
2. The lifting force is determined by how much air is
released (its mass) and how fast it accelerates out of the
hole. 3. The action force of the air released from the balloon
creates a reaction force lifting the hovercraft. Pushing
on the hovercraft to cause it to move along the tabletop
is also an example of action and reaction. How can hovercraft technology be used to
simulate microgravity when training astronauts? During Astronauts training, three air bearing pads,
similar in size and identical in function to the CD
hovercraft, produce great lifting force and nearly
eliminate friction. The bearing pads are able to provide
much greater lifting force than the CD hovercraft
because high pressure air from compressors is used. When the two astronauts push on each other, they fly
apart in a great demonstration of Newton’s Laws of
Motion. References Author’s Biography
Adesunloro Gbenga M. is the secretary of research meetings of the School of Science and
Computer Studies; committee member, Centre for Research, Innovation and Development
(CRID), member, E-Learning Committee of the School of Science and Computer Studies of
the Federal Polytechnic, Ado-Ekiti and member of research seminar series of the
department of Science Technology in the institution. He had supervised over 50 research
students in groups and individually on various research areas. He is a professional member
of the Nigeria Institute of Physics and the Society of Amateur Radio Astronomers. He is a
mentor to many youth groups and organisations. Adesunloro Gbenga M. is the secretary of research meetings of the School of Science and
Computer Studies; committee member, Centre for Research, Innovation and Development
(CRID), member, E-Learning Committee of the School of Science and Computer Studies of
the Federal Polytechnic, Ado-Ekiti and member of research seminar series of the
department of Science Technology in the institution. He had supervised over 50 research
students in groups and individually on various research areas. He is a professional member
of the Nigeria Institute of Physics and the Society of Amateur Radio Astronomers. He is a
mentor to many youth groups and organisations. 47
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https://openalex.org/W2922180080
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https://link.springer.com/content/pdf/10.1007/s00223-019-00539-8.pdf
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English
| null |
Paget’s Disease of Long Bones: Microstructural Analyses of Historical Bone Samples
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Calcified tissue international
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cc-by
| 8,428
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Calcified Tissue International (2019) 105:15–25
https://doi.org/10.1007/s00223-019-00539-8 Calcified Tissue International (2019) 105:15–25
https://doi.org/10.1007/s00223-019-00539-8 ORIGINAL RESEARCH Paget’s Disease of Long Bones: Microstructural Analyses of Historical
Bone Samples Elena Nebot1,2,3 · Patrick Heimel4,5 · Stefan Tangl4 · Martin Dockner6 · Janina Patsch7 · Gerhard W. Weber6 ·
Michael Pretterklieber8 · Maria Teschler‑Nicola9 · Peter Pietschmann1 Elena Nebot1,2,3 · Patrick Heimel4,5 · Stefan Tangl4 · Martin Dockner6 · Janina Patsch7 · Gerhard W. Weber6 ·
Michael Pretterklieber8 · Maria Teschler‑Nicola9 · Peter Pietschmann1 Received: 14 November 2018 / Accepted: 3 February 2019 / Published online: 8 March 2019
© The Author(s) 2019 Received: 14 November 2018 / Accepted: 3 February 2019 / Published online: 8 March 2019
© The Author(s) 2019 * Peter Pietschmann
peter.pietschmann@meduniwien.ac.at
Elena Nebot
enebot@ugr.es Abstract Although Paget’s disease of bone (PDB) is the second most common metabolic bone disease, there is only limited informa-
tion about the microarchitecture of affected bones. Therefore, the aim of this study was to determine cortical and trabecular
bone properties in clinically relevant locations by microcomputed tomography (µCT). Ten femora and ten tibiae affected by
Paget’s disease taken from the Natural History Museum Vienna were compared to 13 femora and 10 tibiae of non-affected
body donors. Digitization of the cortical and trabecular bone microarchitecture was performed with an X-ray-based µCT
scanner. Additionally, semi-quantitative gradings of trabecular and cortical architectural parameters of the femora and the
tibiae were generated. Microcomputed tomography images showed changes in the thickness of cortices, cortical porosity,
and trabecularization of cortical structures. Moreover, severe disorganization of trabecular structures, trabecular defects, and
thickening of (remaining) trabeculae were detected. Numerical cortical analyses showed lower total bone volume (BV) and
lower BV in the outer region (66–100%) (− 36%, p = 0.004, and − 50%, p < 0.001, respectively), lower total volume (TV) in
the outer region (66–100%) (− 42%, p < 0.001), lower total bone volume fraction (BV/TV) and BV/TV in the outer region
(66–100%) (− 23%, and − 12%, p < 0.001, respectively), higher BV and TV in the middle region (33–66%) and higher BV/
TV in the inner region (0–33%) (123%, p = 0.011, 147%, p = 0.010, and 33%, p = 0.025, respectively) in Pagetic compared
to non-affected bones. Trabecular analyses showed higher BV/TV (96%, p = 0.008) and Tb.Th (43%, p = 0.004) in Pagetic
compared to non-affected bones. There is a major and consistent structural alteration of PDB at cortical and trabecular sites
in weight-bearing long bones. Our findings are relevant for the differential diagnosis of PDB and for the pathogenesis of
associated complications, since the disorder produces abnormalities in the structure that might lead to bone fragility. Acquisition of Pagetic and Control Bones We selected dry preparations of ten femora and ten tibiae
affected by Paget’s disease from the Pathological-Anatomi-
cal Collection at the Natural History Museum Vienna (most
of them date to the first half of the twentieth century AD). It is important to mention that all the selected bones were
macroscopically affected by the disease. We selected femora
and tibiae with the clinicopathologic diagnosis of PDB. This
diagnosis was macroscopically validated according to the
description of Ortner and Putschar [17]. If weight-bearing
long bones are concerned, the most characteristic diagnos-
tic feature is bowing and thickening, which is a representa-
tive criterion of the late phase of the disease (early stages
implied, e.g., by terminated areas of lytic resorption, are
non-diagnostic). This feature is interpreted as being the con-
sequence of “complete or incomplete transverse pathological
fractures” caused by the mechanical impairment of Paget
bone. On the cut surface of a dry bone, a thickening and
lamination of the cortical bone, a narrowing of the medul-
lary canal, and irregularly formed coarsened cancellous bone
become visible [17]. Because of the obvious macroscopic
alterations of the Pagetic bones, blinding of the observers
was not possible. Since this collection does not contain
healthy bones, we collected 13 femora and 10 tibiae from
the Division of Anatomy, Medical University of Vienna. No abnormalities could be detected during the macroscopic
inspection of bones obtained from these body donors. Despite the fact that PDB is the second most common
metabolic bone disease [9], analyses of bone structure in
Paget’s disease on a quantitative level are rare, with the
exception of histomorphometric analyses of biopsies of
the iliac crest [4, 10] and the spine [11]. To date, there are
no histomorphometric studies based on long bones, except
one case report [12] of a femur fracture associated with
PDB in an Asian patient. Over the past years—as an alternative to bone histomor-
phometry—non-invasive radiological imaging and quanti-
fication techniques for the study of bone microarchitecture
have been developed [13–15]. Microcomputed tomography
(µCT) produces high-resolution images of trabecular and
cortical structures. However, the increasing availability
of advanced imaging techniques of bone microstructure
could be of hallmark importance for a better understanding
of bone deformity and bone fragility in PDB. Up to now,
there are no studies using µCT to investigate the micro-
architecture of Pagetic long bones. Abstract Nebot et al. control group of femora and tibiae of non-affected body
donors provided by the Division of Anatomy, Medical
University of Vienna. Introduction Paget’s disease of bone (PDB), also known as Osteitis
deformans, was originally described by Sir James Paget
in 1877. His report has become a classic in the medical
literature [1]. The disease is a chronic bone abnormal-
ity, which may affect a single, several, or many bones
but never involves the entire skeleton. The axial skeleton
is frequently involved, and the bones most commonly
affected include the pelvis (70%), femur (55%), lumbar
spine (53%), skull (42%), and tibia (32%) [2, 3]. Neverthe-
less, Pagetic bone lesions can occur at any site of the skel-
eton [4]. The diagnosis of PDB is rare before the age of
50. The disease affects both sexes [5], but males have been
reported to show a higher frequency. Moreover, a variation
in age and regional (geographical) distribution has been
observed: Schmorl [6] found a prevalence of 3% of PDB in
a series over 4600 autopsies of individuals above 40 years
of age. The prevalence of the disease is highest in West-
ern Europe (in particular in Britain), North America, and
Australia, whereas the disease is rare in Scandinavia, Asia,
and Africa [7]. Most patients are asymptomatic [8], while
others develop complications such as bone pain, osteoar-
thritis, fracture, deformity, deafness, and nerve compres-
sion syndromes [4]. Although most µCT scanners are rather limited with
regard to sample size, a few scanners, like the one we used
at the Vienna Micro-CT Lab, allow the non-destructive
imaging of microstructures of large bones such as femora
and tibiae. This offers a unique and novel chance to extend
our knowledge and to make advances in identifying the
metabolism of Pagetic bone disease—even in a less pro-
gressed phase. To the best of our knowledge, this is the first
prospective systematic study based on high-resolution µCT
scans concomitantly analyzing the effects of the disease on
trabecular and cortical structure in long bones. Abstract words Paget’s disease of bone · Microcomputed tomography · Microarchitecture · Pagetic long bon Vol.:(0123456789)
1 3
* Peter Pietschmann
peter.pietschmann@meduniwien.ac.at
Elena Nebot
enebot@ugr.es
1
Department of Pathophysiology and Allergy Research,
Center for Pathophysiology, Infectiology and Immunology,
Medical University of Vienna, 1090 Vienna, Austria
2
Department of Physiology, School of Pharmacy, and Institute
of Nutrition and Food Technology, University of Granada,
Granada, Spain
3
Department of Preventive Medicine and Public Health,
School of Pharmacy, University of Granada, Granada, Spain
4
Karl Donath Laboratory for Hard Tissue and Biomaterial
Research, Department of Oral Surgery, University Clinic
of Dentistry, Medical University of Vienna, Vienna, Austria
5
Ludwig Boltzmann Institute for Experimental and Clinical
Traumatology ‑ Austrian Cluster for Tissue Regeneration,
AUVA Research Center, Vienna, Austria
6
Department of Anthropology, and Core Facility
for Micro‑Computed Tomography, University of Vienna,
Vienna, Austria
7
Department of Biomedical Imaging and Image‑Guided
Therapy, Medical University of Vienna, Vienna, Austria
8
Division of Anatomy, Center for Anatomy and Cell Biology,
Medical University of Vienna, Vienna, Austria
9
Pathological‑Anatomical Collection in the Fool’s Tower,
Department of Anthropology, Natural History Museum
Vienna, Vienna, Austria Vol.:(0123456789)
1 3
* Peter Pietschmann
peter.pietschmann@meduniwien.ac.at
Elena Nebot
enebot@ugr.es
1
Department of Pathophysiology and Allergy Research,
Center for Pathophysiology, Infectiology and Immunology,
Medical University of Vienna, 1090 Vienna, Austria
2
Department of Physiology, School of Pharmacy, and Institute
of Nutrition and Food Technology, University of Granada,
Granada, Spain
3
Department of Preventive Medicine and Public Health,
School of Pharmacy, University of Granada, Granada, Spain
4
Karl Donath Laboratory for Hard Tissue and Biomaterial
Research, Department of Oral Surgery, University Clinic
of Dentistry, Medical University of Vienna, Vienna, Austria
5
Ludwig Boltzmann Institute for Experimental and Clinical
Traumatology ‑ Austrian Cluster for Tissue Regeneration,
AUVA Research Center, Vienna, Austria
6
Department of Anthropology, and Core Facility
for Micro‑Computed Tomography, University of Vienna,
Vienna, Austria
7
Department of Biomedical Imaging and Image‑Guided
Therapy, Medical University of Vienna, Vienna, Austria
8
Division of Anatomy, Center for Anatomy and Cell Biology,
Medical University of Vienna, Vienna, Austria
9
Pathological‑Anatomical Collection in the Fool’s Tower,
Department of Anthropology, Natural History Museum
Vienna, Vienna, Austria 5
Ludwig Boltzmann Institute for Experimental and Clinical
Traumatology ‑ Austrian Cluster for Tissue Regeneration,
AUVA Research Center, Vienna, Austria
6
Department of Anthropology, and Core Facility
for Micro‑Computed Tomography, University of Vienna,
Vienna, Austria
7
Department of Biomedical Imaging and Image‑Guided
Therapy, Medical University of Vienna, Vienna, Austria
8
Division of Anatomy, Center for Anatomy and Cell Biology,
Medical University of Vienna, Vienna, Austria
9
Pathological‑Anatomical Collection in the Fool’s Tower,
Department of Anthropology, Natural History Museum
Vienna, Vienna, Austria 5
Ludwig Boltzmann Institute for Experimental and Clinical
Traumatology ‑ Austrian Cluster for Tissue Regeneration,
AUVA Research Center, Vienna, Austria 6
Department of Anthropology, and Core Facility
for Micro‑Computed Tomography, University of Vienna,
Vienna, Austria 1
Department of Pathophysiology and Allergy Research,
Center for Pathophysiology, Infectiology and Immunology,
Medical University of Vienna, 1090 Vienna, Austria 7
Department of Biomedical Imaging and Image‑Guided
Therapy, Medical University of Vienna, Vienna, Austria 2
Department of Physiology, School of Pharmacy, and Institute
of Nutrition and Food Technology, University of Granada,
Granada, Spain 3
Department of Preventive Medicine and Public Health,
School of Pharmacy, University of Granada, Granada, Spain 4
Karl Donath Laboratory for Hard Tissue and Biomaterial
Research, Department of Oral Surgery, University Clinic
of Dentistry, Medical University of Vienna, Vienna, Austria (0123
1 3456789)
3 16 E. Cortical and Trabecular Bone Microarchitecture We performed scanning of the cortical and trabecular bone
microarchitecture with an X-ray based µCT scanner (Vis-
com X-8060-II, Vienna Micro-CT Lab, Department of
Anthropology, University of Vienna) using the following
scan parameters: transmission tube, digital detector, 110 kV,
380 µA, filter: 0.50 mm copper. The zoom factor was in the
range between × 3.0 and × 4.3 to achieve a spatial resolution
of 40 µm. Since most of the compact bone is located at the
diaphysis of long bones, but the cancellous bone is located
in the metaphysis, we have selected the central region of
the shafts of femora and tibiae as cortical bone sites, and
the proximal metaphyses for analyzing the trabecular micro-
architecture of those same bones. Since the incidence of the disease is higher in femora than
in the tibiae [22, 23], we have selected the femora for further
detailed investigation. Therefore, numerical analyses of bone
microarchitecture in Pagetic and control femora were per-
formed using (Fiji) [24], ImageJ [25], 1.51 h with the BoneJ
[26] 1.3.11 plugin. Since the exact spatial boundaries of cortical bone are
very difficult to determine, the bone was measured in differ-
ent density brackets to get comparable results. The following
procedure was performed using Definiens Developer XD
2.1 (Definiens AG, Munich, Germany). The original µCT
scans were available at an isotropic resolution of 40 µm. These images were downscaled to 50% (80 µm isovoxel). The images were then thresholded and pores inside the seg-
mented bone were filled by dilating the bone [27] by three
voxels followed by erosion of three voxels. An approxi-
mately 34 mm large region in the center of the scan was
selected for measurement and adjusted for the orientation
of the femur. This region was selected to maximize the area
in the center of the femur while excluding artifacts present
at the edge of the scans. The bone was divided into three
subregions based on the local bone volume fraction (BV/
TV) which ranged from 0 to 33%, 33 to 66%, and 66 to 100%
(Fig. 1a). The local density was measured for each voxel as
the bone volume fraction of the surrounding volume up to
a distance of 800 µm. The void volume between inside the
bone was assigned to density brackets using surface tension-
constrained region growing. Acquisition of Pagetic and Control Bones The goal of the present study was to examine the cor-
tical and trabecular bone microstructure in historic and
clinically untreated PDB cases stored at the Pathologi-
cal-Anatomical Collection housed at the Natural His-
tory Museum Vienna (PASiN-NHM) [16]. Some of its
specimens exhibit deformities caused by Paget’s disease
according to the bequeathed hand-written documentary
evidence. For comparative purposes, we also include a The contemporary control bones were prepared in a way
that resembled the conventional preparation technique used
in the nineteenth century, warm water maceration at 35 °C. By this approach, possible preparation-related effects could
be avoided. Preparation of bones involved bone disarticula-
tion, soft tissue removal or bone cleaning, maceration, bone
bleaching, and labeling [18]. There are a variety of methods 1 3 3 3 Paget’s Disease of Long Bones: Microstructural Analyses of Historical Bone Samples 17 or techniques used in bone preparation [19]. This includes
maceration of dissected specimens through submersion in
water for a period of time, burying in soil, as well as boiling
in hot water [20]. Values refer either to an increase (+) or a decrease (−)
of the parameter relative to normal (0). An expert bone
researcher (EN) interpreted the qualitative grading of the
µCT images and, in case of doubt, a second expert bone
researcher (PP) was involved in the process. Cortical and Trabecular Bone Microarchitecture The resulting subregions were
copied to the full resolution images (40 µm) and the bone Our measurements, terminology, and units used for the
present analyses generally followed the recommendations
of the Nomenclature Committee of the American Society
of Bone and Mineral Research [21]. Semi‑quantitative Grading Semi-quantitative gradings of cortical bone (i.e., thickness
of cortices, porosity, and trabecularization) and trabecular
bone (i.e., trabecular defects, thickness of trabeculae, visual
perception of the amount of trabeculae, separation of tra-
beculae, and sclerosis) were performed. The scale consisted
of the following four grades: 0 = within normal limits, 1/− 1 = slight alterations, 2/− 2 = moderate alterations, 3/− 3 = severe alterations. 1 3 Fig. 1 a Different regions
within the midshaft of the
femur (from inside to outside),
considering the 100% value the
outside part, and < 33% value
the inner part of the midshaft. b Performance of trabecular
measurements in the femurs for
the head and neck regions 1 3 1 3 3 18 E. Nebot et al. regions of interest were copied to the full resolution images
(40 µm). The bone inside the different regions was thres-
holded and BV/TV was measured. The regions were then
exported as image stacks. The original scans and regions
of interest were imported into Fiji (Fiji [24] + ImageJ) [25]
and trabecular number (Tb.N), trabecular thickness (Tb.Th),
trabecular separation (Tb.Sp), bone surface (BS), and con-
nectivity density (Conn.D) were measured using the BoneJ
plugin [26]. Due to the large size of the region of interest and
excessive amount of processing power required, the images
were downsized to 50% (80 µm isovoxel) of their original
resolution for these measurements. was re-thresholded inside these subregions to measure the
BV/TV. The subregions were then exported as image stacks. The original scans and subregions were imported into Fiji
(Fiji [24] + ImageJ) [25] and the thickness of the brackets
was measured using the thickness measurement imple-
mented in the BoneJ plugin [26]. Due to the large size of
the region of interest, the images were again downsized to
50% (80 µm isovoxel) of their original resolution for these
thickness measurements. Trabecular measurements in the femora were performed
separately for the head and neck regions (Fig. 1b). To avoid
subjectivity, the exact size and position of the region was
determined automatically according to the following proce-
dure which was performed using Definiens Developer XD
2.1 (Definiens AG, Munich, Germany). The µCT scans were
taken at an isotropic resolution of 40 µm. These images were
initially downscaled to 12.5% (320 µm isovoxel) of their
original size. Statistical Analysis Results are presented as mean and standard deviation. A
Pearson Chi-square test was used for the semi-quantitative
analyses to find association between various parameters
with respect to PDB. Furthermore, a homogeneity test was
employed to determine equal or unequal variance. Differ-
ences between non-affected and Pagetic groups were ana-
lyzed using one-way analysis of variance (ANOVA). All
analyses were conducted using the Statistical Package for
Social Sciences (IBM-SPSS, version 24.0 for Windows;
SPSS Inc., Chicago, IL), and the level of statistical signifi-
cance was set at 0.05. Semi‑quantitative Grading At this resolution, a threshold was set isoin-
tense to bone and through erosion and dilation, and identi-
fying volume enclosed by bone, the void inside the femur
was filled to identify the position of the femur in the scan. A
multistep procedure was used to find the regions of interest. As a first step, the coordinates of the estimated center of the
femur head and center of the neck were determined manu-
ally. Next, using these coordinates, the radius of the head
was approximated as a percentile of the distance of voxels in
the femoral head to the estimated center. For this measure-
ment, only voxels which were located further from the neck
than the approximated center were considered. Then, based
on these initial measurements, the center of the head and
neck were repositioned. From these new coordinates, the
radius of the femoral head was measured and the final coor-
dinates determined. Using these coordinates and the meas-
ured radius, the final positions of head and neck were deter-
mined. The neck and head regions were limited by planes
perpendicular to the axis between head and neck center. Based on initial observation of the samples, the following
dimensional parameters were selected to define the region
of interest. The head was defined along this axis as a region
from its most distal part to a plane 1.33 times the radius
distant. The neck reached a plane 2.33 times the length of
the radius. Segmentation between the cortical and trabecu-
lar compartments is challenging because there is rarely a
precise border between them [28]. Therefore, to exclude the
cortical bone, parts of the head and neck which were < 10%
of the diameter away from the outside of the femur were
excluded. Additionally, if cortical bone, defined as the outer
bone layer with at least a local bone volume fraction of 75%,
still reached into the measurement region in the center, it
was also excluded. Regions within the trabecular bone with a
local bone volume fraction of more than 75% were identified
and measured separately because the bone in these regions
revealed to lack a regular trabecular structure. The resulting Demographic Characteristics of Bone Samples The demographic characteristics of our samples are pre-
sented in Table 1. For femoral samples: mean (SD) age was
78.5 (13.3) and 65.6 (6.5) years in non-affected and Pagetic,
respectively. In the non-affected group (n = 13) there were
9 males (69.2%) and 4 females (30.8%), and in the Pagetic
group (n = 10) 3 males (30.0%), 6 females (60.0%), and 1
was unknown (10%). For tibial samples, mean (SD) age was
76.9 (14.9) and 69.2 (9.5) years in non-affected and Pagetic,
respectively. The non-affected group (n = 10) consisted of
6 males (60%),and 4 females (40%), and the Pagetic group
(n = 10) consisted of 3 males (30%), 2 females (20%), and 5
were unknown (50%). µCT Imaging Studies Microcomputed tomography images at the midshaft of
the Pagetic femora showed cortical thickening, marked
cortical porosity, and trabecularization of cortical struc-
tures (Fig. 2a, c). Similar alterations were also present
in the affected tibiae (Fig. 2b, d). At the trabecular 1 3 3 Paget’s Disease of Long Bones: Microstructural Analyses of Historical Bone Samples 19 Table 1 Demographic characteristics of bone samples
Femora
Non-affected (n = 13)
Pagetic (n = 10)
Age (years) (mean, SD)
78.5 (13.3)
65.6 (6.5)
Sex (n, %)
9 male (69.2%)
4 female (30.8%)
3 male (30.0%)
6 female (60.0%)
1 unknown (10.0%)
Tibiae
Non-affected (n = 10)
Pagetic (n = 10)
Age (years) (mean, SD)
76.9 (14.9)
69.2 (9.5)
Sex (n, %)
6 male (60.0%)
4 female (40.0%)
3 male (30.0%)
2 female (20.0%)
5 unknown (50.0%) Table 1 Demographic characteristics of bone samples
Femora
Non-affected (n = 13)
Pagetic (n = 10)
Age (years) (mean, SD)
78.5 (13.3)
65.6 (6.5)
Sex (n, %)
9 male (69.2%)
4 female (30.8%)
3 male (30.0%)
6 female (60.0%)
1 unknown (10.0%)
Tibiae
Non-affected (n = 10)
Pagetic (n = 10)
Age (years) (mean, SD)
76.9 (14.9)
69.2 (9.5)
Sex (n, %)
6 male (60.0%)
4 female (40.0%)
3 male (30.0%)
2 female (20.0%)
5 unknown (50.0%) of cortices (p = 0.011), higher porosity (p < 0.001), and
increased trabecularization (p = 0.011) when comparing
Pagetic to non-affected bones (Fig. 4). Semi-quantitative
grading of cortical architectural parameters of the tibial
midshaft showed higher thickness of cortices (p = 0.008),
porosity and trabecularization (both, p < 0.001) when com-
paring Pagetic to non-affected bones (Fig. 5). compartments, severe structural disorganization and
trabecular defects were noted; the remaining trabeculae
appeared thickened (Fig. 3). Semi‑quantitative Grading Semi-quantitative grading of cortical architectural param-
eters of the femoral midshaft showed higher thickness 1 3
bia com-
ages of
Pagetic
nd non-
ic (d) tibia Fig. 2 Representative com-
puted tomography images of
non-affected (a) and Pagetic
(c) femur midshafts, and non-
affected (b) and Pagetic (d) tibia
midshafts 1 3 1 3 3 20 E. Nebot et al. in the Pagetic compared to non-affected bones (Figs. 3,
4). Semi-quantitative grading of trabecular architectural
parameters of the tibial condyle showed higher trabecular
defects (p = 0.015), thickness of trabeculae (p = 0.019), and in the Pagetic compared to non-affected bones (Figs. 3,
4). Semi-quantitative grading of trabecular architectural
parameters of the tibial condyle showed higher trabecular
defects (p = 0.015), thickness of trabeculae (p = 0.019), and Semi-quantitative grading of trabecular architectural
parameters of the proximal femur showed higher thick-
ness of trabeculae (p < 0.001) and separation of trabeculae
(p = 0.037), but lower amount of trabeculae (p = 0.023) Fig. 3 Representative com-
puted tomography images of
non-affected (a) and Pagetic (b)
human femoral heads
Fig. 4 a Semi-quantitative grading of femoral cortical midshaft archi-
tecture. b Semi-quantitative grading of trabecular architecture in the
proximal femur. Pearson Chi-square test. Semi-quantitative grading
scale: 0 = within normal limits, 1/− 1 = slight, 2/− 2 = moderate, and
3/− 3 = severe alterations Fig. 3 Representative com-
puted tomography images of
non-affected (a) and Pagetic (b)
human femoral heads Fig. 3 Representative com-
puted tomography images of
non-affected (a) and Pagetic (b)
human femoral heads Fig. 3 Representative com-
puted tomography images of
non-affected (a) and Pagetic (b)
human femoral heads Fig. 4 a Semi-quantitative grading of femoral cortical midshaft archi-
tecture. b Semi-quantitative grading of trabecular architecture in the
proximal femur. Pearson Chi-square test. Semi-quantitative grading
scale: 0 = within normal limits, 1/− 1 = slight, 2/− 2 = moderate, and
3/− 3 = severe alterations idshaft archi-
ecture in the
ative grading
scale: 0 = within normal limits, 1/− 1 = slight, 2/− 2 = moderate, and
3/− 3 = severe alterations Fig. 4 a Semi-quantitative grading of femoral cortical midshaft archi-
tecture. b Semi-quantitative grading of trabecular architecture in the
proximal femur. Pearson Chi-square test. Semi-quantitative grading scale: 0 = within normal limits, 1/− 1 = slight, 2/− 2 = moderate, and
3/− 3 = severe alterations Fig. Discussion Analysis of bone structure in Paget’s disease on a quantita-
tive (histomorphometric) level is surprisingly rare. A histo-
morphometric study [29], which was carried out in two his-
toric skeletons with PDB, found evidence of an increased
Tb.Th in the femoral shaft, the calcaneus, and in the sacrum,
respectively. Histomorphometric results from Seitz et al. [4]
showed a high bone turnover with a significant increase in
bone resorption and bone formation indices (Tb.N, osteoid
volume and osteoid surface, osteoblast number, and surface
of osteoclasts) and an increased BV in Pagetic iliac crests. Fig. 6 Cortical bone microarchitecture in Pagetic versus non-affected
femora. *p < 0.05, **p < 0.01, ***p < 0.001. BV bone volume, TV
total volume, BV/TV bone volume fraction. Percentages mean the dif-
ferent regions within the midshaft of the bone, considering the 100%
value the outside part, and < 33% value the inner part of the midshaft ferent regions within the midshaft of the bone, considering the 100%
value the outside part, and < 33% value the inner part of the midshaft Fig. 6 Cortical bone microarchitecture in Pagetic versus non-affected
femora. *p < 0.05, **p < 0.01, ***p < 0.001. BV bone volume, TV
total volume, BV/TV bone volume fraction. Percentages mean the dif- Table 2 Three-dimensional
outcomes for trabecular bone
microarchitecture in Pagetic
versus non-affected femoral
head and neck Mean (standard deviation). BV bone volume, TV total volume, BV/TV bone volume fraction; Tb.N trabecu-
lar number, Tb.Th trabecular thickness, Tb.Sp trabecular separation, BS bone surface, Conn.D connectivity
density. Semi‑quantitative Grading 5 a Semi-quantitative grading of tibial cortical midshaft archi-
tecture. b Semi-quantitative grading of trabecular architecture of the
tibial condyle. Pearson Chi-square test. Semi-quantitative grading
scale: 0 = within normal limits, 1/− 1 = slight, 2/− 2 = moderate, and
3/− 3 = severe alterations Fig. 5 a Semi-quantitative grading of tibial cortical midshaft archi-
tecture. b Semi-quantitative grading of trabecular architecture of the
tibial condyle. Pearson Chi-square test. Semi-quantitative grading scale: 0 = within normal limits, 1/− 1 = slight, 2/− 2 = moderate, and
3/− 3 = severe alterations 3 21 Paget’s Disease of Long Bones: Microstructural Analyses of Historical Bone Samples separation of trabeculae (p < 0.001), but a lower amount
of trabeculae (p = 0.012) in the Pagetic compared to non-
affected bones (Fig. 5). Numerical analysis of trabecular regions of the femo-
ral head and neck is presented in Table 2. Analyses of the
femoral trabecular parameters showed higher BV/TV (96%,
p = 0.008) and Tb.Th (43%, p = 0.004) in the femoral neck
in Pagetic compared to non-affected bones. Cortical and Trabecular Bone Microarchitecture Numerical analysis of the cortical bone of the femurs is
shown in Fig. 6. Analysis of the femoral cortical parameters
showed lower total bone volume (BV) and lower bone vol-
ume in the outer region (66–100%) (− 36%, p = 0.004, and
− 50%, p < 0.001, respectively), lower total volume (TV) in
the outer region (66–100%) (− 42%, p < 0.001), and lower
total BV/TV and BV/TV in the outer region (66–100%)
(− 23%, and − 12%, p < 0.001, respectively) in Pagetic
compared to non-affected bones. However, both BV and
TV in the middle region (33–66%) and BV/TV in the inner
region (0–33%) were higher (123%, p = 0.011 for BV, 147%,
p = 0.010 for TV, and 33%, p = 0.025 for BV/TV, respec-
tively) in Pagetic compared to non-affected bones. a Percentage of difference between non-affected and Pagetic groups was computed as ((Pagetic − non-
affected)/Pagetic) × 100 Table 2 Three-dimensional
outcomes for trabecular bone
microarchitecture in Pagetic
versus non-affected femoral
head and neck Mean (standard deviation). BV bone volume, TV total volume, BV/TV bone volume fraction; Tb.N trabecu-
lar number, Tb.Th trabecular thickness, Tb.Sp trabecular separation, BS bone surface, Conn.D connectivity
density. Discussion Since
genetic factors inducing type 2 diabetes are very complex,
even aDNA analyses of the bones would not give us suffi-
cient information to decide whether these individuals were
affected by both PDB and type 2 diabetes.f Likewise, Meunier et al. [10] reported an increased trabecu-
lar BV, excessive resorption surfaces, and elevated osteoid
surfaces in iliac bone biopsies of Pagetic patients. In agree-
ment with these data, our µCT-based imaging analysis of the
Pagetic trabecular architecture of both the femoral head and
the tibial condyle shows thickening of the trabeculae and
higher separation of trabeculae, but decreased amount of
trabeculae (Fig. 3). Furthermore, in the histomorphometric
study by Pestka et al. [11], affected vertebral body biopsies
revealed a significant increase both in trabecular BV as well
as osteoid parameters. In comparison to histomorphometric
data obtained from extra-spinal skeletal locations affected
by PDB (i.e., iliac crest), a similar bone microarchitecture
of the vertebral bodies was observed. They concluded that
vertebral body height and the spine BV together with bone
density might play an important role in the manifestation
of Pagetic bone alterations [11]. In another histopathology
study,[30] based on temporal bone of only eight subjects, no
quantitative results are presented. In addition, Cherian et al. [31] observed that cortical and
trabecular bone density was increased in vertebrae affected
by PDB. Nevertheless, cortical quantitative CT values were
underestimated in PDB compared with physical measure-
ments of density [31]. In contrast to the above-mentioned
data on the lumbar spine, we have observed differences in
the thickness of cortices as well as an increased porosity, and
trabecularization of the compact bone in the midshaft of the
Pagetic femurs and tibias (Fig. 2a–d). f
The structural differences between cortical and cancellous
bone are widely recognized [39]. However, less is known
about the complex changes concerning either architecture or
thickness of bone in patients suffering from skeleton-affect-
ing diseases. Deeper insight into the regular distribution and
architecture of cancellous bone within the human skeleton
seems to be essential to better understand both, the role of
bone cellular activity and also the diagnostic validity of BV
measurements [40]. There are striking differences between
peripheral and axial measurement sites and even between
local areas within these sites. Generally, in healthy subjects,
trabecular BV at the femoral neck (15.8%) is higher than at
the lumbar spine (8.3%) or the iliac crest (11.5%). Discussion a Percentage of difference between non-affected and Pagetic groups was computed as ((Pagetic − non-
affected)/Pagetic) × 100
Trabecular parameters femoral head
and neck
Non-affected (n = 13)
Pagetic (n = 8)
%a
p
Femoral head
BV (mm3)
53068.6 (24316.4)
47053.5 (23411.5)
− 11.3
0.581
TV (mm3)
171137.3 (86790.9)
145076.1 (47577.4)
− 15.2
0.386
BV/TV (1)
0.33 (0.09)
0.35 (0.19)
6.1
0.814
Tb.N (1/mm)
0.0068 (0.0012)
0.0056 (0.0018) − 17.6
0.115
Tb.Th (mm)
0.32 (0.06)
0.37 (0.10)
15.6
0.285
Tb.Sp (mm)
0.73 (0.17)
1.00 (0.46)
37.0
0.069
Femoral neck
BV (mm3)
19622.8 (13936.6)
28218.1 (9222.2)
43.8
0.106
TV (mm3)
89489.4 (45080.7)
66608.0 (24698.0)
− 25.6
0.150
BV/TV (1)
0.23 (0.12)
0.45 (0.17)
95.7
0.008
Tb.N (1/mm)
0.0055 (0.0011)
0.0067 (0.0030)
21.8
0.322
Tb.Th (mm)
0.30 (0.08)
0.43 (0.08)
43.3
0.004
Tb.Sp (mm)
1.02 (0.21)
1.03 (1.01)
1.0
0.967
Total
BS (mm2)
22992.2 (15780.4)
23308.5 (14252.7)
1.4
0.963
Conn.D (1/mm3)
2.6 (1.4)
1.9 (0.7)
− 26.9
0.161 Trabecular parameters femoral head
and neck
Non-affected (n = 13)
Pagetic (n = 8)
%a
p 1 1 3 3 22 E. Nebot et al. neck was increased [29]. In agreement with the studies by
Seitz et al. [4] and Meunier et al. [10] performed at the iliac
crests, and by Pestka et al. [11] in the spine, we have also
noticed increased trabecular BV/TV at the Pagetic femo-
ral neck (Table 2). When both trabecular regions (head and
neck) were combined, a trend toward diminished Conn.D in
Pagetic femurs was seen. Interestingly, osteoporotic patients
are characterized by reduced Conn.D at the femoral neck
[35]. In line with our data, and taking into account that corti-
cal porosity and severe trabecular defects were found to be
present in our series of specimens, we may assume that bone
strength could be diminished despite the increased Tb.Th
and BV/TV leading to an elevated fracture risk [36, 37]. However, the reliability of these opposed phenomena should
be further analyzed in biomechanical studies to confirm the
consequences. It is also well known that cortical porosity
increases with diabetes [38], and it may be the case that
these observed changes in our study are not specific of PDB
but might also coexist with type 2 diabetes mellitus. Discussion The 1 3 3 Paget’s Disease of Long Bones: Microstructural Analyses of Historical Bone Samples 23 human remains was reported by Pales [47], which included
a brief discussion of a femur from the Neolithic in France. There was considerable anterior curvature of the diaphysis
with a marked expansion of the cortex. Moreover, five
cases of PDB in prehistoric skeletons from the United
States were published by Denninger [48]. In all cases,
the long bones had a thickened cortex. However, neither
X-ray inspection nor histology was used in any of these
studies, making the diagnosis likely but not certain [49]. Wells and Woodhouse [50] investigated a skeleton recov-
ered from a burial ground in England, which was char-
acterized by bowed long bones. The authors’ diagnosis
of PDB was based on the deformation of bones and the
features observed in the X-rays of the femora and vertebrae
in plain radiograms [49]. With regard to paleopathology,
our findings—obtained by a non-invasive technique—will
substantially aid to the differential diagnosis of PDB of
historic skeletal remains. In contemporary clinical prac-
tice, biopsies of long bones for suspected Paget’s disease
are performed only in rare cases; nevertheless, our µCT
findings also in this setting could contribute to establish
a diagnosis. mean age and age variability of the non-affected subjects
was larger (average age: 79 ± 13 years) than the Pagetic
ones. It is important to note that, according to the records
of the collection, in some Pagetic subjects, the age was not
known. Even considering the fact that cortical porosity and
Tb.Sp increase (and cortical thickness decreases) [43] with
age, the Pagetic bones are extensively overshooting the age
effect. Interestingly, in a longitudinal study, Shanbhogue
et al. [44] stated that both in women and men, parameters
of trabecular microarchitecture at the tibia did not change
with age. Thus, we may assume that the alterations seen in
the cancellous compartment are caused by the metabolic
bone disorder. Since the age at which the diagnosis of
PDB was established in our samples is not known, another
limitation is that some of the observed microarchitectural
changes may correlate with specific gene alterations which
increase or decrease the susceptibility to develop the dis-
ease [45]. [
]
High-resolution peripheral QCT (HR-pQCT) allows
acquisition of images which enable the characterization of
cortical and trabecular microarchitecture in unique detail
[44]. Conclusions In conclusion, in weight-bearing long bones, PDB is
responsible for major structural alterations both at cortical
and trabecular sites. The main findings of this study were
(i) femurs and tibias affected by PDB showed marked cor-
tical porosity, and trabecularization of cortical structures. (ii) PDB was also associated with severe disorganization
of trabecular structures, trabecular defects, and thickening
of (remaining) trabeculae. These findings are relevant for
the differential diagnosis of PDB and for the pathogenesis
of associated complications, since the disorder produces
abnormalities in the structure that might lead to bone fra-
gility, increasing bone fracture risk, enhanced by low bone
mass, and microarchitectural deterioration of bone tissue
[36, 53]. According to the study by Smith et al. [46], which
divided the spectrum of the pathologic alterations of the
PDB into three stages: the lytic phase (incipient-active),
in which osteoclasts predominate; the mixed phase
(active), in which osteoblasts cause repair superimposed
on the resorption; and the blastic phase (late-inactive) in
which osteoblasts predominate and areas of sclerosis may
develop. Due to a lack of clinical data, it was not possible
to determine in which phase of the disease the affected
subjects were at the time of death. However, we could
assume that Pagetic subjects were in a mixed phase of the
disease, since sclerosis was infrequently observed. The
cause of death was unknown; nevertheless, we did not
observe Paget sarcoma in any of our specimens.f Acknowledgements Open access funding provided by Medical Uni-
versity of Vienna. Discussion Of note,
there is a systematic variation in trabecular microarchitec-
ture of the iliac crest, showing highest bone mass within
the anterior part and lower values for the medial and dorsal
part [40]. g
g
Consistent with the imaging findings, numerical analyses
in this study have shown that BV/TV was lower in Pagetic
femoral cortical midshafts than in the non-affected bones. For additional analyses, the cortex of the midshaft was
subdivided (from inside to outside) into three subregions
(i.e., inner: 0–33%, middle: 33–66%, and outer: 66–100%)
(Fig. 1a) considering the 100% value in the outside part, and
< 33% value in the inner part of the midshaft. Interestingly,
in Pagetic femora, the BV/TV of the outer—but not of the
inner cortex—was significantly decreased (Fig. 6). Moreo-
ver, we have also observed decreased BV and TV of the
outside part of the cortex. This could suggest a higher risk of
fractures since cortical porosity and trabecularization of cor-
tical structures have been associated with an increased frac-
ture risk [32, 33]. In this context, Van Staa et al. [34] evalu-
ated epidemiologic and clinical aspects of PDB in England
and Wales using the General Practice Research Database. They described that patients with PDB had an increased risk
of fractures (relative risk: 1.2) when compared to matched
controls; remarkably, the risk of hip fractures was increased
by 44%. The structural alterations observed in long bones
with Paget’s disease—in particular, those seen at the corti-
ces—could thus be indicative of impaired bone strength. On
the other hand, regarding the trabecular compartment of the
Pagetic femurs, we have observed that Tb.Th of the femoral Several potential limitations of the present study should
be mentioned. There are differences in age-related varia-
tions of cortical and trabecular bone for both women and
men. Many studies have evaluated the age- and sex-related
changes in the cortical and trabecular bone microarchitec-
ture [41–44]. There is increasing clinical interest in assess-
ing bone microstructure, with the ultimate goal of improv-
ing the prediction of fracture risk [41]. It is well known
that cortical porosity as well as Tb.Sp increase with age,
and it might be the case that these observed changes in our
study are not specific of PDB. However, we have noticed
quite severe alterations in the specimens of this study
obtained from Pagetic subjects aged 66 ± 6 years. Discussion Moreover, this technology can provide novel and con-
temporary clinical information about the differential diag-
nosis of the disease. Several studies [41, 43, 44] have dem-
onstrated sexual dimorphisms in bone microstructure, and
particularly different patterns of bone loss associated with
increasing age which leads to weaker bones in postmeno-
pausal women [44]. There seems to be, however, agreement
on a dominance of cortical over trabecular bone loss in both
sexes. Given the small sample sizes in our study, sexes were
not balanced in the Pagetic and control group which lim-
its the conclusions with regard to sexual dimorphisms. The
magnitude of structural alterations in Pagetic bone samples
was nevertheless found to be similar in both sexes (Figs. 4,
5; Table 1). Finally, the current investigation could be useful and
support several studies related to the bone microstructure
analyses in experimental models (i.e., transgenic animal
models) of Paget’s disease [51, 52]. Acknowledgements Open access funding provided by Medical Uni-
versity of Vienna. References 1. Paget J (1877) On a form of chronic inflammation of bones (ostei-
tis deformans). Med Chir Trans 60:37–64.9 22. Tan A, Goodman K, Walker A, Hudson J, MacLennan GS, Selby
PL, Fraser WD, Ralston SH, for the P-EZTG (2017) Long-term
randomized trial of intensive versus symptomatic management
in Paget’s disease of bone: the PRISM-EZ study. J Bone Miner
Res 32:1165–1173 2. Kanis JA (1992) Pathophysiology and treatment of Paget’s disease
of bone. Martin Dunitz, Londoni 3. Ralston SH, Layfield R (2012) Pathogenesis of Paget disease of
bone. Calcif Tissue Int 91:97–113 4. Seitz S, Priemel M, Zustin J, Beil FT, Semler J, Minne H, Schinke
T, Amling M (2009) Paget’s disease of bone: histologic analysis
of 754 patients. J Bone Miner Res 24:62–69 23. Corral-Gudino L, Borao-Cengotita-Bengoa M, Del Pino-Montes
J, Ralston S (2013) Epidemiology of Paget’s disease of bone: a
systematic review and meta-analysis of secular changes. Bone
55:347–352 5. Singer FR, Bone HG III, Hosking DJ, Lyles KW, Murad MH,
Reid IR, Siris ES (2014) Paget’s disease of bone: an endocrine
society clinical practice guideline. J Clin Endocrinol Metab
99:4408–4422 24. Schindelin J, Arganda-Carreras I, Frise E, Kaynig V, Longair
M, Pietzsch T, Preibisch S, Rueden C, Saalfeld S, Schmid B,
Tinevez JY, White DJ, Hartenstein V, Eliceiri K, Tomancak P,
Cardona A (2012) Fiji: an open-source platform for biological-
image analysis. Nat Methods 9:676–682 6. Schmorl G (1932) Über Ostitis deformans Paget. Virchows Archiv
für Pathologische Anatomie und Physiologie und für Klinische
Medizin 283:694–751 25. Schindelin J, Rueden CT, Hiner MC, Eliceiri KW (2015) The
ImageJ ecosystem: an open platform for biomedical image
analysis. Mol Reprod Dev 82:518–529 7. Siris ES, Roodman GD (2013) Paget’s disease of bone. In: Rosen
CJ (ed) Primer on the metabolic bone diseases and disorders of
mineral metabolism. Wiley-Blackwell, Ames, pp 659–668 26. Doube M, Klosowski MM, Arganda-Carreras I, Cordelieres FP,
Dougherty RP, Jackson JS, Schmid B, Hutchinson JR, Shefel-
bine SJ (2010) BoneJ: free and extensible bone image analysis
in ImageJ. Bone 47:1076–1079 8. Lojo Oliveira L, Torrijos Eslava A (2012) Treatment of Paget’s
disease of bone. Reumatol Clin 8:220–224 9. Seitz S, Priemel M, von Domarus C, Beil FT, Barvencik F,
Amling M, Rueger JM (2008) The second most common bone
disease: a review on Paget’s disease of bone. Eur J Trauma Emerg
Surg 34:549–553 27. Serra J (1983) Image analysis and mathematical morphology. Academic Press, Inc., London 28. Compliance with Ethical Standards Beside the clinical and differential diagnostic relevance
of our study, PDB is also a matter of interest in paleo-
pathology: the earliest reference to PDB in archeological Conflict of interest Elena Nebot, Patrick Heimel, Stefan Tangl, Mar-
tin Dockner, Janina Patsch, Gerhard W. Weber, Michael Pretterklieber, 1 3 24 E. Nebot et al. 15. Keaveny TM (2010) Biomechanical computed tomography-nonin-
vasive bone strength analysis using clinical computed tomography
scans. Ann N Y Acad Sci 1192:57–65 Maria Teschler-Nicola, and Peter Pietschmann declare that they have
no conflict of interest. Human and Animal Rights and Informed Consent This study protocol
was approved by the Ethical Committee of the Medical University of
Vienna (EK Nr: 1459/2014). The control bones provided by the Divi-
sion of Anatomy were obtained from voluntary body donors who gave
permission for the use of their remnants for teaching and research. 16. Portele KA (1990) Die Sammlung mazerierter Skelette und Kno-
chen des Pathologisch-anatomischen Bundesmuseums in Wien:
(postcraniale Knochen), Teil II. Mitteilungen des Pathologisch-
anatomischen Bundesmuseums in Wieni 17. Ortner DJ, Putschar WGJ (1981) Identification of pathological
conditions in human skeletal remains. Smithsonian Institution
Press, Washington, D.C. Open Access This article is distributed under the terms of the Crea-
tive Commons Attribution 4.0 International License (http://creativeco
mmons.org/licenses/by/4.0/), which permits unrestricted use, distribu-
tion, and reproduction in any medium, provided you give appropriate
credit to the original author(s) and the source, provide a link to the
Creative Commons license, and indicate if changes were made. g
18. Steinmann W (1982) Makroskopische Präparationsmethoden in
der Medizin. Thieme, Stuttgart, pp 10–19 19. Dawson AB (1926) A note on the staining of the skeleton of
cleared specimens with alizarin red S. Stain Technol 1:123–124f 20. Onwuama KT, Salami SO, Ali M, Nzalak JO (2012) Effect of
different methods of bone preparation on the skeleton of the
African giant pouched rat (Cricetomys gambianus). Int J Mor-
phol 30:425–427i 21. Parfitt AM, Drezner MK, Glorieux FH, Kanis JA, Malluche H,
Meunier PJ, Ott SM, Recker RR (1987) Bone histomorphome-
try: standardization of nomenclature, symbols, and units. Report
of the ASBMR Histomorphometry Nomenclature Committee. J
Bone Miner Res 2:595–610 References van Staa TP, Selby P, Leufkens HG, Lyles K, Sprafka JM, Cooper
C (2002) Incidence and natural history of Paget’s disease of bone
in England and Wales. J Bone Miner Res 17:465–471 46. Smith SE, Murphey MD, Motamedi K, Mulligan ME, Resnik CS,
Gannon FH (2002) From the archives of the AFIP. Radiologic
spectrum of Paget disease of bone and its complications with
pathologic correlation. Radiographics 22:1191–1216 35. Föger-Samwald U, Vekszler G, Hörz-Schuch E, Salem S, Wip-
perich M, Ritschl P, Mousavi M, Pietschmann P (2016) Molecular
mechanisms of osteoporotic hip fractures in elderly women. Exp
Gerontol 73:49–58 p
g
g p
47. Pales L (1929) Maladie de Paget Prehistorique, avec Note Addi-
tionelle du Professeur R. Verneau L´Anthropologie 39:263–270
48. Denninger HS (1933) Paleopathological evidence of Paget’s dis-
A
M d Hi
5 73 81 47. Pales L (1929) Maladie de Paget Prehistorique, avec Note Addi-
tionelle du Professeur R. Verneau L´Anthropologie 39:263–270 36. Tranquilli Leali P, Doria C, Zachos A, Ruggiu A, Milia F, Barca
F (2009) Bone fragility: current reviews and clinical features. Clin
Cases Miner Bone Metab 6:109–113 tionelle du Professeur R. Verneau L´Anthropologie 39:263–270
48. Denninger HS (1933) Paleopathological evidence of Paget’s dis-
ease. Ann Med Hist 5:73–81 48. Denninger HS (1933) Paleopathological evidence of Paget’s dis-
ease. Ann Med Hist 5:73–81 37. Melton LJ III, Tiegs RD, Atkinson EJ, O’Fallon WM (2000) Frac-
ture risk among patients with Paget’s disease: a population-based
cohort study. J Bone Miner Res 15:2123–2128 49. Ortner DJ (2003) Miscellaneous bone diseases. In: Ortner DJ
(ed) Identification of pathological conditions in human skeletal
remains. Elsevier, Amsterdam, pp 435–452 38. Samelson EJ, Demissie S, Cupples LA, Zhang X, Xu H, Liu CT,
Boyd SK, McLean RR, Broe KE, Kiel DP, Bouxsein ML (2018)
Diabetes and deficits in cortical bone density, microarchitecture,
and bone size: Framingham HR-pQCT study. J Bone Miner Res
33:54–62 50. Wells C, Woodhouse N (1975) Paget’s disease in an Anglo-Saxon. Med Hist 19:396–400 51. Daroszewska A, Rose L, Sarsam N, Charlesworth G, Prior A, Rose
K, Ralston SH, van ‘t Hof RJ (2018) Zoledronic acid prevents
pagetic-like lesions and accelerated bone loss in the p62(P394L)
mouse model of Paget’s disease. Dis Models Mech. https://doi. org/10.1242/dmm.035576i 39. Foldes J, Parfitt AM, Shih MS, Rao DS, Kleerekoper M (1991)
Structural and geometric changes in iliac bone: relationship to
normal aging and osteoporosis. J Bone Miner Res 6:759–766 52. References Sornay-Rendu E, Boutroy S, Duboeuf F, Chapurlat RD (2017)
Bone microarchitecture assessed by HR-pQCT as predictor of
fracture risk in postmenopausal women: the OFELY study. J
Bone Miner Res 32:1243–1251 10. Meunier PJ, Coindre JM, Edouard CM, Arlot ME (1980) Bone
histomorphometry in Paget’s disease. Quantitative and dynamic
analysis of pagetic and nonpagetic bone tissue. Arthritis Rheum
23:1095–1103 29. Aaron JE, Rogers J, Kanis JA (1992) Paleohistology of Paget’s
disease in two medieval skeletons. Am J Phys Anthropol
89:325–331 11. Pestka JM, Seitz S, Zustin J, Puschel K, Amling M, Barvencik F
(2012) Paget disease of the spine: an evaluation of 101 patients
with a histomorphometric analysis of 29 cases. Eur Spine J
21:999–1006 30. Dimitriadis PA, Bamiou D-E, Bibas AG (2012) Hearing loss
in Paget’s disease: a temporal bone histopathology study. Otol
Neurotol 33:142–146 https://doi.org/10.1097/MAO.0b013e3182
41c3bd 12. Takigami I, Ohara A, Matsumoto K, Fukuta M, Shimizu K (2010)
Functional bracing for delayed union of a femur fracture associ-
ated with Paget’s disease of the bone in an Asian patient: a case
report. J Orthop Surg Res 5:33 31. Cherian RA, Haddaway MJ, Davie MW, McCall IW, Cassar-
Pullicino VN (2000) Effect of Paget’s disease of bone on areal
lumbar spine bone mineral density measured by DXA, and den-
sity of cortical and trabecular bone measured by quantitative
CT. Br J Radiol 73:720–726 13. Patsch JM, Burghardt AJ, Kazakia G, Majumdar S (2011) Non-
invasive imaging of bone microarchitecture. Ann N Y Acad Sci
1240:77–87 14. Jiang Y, Zhao J, Liao EY, Dai RC, Wu XP, Genant HK (2005)
Application of micro-CT assessment of 3-D bone microstructure
in preclinical and clinical studies. J Bone Miner Metab 23(Suppl
1):122–131 32. Seeman E (2015) Growth and age-related abnormalities in
cortical structure and fracture risk. Endocrinol Metab (Seoul)
30:419–428 1 3 Paget’s Disease of Long Bones: Microstructural Analyses of Historical Bone Samples 25 44. Shanbhogue VV, Brixen K, Hansen S (2016) Age- and sex-related
changes in bone microarchitecture and estimated strength: a
three-year prospective study using HRpQCT. J Bone Miner Res
31:1541–1549 33. Shigdel R, Osima M, Lukic M, Ahmed LA, Joakimsen RM, Erik-
sen EF, Bjornerem A (2016) Determinants of transitional zone
area and porosity of the proximal femur quantified in vivo in post-
menopausal women. J Bone Miner Res 31:758–766 45. Ralston SH, Albagha OM (2011) Genetic determinants of Paget’s
disease of bone. Ann N Y Acad Sci 1240:53–60 34. References Daroszewska A, van ‘t Hof RJ, Rojas JA, Layfield R, Landao-
Basonga E, Rose L, Rose K, Ralston SH (2011) A point mutation
in the ubiquitin-associated domain of SQSMT1 is sufficient to
cause a Paget’s disease-like disorder in mice. Hum Mol Genet
20:2734–2744 40. Amling M, Herden S, Posl M, Hahn M, Ritzel H, Delling G
(1996) Heterogeneity of the skeleton: comparison of the trabecu-
lar microarchitecture of the spine, the iliac crest, the femur, and
the calcaneus. J Bone Miner Res 11:36–45 53. D’Elia G, Caracchini G, Cavalli L, Innocenti P (2009) Bone fra-
gility and imaging techniques. Clin Cases Miner Bone Metab
6:234–246 41. Khosla S, Riggs BL, Atkinson EJ, Oberg AL, McDaniel LJ, Holets
M, Peterson JM, Melton LJ (2006) Effects of sex and age on bone
microstructure at the ultradistal radius: a population-based non-
invasive in vivo assessment. J Bone Miner Res 21:124–131 Publisher’s Note Springer Nature remains neutral with regard to
jurisdictional claims in published maps and institutional affiliations. Publisher’s Note Springer Nature remains neutral with regard to
jurisdictional claims in published maps and institutional affiliations. 42. Burt LA, Liang Z, Sajobi TT, Hanley DA, Boyd SK (2016) Sex-
and site-specific normative data curves for HR-pQCT. J Bone
Miner Res 31:2041–2047 43. Chen H, Zhou X, Shoumura S, Emura S, Bunai Y (2010) Age- and
gender-dependent changes in three-dimensional microstructure of
cortical and trabecular bone at the human femoral neck. Osteo-
poros Int 21:627–636 1 3 1 3
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REPP: A robust cross-platform solution for online sensorimotor synchronization experiments
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Behavior research methods
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REPP: A robust cross-platform solution for online sensorimotor
synchronization experiments Manuel Anglada‑Tort1 · Peter M. C. Harrison1,2 · Nori Jacoby1 Accepted: 6 October 2021
© The Author(s) 2022
/ Published online: 11 February 2022 https://doi.org/10.3758/s13428-021-01722-2
Behavior Research Methods (2022) 54:2271–2285 https://doi.org/10.3758/s13428-021-01722-2
Behavior Research Methods (2022) 54:2271–2285 2
Centre for Music and Science, Faculty of Music, University
of Cambridge, Cambridge, UK * Manuel Anglada‑Tort
manuel.anglada-tort@ae.mpg.de
Peter M. C. Harrison
pmch2@cam.ac.uk
Nori Jacoby
nori.jacoby@ae.mpg.de
1
Computational Auditory Perception Group, Max Planck
Institute for Empirical Aesthetics, Frankfurt am Main,
Germany
2
Centre for Music and Science, Faculty of Music, University
of Cambridge, Cambridge, UK 1
Computational Auditory Perception Group, Max Planck
Institute for Empirical Aesthetics, Frankfurt am Main,
Germany Abstract Sensorimotor synchronization (SMS), the rhythmic coordination of perception and action, is a fundamental human skill that
supports many behaviors, including music and dance (Repp, 2005; Repp & Su, 2013). Traditionally, SMS experiments have
been performed in the laboratory using finger tapping paradigms, and have required equipment with high temporal fidelity to
capture the asynchronies between the time of the tap and the corresponding cue event. Thus, SMS is particularly challenging
to study with online research, where variability in participants’ hardware and software can introduce uncontrolled latency
and jitter into recordings. Here we present REPP (Rhythm ExPeriment Platform), a novel technology for measuring SMS
in online experiments that can work efficiently using the built-in microphone and speakers of standard laptop computers. In a series of calibration and behavioral experiments, we demonstrate that REPP achieves high temporal accuracy (latency
and jitter within 2 ms on average), high test-retest reliability both in the laboratory (r = .87) and online (r = .80), and high
concurrent validity (r = .94). We also show that REPP is fully automated and customizable, enabling researchers to monitor
experiments in real time and to implement a wide variety of SMS paradigms. We discuss online methods for ensuring high
recruiting efficiency and data quality, including pre-screening tests and automatic procedures for quality monitoring. REPP
can therefore open new avenues for research on SMS that would be nearly impossible in the laboratory, reducing experimental
costs while massively increasing the reach, scalability, and speed of data collection. Keywords Sensorimotor synchronization · Rhythm · Movement · Timing · Online experiments For example, some studies have used external
hardware to record responses and control auditory feedback
(e.g., a MIDI percussion pad or keyboard connected to com-
puter software), such as FTAP (Finney, 2001) and Max-MSP
(Patel et al., 2005; Repp et al., 2005). Researchers have also
proposed solutions that use the low-level timing hardware of
Arduino microcontrollers, including TapArduino (Schultz &
van Vugt, 2016) and TeensyTap (van Vugt, 2020). Another
popular solution is MatTAP, a MATLAB-based toolbox for
dedicated data acquisition hardware (Elliot et al., 2009). Others have developed an iOS application for tapping exper-
iments that takes advantage of specific hardware in mobile
Apple devices (Tap-It, Kim et al., 2012). In previous work,
we have used a simple, low cost, in-lab method that achieves
high temporal fidelity by simultaneously recording the audio
stimulus and tapping responses using a standard sound card
with an audio loopback cable (Elliott et al., 2018; Jacoby
& McDermott, 2017; see Experiment 2 for a description of
this method). experiments consist of a relatively simple procedure: par-
ticipants tap with their index finger to a rhythmic sequence
of auditory stimuli. This procedure presents a methodologi-
cal challenge: how to measure the asynchrony (or synchro-
nization error) between the time of the tap and the corre-
sponding cue event with high millisecond-level precision. To meet this challenge, previous studies have used various
laboratory-based methods that rely on specialized software
and hardware. For example, some studies have used external
hardware to record responses and control auditory feedback
(e.g., a MIDI percussion pad or keyboard connected to com-
puter software), such as FTAP (Finney, 2001) and Max-MSP
(Patel et al., 2005; Repp et al., 2005). Researchers have also
proposed solutions that use the low-level timing hardware of
Arduino microcontrollers, including TapArduino (Schultz &
van Vugt, 2016) and TeensyTap (van Vugt, 2020). Another
popular solution is MatTAP, a MATLAB-based toolbox for
dedicated data acquisition hardware (Elliot et al., 2009). Others have developed an iOS application for tapping exper-
iments that takes advantage of specific hardware in mobile
Apple devices (Tap-It, Kim et al., 2012). In previous work,
we have used a simple, low cost, in-lab method that achieves
high temporal fidelity by simultaneously recording the audio
stimulus and tapping responses using a standard sound card
with an audio loopback cable (Elliott et al., 2018; Jacoby
& McDermott, 2017; see Experiment 2 for a description of
this method). Keywords Sensorimotor synchronization · Rhythm · Movement · Timing · Online experiments Another important source of noise in online experiments
is altered participant behavior compared to laboratory set-
tings (e.g., Clifford & Jerit, 2014). This can be challenging
in SMS tasks because they usually require participants to
pay close attention to the task and take a large number of
trials per session. There is also a higher risk of fraudulent
responders (Ahler et al., 2019; Crump et al., 2013), includ-
ing both computer “bots” and non-serious respondents, such
as participants who do not tap at all or tap at a regular rate
irrespective of the external auditory cue. When performing
online research on SMS, it is therefore important to analyze
experimental trials and monitor performance in real time,
providing feedback to participants and excluding fraudulent
responders. p
Here we present REPP (Rhythm ExPeriment Platform), a
novel technology for measuring SMS in online experiments
that can work efficiently using hardware and software avail-
able to most participants online, specifically standard laptops
with working speakers and microphones. To address core
issues related to latency and jitter, REPP uses a free-field
recording approach: the audio stimulus is played through
the laptop speakers and the original signal is simultane-
ously recorded with participants’ tapping response using the
built-in microphone (Fig. 1a). The success of this method
relies on a simple observation: although the initial onset in
a recording is hard to control due to the interplay between
the sound card and operating system, once a sound card
starts recording, it registers all subsequent sound events as
audio samples encoded with high precision with respect to
the beginning of the recording. Thus, by using a single audio
recording to simultaneously capture the stimulus and tap-
ping onsets, we can remove the most significant sources of
delay in both response and presentation latencies. We then
apply audio filtering and other signal processing techniques
to the resulting audio recording to split the different compo-
nents of the recording into separate channels and therefore
extract the stimulus and tapping onsets with reliable timing. Finally, we use custom markers with known temporal loca-
tions to unambiguously identify the position of the tapping
and stimulus onsets in the audio recording, allowing a precise
alignment to measure participants' asynchronies. REPP can
be executed rapidly in real time and is fully customizable,
enabling researchers to adapt the code to support a wide range
of SMS paradigms in online and laboratory settings. Keywords Sensorimotor synchronization · Rhythm · Movement · Timing · Online experiments Keywords Sensorimotor synchronization · Rhythm · Movement · Timing · Online experiments Sensorimotor synchronization (SMS) is a fundamental
human skill that involves the temporal coordination of
rhythmic movement with a predictable external event (Repp,
2005; Repp & Su, 2013). SMS requires individuals to pre-
cisely integrate visual or auditory perception with motor
production, supporting a wide range of human behaviors. For example, the ability to entrain to an external auditory
cue plays a key role in musical experiences across human cultures (Savage et al., 2015; Jacoby et al., 2021) and has
been linked to specific genotypes, suggesting an innate
human sensitivity to rhythm (Niarchou et al., 2021). SMS
has also been associated with the development of literacy
skills, such as reading and speech (Carr et al., 2014; Flaug-
nacco et al., 2014; Ladányi et al., 2020; Tierney & Kraus,
2013), and various neurodevelopmental disorders, including
attention deficit hyperactivity disorder (Noreika et al., 2013)
and Parkinson’s disease (Bieńkiewicz & Craig, 2015). Quantitative research on SMS dates back at least to 1886
(Stevens, 1886), but its popularity has increased consider-
ably in recent decades (see Repp, 2005; Repp & Su, 2013,
for reviews). SMS experiments can differ substantially in
their implementation, using different production modes (e.g.,
finger tapping, clapping, or speaking), different stimulus
domains (e.g., visual or auditory), and different experimental
designs, including rate limits (London, 2002), perturbation
studies (Repp, 2002a), simulated partners (Repp & Keller,
2008), and transmission chains (Jacoby & McDermott, 2017;
Ravignani et al., 2016). However, at their core, most SMS * Manuel Anglada‑Tort
manuel.anglada-tort@ae.mpg.de
Peter M. C. Harrison
pmch2@cam.ac.uk
Nori Jacoby
nori.jacoby@ae.mpg.de
1
Computational Auditory Perception Group, Max Planck
Institute for Empirical Aesthetics, Frankfurt am Main,
Germany
2
Centre for Music and Science, Faculty of Music, University
of Cambridge, Cambridge, UK (0121 3456789)
3 2272 Behavior Research Methods (2022) 54:2271–2285 experiments consist of a relatively simple procedure: par-
ticipants tap with their index finger to a rhythmic sequence
of auditory stimuli. This procedure presents a methodologi-
cal challenge: how to measure the asynchrony (or synchro-
nization error) between the time of the tap and the corre-
sponding cue event with high millisecond-level precision. To meet this challenge, previous studies have used various
laboratory-based methods that rely on specialized software
and hardware. Keywords Sensorimotor synchronization · Rhythm · Movement · Timing · Online experiments In this
paper, we aim to validate REPP in a series of experiments
while demonstrating how to best implement it in online stud-
ies to ensure high data quality. Nevertheless, none of these methods are viable for per-
forming SMS experiments over the internet, where research-
ers have very limited control over participants’ hardware
and software. This lack of experimental control combined
with the technical demands of SMS tasks makes studying
SMS with online research a true challenge. In particular,
SMS experiments performed online, such as tapping on the
spacebar or mouse in synchronization to an external beat,
can introduce all kinds of delay in latency and jitter into
the recorded timestamps (Anwyl-Irvine et al., 2020; Bridges
et al., 2020). Latency refers both to the time gap between a
participant pressing a key and the device registering the key-
press, and the time interval between initiation of audio play-
back and the physical start of the sound. It is often related to
issues concerning scan rates, device drivers, internet connec-
tion, operating system variability, and sound card start-up
latencies. Jitter is closely related and refers to the variation
in latency. It can be either introduced in each tapping onset
or across tapping trials (e.g., operating systems usually pro-
cess each keyboard stroke with different temporal latencies). These inaccuracies can be in the order of 60 to 100 ms and
can vary considerably between platforms, browsers, and
devices (Anwyl-Irvine et al., 2020). Thus, measuring par-
ticipants' asynchronies in online settings with high precision
is currently unfeasible. This paper continues with an overview of REPP. We
then present a series of calibration and behavioral experi-
ments demonstrating key aspects of this technology: tem-
poral accuracy (Experiment 1), test-retest reliability and
concurrent validity in the laboratory (Experiment 2), and
test-retest reliability in a larger-scale online experiment, as 1 3 3 Behavior Research Methods (2022) 54:2271–2285 2273 1 3
Fig. 1 REPP: A robust cross-platform solution for online SMS exper-
iments. a REPP uses a free-field recording approach that can work
efficiently using standard hardware and software available to most
online participants. b REPP comprises five main steps. c Example of
a recording using REPP in a trial of beat synchronization to music. REPP uses a unique frequency range for each audio element in the
recording: metronome (blue), tapping (green), markers (yellow), and
test channel (red). Overview: REPP REPP can be organized around five main steps: (i) stimulus
preparation, (ii) recording phase, (iii) onset extraction, (iv)
onset alignment, and (v) performance analysis (see Fig. 1b).i REPP takes two inputs: an audio file with the stimulus
(e.g., a metronome or a music clip) and a list of the cor-
responding stimulus onsets. Prior to performing an experi-
ment, the stimulus must be prepared to be used efficiently
in the subsequent steps. First, we filter the stimulus to avoid
any overlap with the frequency range that will be occupied
by participants' tapping responses (e.g., 50–500 Hz). Sec-
ond, we add custom markers with known temporal locations
to the beginning and end of the stimulus, shifting the cor-
responding stimulus onsets accordingly (see Fig. 1c; yel-
low boxes). These markers are critical to unambiguously
identify the position of the tapping and stimulus onsets in
the audio recording, enabling their precise alignment. Thus,
we designed the markers to be robustly detected across par-
ticipants’ hardware and software, including cases of noise-
cancellation technologies and noisy recordings. In particular,
we generate the markers’ sound by combining a short burst
of filtered white noise (50%, filtered to 200–340 Hz) and
pure tones (50%, also filtered to 200–340 Hz), and play the
resulting sound at nearly maximum volume (see Custom
Markers in supplementary information for technical details
on the markers’ generation procedure).i The last challenge consists of aligning the extracted taps
to their position in the audio stimulus. Since the sound card
guarantees that all events are recorded with high precision
with respect to the beginning of the recording, we can use
the first detected marker as a single frame of reference to
align the stimulus and tapping response. We use the other
markers to assess REPP’s timing performance in each trial
and exclude participants with incompatible hardware or soft-
ware (see Failing Criteria in supplementary information). For example, we calculate the markers’ timing error by sub-
tracting the known markers’ locations against the detected
markers’ location. This metric is critical to ensure that the
timing accuracy of our technology remains high in all trials. Importantly, by relying on the markers’ accurate timing, we
do not need to extract the stimulus onsets from the recorded
signal, which can be challenging in online studies due to
noise-cancellation technologies and interference from other
audio elements (e.g., participants' tapping response and
background noise). Keywords Sensorimotor synchronization · Rhythm · Movement · Timing · Online experiments d Output of the performance analysis after the sig-
nal processing steps, including the number of detected tapping onsets,
detected markers, and mean and SD of asynchrony Fig. 1 REPP: A robust cross-platform solution for online SMS exper-
iments. a REPP uses a free-field recording approach that can work
efficiently using standard hardware and software available to most
online participants. b REPP comprises five main steps. c Example of
a recording using REPP in a trial of beat synchronization to music. REPP uses a unique frequency range for each audio element in the
recording: metronome (blue), tapping (green), markers (yellow), and
test channel (red). d Output of the performance analysis after the sig-
nal processing steps, including the number of detected tapping onsets,
detected markers, and mean and SD of asynchrony 1 3 Behavior Research Methods (2022) 54:2271–2285 2274 extract the tapping signal from the raw recording by using
bandpass filters with cutoff frequencies set to these ranges.ii well as methods for ensuring high data quality while mini-
mizing costs (Experiment 3). Finally, we discuss the limita-
tions of REPP and implications for future work on SMS. We
release REPP as a free and open-source framework along-
side the publication of this paper. Code available in https://
gitlab.com/computational.audition/repp Similarly, we use a specific range to filter and identify the
marker locations (i.e., the same range used to generate the
marker sound, i.e., 200–340 Hz). In addition, to enhance the
markers’ extraction procedure, we compare the amplitude
of the filtered markers’ channel against a test channel set to
be one octave below the markers’ range, i.e., 100–1070 Hz
(Fig. 1c; orange boxes). The test channel is used to compute
an estimate of the temporal locations that contain the mark-
ers. We then use these estimates to boost the markers’ signal
exactly in temporal locations where we found more energy
in the markers’ frequency range than in the test frequency
range. The rationale here is that tapping sounds will have
similar energy within the markers and test channels, whereas
marker sounds will have all energy in the markers channel
and nearly no energy in the test channel. Thus, by using
this principle, we can be sure that the detected signal corre-
sponds to the markers and not to other sources of noise (e.g.,
tapping signal or background noise). Keywords Sensorimotor synchronization · Rhythm · Movement · Timing · Online experiments In particular, the result-
ing signal has enhanced the markers’ amplitude, which helps
combat signal attenuation as a result of noise cancelation
and noisy backgrounds, effectively increasing the chance
of detection only in those areas containing the markers (see
Custom Markers in supplementary information for techni-
cal details on the markers’ extraction procedure, including
Figure S7 with examples of successful and failed trials). Next, REPP applies a simple onset extraction algorithm
to the filtered markers and tapping channels to detect all
samples exceeding a relative threshold (Elliott et al., 2018),
returning a vector of extracted tapping onsets and extracted
marker onsets. Validation experiments Three experiments were conducted to validate REPP and
show how it can be implemented in online experiments to
produce high-quality data. In Experiment 1, we assess the
timing accuracy of REPP using an independent calibration
system. In Experiment 2, we assess REPP’s test-retest reli-
ability and concurrent validity when measuring individual
differences in SMS in the laboratory. Finally, in Experiment
3, we assess the test-retest reliability of REPP with a larger
sample of participants recruited online and also provide sug-
gestions to reach high data quality while minimizing recruit-
ing costs. See supplementary information for additional
methods and demographic information. All datasets are
available in an OSF repository: https://osf.io/r2pxd/ REPP’s timing performance was tested in the laboratory
against an independent calibration system. This allowed us
to measure the cue events (either tapping or stimulus onsets)
separately in the two systems, providing an upper bound on
inaccuracies of both REPP and the independent calibration
system. Based on an established method previously used in
our work (Jacoby & McDermott, 2017), we used a calibra-
tion system that offers a simple solution for measuring the
ground-truth recording of REPP (see Fig. 2a). We tested
two variants of this system: one where participants tap on a
tapping sensor (part 2) and another where participants tap on
the surface of the laptop (part 3). In general, the independent
calibration system uses two external synchronized devices to
record the stimulus and tapping signals as soon as they are
produced by the laptop speakers and finger tap, respectively. Since both the stimulus and tapping signals produce a highly
precise sound wave, we can then apply a simple onset extrac-
tion algorithm to precisely identify the location of the onsets
at the earliest possible moment. To record the audio stimulus
(both the markers and stimulus onsets), we directed a Shure
SM58 microphone to the laptop speakers being tested. To
record the tapping onsets, we used a custom-made tapping
sensor device. The sensor consisted of a soft pad with ear-
buds installed inside (Apple EarPods). The earbuds offer a
low-sensitivity microphone that is well-suited to precisely
detect touch on the surface of the sensor while being insen-
sitive to external noises and minimizing auditory feedback. The tapping sensor was placed next to the laptops’ built-
in microphone to capture the sound of the finger tapping. Overview: REPP Instead, we use the list of stimulus onsets
provided in the stimulus preparation step and, therefore,
do not need to extract the onsets from the recorded audio In the recording phase, REPP uses a free-field recording
approach: the prepared stimulus is played through the laptop
speakers and the resulting audio signal is simultaneously
recorded along with the participant’s tapping response using
the built-in microphone (see Fig. 1a). This method returns an
audio file where both the audio stimulus and tapping onsets
are mixed in the same channel. The next step (i.e., onset
extraction) therefore applies signal processing techniques to
split the mono recording into separate channels. REPP uses
a unique frequency range for each relevant audio element in
the recording, including a marker range and a tapping range
(see Fig. 1c). The tapping range is determined by the acous-
tic spectrum of the sound produced by participants’ mode of
tapping. In our procedure, participants tap with their index
finger on the surface of their laptop, producing a crisp sound
with a significant part of its energy between 80 and 500
Hz. Since we have previously filtered the audio stimulus to
avoid any overlap with this tapping range, we can efficiently 3 3 3 Behavior Research Methods (2022) 54:2271–2285 2275 stimulus, minimizing any interference with other elements
in the signal processing pipeline. This method allows us to
support SMS experiments using “virtual” onsets that are not
clearly defined in the audio signal, such as when working
with music (Colley et al., 2018; Dannenberg & Wasserman,
2009; Patel et al., 2005; Repp, 2002b). Namely, we can use
the list of preregistered onset lists even in the absence of any
physical onset in the stimuli. The output of this step is a list
of realigned stimulus onsets and realigned tapping onsets. Finally, we calculate several metrics to assess the perfor-
mance of REPP and measure participants' tapping accuracy,
including the mean and standard deviation of the tap-stim-
ulus asynchrony, percentage of detected taps, percentage of
detected markers, and markers’ timing error (see Fig. 1d). Wing (Vorberg & Wing, 1996; Vorberg & Schulze, 2002),
including the three hypothesized components (i.e., time-
keeper noise, motor noise, and error correction), and lag-1
autocorrelation of the asynchrony and inter-tap interval as
alternative measures of error correction. Experiment 1: Timing accuracy This experiment assessed the timing accuracy of REPP by
comparing its performance with a ground-truth recording
obtained from an independent calibration system. The exper-
iment was divided into three parts. Part 1 and 2 were large-
scale validation experiments aimed to extensively test the
timing accuracy of the audio stimulus and tapping response,
respectively. Part 3 was smaller in terms of the number
of data points but aimed to test all components of REPP
together (i.e., markers, stimulus, and tapping response). Validation experiments Both the microphone and tapping sensor were connected to
a Focusrite Scarlett 2i2 USB sound card to record the signal
on a separate MacBook computer running Ableton Live 10
Software, saving the resulting recording as a wave file. To measure tapping performance, we followed common
practices established in previous tapping studies (Repp,
2005). Asynchronies were defined as An = Rn – Sn, where Rn
denotes a response onset and Sn denotes a stimulus onset in a
given tapping trial. We then computed the mean asynchrony
and standard deviation (SD) of asynchrony. Throughout the
paper, we report the SD of the asynchrony, as it provides
a more consistent measurement of tapping accuracy than
mean asynchrony. Typically, the mean asynchrony is nega-
tive due to a human tendency to anticipate taps by a few tens
of milliseconds when synchronizing to an external cue event
(Repp, 2005). Mean asynchrony is also more influenced by
tapping tasks, production modality, and auditory feedback
biases compared to the SD of asynchrony. However, we rep-
licated the main results reported in the behavioral experi-
ments (Experiment 2 and 3) when using mean asynchrony
(see Figure S8 in supplementary information). Furthermore,
we repeated the same analyses using alternative (and more
sophisticated) measures of SMS (see Trialling Alternative
Measures of SMS in supplementary information). These
included vector length using circular statistics (Fisher,
1993), a leading model of SMS proposed by Vorberg and To validate the timing accuracy of the audio stimulus
(part 1), REPP was programmed to produce 100 isochronous 1 3 2276 Behavior Research Methods (2022) 54:2271–2285 Fig. 2 Results of Experiment 1: Timing accuracy. a External cali-
bration system used to measure REPP’s timing accuracy. b Example
of the beginning of a 500 ms IOI trial recorded in the two systems,
showing the three marker sounds placed at the beginning of the
stimulus and the two first metronome clicks. The figure illustrates
the two alternative measures to assess timing accuracy: the differ-
ence between the first marker and the stimulus (marker-to-stimulus),
and the inter-onset interval. Note that the calibration system has two
input channels (external microphone and tapping sensor) but we com-
bine them in the figure for simplicity. c Distribution of the difference
between the time the stimulus onsets (metronome clicks) were pro-
duced and the time they were detected by REPP. N refers to the total
number of tested onsets. Validation experiments d Distribution of the difference between the
time the physical taps were produced and the time they were detected
by REPP. N refers to the total number of tested onsets input channels (external microphone and tapping sensor) but we com-
bine them in the figure for simplicity. c Distribution of the difference
between the time the stimulus onsets (metronome clicks) were pro-
duced and the time they were detected by REPP. N refers to the total
number of tested onsets. d Distribution of the difference between the
time the physical taps were produced and the time they were detected
by REPP. N refers to the total number of tested onsets Fig. 2 Results of Experiment 1: Timing accuracy. a External cali-
bration system used to measure REPP’s timing accuracy. b Example
of the beginning of a 500 ms IOI trial recorded in the two systems,
showing the three marker sounds placed at the beginning of the
stimulus and the two first metronome clicks. The figure illustrates
the two alternative measures to assess timing accuracy: the differ-
ence between the first marker and the stimulus (marker-to-stimulus),
and the inter-onset interval. Note that the calibration system has two input channels (external microphone and tapping sensor) but we com-
bine them in the figure for simplicity. c Distribution of the difference
between the time the stimulus onsets (metronome clicks) were pro-
duced and the time they were detected by REPP. N refers to the total
number of tested onsets. d Distribution of the difference between the
time the physical taps were produced and the time they were detected
by REPP. N refers to the total number of tested onsets metronome clicks at four different inter-onset intervals
(IOIs): 250 ms, 500 ms, 750 ms, and 1000 ms. No finger
taps were produced for this part and only the audio stimulus
was recorded using the external microphone (Fig. 2a). To
validate the timing accuracy of the tapping response (part
2), the same trials were produced and a researcher tapped in
time to the clicks, resulting in four trials of 100 taps at four
different IOIs: 250 ms, 500 ms, 750 ms, and 1000 ms. The
tapping response was recorded using the tapping sensor and
the audio stimulus was recorded using the external micro-
phone (Fig. 2a). Validation experiments In the third part, to validate the timing accu-
racy of all components of the system together (i.e., markers,
stimulus, and tapping response), REPP was programmed to
produce 20 isochronous metronome clicks at two IOIs: 500
ms and 1000 ms. This time, the researcher tapped on the
surface of the laptop in anti-phase, so the stimulus and tap-
ping onsets could be unambiguously distinguished in the
recording. Both stimulus and tapping onsets were recorded
with the same external microphone. The recording was then
separated into three channels (i.e., markers, stimulus, and
tapping response) and manually cleaned to only contain the corresponding elements in each channel (e.g., stimulus
onsets in the stimulus channel, tapping onsets in the tapping
channel). The results of the timing accuracy analysis in all valida-
tion parts are reported in Table 1. The average latency and
jitter of REPP was within 2 ms and similarly accurate for
all components of the system: markers, audio stimulus, and
tapping response. Timing accuracy was computed as the
difference between the time the stimulus or tapping onsets
were produced (measured using the external calibration
system) and the time they were detected by REPP, using
the first detected marker as the single frame of reference
(Fig. 2b). We used two alternative measurements to calcu-
late timing accuracy: marker-to-stimulus or marker-to-tap
(i.e., the interval between the first marker onset and each
subsequent onset in the audio or tapping signal), and inter-
onset interval (i.e., the interval between onsets). Figure 2c,
d shows the distribution of the time difference between the
stimulus onsets (part 1) and tapping onsets (part 2) measured
in the two systems, confirming that REPP’s timing accuracy
is high and consistent. 3 3 Behavior Research Methods (2022) 54:2271–2285 2277 Table 1 Timing accuracy results
“Part” refers to each validation experiment: part 1 (only stimulus), part 2 (only tapping response), and part 3 (stimulus and tapping response
together). N refers to the total number of tested onsets. Experiment 2: Reliability and concurrent validity USB. The tapping tasks were implemented using MATLAB,
mirroring the experimental procedure used in REPP. To
detect the stimulus and tapping onsets at the earliest pos-
sible moment, we used the same onset extraction algorithm
described in Experiment 1 (Jacoby & McDermott, 2017). Experiment 1 showed that REPP can measure tapping and
stimulus onsets with high temporal accuracy. In Experiment
2, we aimed to examine whether REPP can reliably meas-
ure derived psychological quantities such as a particular
individual’s tapping accuracy. Specifically, we assessed the
test-retest reliability of REPP and compared its performance
against a completely independent method: a well-established
method previously used in the laboratory to measure SMS
with high precision (Elliot et al., 2018). The materials and experimental procedure were identi-
cal in the two methods (see Instructions in supplementary
information). Before starting the main tapping task, partici-
pants performed a practice phase to get familiar with each
method (see Practice Phase in supplementary information). The main tapping tasks consisted of a short battery of tap-
ping trials (approximately 8–10 minutes long) using two
common paradigms in the tapping literature (Repp, 2005;
Repp & Su, 2013): isochronous tapping and beat synchro-
nization to music. The isochronous tapping consisted of four
30-second-long trials of isochronous tapping to a metronome
sound (two with IOIs of 800 ms and two with the IOIs of
600 ms). The presentation order was fixed, using the fol-
lowing sequence: 800 ms, 600 ms, 800 ms, and 600 ms. The
beat synchronization task consisted of four 30-second-long
excerpts of music from two distinct music genres with dif-
ferent style, tempo, and tapping difficulty, also with fixed
order of presentation (see Beat Synchronization Task in sup-
plementary information). To assess test-retest reliability, the same group of partici-
pants (N = 20) performed a short battery of tapping tasks
two times in each method, using the following sequence:
method 1 (pre), method 2 (pre), method 1 (post), method 2
(post). Half of the participants started the experiment using
REPP, whereas the other half started using the independent
in-lab method. To assess concurrent validity, we correlated
the participants’ overall tapping performance in the two
methods. Participants completed the experiment in a quiet
testing room with two tables, one for each method. The independent in-lab method consisted of a loop-back
setup to measure participants’ asynchronies with high tem-
poral fidelity (see Fig. 3a). Validation experiments Part
N
Min-max
Latency (SD)
Min-max
Latency (SD)
Relative to first marker
Inter-onset interval
1 + 2
Markers
40
−.08 to 4.9
1.85 (1.76)
-
-
1
Stimuli
400
−1.3 to 4.9
1.15 (1.61)
−4 to 1
.02 (.39)
2
Tapping
400
−2.8 to 5.9
−.2 (1.37)
−5 to 8
.03 (.13)
3
Markers
10
0 to 1
.58 (.48)
-
-
3
Stimuli
40
−.3 to .9
−.03 (.23)
0 to 1
.04 (.17)
3
Tapping
40
−3.1 to 1
−1.04 (.89)
−4 to 2
−.02 (1.13) “Part” refers to each validation experiment: part 1 (only stimulus), part 2 (only tapping response), and part 3 (stimulus and tapping response
together). N refers to the total number of tested onsets. tion experiment: part 1 (only stimulus), part 2 (only tapping response), and part 3 (stimulus and tapping response
al number of tested onsets. Experiment 3: Online demonstration the recommendations of Koo and Li (2016), ICC estimates
and their 95% confidence intervals were calculated based
on single-rating, absolute-agreement, 2-way mixed-effects
models (ICC3). We found a good ICC in both REPP (ICC
= .86, 95% [.72, .93]) and the loop-back setup (ICC =
.89, 95% [.77, .95]). This ICC is comparable to the values
reported in previous work assessing the test-retest reli-
ability of similar rhythmic production tasks (Bégel et al.,
2018). Moreover, an ANOVA confirmed that participants’
mean tapping performances were similar across test-retest
conditions and tapping tasks (all p-values > .05). Finally,
we found that REPP has a high concurrent validity (r =
.94 and ρ = .89), as indicated by the correlation between
the overall tapping performances (averaging over both test
and retest) measured by the two methods (Fig. 3b). In con-
clusion, the converging evidence of these analyses is that
REPP produces reliable estimates to measure individual
differences on SMS in a way that is consistent with the
results produced by a completely independent method. the recommendations of Koo and Li (2016), ICC estimates
and their 95% confidence intervals were calculated based
on single-rating, absolute-agreement, 2-way mixed-effects
models (ICC3). We found a good ICC in both REPP (ICC
= .86, 95% [.72, .93]) and the loop-back setup (ICC =
.89, 95% [.77, .95]). This ICC is comparable to the values
reported in previous work assessing the test-retest reli-
ability of similar rhythmic production tasks (Bégel et al.,
2018). Moreover, an ANOVA confirmed that participants’
mean tapping performances were similar across test-retest
conditions and tapping tasks (all p-values > .05). Finally,
we found that REPP has a high concurrent validity (r =
.94 and ρ = .89), as indicated by the correlation between
the overall tapping performances (averaging over both test
and retest) measured by the two methods (Fig. 3b). In con-
clusion, the converging evidence of these analyses is that
REPP produces reliable estimates to measure individual
differences on SMS in a way that is consistent with the
results produced by a completely independent method. Having demonstrated that REPP achieves high temporal
accuracy (Experiment 1) and test-retest reliability in the
laboratory (Experiment 2), this experiment aimed to show
that the technology can work in practice in an online setup
that is similar to a large-scale data collection process. Experiment 2: Reliability and concurrent validity Finally,
we found that REPP has a high concurrent validity (r =
.94 and ρ = .89), as indicated by the correlation between
the overall tapping performances (averaging over both test
and retest) measured by the two methods (Fig 3b) In con
Experiment 3: Online demonstration
Having demonstrated that REPP achieves high temporal
accuracy (Experiment 1) and test-retest reliability in the
laboratory (Experiment 2), this experiment aimed to show
that the technology can work in practice in an online setup
that is similar to a large-scale data collection process. We
also provide suggestions to ensure high data quality while
enabling realistic data collection, in particular concerning
pre-screening tasks and feedback based on recording quality
and tapping performance. Participants were recruited from
Amazon Mechanical Turk (see Participants in supplemen-
tary information) and performed the same battery of tapping
tasks used in Experiment 2. In a total of six experimental
b t h
(8 t 10 h
h)
ll
t d
lid t
i
d t
Fig. 3 Results of Experiment 2: reliability and concurrent validity. a
Loop-back setup: independent in-lab method using a loop-back cable
to measure participants’ tapping asynchronies with high temporal
fidelity (Elliot et al., 2018). b Test-retest reliability in the two meth-
ods. c Concurrent validity: correlation between the overall tapping
performance measured in the two methods
2278
Behavior Research Methods (2022) 54:2271–2285 Behavior Research Methods (2022) 54:2271–2285 2278 Fig. 3 Results of Experiment 2: reliability and concurrent validity. a
Loop-back setup: independent in-lab method using a loop-back cable
to measure participants’ tapping asynchronies with high temporal
fidelity (Elliot et al., 2018). b Test-retest reliability in the two meth-
ods. c Concurrent validity: correlation between the overall tapping
performance measured in the two methods fidelity (Elliot et al., 2018). b Test-retest reliability in the two meth-
ods. c Concurrent validity: correlation between the overall tapping
performance measured in the two methods Fig. 3 Results of Experiment 2: reliability and concurrent validity. a
Loop-back setup: independent in-lab method using a loop-back cable
to measure participants’ tapping asynchronies with high temporal Fig. 3 Results of Experiment 2: reliability and concurrent validity. a
Loop-back setup: independent in-lab method using a loop-back cable
to measure participants’ tapping asynchronies with high temporal fidelity (Elliot et al., 2018). b Test-retest reliability in the two meth-
ods. Experiment 2: Reliability and concurrent validity c Concurrent validity: correlation between the overall tapping
performance measured in the two methods fidelity (Elliot et al., 2018). b Test-retest reliability in the two meth-
ods. c Concurrent validity: correlation between the overall tapping
performance measured in the two methods Experiment 2: Reliability and concurrent validity This method has been extensively
used in the laboratory and field research on SMS (Elliot
et al., 2018; Jacoby & McDermott, 2017; Jacoby et al.,
2021). The loop-back setup consists of a cable connected to
a sound card to simultaneously record the input signal from
the headphones and the output signal from a tapping sensor
with nearly zero latency. We used professional headphones
(i.e., Sennheiser HD 280 Pro headphones) to deliver the
stimulus, and the custom-made tapping sensor described in
Experiment 1 to record participants’ tapping response with
high precision. Both the headphones and tapping sensor
were connected to an external sound card (Focusrite Scar-
lett 2i2 USB) using the loop-back setup described above
(Fig. 3a). The sound card was connected to a MacBook via The results of Experiment 2 are plotted in Fig. 3. Tap-
ping performance was measured using the SD of the tap-
stimulus asynchrony (see supplementary information for
the results of the same analysis using alternative measures
of SMS). To examine test-retest reliability, an aggregated
performance score was calculated for each participant in
each test (pre and post) and method by averaging their
tapping performance in the two tapping tasks (i.e., isoch-
ronous tapping and beat synchronization to music). The
test-retest correlation in REPP was high (r = .87; ρ = .81)
and similar to the one achieved by the independent loop-
back setup (r = .89; ρ = .83; Fig. 3a). We further examined
test-retest reliability by calculating the intraclass correla-
tion coefficient (ICC; Shrout & Fleiss, 1979). Following 1 3 3 the recommendations of Koo and Li (2016), ICC estimates
and their 95% confidence intervals were calculated based
on single-rating, absolute-agreement, 2-way mixed-effects
models (ICC3). We found a good ICC in both REPP (ICC
= .86, 95% [.72, .93]) and the loop-back setup (ICC =
.89, 95% [.77, .95]). This ICC is comparable to the values
reported in previous work assessing the test-retest reli-
ability of similar rhythmic production tasks (Bégel et al.,
2018). Moreover, an ANOVA confirmed that participants’
mean tapping performances were similar across test-retest
conditions and tapping tasks (all p-values > .05). Experiment 3: Online demonstration We
also provide suggestions to ensure high data quality while
enabling realistic data collection, in particular concerning
pre-screening tasks and feedback based on recording quality
and tapping performance. Participants were recruited from
Amazon Mechanical Turk (see Participants in supplemen-
tary information) and performed the same battery of tapping
tasks used in Experiment 2. In a total of six experimental
batches (8 to 10 hours each), we collected valid tapping data
for 226 participants. We used two pre-screening tasks to ensure high data
quality while minimizing recruiting costs (see Pre-screen-
ing Tests in supplementary information). First, we used an
attention test to determine whether participants were pay-
ing attention to the instructions. Participants who failed the
attention test were excluded from the experiment. Second, 1 3 Behavior Research Methods (2022) 54:2271–2285 2279 Fig. 4 Results of Experiment 3: Online demonstration. a Test-retest
reliability of REPP when measuring participants’ tapping perfor-
mance online. b Convergent validity: correlation between overall
tapping performance and participants’ musical training. c Estimated
markers’ error in Windows and macOS computers. N indicates the
number of participants using each operating system, but we plot the
data in all tapping trials (2814 in total) Fig. 4 Results of Experiment 3: Online demonstration. a Test-retest
reliability of REPP when measuring participants’ tapping perfor-
mance online. b Convergent validity: correlation between overall
tapping performance and participants’ musical training. c Estimated markers’ error in Windows and macOS computers. N indicates the
number of participants using each operating system, but we plot the
data in all tapping trials (2814 in total) the practice phase, the four audio recordings were analyzed
in real time using a failing criteria designed to identify and
fail trials where participants used incompatible hardware
and software, or where participants did not tap as indicated
in the instructions (see Failing Criteria in supplementary
information). Those participants who failed two or more
trials were excluded from the experiment. After the prac-
tice phase, participants started with the main experimental
task, which consisted of the same battery of tapping tasks
employed in Experiment 2 (i.e., four trials of isochronous
tapping and four trials of beat synchronization to music, 30
seconds long each). Participants repeated the same battery
of tapping tasks a second time in order to measure test-retest
reliability. Experiment 3: Online demonstration Moreover, participants’
tapping performance was similar across test-retest conditions
in the two tapping tasks, as indicated by two paired-samples
t-tests with test condition as the independent variable and tap-
ping performance in each tapping task as dependent variables
(all p-values > .05). As a measure of convergent validity, we
further examined whether participants’ tapping performance
was related with their self-reported levels of musical training. We calculated an aggregated tapping performance score (aver-
aging over test and retest in the two tapping tasks) for all partici-
pants who provided good tapping (N = 226). Musical training
was measured using a reduced version of the Gold-MSI musical
training factor (Müllensiefen et al., 2014). Replicating a recur-
ring finding in the literature (e.g., Niarchou et al., 2021; Repp,
2010; Thompson et al., 2015), we found a significant negative
correlation (r = -.32, p < .001) between tapping variability and
self-reported musical training (Fig. 4b), indicating that partici-
pants with more musical training were better at synchronizing
to an external beat. To explore the robustness of our technology
across operating systems and laptop models, we compared the
markers’ detection accuracy (i.e., the delay between the known
marker locations and the detected marker onsets) across the
two most common operating systems, Windows and macOS
(Fig. 4c). Overall, trials recorded in macOS computers achieved
slightly better temporal accuracy (M = 1.48, SD = .68) than tri-
als recorded in Windows (M = 1.74, SD = .85), t(2812) = 9.36,
p < .001. A small difference in this direction is not surprising:
macOS computers are typically better equipped for delivering
sound and recording audio than Windows computers, which
also tend to exhibit greater variability in hardware. on the ground-truth recording, we estimated the average
latency and jitter of REPP to be within 2 ms and similarly
accurate for all elements in the system (i.e., markers, audio
stimulus, and tapping response). In a laboratory experiment
(Experiment 2), we then compared the test-retest reliability
of REPP with a completely independent method that uses
specialized equipment (i.e., a loop-back setup) to measure
SMS with optimal temporal fidelity. We found that our tech-
nology achieves a high test-retest reliability (r = .87, ρ =
.81, ICC = .86) that is equivalent to the reliability obtained
by the independent in-lab method (r = .89, ρ = .83, ICC
= .89). Experiment 3: Online demonstration By correlating the overall tapping performance
measured in the two methods, we also found that REPP has
a high concurrent validity (r = .94 and ρ = .80). Finally,
we showed that REPP can work in practice in an online
setup that is similar to a large-scale data collection process
(Experiment 3). In particular, we confirmed that REPP has
a high test-retest reliability using a larger sample of par-
ticipants recruited online (N = 166; r = .80, ρ = .81, ICC
= .82). We also provided suggestions of tapping instruc-
tions and pre-screening tests to ensure high data quality in
online experiments while minimizing recruitment costs (see
supplementary information). Together, these experiments
demonstrate that our technology is well-equipped to support
a wide variety of SMS experiments using standard hardware
and software available to most online participants. p
p
A core aspect of REPP is the ability to analyze partici-
pants’ recordings in real time, making it possible to monitor
experiments online and provide feedback almost instantly. We used a software testing tool1 to reliably estimate the
speed of processing of this technology under different analy-
sis conditions (for each condition, we repeated the same
analysis a thousand times)2. We found that running the
analysis when plotting is disabled leads to the fastest per-
formance. For example, the average running time (Q1–Q3)
to analyze a 15-second-long recording is 0.66 seconds
(0.64–0.67), whereas the average running time (Q1–Q3)
for a 30-second-long recording is 1.46 seconds (1.42–1.49). When plotting is enabled (generating and saving plots for
each analysis), the average running time (Q1–Q3) is 3.84
seconds (3.75–3.89) for a 15-second-long recording and
5.55 seconds (5.29–5.81) for a 30-second-long record-
ing. This is mainly due to the slow implementation of the
python package Matplotlib3 that we used for plotting. In case
this is important, experimenters can avoid plotting (as it is
only used for debugging) or consider implementing a more 1 https://pypi.org/project/pytest-benchmark/
2 We used a MacBook Pro (macOS Catalina version 10.15.7), with
an Intel processor 2.3 GHz 8-Core Intel Core i9, and Python 3.9.4.
3 https://matplotlib.org/ Experiment 3: Online demonstration 4a; r
= .80 and ρ = .81), also confirmed by an intraclass correlation
analysis (ICC = .82, 95% [.77, .86]). Moreover, participants’
tapping performance was similar across test-retest conditions
in the two tapping tasks, as indicated by two paired-samples
t-tests with test condition as the independent variable and tap-
ping performance in each tapping task as dependent variables
(all p-values > .05). As a measure of convergent validity, we
further examined whether participants’ tapping performance
was related with their self-reported levels of musical training. We calculated an aggregated tapping performance score (aver-
aging over test and retest in the two tapping tasks) for all partici-
pants who provided good tapping (N = 226). Musical training
was measured using a reduced version of the Gold-MSI musical
training factor (Müllensiefen et al., 2014). Replicating a recur-
ring finding in the literature (e.g., Niarchou et al., 2021; Repp,
2010; Thompson et al., 2015), we found a significant negative
correlation (r = -.32, p < .001) between tapping variability and
self-reported musical training (Fig. 4b), indicating that partici-
pants with more musical training were better at synchronizing
to an external beat. To explore the robustness of our technology
across operating systems and laptop models, we compared the
markers’ detection accuracy (i.e., the delay between the known
marker locations and the detected marker onsets) across the
two most common operating systems, Windows and macOS
(Fig. 4c). Overall, trials recorded in macOS computers achieved
slightly better temporal accuracy (M = 1.48, SD = .68) than tri-
als recorded in Windows (M = 1.74, SD = .85), t(2812) = 9.36,
p < .001. A small difference in this direction is not surprising:
macOS computers are typically better equipped for delivering
sound and recording audio than Windows computers, which
also tend to exhibit greater variability in hardware. we only consider participants who provided at least one valid
tapping trial for each stimulus in each tapping task and test-
retest condition (N = 166). Test-retest analyses were performed
using the same procedure described in Experiment 2. Results
indicated a high test-retest correlation when using REPP to
measure participants’ tapping performance online (Fig. 4a; r
= .80 and ρ = .81), also confirmed by an intraclass correlation
analysis (ICC = .82, 95% [.77, .86]). Experiment 3: Online demonstration we used a recording test to determine whether participants
were using hardware and software that were not compat-
ible with REPP, such as malfunctioning speakers or micro-
phones, or the use of strong noise-cancellation technologies. Participants who did not pass the recording test were also
excluded from the experiment. To assess the efficacy of the
recording test in comparison to the attention test on its own,
we only used the recording test in half of the participants. we used a recording test to determine whether participants
were using hardware and software that were not compat-
ible with REPP, such as malfunctioning speakers or micro-
phones, or the use of strong noise-cancellation technologies. Participants who did not pass the recording test were also
excluded from the experiment. To assess the efficacy of the
recording test in comparison to the attention test on its own,
we only used the recording test in half of the participants. Before the main tapping tasks, participants were
instructed on several key aspects concerning the proper
functioning of REPP, including instructions about the tech-
nical requirements and tapping procedure for the experi-
ment, a volume calibration test, and a tapping calibration
test (see Instructions in supplementary information). Next,
participants undertook a practice phase consisting of four tri-
als of isochronous tapping to a metronome sound (see Prac-
tice Phase in supplementary information). After completing Before the main tapping tasks, participants were
instructed on several key aspects concerning the proper
functioning of REPP, including instructions about the tech-
nical requirements and tapping procedure for the experi-
ment, a volume calibration test, and a tapping calibration
test (see Instructions in supplementary information). Next,
participants undertook a practice phase consisting of four tri-
als of isochronous tapping to a metronome sound (see Prac-
tice Phase in supplementary information). After completing The results of Experiment 3 are visible in Fig. 4 (see sup-
plementary information for the same analysis using alterna-
tive measures of SMS). For measuring test-retest reliability, 1 3 Behavior Research Methods (2022) 54:2271–2285 2280 we only consider participants who provided at least one valid
tapping trial for each stimulus in each tapping task and test-
retest condition (N = 166). Test-retest analyses were performed
using the same procedure described in Experiment 2. Results
indicated a high test-retest correlation when using REPP to
measure participants’ tapping performance online (Fig. 3 Discussion SMS is an active area of research with a long history of tapping
experiments performed in the laboratory (Repp, 2005; Repp
& Su, 2013). However, it currently lacks a robust method to
precisely measure participants’ asynchronies in online experi-
ments. In this paper, we presented REPP, a cross-platform
solution for online SMS experiments that achieves high tempo-
ral accuracy and reliability while also being practical in terms
of large-scale data collection. We release this technology as a
free and open-source framework alongside this paper.i We validated REPP in three experiments. We first dem-
onstrated that it achieves high temporal accuracy using
an independent calibration system (Experiment 1). Based 1 3 3 Behavior Research Methods (2022) 54:2271–2285 2281 efficient plotting library (such as VisPy4 or PyQtGraph5). Overall, these results show that REPP is suitable to process
participants’ recordings in real time, enabling researchers
to filter participants based on performance or provide trial-
to-trial feedback. The ability to rapidly process participants’
performance is also crucial to enable more complex SMS
paradigms in online settings, such as iterated tapping exper-
iments where new stimuli are generated on the fly based
on previous tapping responses. In Jacoby et al. (2021), for
example, we successfully adapted an iterated tapping para-
digm using REPP in a large-scale online tapping experiment
conducted in the US, India, and Brazil. an unfiltered metronome sound (Experiment 2, N = 166, SD
of asynchrony = 40.68; SD = 11.98), also supported by a
large correlation between participants’ tapping performance
in the two tasks (r = .58, ρ = .59, all p-values < .001). This
suggests that the filtering step does not drastically impair
participants ability to synchronize to a musical beat when
using REPP in online SMS experiments. Moreover, we learned that collecting good tapping data
over the internet can necessitate a high exclusion rate, at
least when using a large-scale recruiting strategy via Ama-
zon Mechanical Turk. In Experiment 3, for example, a total
of 727 participants began the online task. This includes any-
one who accepted the experiment regardless of their inten-
tions to take the task seriously or whether they met the tech-
nical requirements to provide good tapping data. Thus, we
used a practice phase to familiarize participants with the task
and exclude cases who could not provide good tapping data
in the majority of trials. Discussion Note that we used relatively strict
failing criteria to exclude trials based on whether the signal
could be correctly recorded and whether participants pro-
duced a minimally acceptable number of tapping responses
(see Failing Criteria in supplementary information). A total
of 226 participants (31%) passed the practice phase and were
able to provide good tapping data. The remaining 483 par-
ticipants (69%) were excluded from the experiment and com-
prised a mix of fraudulent participants (e.g., computer bots
or non-serious responders) and participants that did not meet
the technical requirements of REPP, such as poor internet
connection or incompatible hardware and software. Com-
mon sources of failure included participants’ behavior, such
as not tapping at all, using desktop computers without built-
in microphones, or performing the experiment with head-
phones instead of the laptop speakers. We also noticed that
many participants did not follow the instructions to eliminate
background noise, such as music or speaking, resulting in
noisy recordings. An additional problem was the usage of
remote desktops, which may be employed by some partici-
pants to alter their geographical reported location. Since the
remote desktop will open a microphone that is not physically
connected to the computer of the participant, the technology
is not able to record any signal. Furthermore, there were
several cases where the technology failed due to laptops with
low quality or malfunctioning speakers. The same occurred
in laptops with strong noise-cancelling technologies, where
the marker sounds are suppressed and cannot be detected in
the signal. This last issue requires further investigation, as in
theory it is possible to turn off noise cancellation manually
in most devices, but the way to do so changes in different
computer models and brands. ,
,
REPP currently has some limitations. First, it does not
support all functionalities that are offered in many in-lab
methods (e.g., FTAP, Max-MSP, or MatTAP). For exam-
ple, REPP currently does not support real-time response
feedback (Mates & Aschersleben, 2000; Finney & Warren,
2002). A possible solution would be to play the real time
feedback with a JavaScript audio process; this feedback
may have compromised accuracy, but at least the feedback
signal could be recorded and monitored with a variant of
our technology. Developing this approach would however
require significant additional work. Second, REPP currently
only works with laptop speakers. We see great potential in
extending our technology to mobile devices and tablets as
well. 4 https://vispy.org/
5 https://www.pyqtgraph.org/ Discussion In language production experiments that
require participants to record themselves using a microphone
to extract voice onset latencies, the exclusion rate can be
around 60% (Vogt et al., 2021). Thus, the exclusion rate
of REPP (~60–70%) is not unexpected when using a large-
scale recruiting strategy via Amazon Mechanical Turk, as it
is technically more demanding than previous paradigms. In
particular, REPP can only work in SMS experiments when
the marker sounds can be detected with high millisecond-
level precision and participants take the task seriously (i.e.,
tapping with their index finger on the surface of their laptop
in time to an auditory stimulus). A high exclusion rate is not
particularly problematic when using online recruitment sys-
tems with large pools of active participants, but other modes
of recruiting may require different strategies, such as when
recruiting participants from special populations or using
internal university systems. In these cases researchers can
significantly reduce exclusion rates by using more relaxed
failing criteria and taking more time to support participants
and ensure they follow the instructions and meet the techni-
cal requirements. REPP can also be used in laboratory stud-
ies and field research with an exclusion rate of effectively
0%, as shown in Experiment 2. It is worth noting that REPP can be easily extended to
support online experiments requiring precise timing of tap-
ping response without any synchronization to an external
stimulus. For example, to perform unconstrained finger tap-
ping paradigms where participants are not given an external
stimulus but instead are asked to tap at their preferred rate
(e.g., Collyer et al., 1994), or imitation experiments in which
participants replicate a rhythm from memory (e.g., Ravig-
nani et al., 2016). In these cases, researchers can skip the
stimulus preparation and onset alignment steps, and simply
use the parts of the pipeline that are directly related to the
onset extraction procedure. We have successfully explored
these options using a simplified method for several experi-
ments that do not require stimulus-response synchronization,
and support this variant in the code package published with
this paper. Another simple extension of REPP is from finger
tapping to other modes of production, including clapping,
tapping on a table, or speech. Discussion This would not only make REPP more accessible, but
it would also open the possibility to run SMS experiments
while in motion, such as walking or dancing. Combining
REPP with features available in most mobile devices, such
as multi-touch screens or accelerometers, can also enable
new ways to collect data and modes of interaction. Third,
REPP relies on a stimulus preparation step that filters the
audio stimulus to remove lower frequencies that would oth-
erwise interfere with other aspects of the signal process-
ing pipeline, such as the analysis of participants’ tapping
response. This procedure decreases the perceived quality of
complex auditory stimuli, such as music, and it could there-
fore compromise its ecological validity. We encourage future
research to test this in the lab, for example, by comparing
participants’ tapping accuracy in a beat synchronization task
using music stimuli filtered at different frequency ranges. Nevertheless, it is worth noting that in the two behavioral
experiments conducted here we did not receive any com-
plaints from participants regarding the quality of the music
stimuli. More importantly, participants’ tapping performance
in the online beat synchronization task (using filtered music)
was within an expected range (Experiment 2, N = 166, SD
of asynchrony = 42.68; SD = 15.82) and similar to the their
performance in the online isochronous task tapping using Naturally, the more demanding the online tasks, the
higher the exclusion rate. In previous work, we found exclu-
sion rates of only about 10% in Amazon Mechanical Turk
experiments with minimal technical requirements, such as 1 Behavior Research Methods (2022) 54:2271–2285 2282 when using visual rating scales in the browser (Harrison
et al. 2020). However, the exclusion rate increases when
the experiment becomes technically more demanding. For
example, a pre-screening test that requires participants to
wear headphones to perform an auditory perception task
produces an estimated exclusion rate of 36% (Wood et al.,
2017), whereas performing online research with computer
webcams can necessitate an exclusion rate of about 40%
(Tran et al., 2017). In language production experiments that
require participants to record themselves using a microphone
to extract voice onset latencies, the exclusion rate can be
around 60% (Vogt et al., 2021). Thus, the exclusion rate
of REPP (~60–70%) is not unexpected when using a large-
scale recruiting strategy via Amazon Mechanical Turk, as it
is technically more demanding than previous paradigms. Discussion In
particular, REPP can only work in SMS experiments when
the marker sounds can be detected with high millisecond-
level precision and participants take the task seriously (i.e.,
tapping with their index finger on the surface of their laptop
in time to an auditory stimulus). A high exclusion rate is not
particularly problematic when using online recruitment sys-
tems with large pools of active participants, but other modes
of recruiting may require different strategies, such as when
recruiting participants from special populations or using
internal university systems. In these cases researchers can
significantly reduce exclusion rates by using more relaxed
failing criteria and taking more time to support participants
and ensure they follow the instructions and meet the techni-
cal requirements. REPP can also be used in laboratory stud-
ies and field research with an exclusion rate of effectively
0%, as shown in Experiment 2. non-serious respondents (Crump et al., 2013). In addition
to pre-screening tests, we encourage the use of data quality
checks to monitor participants’ performance throughout the
experiment. REPP computes several metrics to check the
quality of a given recording, such as the number of detected
markers or the time error between the known locations of the
markers and the detected onsets, which provides a reliable
measure of timing accuracy at the trial level. We can also
know how well participants are tapping by computing the
ratio between the number of detected onsets and the num-
ber of stimulus onsets. Using these metrics, we can provide
feedback each time a participant completes a tapping trial,
indicating whether their recording quality is sufficiently
good and if it is not, suggesting ways to improve it for the
subsequent trials (we apply this strategy in the practice
phase of Experiment 3). We encourage future research to
explore these options further in order to increase recruit-
ment efficiency, such as providing more detailed feedback
after tapping trials or nudging participants online to meet
the technical requirements. when using visual rating scales in the browser (Harrison
et al. 2020). However, the exclusion rate increases when
the experiment becomes technically more demanding. For
example, a pre-screening test that requires participants to
wear headphones to perform an auditory perception task
produces an estimated exclusion rate of 36% (Wood et al.,
2017), whereas performing online research with computer
webcams can necessitate an exclusion rate of about 40%
(Tran et al., 2017). Discussion We noticed that our technology
works well for clapping or tapping on a table, but adapting
it to spoken utterances may require a modification to the
parameters of the signal processing pipeline (see Experiment
6 in Jacoby & McDermott, 2017). Potentially, our technol-
ogy could also be used to support online experiments requir-
ing precise timing in domains other than rhythm perception
and production. This includes any experiment measuring
reaction times to auditory stimuli, such as auditory lexi-
cal decision tasks (e.g., Blumstein et al., 1982; Goldinger,
1996), priming paradigms using spoken words (e.g., Radeau
et al., 1998), sounds (e.g., Schön et al., 2010), or music (e.g.,
Bharucha & Stoeckig, 1986, 1987), and experiments on tem-
poral processing using time interval production tasks (e.g.,
Jazayeri & Shadlen, 2010). p
Since exclusion rates may be high when using technical
demanding tasks in online recruiting systems, such as Ama-
zon Mechanical Turk or Prolific, we strongly recommend the
use of pre-screening tests to determine whether participants
will take the experiment seriously and meet the technical
requirements to provide good tapping data. In Experiment 3,
we analyzed the efficacy of two pre-screening tests, an atten-
tion test and a recording test (see supplementary information
for a full description). We defined the exclusion rate of the
pre-screening tests in terms of the proportion of participants
who successfully passed the practice phase. Accordingly,
we found that when using both pre-screening tests, 68% of
the participants were able to pass the practice phase and
deliver good tapping data in the experiment. In contrast,
when only using an attention test without the recording test,
the percentage was 31%. Thus, adding a recording test at the
beginning of the experiment reduces the costs of recruiting
participants online by nearly half. Such practices can also
help maintain a good reputation in the online community;
for example, both the attention test and recording test help
eliminate a large proportion of the failure rate that comes
from fraudulent participants, including computer bots and 3 3 Behavior Research Methods (2022) 54:2271–2285 2283 Funding Open Access funding enabled and organized by Projekt
DEAL. The authors did not receive support from any organization for
the submitted work. We hope REPP plays a major role in improving the effi-
ciency, scalability, and reach of SMS research. Discussion Finding new
ways to allow online data collection has become particu-
larly important during the COVID-19 pandemic, with many
researchers unable to run experiments in the laboratory. Sup-
porting online experiments on SMS will also significantly
reduce the time and resources that researchers usually spend
to recruit and test participants in the laboratory. For instance,
recruiting 20 participants in the laboratory (Experiment 2)
took us approximately one week of work, whereas in the
online version of the same experiment (Experiment 3) we
recruited 20 valid participants in about 2 hours. Importantly,
online experiments allow for the collection of significantly
larger and more diverse samples of participants, both demo-
graphically and culturally. This is crucial for moving away
from the relatively restricted and small samples of univer-
sity students that laboratory studies tend to rely on (Hen-
rich et al., 2010). Moreover, since online SMS experiments
are more accessible and easier to share, they can improve
research diversity and collaboration worldwide, an important
challenge in today’s cognitive science (Barret, 2020; Savage
et al., 2021). Finally, by increasing the reach, scalability,
and speed of data collection, online experiments open new
avenues for research on SMS that would be nearly impos-
sible in the laboratory. For example, very large-scale studies
with hundreds of participants to study individual differences
on SMS in the general population (Niarchou et al., 2021),
or cross-cultural experiments that include a diverse sample
of participants from around the world (Jacoby et al., 2021). Online tapping experiments can also allow for large scale
simulated experiments on cultural transmission that were
previously conducted only with small cohorts of lab par-
ticipants (Raviginani et al. 2016). Similarly, the ability to
collect large tapping datasets online can also help increase
our understanding of the role of SMS in the context of vari-
ous neurodevelopmental disorders, including attention defi-
cit hyperactivity disorder (Noreika et al., 2013), dyslexia
(Colling et al., 2017; Thomson & Goswami, 2008), and Par-
kinson’s disease (Bieńkiewicz & Craig, 2015). Declarations Conflicts of interest The authors have no conflicts of interest to de-
clare. Ethics approval Approval was granted by the Max Planck Society Eth-
ics Council (application 2018-38). Ethics approval Approval was granted by the Max Planck Society Eth-
ics Council (application 2018-38). Consent to participate Informed consent was obtained from all indi-
vidual participants included in the study. Consent for publication Not applicable. Code availability We release REPP as a free and open-source frame-
work alongside the publication of this paper. Code available in https://
gitlab.com/computational.audition/repp Open Access This article is licensed under a Creative Commons Attri-
bution 4.0 International License, which permits use, sharing, adapta-
tion, distribution and reproduction in any medium or format, as long
as you give appropriate credit to the original author(s) and the source,
provide a link to the Creative Commons licence, and indicate if changes
were made. The images or other third party material in this article are
included in the article's Creative Commons licence, unless indicated
otherwise in a credit line to the material. If material is not included in
the article's Creative Commons licence and your intended use is not
permitted by statutory regulation or exceeds the permitted use, you will
need to obtain permission directly from the copyright holder. To view a
copy of this licence, visit http://creativecommons.org/licenses/by/4.0/. References T., Strait, D. L., & Kraus,
N. (2014). Beat synchronization predicts neural speech encod-
ing and reading readiness in preschoolers. Proceedings of the
National Academy of Sciences, 111(40), 14559-14564.f Koo, T. K., & Li, M. Y. (2016). A guideline of selecting and reporting
intraclass correlation coefficients for reliability research. Journal
of Chiropractic Medicine, 15(2), 155-163. Ladányi, E., Persici, V., Fiveash, A., Tillmann, B., & Gordon, R. L. (2020). Is atypical rhythm a risk factor for developmental speech
and language disorders? : Cognitive Science, e1528. Clifford, S., & Jerit, J. (2014). Is there a cost to convenience? An
experimental comparison of data quality in laboratory and
online studies. Journal of Experimental Political Science, 1(2),
120. London, J. (2002). Cognitive constraints on metric systems:
Some observations and hypotheses. Music perception, 19(4),
529-550. Colling, L. J., Noble, H. L., & Goswami, U. (2017). Neural entrain-
ment and sensorimotor synchronization to the beat in children
with developmental dyslexia: An EEG study. Frontiers in Neu-
roscience, 11, 360. Mates, J., & Aschersleben, G. (2000). Sensorimotor synchronization:
the impact of temporally displaced auditory feedback. Acta Psy-
chologica, 104(1), 29-44. Colley, I. D., Keller, P. E., & Halpern, A. R. (2018). Working memory
and auditory imagery predict sensorimotor synchronisation with
expressively timed music. Quarterly Journal of Experimental Psy-
chology, 71(8), 1781-1796 Müllensiefen, D., Gingras, B., Musil, J., & Stewart, L. (2014). The
musicality of non-musicians: an index for assessing musi-
cal sophistication in the general population. PloS one, 9(2),
e89642. gy
Collyer, C. E., Broadbent, H. A., & Church, R. M. (1994). Preferred
rates of repetitive tapping and categorical time production. Per-
ception & Psychophysics, 55(4), 443-453. Niarchou, M., Gustavson, D. J., Sathirapongsasuti, F., Anglada-Tort,
M., Eising, E., ... Jacoby, N., & Gordon R. L. (2021, January 19). Unravelling the genetic architecture of musical rhythm: a large-
scale genome-wide association study of beat synchronization. BioRxiv preprint https://doi.org/10.1101/836197i Dannenberg, R. B., & Wasserman, L. (2009). Estimating the Error
Distribution of a Single Tap Sequence without Ground Truth. In
Proceedings of the 10th International Society for Music Informa-
tion Retrieval Conference (ISMIR). Noreika, V., Falter, C. M., & Rubia, K. (2013). Timing deficits in
attention-deficit/hyperactivity disorder (ADHD): evidence from
neurocognitive and neuroimaging studies. Neuropsychologia,
51(2), 235-266.l Elliott, M. T., Ward, D., Stables, R., Fraser, D., Jacoby, N., & Wing,
A. M. (2018). Analysing Multi-person Timing in Music and
Movement: Event Based Methods. References Ahler, D. J., Roush, C. E., & Sood, G. (2019, July). The micro-task
market for lemons: Data quality on Amazon’s Mechanical Turk. Paper presented at the 77th Annual Conference of the Midwest
Political Science Association. Chicago, IL. http://www.gsood.
com/research/papers/turk.pdf Anwyl-Irvine, A. L., Dalmaijer, E. S., Hodges, N., & Evershed, J. (2020, January 15). Online timing accuracy and precision: A com-
parison of platforms, browsers, and participant’s devices. https://
doi.org/10.31234/osf.io/jfeca Barrett, H. C. (2020). Towards a cognitive science of the human:
cross-cultural approaches and their urgency. Trends in Cognitive
Sciences. Supplementary Information The online version contains supplemen-
tary material available at https://doi.org/10.3758/s13428-021-01722-2. Bégel, V., Verga, L., Benoit, C. E., Kotz, S. A., & Dalla Bella, S. (2018). Test-retest reliability of the Battery for the Assessment of
Auditory Sensorimotor and Timing Abilities (BAASTA). Annals
of Physical and Rehabilitation Medicine, 61(6), 395-400. Acknowledgements This technology is named after Dr. Bruno Repp,
notable for his work on sensorimotor synchronization, rhythm, and
timing perception. His pioneering research has been truly inspirational. We also thank the members of the Computational Auditory Percep-
tion group for their help and feedback, as well as the laboratory staff
in Max Planck Institute for Empirical Aesthetics for their assistance
during data collection. Bharucha, J. J., & Stoeckig, K. (1986). Reaction time and musical
expectancy: Priming of chords. Journal of Experimental Psychol-
ogy: Human Perception and Performance, 12(4), 403. Bharucha, J. J., & Stoeckig, K. (1987). Priming of chords: spreading
activation or overlapping frequency spectra? Perception & psy-
chophysics, 41(6), 519-524. Bieńkiewicz, M., & Craig, C. M. (2015). Parkinson’s is time on your
side? Evidence for difficulties with sensorimotor synchronization. Frontiers in Neurology, 6, 249. Availability of data and materials The datasets generated and analyzed
in this study are available in an OSF repository: https://osf.io/r2pxd/ 1 3 Behavior Research Methods (2022) 54:2271–2285 2284 of rhythm priors. PsyArXiv preprint https://doi.org/10.31234/osf.
io/b879v Blumstein, S. E., Milberg, W., & Shrier, R. (1982). Semantic process-
ing in aphasia: Evidence from an auditory lexical decision task. Brain and Language, 17(2), 301-315. Kim, H. S., Kaneshiro, B., & Berger, J. (2012). Tap-It: An iOS app
for sensori-motor synchronization experiments. In the 12th
International Conference on Music Perception and Cognition
(ICMPC). Bridges, D., Pitiot, A., MacAskill, M. R., & Peirce, J. W. (2020). The
timing mega-study: Comparing a range of experiment generators,
both lab-based and online. https://doi.org/10.7717/peerj.9414 p
g
p
j
Carr, K. W., White-Schwoch, T., Tierney, A. References In Timing and Time Per-
ception: Procedures, Measures, & Applications (pp. 177-215). Brill Patel, A. D., Iversen, J. R., Chen, Y., & Repp, B. H. (2005). The influ-
ence of metricality and modality on synchronization with a beat. Experimental Brain Research, 163(2), 226-238. Elliott, M. T., Welchman, A. E., & Wing, A. M. (2009). MatTAP:
A MATLAB toolbox for the control and analysis of movement
synchronisation experiments. Journal of Neuroscience Methods,
177(1), 250-257. Radeau, M., Besson, M., Fonteneau, E., & Castro, S. L. (1998). Seman-
tic, repetition and rime priming between spoken words: behavioral
and electrophysiological evidence. Biological Psychology, 48(2),
183-204. Ravignani, A., Delgado, T., & Kirby, S. (2016). Musical evolution in
the lab exhibits rhythmic universals. Nature Human Behaviour,
1(1), 1-7. Finney, S. A. (2001). FTAP: A Linux-based program for tapping and
music experiments. Behavior Research Methods, Instruments, &
Computers, 33(1), 65-72. Finney, S. A., & Warren, W. H. (2002). Delayed auditory feedback and
rhythmic tapping: Evidence for a critical interval shift. Perception
& Psychophysics, 64(6), 896-908. Repp, B. H. (2002a). Automaticity and voluntary control of phase cor-
rection following event onset shifts in sensorimotor synchroniza-
tion. Journal of Experimental Psychology: Human Perception and
Performance, 28(2), 410.f Fisher, N. I. (1993). Statistical analysis of circular data. Cambrdige,
US: Cambridge University Press. Repp, B. H. (2002b). The embodiment of musical structure: Effects
of musical context on sensorimotor synchronization with com-
plex timing patterns. In W. Prinz & B. Hommel (Eds.), Common
mechanisms in perception and action: Attention and performance
XIX (pp. 245-265). : Oxford University Press. Flaugnacco, E., Lopez, L., Terribili, C., Zoia, S., Buda, S., Tilli, S., ... & Schön, D. (2014). Rhythm perception and production predict
reading abilities in developmental dyslexia. Frontiers in Human
Neuroscience, 8, 392. Goldinger, S. D. (1996). Auditory lexical decision. Language and Cog-
nitive Processes, 11(6), 559-568.i Repp, B. H. (2005). Sensorimotor synchronization: a review of the tap-
ping literature. Psychonomic Bulletin & Review, 12(6), 969-992. Harrison, P., Marjieh, R., Adolfi, F., van Rijn, P., Anglada-Tort, M.,
Tchernichovski, O., ... & Jacoby, N. (2020). Gibbs Sampling with
People. Advances in Neural Information Processing Systems, 33. Repp, B. H. (2010). Sensorimotor synchronization and perception of
timing: effects of music training and task experience. Human
Movement Science, 29(2), 200-213. Repp, B. H., & Keller, P. E. (2008). Sensorimotor synchronization
with adaptively timed sequences. Human Movement Science
27(3), 423-456. Henrich, J., Heine, S. J., & A. References Norenzayan (2010). Most people are not
WEIRD. Nature, 466(7302), 29-29. Jazayeri, M., & Shadlen, M. N. (2010). Temporal context calibrates
interval timing. Nature Neuroscience, 13(8), 1020. Repp, B. H., London, J., & Keller, P. E. (2005). Production and syn-
chronization of uneven rhythms at fast tempi. Music Perception,
23(1), 61-78. Jacoby, N., & McDermott, J. H. (2017). Integer ratio priors on musical
rhythm revealed cross-culturally by iterated reproduction. Current
Biology, 27(3), 359-370. Repp, B. H., & Su, Y. H. (2013). Sensorimotor synchronization: a
review of recent research (2006–2012). Psychonomic Bulletin &
Review, 20(3), 403-452. Jacoby, N., Polak, R., Grahn, J., Cameron, D. J., Lee, K. M., Godoy, R.,
… Mcdermott, J. (2021). Universality and cross-cultural variation
in mental representations of music revealed by global comparison 1 3 Behavior Research Methods (2022) 54:2271–2285 2285 Tran, M., Cabral, L., Patel, R., & Cusack, R. (2017). Online recruit-
ment and testing of infants with Mechanical Turk. Journal of
Experimental Child Psychology, 156, 168-178. Thompson, E. C., White-Schwoch, T., Tierney, A., & Kraus, N. (2015). Beat synchronization across the lifespan: Intersection of develop-
ment and musical experience. PLoS One, 10(6), e0128839. Savage, P. E., Brown, S., Sakai, E., & Currie, T. E. (2015). Statistical
universals reveal the structures and functions of human music. Proceedings of the National Academy of Sciences, 112(29),
8987-8992. Tierney, A. T., & Kraus, N. (2013). The ability to tap to a beat relates
to cognitive, linguistic, and perceptual skills. Brain and Language,
124(3), 225-231. van Vugt, F. T. (2020). The TeensyTap Framework for Sensorimotor
Synchronization Experiments. Advances in Cognitive Psychol-
ogy, 16(4), 302. Savage, P. E., Jacoby, N., Margulis, E. H., Daikoku, H., Anglada-
Tort, M., Castelo-Branco, S. E., … Schippers, H. (2021, June
11). Building sustainable global collaborative networks: Recom-
mendations from music studies and the social sciences. PsyArXiv
preprint 10.31234/osf.io/cb4ys Vogt, A., Hauber, R. C., Kuhlen, A. K., & Abdel Rahman, R. (2021). Internet based language production research with overt articula-
tion: Proof of concept, challenges, and practical advice. PsyArXiv
preprint https://doi.org/10.31234/osf.io/cyvwf Schön, D., Ystad, S., Kronland-Martinet, R., & Besson, M. (2010). The
evocative power of sounds: Conceptual priming between words
and nonverbal sounds. Journal of Cognitive Neuroscience, 22(5),
1026-1035. Vorberg, D., & Schulze, H. (2002). Linear phase-correction in syn-
chronization: Predictions, parameter estimation, and simulations. J. Math. Psychol., 46, 56–87. Schultz, B. G., & van Vugt, F. T. (2016). References Tap Arduino: An Arduino
microcontroller for low-latency auditory feedback in sensorimotor
synchronization experiments. Behavior Research Methods, 48(4),
1591-1607. Vorberg, D., & Wing, A. (1996). Modeling variability and dependence
in timing. In H. Heuer & S.W. Keele (Eds), Handbook of percep-
tion and action (Vol. 2, pp. 181–262). : Academic Press. Woods, K. J., Siegel, M. H., Traer, J., & McDermott, J. H. (2017). Headphone screening to facilitate web-based auditory experi-
ments. Attention, Perception, & Psychophysics, 79(7), 2064-2072. Shrout, P. E., & Fleiss, J. L. (1979). Intraclass correlations: uses in
assessing rater reliability. Psychological Bulletin, 86(2), 420. Stevens, L. T. (1886). On the time-sense. Mind, 11(43), 393-404. Thomson, J. M., & Goswami, U. (2008). Rhythmic processing in chil-
dren with developmental dyslexia: auditory and motor rhythms
link to reading and spelling. Journal of Physiology-Paris, 102(1-
3), 120-129. Publisher’s note Springer Nature remains neutral with regard to
jurisdictional claims in published maps and institutional affiliations. 1 3 1 3 3
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DEFINING THE MORPHO-FUNCTIONAL INDICATORS FOR THE SELECTION OF FOOTBALLERS ACCORDING TO THEIR PLAY LINES
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DEFINING THE MORPHO-FUNCTIONAL INDICATORS FOR
THE SELECTION OF FOOTBALLERS ACCORDING TO
THEIR PLAY LINES Chachou Seddaoui1,
Houar Abdelatif 2,
Hadjar Mohamed Kherfane3i
1OPAPS laboratory of the IEPS,
Abdelhamid Ibn badis University, Mostaganem, Algeria
2Dr., OPAPS laboratory of the IEPS, Faculty of Human and Social Sciences,
University of Ghardaia, Algeria
OPAPS laboratory of the IEPS,
Abdelhamid Ibn badis University, Mostaganem, Algeria
3Dr., OPAPS laboratory of the IEPS,
Abdelhamid Ibn badis University, Mostaganem, Algeria Volume 3 │ Issue 10 │ 2017 Volume 3 │ Issue 10 │ 2017 Abstract: This study aims at defining the morphological and functional indicators for the
selection of footballers according to the three play lines (defence, midfield, attack) for
the category of under 18 years old. We will work on finding the differences in these
morpho-functional indicators and their relation with the play lines and their
requirements. For this, we made the morphological measurements, namely : height,
weight, fat-weight, muscle weight, bone weight, and the functional tests, namely : Luc
Leger’ Test to measure the maximal oxygen consumption (Vo2max), the retrieval
capacity via Ruffier Dickson Test and Vitality Capacity Test V.C, for 10 first level clubs
in the West of Algeria; as we selected 18 players from each team with the average of 6
players of each play line (180 players), making a rate of 32% of the original society as a
sample. We also used the descriptive and statistical comparative methods among those
indicators and each play line in order to know to what extent those morpho-functional
variables cause differences among players according to their play lines, while defining
those indicators as a reference to be adopted in the players selection process for this age
category in order to support the selection process with observation. The results revealed Copyright © The Author(s). All Rights Reserved. © 2015 – 2017 Open Access Publishing Group 142 Chachou Seddaoui, Houar Abdelatif, Hadjar Mohamed Kherfane Chachou Seddaoui, Houar Abdelatif, Hadjar Mohamed Kherfane
DEFINING THE MORPHO-FUNCTIONAL INDICATORS FOR THE SELECTION OF FOOTBALLERS
ACCORDING TO THEIR PLAY LINES clear differences in the morph-functional indicators among the target category of
players according to the differences in their playing lines at the level of the height
indicator, as the significance value of selection reached 0.015 which is less than the
significance level of the null hypotheses, while we did not find significant differences
between the other morphological indicators. Meanwhile, there was a difference in the
functional indicator at the level of the retrieval capacity, as the significance value
reached 0.011 which is less than the test significance level 0.05; there was no difference
at the level the other significances. Abstract: Thence, the researcher recommends the necessity of
consolidating the selection process by the inclusion of observation through the use of
some morphological measurements such as height, in addition to functional tests such
as the retrieval capacity as important indicators in the players selection process
according to the requirements of the play lines for this age category of players, in order
to select the best talents that can be beneficial to Algerian football in the future. Keywords: morpho-functional indicators, player’s selection, play lines European Journal of Physical Education and Sport Science - Volume 3 │ Issue 10 │ 2017 1. Introduction Modern scientific research in the domain of sport training in general and football in
particular, is interested in giving data and scientific truths in order to promote the
quality of sport results and achievements existing in all the competitions and
championships, as the training and form of the athletes has got an important share of
researchers and specialists’ interest in order to know the main criteria of the athlete’s
body, including morphological criteria and anthropometrical measurements that are
meant to enable him to excel among his peers and contribute in a direct way in making
him successful in his specialty or in his play centre, and thus to make him more
effective in the team. That is why research in defining these specific criteria varied,
(Bengoua Ali, 2004) mentioned that football is one of the sports that attract the majority
of spectators, and that it is worth the competition among its coaches and interested
people to get benefit from the tests and measurements at all levels, such as skill and
physiological measurements of players, while making physical measurement in order
to select the most talented youngsters, add to that the fact that football is one of those
mass games which attract spectators throughout the world in the different international
competitions and championships, and that is why it could get as much interest of
science and research in order to arrive to suggestions and recommendations that lead to
better achievements, and this requires specific criteria either at the morphological level
or the functional and physical one which are related to the skill side and which is not opean Journal of Physical Education and Sport Science - Volume 3 │ Issue 10 │ 2017 2017 143 Chachou Seddaoui, Houar Abdelatif, Hadjar Mohamed Kherfane
DEFINING THE MORPHO-FUNCTIONAL INDICATORS FOR THE SELECTION OF FOOTBALLERS
ACCORDING TO THEIR PLAY LINES Chachou Seddaoui, Houar Abdelatif, Hadjar Mohamed Kherfane Chachou Seddaoui, Houar Abdelatif, Hadjar Mohamed Kherfane
DEFINING THE MORPHO-FUNCTIONAL INDICATORS FOR THE SELECTION OF FOOTBALLERS
ACCORDING TO THEIR PLAY LINES enough for excelling or achieving the highest levels, (Samir Chiban, 2010) confirms that
there is a difference in the morphological structure between the elite athlete and the
championship’s one due to the interest in skills as well as the physical aspects while
neglecting puberty and its influence on the selection process. 1. Introduction Morphological
requirements are also considered to be the requirements of modern football, as the
distinction within one team is dictated by the quality of the playing lines and centres
which are: the goalkeeper, the centre of defense, the midfield and the attack. (Houar
Abdelatif, 2015) showed that there were statistically significant differences between
play lines and body measurements such as body weight, height, body mass index, and
maximum oxygen consumption. This is an indication that the indicators for body
building and formation and all that is related to measurements of dimensions and
characteristics of body shape in general, has a direct relationship and positively affects
the sport results through outstanding performance. Besides, the functional and
physiological capabilities have an important role, as they took an important part of
scientific research due to the strong relationship between high performance and
readiness of the physiological functions and their efficiency, as there are individual
differences between players in this aspect on one hand and the requirements of play
centres of physical effort on the other. (Akbobi Habib, 2017) says that experience is not
always enough for the coach, as he is in dire need of precise parameters or indicators of
physical activity, tactic, physical condition and even biological aspect of the players for
the play centres. It is also possible to predict on the basis of the capabilities and
functional capabilities of the player such as the efficiency of the periodic and respiratory
capabilities of the retrieval capabilities in the selection process at the high level, and this
accelerates the achievement of success with economy in time, effort and money and this
is consistent with the study that we are conducting, since the selection process by
observation is not enough scientifically, and this fact led us to search other
determinants which are more precise and objective to be used in the selection process in
the under 18 years old category of footballers, as the study is considered to be an
important and scientific dimension that is meant to support the observation-based
selection process at the higher level in the national championship through the use of the
database as a scientific reference European Journal of Physical Education and Sport Science - Volume 3 │ Issue 10 │ 2017 2. Problematic Modern football has known a number of changes in the methods of training and
preparation, as it has become dependent on the results of scientific research and the
application of supervisors of the training process considering those scientific methods European Journal of Physical Education and Sport Science - Volume 3 │ Issue 10 │ 2017 144 Chachou Seddaoui, Houar Abdelatif, Hadjar Mohamed Kherfane Chachou Seddaoui, Houar Abdelatif, Hadjar Mohamed Kherfane
DEFINING THE MORPHO-FUNCTIONAL INDICATORS FOR THE SELECTION OF FOOTBALLERS
ACCORDING TO THEIR PLAY LINES Chachou Seddaoui, Houar Abdelatif, Hadjar Mohamed Kherfane
DEFINING THE MORPHO-FUNCTIONAL INDICATORS FOR THE SELECTION OF FOOTBALLERS
ACCORDING TO THEIR PLAY LINES as a guiding platform in their training programs. Modern football is characterized by
speed, strength and endurance at the higher levels, It is impossible to focus on some
aspects and neglect others, as achievement is interdependent and integrated from the
stages of selection and direction to the elite and high level stage. After the elimination of the national team from the first round in the African
Cup, which was held in Gabon in 2017, and which was such a shock to the followers of
the team and its supporters, the National Technical Directorate decided to reconsider its
policy, which was dependent on the foreign product instead of the local as this was an
obstacle in the African participation of the team because of the difference in
environment and climate compared to Europe, thus, going back to reliance on local
talent, as the case used to be in the eighties became the most prominent interest through
the right scientific training in clubs and schools in terms of framing and how selection
ways in accordance with the scientific methods studied in the medium and long terms
as the best means, with the formation of national teams of the Federation similar to the
international teams, and this to prepare them more to the high level and to build the
national team as a harmonious team having gone across all stages of the smaller
categories of the team. European Journal of Physical Education and Sport Science - Volume 3 │ Issue 10 │ 2017 2. Problematic (www.radioalgerie.dz, 2017) The problem lies not in the lack of talent, but in the lack of methods of discovery
and selection of talents, relying on random and self-selection ways, away from the use
of modern scientific and codified methods, which is nowadays adopted in selection
processes at the high level, away from subjectivity in order to avoid wasting time, effort
and money while giving opportunities for all. The players are almost equally skilled at all levels, thus, players can only be
chosen by subjecting them to other parameters and criteria imposed by the game's
requirements, and these are the roles and duties required by each of the three playing
lines (defense, midfield and attack) and according the playing centers of each line . Among these determinants are the individual differences in the form and structure
of the body, ie physical measurements and physical aspects required in the game
according to lines and playing centers. (Samir Chiban, 2010), citing Carter (1985), says
that with some physical measurements the talented player can be identified, as the
morphological structure is an important and influential factor in the performance of the
player in playing line according to the requirements of the positions and roles of the
playing centers, the defender’s body measurements are different from those of
midfielders and attackers, and each center has the physical and functional requirements
that make them distinguished from each other in the roles and their peers at the high
level and this is what Wahid Halilozitch pointed out reporting from (Alexnder Dellal,
2008) that each center has its own physiological needs. 2. Problematic The problem of research is that European Journal of Physical Education and Sport Science - Volume 3 │ Issue 10 │ 2017 2017 145 Chachou Seddaoui, Houar Abdelatif, Hadjar Mohamed Kherfane Chachou Seddaoui, Houar Abdelatif, Hadjar Mohamed Kherfane
DEFINING THE MORPHO-FUNCTIONAL INDICATORS FOR THE SELECTION OF FOOTBALLERS
ACCORDING TO THEIR PLAY LINES a
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DEFINING THE MORPHO-FUNCTIONAL INDICATORS FOR THE SELECTION OF FOOTBALLERS
ACCORDING TO THEIR PLAY LINES the researcher is interested in the field of sports training in general and soccer in
particular in the absence of real scientific indicators derived from the terrain in the
process of selection of the players and even the studies and research that dealt with this
subject found physical, morphological and functional determinants of selection but did
not take into account the specificities and requirements of the playing lines and centers,
as these determinants were collective and inclusive of different age groups, except the
study of (Houar Abdelatif, 2015) Which led to the proposal of a computer program that
directs the players according to the play centers based on physical, skill and
morphological determinants. Based on these scientific data, it was necessary to think
about setting some determinants on which the selection process in football can be based
on and from real data taken from the real terrain of Algerian football. 2.1 Research Goals Determination of morpho-functional indicators for under 18 years category according to
the playing lines. 2. Problematic The chosen
determinants for the selection are the morphological and functional ones because they
have a direct impact on the effectiveness of the player’s performance, especially in
accordance with the requirements of defensive and offensive duties, and the bilateral
and aerial conflicts in the midfield, and the length of the match and the intensity of
competitions, as for the choice of the category of under 18 years it was based on the fact
that this category is the one that separates between the youngsters and adults
categories, and this makes the selection more accurate and important because of its of
sensitive aspect in the selection of players who are able to represent the team among
adults and provide a group of players superior to their peers skillfully, physically,
morphology And functionally according to the requirements of the playing lines as a
homogenous and integrated team; and to help solve the research problematic we ask
the following question: “Do the morpho-functional variables contribute to the variation
between football players under 18 years according to the lines of play?” European Journal of Physical Education and Sport Science - Volume 3 │ Issue 10 │ 2017 C. The human field The study was conducted on the players of the Algerian West teams for the under-18
category. We chose 18 players with 6 players in each line of defense (defense, midfield
and attack). 3.1 Research Methodology The researcher used the descriptive method in the survey method to suit the nature of
the research. 3.4 Measurements and tests applied in the research 3.4.1 Morphological measurements 3.4.1 Morphological measurements 2.2 Search Hypothesis Yes, some morphological variables contribute to the difference between football
players according to the lines of play under 18 years. Yes, some functional variables contribute to the variation between football
players according to the lines of play under 18 years. European Journal of Physical Education and Sport Science - Volume 3 │ Issue 10 │ 2017 146 Chachou Seddaoui, Houar Abdelatif, Hadjar Mohamed Kherfane
DEFINING THE MORPHO-FUNCTIONAL INDICATORS FOR THE SELECTION OF FOOTBALLERS
ACCORDING TO THEIR PLAY LINES 3.4.2 Functional tests Luc Legér test to measure the maximum consumption ratio of oxygen VO2max;
Rufierer Dickson test for measuring retrieval capacity; Luc Legér test to measure the maximum consumption ratio of oxygen VO2max;
Rufierer Dickson test for measuring retrieval capacity; Luc Legér test to measure the maximum consumption ratio of oxygen VO2max; Rufierer Dickson test for measuring retrieval capacity; Measurement of the vital capacity. Measurement of the vital capacity. 3.3 Research fields
A. Spatial field Measurements and tests were carried out at the teams' stadiums, as we took the
morphological measurements in the cloakroom rooms and functional tests in the field. B. Time domain dy was conducted between 05/10/2016 and 25/03/2017. This study was conducted between 05/10/2016 and 25/03/2017. European Journal of Physical Education and Sport Science - Volume 3 │ Issue 10 │ 2017 Chachou Seddaoui, Houar Abdelatif, Hadjar Mohamed Kherfane
DEFINING THE MORPHO-FUNCTIONAL INDICATORS FOR THE SELECTION OF FOOTBALLERS
ACCORDING TO THEIR PLAY LINES 3.4.1 Morphological measurements Height Weight - fat-weight - bone weight - muscle weight 3.2 Sample of the study The study was conducted on a sample of 10 teams from the west of Algeria under 18
years (180 players), which is more than 32% of the registered ones for the sports season
2016/2017. European Journal of Physical Education and Sport Science - Volume 3 │ Issue 10 │ 2017 4. Presentation and discussion of the results For the weight index the mean value
is 0.551, which is greater than the significance of 0.05, and therefore we reject the
alternative hypothesis and accept the null hypothesis i.e. X1 = X2 = X3 and conclude that
there are no significant differences between the averages of the players in weight
according to the lines of play in the weight index. For the fat mass index, the value of
significance was 0.528, which is greater than the level of significance which is 0.05, and
therefore we reject the alternative hypothesis and accept the null hypothesis i.e. X1 = X2
= X3, and we conclude that there are no statistically significant differences between the
averages of the players according to their lines in the fat mass index. In the bone mass
index, the value of significance is 0.550, which is higher than 0.05, therefore we reject
the alternative hypothesis and accept the null hypothesis i.e. X1 = X2 = X3 and conclude
that there are no statistically significant differences between the averages of the players
according to their lines in the bone mass index. For the index of muscle mass, the value
of significance was 0.921 which is higher than the level of significance 0.05, therefore,
we reject the alternative hypothesis and accept the null hypothesis i.e. X1 = X2 = X3,
and conclude that there is no statistically significant differences between the averages of
the players according to their lines in the muscle mass index. The results shown in
Table (04) show the extent of the difference between players according to their lines in
the functional indicators. Table 3: descriptive statistics for functional indicators for football players as
playing lines functional
N mean
std
deviation
Std. 4. Presentation and discussion of the results 4. Presentation and discussion of the results European Journal of Physical Education and Sport Science - Volume 3 │ Issue 10 │ 2017 147 Chachou Seddaoui, Houar Abdelatif, Hadjar Mohamed Kherfane ,
,
j
DEFINING THE MORPHO-FUNCTIONAL INDICATORS FOR THE SELECTION OF FOOTBALLERS
ACCORDING TO THEIR PLAY LINES Table 1: Descriptive statistics for indicators of
morphological football players as playing line
Sum of squares
df
Mean squares
F
Sig
Height
Between groups
.033
2
.017
4.388
.015
Within groups
.328
87
.004
Total
.361
89
Weight
Between groups
119.868
2
59.934
.600
.551
Within groups
8696.445
87
99.959
Total
8816.313
89
Fat-Weight
Between groups
82.464
2
41.232
.643
.528
Within groups
5580.824
87
64.147
Total
5663.288
89
Bone Weight
Inter-groups
.434
2
.217
.602
.550
Within groups
31.342
87
.360
Total
31.776
89
Muscle Weight
Between groups
.562
2
.281
.082
.921
Within groups
296.971
87
3.413
Total
297.533
89 Table 2: Comparison between football players as playing lines in morphological indicators
using variance analysis
Sum of squares
df
Mean squares
F
Sig
Height
Between groups
.033
2
.017
4.388
.015
Within groups
.328
87
.004
Total
.361
89
Weight
Between groups
119.868
2
59.934
.600
.551
Within groups
8696.445
87
99.959
Total
8816.313
89
Fat-Weight
Between groups
82.464
2
41.232
.643
.528
Within groups
5580.824
87
64.147
Total
5663.288
89
Bone Weight
Inter-groupes
.434
2
.217
.602
.550
Within groups
31.342
87
.360
Total
31.776
89
Muscle Weight
Between groups
.562
2
.281
.082
.921
Within groups
296.971
87
3.413
Total
297.533
89 By analyzing the results of Table No. 2, we find that in the height index, the value of
significance is 0.015, which is below the significance level of 0.05. Therefore we accept
the alternative hypothesis and we reject the null hypotheses i.e. X1 ≠ X2 ≠ X3 and opean Journal of Physical Education and Sport Science - Volume 3 │ Issue 10 │ 2017 148 Chachou Seddaoui, Houar Abdelatif, Hadjar Mohamed Kherfane Chachou Seddaoui, Houar Abdelatif, Hadjar Mohamed Kherfane
DEFINING THE MORPHO-FUNCTIONAL INDICATORS FOR THE SELECTION OF FOOTBALLERS
ACCORDING TO THEIR PLAY LINES ,
,
j
DEFINING THE MORPHO-FUNCTIONAL INDICATORS FOR THE SELECTION OF FOOTBALLERS
ACCORDING TO THEIR PLAY LINES conclude that there are statistically significant differences between the averages of the
players according to their lines in the height index. European Journal of Physical Education and Sport Science - Volume 3 │ Issue 10 │ 2017 4. Presentation and discussion of the results error
95% confidence interval for
mean
Minimum Maximum
Lower bound
Upper bound
Vital
capacité
Defense 30 4.1560
.60419
.11031
3.9304
4.3816
3.25
6.10
Midfield 30 4.0550
.81160
.14818
3.7519
4.3581
2.88
6.77
Attack
30 4.4367
1.02575
.18727
4.0536
4.8197
2.71
7.87
Total
90 4.2159
.83832
.08837
4.0403
4.3915
2.71
7.87
VO2max
Defense 30 56.6100 3.98656
.72784
55.1214
58.0986
50.60
62.60
Midfield 30 55.6533 2.81532
.51400
54.6021
56.7046
50.60
60.40
Attack
30 54.6067 4.30733
.78641
52.9983
56.2150
50.60
62.60
Total
90 55.6233 3.80570
.40116
54.8262
56.4204
50.60
62.60
Ruffier
Dickson
Defense 30 5.8400
3.08652
.56352
4.6875
6.9925
1.20
12.40
Midfield 30 6.9467
2.94029
.53682
5.8487
8.0446
3.60
14.00
Attack
30 8.1500
2.66623
.48679
7.1544
9.1456
4.40
13.20
Total
90 6.9789
3.02282
.31863
6.3458
7.6120
1.20
14.00 Table 3: descriptive statistics for functional indicators for football players as
playing lines functional 149 Chachou Seddaoui, Houar Abdelatif, Hadjar Mohamed Kherfane
DEFINING THE MORPHO-FUNCTIONAL INDICATORS FOR THE SELECTION OF FOOTBALLERS
ACCORDING TO THEIR PLAY LINES
Table 4: comparison between football players by
playing functional indicators lines using single contrast analysis
Anova
Sum of squares
df
Mean squares
F
Sig
Vital capacity
Between groups
2.346
2
1.173
1.695
.190
Within groups
60.201
87
.692
Total
62.547
89
VO2max
Between groups
60.241
2
30.120
2.133
.125
Within groups
1228.780
87
14.124
Total
1289.021
89
Ruffier
Dickson
Between groups
80.088
2
40.044
4.752
.011
Within groups
733.142
87
8.427
Total
813.230
89 Chachou Seddaoui, Houar Abdelatif, Hadjar Mohamed Kherfane Chachou Seddaoui, Houar Abdelatif, Hadjar Mohamed Kherfane
DEFINING THE MORPHO-FUNCTIONAL INDICATORS FOR THE SELECTION OF FOOTBALLERS
ACCORDING TO THEIR PLAY LINES In the biomass index, the value of significance is 0.190, which is higher than the
significance level of 0.05; therefore, we reject the alternative hypothesis and accept the
null hypothesis i.e. X1 = X2 = X3, therefore, we conclude that there are no statistically
significant differences between the averages of the players according to their lines in the
biomass indicator. The maximum consumption index of oxygen (VO2max) was 125,
which is higher than 0.05. Therefore, we reject the alternative hypothesis and accept the
null hypothesis i.e. X1 = X2 = X3, and conclude that there are no statistically significant
differences between the averages of the players according to their lines in the maximum
oxygen consumption index (VO2max). 4. Presentation and discussion of the results For the retrieval capacity index through Ruffier
test, the value of significance was 0.011, which is higher than the significance level of
0.05. Therefore, we accept the alternative hypothesis and reject the null hypothesis i.e. X1 ≠ X2 ≠ X3; and conclude that there are statistically significant differences between the
averages of the players according to their lines in the index of the retrieval capacity. European Journal of Physical Education and Sport Science - Volume 3 │ Issue 10 │ 2017 5. Conclusions 1. There was a difference in the height indicator between the players according to
the three lines of play (defense, midfield and attack) which was in favor of the
attackers and then defenders and then midfielders. 2. There is no difference in level in the fat mass index between the players
according to the three lines of play. 2. There is no difference in level in the fat mass index between the players
according to the three lines of play. 3. There is no difference in level in the bone mass index between players according
to the three lines of play. 4. There is no difference in level in the muscle mass index between the players
according to the three lines of play. opean Journal of Physical Education and Sport Science - Volume 3 │ Issue 10 │ 2017 150 ,
,
j
DEFINING THE MORPHO-FUNCTIONAL INDICATORS FOR THE SELECTION OF FOOTBALLERS
ACCORDING TO THEIR PLAY LINES 5. There is a difference in the retrieval capacity index between the players
according to the three lines of play. 5. There is a difference in the retrieval capacity index between the players
according to the three lines of play. 5. There is a difference in the retrieval capacity index between the players
according to the three lines of play. 6. There is no difference in the level of the maximum consumption of oxygen
among the players according to the three lines of play. 6. There is no difference in the level of the maximum consumption of oxygen
among the players according to the three lines of play. 7. There is no difference in level in the vital capacity indicator between players by
the three playing lines. 7. There is no difference in level in the vital capacity indicator between players by
the three playing lines. ,
,
j
DEFINING THE MORPHO-FUNCTIONAL INDICATORS FOR THE SELECTION OF FOOTBALLERS
ACCORDING TO THEIR PLAY LINES Chachou Seddaoui, Houar Abdelatif, Hadjar Mohamed Kherfane 6.1 Discussion of the first hypothesis We conclude from our analysis of Table (02) that there is a difference between football
players according to the three lines of play (defense, midfield and attack) in the height
index where the value of the test indication level is 0.015 which is less than the null
hypothesis significance level 0.05, therefore we accept the null hypothesis and reject the
alternative hypothesis and conclude that there are statistically significant differences
between the averages of the players according to their lines in the height indicator. This
indicates that there are differences between players in height according to the
requirements of the three lines and play centers, as the attackers over performed in
height and then the defenders and then midfielders due to the requirements of the
offensive roles and the imposition of winning air conflicts with the defenders, and the
same imposed by the defensive roles with the attackers, as (Houar Abdelatif, 2015, p. 157) states that defenders and attackers are distinguished from their peers in height,
because of the nature and role of the central defender and the attacker in winning the
air balls, as confirmed by (Samir Chiban, 2010, p. 10) and (Duffour AB.RA, 1987) who
argue that there is a difference in the morphological structure between the elite players
and amateur players and that is part of the requirements of modern football and that
every play center has its own Morphological profile. As for the other morphological indicators of fat, bone and muscle mass there is no
difference in the level of players according to the lines of play, and this is due to the
nature of the modern game, which has become comprehensive and requires the player
to play defensive and offensive roles throughout the match, besides, the players execute
the same training program, especially in the period of physical preparation, leading to
the equality of the players in those indicators of fat and bone with superiority in the
index of muscle mass, as indicated by (Mohamed Sobhi Hassanein, 1996) and (Derbal
Fathi, 2014), as the players are characterized by a balanced muscle model that fits the
game and its requirements. European Journal of Physical Education and Sport Science - Volume 3 │ Issue 10 │ 2017 151 Chachou Seddaoui, Houar Abdelatif, Hadjar Mohamed Kherfane Chachou Seddaoui, Houar Abdelatif, Hadjar Mohamed Kherfane
DEFINING THE MORPHO-FUNCTIONAL INDICATORS FOR THE SELECTION OF FOOTBALLERS
ACCORDING TO THEIR PLAY LINES 6.2 Discuss the second hypothesis We conclude from our analysis of Table (04) that there are statistically significant
differences in the Ruffier test between players according to the three lines of defense
(defense, midfield and attack). The test value is 0.011, therefore, we accept the null
hypothesis and reject the alternative hypothesis, and conclude that there are statistically
significant differences between the averages of the players according to their lines in the
retrieval capacity index. This indicates that this aspect must be taken into account in the
selection process, as attack and defense lines require physical readiness throughout the
match time, especially the speed of retrieval in order to maintain the same performance,
especially for the midfield players who over performed attackers and defenders in this
index, as (Derbal Fathi, 2014) pointed out that the center of the game requires a constant
move forward and backward and on both sides, which affects the physical and
functional aspect of the player and which is reflected positively on the players’
performance. As for the index of maximum consumption of oxygen and the indicator of
the dynamic capacity between the players according to their lines, there were no
differences, and this shows that the requirements of the modern game has forced the
players in the defense, midfield and attack to play defensive and offensive roles
throughout the whole match, and the player should have sufficient functional presence
in the maximum oxygen consumption ratio and in critical capacity no matter what type
of position they occupy, because they are considered the direct source of energy during
performance, as (Bishop et Edge, 2006) notes reporting from (Alexnder Dellal, 2008)
that Vo2max affects the performance of all players directly, especially to stabilize the
performance at short speeds, that is why we did not notice any differences in level
between players according to the lines of play in these indicators, although the
requirements of the role of midfield players require a significant presence in the vital
capacity and in Vo2max according to what is indicated by (Cazorla G., 1996) and
(Houar Abdelatif, 2015) 7. Recommendations Selection of players according to the lines of play by the adoption of the height
indicator in the morphological side. Selection of players according to the lines of play by the adoption of the height
indicator in the morphological side. Selection of players according to the lines of play by the adoption of the retrieval
indicator in the functional aspect. Use other morpho-functional parameters with another sample when selecting
according to play lines. Use other morpho-functional parameters with another sample when selecting
according to play lines. European Journal of Physical Education and Sport Science - Volume 3 │ Issue 10 │ 2017 152 Chachou Seddaoui, Houar Abdelatif, Hadjar Mohamed Kherfane
DEFINING THE MORPHO-FUNCTIONAL INDICATORS FOR THE SELECTION OF FOOTBALLERS
ACCORDING TO THEIR PLAY LINES References 1. AKbobi Habib (2017), Physiological and morphological indicators when Algerian
football players according to the level of their play stations. Algéria: Abdelhamid ibn
Badis University. Mostaganem. 2. Alexnder Dellal (2008), Le football de l'entrainement à la performance. France:
Amphora. Paris. 2. Alexnder Dellal (2008), Le football de l'entrainement à la performance. France:
Amphora. Paris. 3. Ben Goua Ali (2004), Select standard levels for some basic skills when football players
Youth. Algeria: Scientific journal for the science and techniques of physical and
sports activities, page 1 Mostaganem. 3. Ben Goua Ali (2004), Select standard levels for some basic skills when football players
Youth. Algeria: Scientific journal for the science and techniques of physical and
sports activities, page 1 Mostaganem. 4. Cazorla G. (1996), Evaluation physique et physiologique du footballeurs et oriontation
de sa preparation physique. France: France: Paris. 4. Cazorla G. (1996), Evaluation physique et physiologique du footballeurs et oriontation
de sa preparation physique. France: France: Paris. 5. Derbal Fathi (2014), physical configuration and construction standards and its
relationship with physical and functional requirements for football players as play
centers. Algéria: Université Abdelhamid ibn Badis. Mostaganem. Algéria. 6. Duffour AB.RA. (1987). Profil morphologique des hand balleurs francais de haut
niveau. France: Science et motricité. Paris. 6. Duffour AB.RA. (1987). Profil morphologique des hand balleurs francais de haut
niveau. France: Science et motricité. Paris. 7. Houar Abdelatif (2015), Elaboration d'un programme informatique pour orienter les
jeunes footballeur vers des compartiments de jeu à base de profile morphologique et des
attributs de l'aptitude physique et technique. Algeria: Université Abdelhamide ibn
badis, Mostaganem. 7. Houar Abdelatif (2015), Elaboration d'un programme informatique pour orienter les
jeunes footballeur vers des compartiments de jeu à base de profile morphologique et des
attributs de l'aptitude physique et technique. Algeria: Université Abdelhamide ibn
badis, Mostaganem. 8. Mohamed Sobhi Hassanein (1996), Factor analysis of physical abilities in the areas of
physical education and sports. Egypt: the Arab thought House-I 2. 9. Samir Chiban (2010), Les dimensions corporelles en tant que critére de sélection les
jeunes footballeurs algériens de 15-16 ans. France: France: Université Claude
Bernard, Lyon 1. 9. Samir Chiban (2010), Les dimensions corporelles en tant que critére de sélection les
jeunes footballeurs algériens de 15-16 ans. France: France: Université Claude
Bernard, Lyon 1. 10. www.radioalgerie.dz, 2017. (s.d.). 10. www.radioalgerie.dz, 2017. (s.d.). Chachou Seddaoui, Houar Abdelatif, Hadjar Mohamed Kherfane 10. www.radioalgerie.dz, 2017. (s.d.). Chachou Seddaoui, Houar Abdelatif, Hadjar Mohamed Kherfane
DEFINING THE MORPHO-FUNCTIONAL INDICATORS FOR THE SELECTION OF FOOTBALLERS
ACCORDING TO THEIR PLAY LINES Chachou Seddaoui, Houar Abdelatif, Hadjar Mohamed Kherfane
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DEFINING THE MORPHO-FUNCTIONAL INDICATORS FOR THE SELECTION OF FOOTBALLERS
ACCORDING TO THEIR PLAY LINES References European Journal of Physical Education and Sport Science - Volume 3 │ Issue 10 │ 2017 European Journal of Physical Education and Sport Science - Volume 3 │ Issue 10 │ 2017 153 Creative Commons licensing terms
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will be applied to their work. Under the terms of this license, no permission is required from the author(s) or publisher for members of the community
to copy, distribute, transmit or adapt the article content, providing a proper, prominent and unambiguous attribution to the authors in a manner that
makes clear that the materials are being reused under permission of a Creative Commons License. Views, opinions and conclusions expressed in this
research article are views, opinions and conclusions of the author(s). Open Access Publishing Group and European Journal of Physical Education and
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violations and inappropriate or inaccurate use of any kind content related or integrated on the research work. All the published works are meeting the
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commercial purposes under a Creative Commons attribution 4.0 International License (CC BY 4.0). Creative Commons licensing terms Creative Commons licensing terms
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will be applied to their work. Under the terms of this license, no permission is required from the author(s) or publisher for members of the community
to copy, distribute, transmit or adapt the article content, providing a proper, prominent and unambiguous attribution to the authors in a manner that
makes clear that the materials are being reused under permission of a Creative Commons License. Views, opinions and conclusions expressed in this
research article are views, opinions and conclusions of the author(s). Open Access Publishing Group and European Journal of Physical Education and
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Observed and modelled trends in rainfall and temperature for South Africa: 1960–2010
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South African journal of science
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Climate trends in South Africa Climate trends in South Africa Research Article
Page 1 of 13 KEYWORDS:
rainfall; temperature; historical
trends; station observations;
climate models HOW TO CITE:
MacKellar N, New M, Jack C. Observed and modelled trends
in rainfall and temperature for
South Africa: 1960–2010. S Afr J Sci. 2014;110(7/8),
Art. #2013-0353, 13 pages. http://dx.doi.org/10.1590/
sajs.2014/20130353 Process-based global climate models (GCMs) are the primary tools used to make projections of future climate
under scenarios of anthropogenic greenhouse gas forcing. Although these models generally have skill in replicating
large-scale climate features, their coarse spatial resolution does not provide adequate information at local scales. Hence a variety of downscaling procedures, both empirical and dynamical, have been developed in order to
represent finer spatial details.17-19 A question that is relevant in the context of historical trend analysis is whether
or not the climate models (or downscaled products derived from these models) are able to replicate local trends
in rainfall and temperature. When simulating the climatic effects of anthropogenic emissions, the only persistent
temporal forcing applied to a GCM is an increasing concentration of greenhouse gases. If an observed historical
trend in a climate variable, for example rainfall, is not replicated by such a GCM simulation, it could imply that the
change is not a result of an enhanced greenhouse effect. This subject of detection and attribution of anthropogenic
climate change has received considerable attention of late.20-22 Alternatively, disagreement between observed and
modelled trends could be the result of either (1) weaknesses in the models’ representation of key processes at the
regional or local scale or (2) uncertainties in the observational record. Both possibilities have implications for the
interpretation of both past and future climate projections. In this paper, we present an analysis of climatic trends in rainfall and temperature indices for South Africa for the
period 1960–2010 and thus provide an update that will complement previous trend analyses. We first present a
review of previous climate trend studies in South Africa to provide a context for our analysis. We then summarise
the important modes of variability that are associated with intraseasonal and interannual variations in South Africa’s
climate and which can have a marked influence on trends calculated over a 50-year period. Finally, we describe
the methodology for our trend analysis and present the results. Included in the analysis is a comparison of the
observed trends with statistically downscaled climate model simulations. Observed and modelled trends in rainfall and
temperature for South Africa: 1960–2010 AUTHORS:
Neil MacKellar1
Mark New1
Chris Jack2 AUTHORS:
Neil MacKellar1
Mark New1
Chris Jack2 Mark New1
Chris Jack2
AFFILIATIONS:
1African Climate and
Development Initiative, University
of Cape Town, Cape Town,
South Africa
2Climate System Analysis Group,
University of Cape Town, Cape
Town, South Africa Observed trends in seasonal and annual total rainfall, number of rain days and daily maximum and minimum
temperature were calculated for a number of stations in South Africa for the period 1960–2010. Statistically
significant decreases in rainfall and the number of rain days are shown over the central and northeastern
parts of the country in the autumn months and significant increases in the number of rain days around
the southern Drakensberg are evident in spring and summer. Maximum temperatures have increased
significantly throughout the country for all seasons and increases in minimum temperatures are shown
for most of the country. A notable exception is the central interior, where minimum temperatures have
decreased significantly. Regionally aggregated trends for six water management zones covering the entire
country are not evident for total rainfall, but there are some significant trends for the number of rain days. Temperature in these zones has increased significantly for most seasons, with the exception of the central
interior. Comparison of the observed trends with statistically downscaled global climate model simulations
reveals that the models do not represent the observed rainfall changes nor the cooling trend of minimum
temperature in the central interior. Although this result does not rule out the possibility of attributing observed
local changes in rainfall to anthropogenically forced global change, it does have major implications for
attribution studies. It also raises the question of whether an alternative statistical downscaling method or
dynamical downscaling through the use of a regional climate model might better represent regional and local
climatic processes and their links to global change. AFFILIATIONS:
1African Climate and
Development Initiative, University
of Cape Town, Cape Town,
South Africa AFFILIATIONS:
1African Climate and
Development Initiative, University
of Cape Town, Cape Town,
South Africa
2Climate System Analysis Group,
University of Cape Town, Cape
Town, South Africa 2Climate System Analysis Group,
University of Cape Town, Cape
Town, South Africa © 2014. The Authors.
Published under a Creative
Commons Attribution Licence. EMAIL:
mark.new@acdi.uct.ac.za EMAIL:
mark.new@acdi.uct.ac.za POSTAL ADDRESS:
African Climate and Development
Initiative, University of
Cape Town, Private Bag X3,
Rondebosch 7701, South Africa POSTAL ADDRESS:
African Climate and Development
Initiative, University of
Cape Town, Private Bag X3,
Rondebosch 7701, South Africa HOW TO CITE:
MacKellar N, New M, Jack C.
Observed and modelled trends
in rainfall and temperature for
South Africa: 1960–2010.
S Afr J Sci. 2014;110(7/8),
Art. #2013-0353, 13 pages.
http://dx.doi.org/10.1590/
sajs.2014/20130353 Introduction Historical trends in climatic variables are of interest in a variety of academic disciplines and economic sectors,
such as ecology, agriculture and water resource management. As a consequence, numerous studies1-16 have
investigated climatic trends in South Africa, mostly focusing on station records of temperature and rainfall as well
as various indices derived from these quantities. The greatest restriction to such studies of historical climate is
the availability of long-term meteorological station observations that have sufficient coverage to give an adequate
representation of a region’s climate. South Africa has a relatively good network of rainfall and temperature
recording stations compared to the rest of Africa and much of the southern hemisphere,1-3 which makes it possible
to investigate trends and variability over multiple decades. However, it is often difficult to detect clear signals of
long-term change given large variability across a range of spatial and temporal scales. This difficulty is particularly
relevant for rainfall, which is highly variable in both space and time, thus making any trend calculation sensitive to
the specific location and period of the observations. Re-evaluation of trends as new and updated observational data
sets become available is therefore necessary and allows for an assessment of how representative a trend over a
given record is of underlying long-term climatic changes. DATES: DATES:
Received: 14 Nov. 2013
Revised: 15 Jan. 2014
Accepted: 21 Jan. 2014 KEYWORDS: KEYWORDS:
rainfall; temperature; historical
trends; station observations;
climate models KEYWORDS:
rainfall; temperature; historical
trends; station observations;
climate models Timescales of climate variability
and teleconnections Kruger and Shongwe15 examined the period 1960–2003 and found that,
with a few exceptions, stations in South Africa have reported increases
in annual mean temperatures, with strongest warming having occurred
in the interior of the country and during autumn months. The stations
showed mixed results with respect to dtr, with no clear regional pattern
of change. New et al.6 also indicate varied results for changes in dtr over
a similar period, but they do show a tendency for the cold extremes of
tmin to change more strongly than the cold extremes of tmax. They also
reveal a general increase in hot extremes over South Africa. The most
recent published work on South African temperature trends was done by
Kruger and Sekele16 for the period 1962–2009. They focused on extreme
temperature indices for 28 stations and found significant changes in
the exceedances of the extreme percentile values for tmin and tmax at
many of the stations. More specifically, increases in daily measurements
in excess of the 90th percentile of tmax and tmin have occurred along
with decreases in exceedances of the 10th percentile of tmin and tmax. These occurrences are indicative of an overall increase in hot extremes
and decrease in cold extremes, with the strongest changes tending to
occur in the western and northern interior of the country. There is also
a general tendency for stronger increases in the tmax indices than for
those related to tmin.16 Complexities are also introduced through the influence of other climatic
modes, and interactions between these modes. The second prominent
interannual mode relevant for southern Africa is a dipole pattern in SST
anomalies between the southwestern and southeastern Indian Ocean. A positive phase of this subtropical Indian Ocean dipole, characterised
by anomalously warm SSTs in the western part of the basin, has been
linked to increased summer rainfall over parts of southern Africa29-31 as
well as extreme rainfall events in the region32. Increased SSTs in the
southwest Indian Ocean have also been associated with an enhancement
of the El Niño effect over South Africa.26 At an intraseasonal timescale,
the Madden–Julian Oscillation (MJO) has a noticeable impact on South
African convection and rainfall.33 The MJO is an eastward propagation of
large-scale convective clusters in the tropics with a period of 30–60 days. Timescales of climate variability
and teleconnections Climate exhibits numerous modes of variability in global and hemispheric
circulation patterns at intraseasonal (of the order of 1 or 2 months) and
interannual (year-to-year) timescales. The El Niño-Southern Oscillation
(ENSO) is recognised as the leading mode of interannual variability in the
tropics and is driven by variations in sea-surface temperatures (SSTs)
in the equatorial Pacific Ocean. Links between ENSO and southern
Africa’s rainfall have been established, such that warm ENSO events
(El Niño) are commonly associated with below-average summer rainfall
over much of South Africa and cold events (La Niña) are typified by
above-average rainfall in this region. It has indeed been shown that
severe summer drought in South Africa tends to occur under El Niño
conditions24,25 – a relationship which seems to have strengthened since
the 1970s26. Furthermore, seasonal prediction of summer rainfall in
South Africa shows more skill during strong ENSO phases.27 However,
the relationship between ENSO and South Africa's rainfall is far more
complex than a simple linear association and there are many more
factors that influence the region’s climate. For example, the frequency of
synoptic-scale patterns of convection over South Africa are modulated
by ENSO events, but different synoptic regimes under the same ENSO
phase can result in substantially different rainfall responses.28 Long-term trends in temperature-related indices tend to manifest
themselves more strongly than changes in rainfall indices. As global mean
temperature has been observed to increase over the last century, which
is largely attributed to the warming effects of anthropogenic greenhouse
gas emissions,23 so different regions have experienced changes of
varying magnitude. In South Africa between 1950 and 1993, Easterling13
found an increase in annual mean daily maximum temperature (tmax)
and widespread increases – although also some decreases – in annual
mean daily minimum temperature (tmin). Despite a global tendency for
a reduction in the diurnal temperature range (dtr), which is the difference
between tmax and tmin, the results of Easterling13 show much of South
Africa experienced an increase in dtr. In contrast, however, Hulme et al.14
show decreased dtr over South Africa during the 1950s and 1960s. They
also show very strong warming in the central interior of southern Africa
and in fact a cooling over the coastal regions of South Africa for the
1901–1995 period. It is not clear what the cause of this cooling may be. Review of climate trend studies in South Africa Increased dry spell duration is also evident for much
of the Free State and Eastern Cape, and decreases in wet spell duration
have been observed for parts of the Eastern Cape and the northeastern
parts of South Africa during 1910–2004.8 studies. This discord can to a large extent be attributed to two factors:
the period over which the data were analysed and the locations of the
stations from which data were obtained. Large, naturally occurring
variations in climate at yearly and decadal timescales can greatly affect
the calculation of trends, so it is important to consider the length of
record when evaluating any trend analysis. Regional inferences based
on individual stations are reliant on how representative a station or group
of stations is of that area and should also be treated with caution. Some
studies also rely on gridded products where station records have been
interpolated in space onto a continuous surface. Such products should
closely match the raw station data in places where the observational
record is good, but in data-sparse regions this information is less
reliable, especially where strong environmental gradients exist. Details
of the methods used to calculate trends also differ between studies, but
these should rarely result in substantially different results. Further factors
that can influence results are data quality and quality-control measures. Review of climate trend studies in South Africa © 2014. The Authors. Published under a Creative
Commons Attribution Licence. Because South Africa’s mean annual precipitation (MAP) is highly variable from year to year4,5, few spatially coherent
or statistically significant trends in this quantity have been observed6-8. However, of more relevance than MAP are
the characteristics of how rainfall is distributed throughout the year. These characteristics include the timing of the Volume 110 | Number 7/8
July/August 2014 Volume 110 | Number 7/8
July/August 2014 South African Journal of Science
http://www.sajs.co.za South African Journal of Science
http://www.sajs.co.za 1 Climate trends in South Africa Research Article
Page 2 of 13 onset and end of the rainy season, the typical durations of wet and dry
periods and the occurrence of extreme heavy rainfall events. A review by
Easterling et al.2 indicates a tendency for increased extreme precipitation
in the southwestern and eastern parts of South Africa during most of
the 20th century. In agreement with these observations are results from
Groisman et al.9 who show a significant increase in the annual frequency
of very heavy rainfall events over eastern South Africa from 1906 to
1997. Furthermore, Mason et al.10 demonstrate increases in the intensity
of high rainfall events in the 1961–1990 period relative to 1931–1960
over much of South Africa. Kruger8 shows increases in extreme rainfall
indices over the southern Free State and parts of the Eastern Cape from
1910 to 2004. New et al.6 also show some evidence for increased
rainfall extremes over parts of South Africa for the 1961–2000 period. Nel7 demonstrated a shift in seasonality for stations in the KwaZulu-Natal
(KZN) Drakensberg for 1955–2000. Here MAP showed no significant
trend, but an increase in summer rainfall, accompanied by decreased
autumn and winter rainfall, resulted in a shorter wet season and a
more pronounced seasonal cycle. These findings are consistent
with results from Thomas et al.11 for northwest KZN, which show an
increase in early-season rainfall along with a decrease in late-season
rainfall between 1950 and 2000. Seasonal shifts were also observed
in Limpopo for the same period, where there has been a tendency for
a later seasonal rainfall onset accompanied by increased dry spells
and fewer rain days.11 A trend toward later onset of rainfall in Limpopo
between 1979 and 1997 was also identified by Tadross et al.12, but they
note that this trend is likely part of low-frequency variability rather than
long-term change. South African Journal of Science
http://www.sajs.co.za Data and methods The probability of this
trend occurring by chance is also estimated, from which a measure
of statistical significance can be assigned. We used a 5% level of
significance, such that if the probability estimate was less than 0.05,
the trend was deemed to be significant. Because tau does not provide
an estimate of the absolute magnitude of the trend, we also calculated
the slope of the trend using Sen’s slope estimator, which is the median
of the slopes calculated between all pairs of data points in the series. Like the Mann–Kendall test, this method is also statistically robust and
insensitive to outliers in the data. The above trend estimates were calculated for seasonal and annual
means for all indices. The results are presented as follows. Firstly, annual
and seasonal maps of the Mann–Kendall tau for each station and each
variable are shown. These maps depict the relative strength of trends
over the historical period at each station and give an indication of any
coherent spatial patterns of change. Secondly, annual and seasonal time
series plots were generated for six water management zones covering
all of South Africa. The zones are those used in the LTAS programme for
the assessment of climate change on water resources.40 To calculate
these regional time series, an anomaly time series was computed for
each station falling within the region by subtracting the 1960–2010
station mean from each value in the series. The resulting series was then
summed and divided by the number of stations in that region, after which
trend statistics were calculated for the regional mean series. A smoothed
curve was added to the figures using a Loess filter with a bandwidth
of 0.25. The resulting figures give an indication of the direction and
magnitude of long-term trends as well as illustrate interannual and
interdecadal variability in the time series. Two important points should
be noted here. Firstly, although the definition of the zones has value in
a hydro-climatic context, the zones do not necessarily coincide with
homogeneous climates and climatic trends. Opposing trends at stations
within the same zone will hence weaken any regional signal. Secondly,
the stations falling within a particular zone may not necessarily be a
good representation of spatial heterogeneity within that zone. This point
is particularly true for indices related to rainfall and for zones in which
station coverage is sparse. Data and methods Station observations were obtained though the Climate Information
Portal (CIP) hosted by the University of Cape Town’s Climate System
Analysis Group (http://cip.csag.uct.ac.za). The data originate from two
main sources – the Computing Centre for Water Resources and the South
African Weather Service – and were collated and quality controlled prior
to being uploaded to CIP. Stations were selected based on their coverage
of monthly data for the period 1960–2010 such that any station with
20% or more missing values was excluded from the analysis. Based on
this condition, data from 73, 30 and 27 stations were available for rainfall
(ppt), tmax and tmin, respectively. The indices presented in this paper
are limited to ppt, number of rain days, tmax and tmin, but analysis was
also performed for extreme values of rainfall and temperature. Results
for the full set of indices are presented in the Long-Term Adaptation
Scenarios Flagship Research Programme (LTAS) technical report on
climate trends and scenarios for South Africa.39 Table 1:
Global climate models used in the study Table 1:
Global climate models used in the study
Model name
Institute
BCC-CSM1
Beijing Climate Center, China
Meteorological Administration
BNU-ESM
Beijing Normal University
CanESM2
Canadian Centre for Climate Modelling and Analysis
CNRM-CM5
Centre National de Recherches Météorologiques /
Centre Européen de Recherches et Formation Avancées
en Calcul Scientifique
FGOALS-s1
Institute of Atmospheric Physics, Chinese Academy
of Sciences
GFDL-ESM2G
Geophysical Fluid Dynamics Laboratory
GFDL-ESM2M
Geophysical Fluid Dynamics Laboratory
MIROC5
Atmosphere and Ocean Research Institute (University of
Tokyo), National Institute for Environmental Studies and
Japan Agency for Marine-Earth Science and Technology
MIROC-ESM-CHEM
Atmosphere and Ocean Research Institute (University
of Tokyo), National Institute for Environmental
Studies and Japan Agency for Marine-Earth Science
and Technology
MIROC-ESM
Atmosphere and Ocean Research Institute (University of
Tokyo), National Institute for Environmental Studies and
Japan Agency for Marine-Earth Science and Technology
MRI-CGCM3
Meteorological Research Institute, Japan Trends in the indices for the 1960–2010 period were evaluated using
a number of approaches. Firstly, the non-parametric Mann–Kendall
trend test was applied. This method has the advantages of making no
assumptions about the distribution of the underlying data and being
relatively insensitive to outliers. In this method, a correlation coefficient,
tau, is computed, which has a value between -1 and 1 and denotes
the relative strength of the trend in a time series. Climate trends in South Africa Climate trends in South Africa Research Article
Page 3 of 13 proxy records extending back as far as 600 years.36 The cause of this
oscillation is not clear, but an ‘ENSO-like’ multidecadal pattern of variation
has been identified at multiple periodicities.37 Interaction between phases
of the multidecadal and interannual variations act to enhance or mitigate
regional responses.37,38 In the context of the trend analysis presented in
this study, it is very important to consider the possible influences of low-
frequency variations on the calculation of long-term trends. To compare the observed trends for the six water management zones to
climate model simulations for the same period, results from 11 different
GCM simulations were used. The GCM simulations were obtained from
the Coupled Model Intercomparison Project Phase 5 (CMIP5) and have
been statistically downscaled to the same stations used in the trend
analysis. Although more model simulations exist in the CMIP5 archive,
we have limited our analysis to those models that are currently available
on CIP and have been downscaled to the relevant stations. The GCMs
used are listed in Table 1. The method of downscaling is described in
Hewitson and Crane17 and the data are publicly available on CIP. Trends
for 1960–2010 were computed using Sen’s slope estimator for each
downscaled GCM, aggregated over the six zones. Data and methods Nevertheless, some useful information can
be extracted from these spatially averaged indices. Observed trends for 1960–2010 The results for ppt, rain days, tmax and tmin are presented in Figures 1
to 8. The main findings that emerged from the analysis are summarised
below for each of the six water management zones. Zone 1: Limpopo and parts of northern Mpumalanga South African Journal of Science
http://www.sajs.co.za Timescales of climate variability
and teleconnections It has been shown that convection over South Africa tends to be more
strongly affected by the MJO during warm phases of ENSO and warm
tropical Indian Ocean temperatures, such that intraseasonal variability is
higher and convection is less active during El Niño events.33 A further
low-frequency mode that is present in the mid-latitudes is the Antarctic
Oscillation (AAO), which is defined by pressure anomalies between
Antarctica and the southern hemisphere mid-latitudes. There is some
indication of a link between a positive phase of the AAO and enhanced
rainfall over central South Africa, which tends to be stronger during La
Niña years.34 It has also been shown for the winter rainfall region of the
southwestern Cape that particularly wet winters are associated with a
negative phase of the AAO and vice versa.35 Beyond the interannual timescale are decadal-scale variations in climate
which provide a slowly evolving background around which higher-
frequency modes oscillate. For example, an approximately 18-year
cycle in southern African rainfall has been identified in instrumental and Although some general tendencies are apparent for trends in both
rainfall and temperature indices, there is some disagreement between Volume 110 | Number 7/8
July/August 2014 South African Journal of Science
http://www.sajs.co.za Volume 110 | Number 7/8
July/August 2014 2 Climate trends in South Africa Zone 2: Majority of KwaZulu-Natal and part of
southern Mpumalanga All but one station show significant increases in tmax (Figure 3), with
the strongest warming signal occurring in June–August (JJA) and the
weakest in DJF. The strongest warming of tmin occurs in DJF and JJA
(Figure 4). Regionally aggregated ppt time series for this zone (Figure 5,
top row) show large interannual and decadal-scale variability and no
significant trends, but significant reductions occur in the number of rain
days in DJF and MAM and in the annual mean (Figure 6, top row). The
change in annual mean rain days translates to nearly 16 days over the
50-year period. Significant increases occur in tmax in JJA (0.022 °C/
year) and in the annual mean (0.018 °C/year) (Figure 7, top row),
which represent approximately a 1 °C increase over the 50-year period. southern Mpumalanga A consistent spatial pattern of decreased ppt is shown for MAM (Figure 1),
but the trends are significant at only three stations. In the southern part
of the region in SON, a cluster of stations show increased ppt, but
none of these trends is significant. Many stations indicate significant
changes in rain days, but spatial coherence is weak (Figure 2). There is
a suggestion, however, that coastal stations have experienced decreased
rain days, whereas inland locations have experienced increases. A
cluster of stations in the southern Drakensberg area, which also extends
into Zone 5, shows significant increases in rain days in SON and DJF. 4
Volume 110 | Number 7/8
July/August 2014
South African Journal of Science
http://www.sajs.co.za
Figure 1:
Trends in annual and seasonal mean rainfall (ppt) for each station according to the Mann–Kendall test. The value of tau represents the direction
and relative strength of the trend. Shaded symbols denote trends that are significant at the 5% level. Seasons are summer (DJF), autumn (MAM),
winter (JJA) and spring (SON). Grey borders represent boundaries of the six water management regions, which are identified by number (1–6) in
the annual mean map. Annual mean
DJF
MAM
1960-2010
filled symbol indicates
trend is significant at
5% level
ppt
JJA
SON Annual mean
1960-2010
filled symbol indicates
trend is significant at
5% level
ppt Annual mean Annual mean Figure 1:
Trends in annual and seasonal mean rainfall (ppt) for each station according to the Mann–Kendall test. The value of tau represents the direction
and relative strength of the trend. Shaded symbols denote trends that are significant at the 5% level. Seasons are summer (DJF), autumn (MAM),
winter (JJA) and spring (SON). Grey borders represent boundaries of the six water management regions, which are identified by number (1–6) in
the annual mean map. DJF
MAM
JJA
SON DJF
JJA MAM
SON DJF DJF JJA SON SON JJA Figure 1:
Trends in annual and seasonal mean rainfall (ppt) for each station according to the Mann–Kendall test. The value of tau represents the direction
and relative strength of the trend. Shaded symbols denote trends that are significant at the 5% level. Seasons are summer (DJF), autumn (MAM),
winter (JJA) and spring (SON). Grey borders represent boundaries of the six water management regions, which are identified by number (1–6) in
the annual mean map. South African Journal of Science
http://www.sajs.co.za Zone 1: Limpopo and parts of northern Mpumalanga There is a mixed signal in the spatial distribution of changes in rainfall
indices in most seasons, but a tendency for reductions in ppt (Figure 1) at
most stations in March–May (MAM), although this reduction is significant
at only two stations. A cluster of stations in the Lowveld indicate
increased ppt for MAM, but although there is some spatial coherence,
the trends are small and not statistically significant. More pronounced
trends are seen in the number of rain days (Figure 2), for which a number
of stations show significant decreases in the September–November
(SON), December–February (DJF) and MAM seasons. Two pairs of
nearby stations exhibit contrasting significant trends in rain days. This South African Journal of Science
http://www.sajs.co.za South African Journal of Science
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Page 4 of 13 Changes in tmin are generally smaller, with a 0.011 °C/year increase in
annual mean (Figure 8, top row). Changes in tmin are generally smaller, with a 0.011 °C/year increase in
annual mean (Figure 8, top row). result could be because of localised environmental conditions interacting
in different ways with larger-scale rainfall processes, but a more detailed
study of these locations is required to investigate this result further. southern Mpumalanga 4 South African Journal of Science
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Page 5 of 13 Figure 2:
Trends in annual and seasonal rain days (days) for each station according to the Mann–Kendall test. The value of tau represents the direction
and relative strength of the trend. Shaded symbols denote trends that are significant at the 5% level. Seasons are summer (DJF), autumn (MAM),
winter (JJA) and spring (SON). Grey borders represent boundaries of the six water management regions, which are identified by number (1–6) in
the annual mean map. Annual mean
DJF
MAM
1960-2010
filled symbol indicates
trend is significant at
5% level
rain_days
JJA
SON Annual mean
1960-2010
filled symbol indicates
trend is significant at
5% level
rain_days Annual mean
DJF Annual mean DJF
JJA MAM
SON MAM
SON DJF MAM SON JJA SON JJA JJA Figure 2:
Trends in annual and seasonal rain days (days) for each station according to the Mann–Kendall test. The value of tau represents the direction
and relative strength of the trend. Shaded symbols denote trends that are significant at the 5% level. Seasons are summer (DJF), autumn (MAM),
winter (JJA) and spring (SON). Grey borders represent boundaries of the six water management regions, which are identified by number (1–6) in
the annual mean map. Figure 2:
Trends in annual and seasonal rain days (days) for each station according to the Mann–Kendall test. The value of tau represents the direction
and relative strength of the trend. Shaded symbols denote trends that are significant at the 5% level. Seasons are summer (DJF), autumn (MAM),
winter (JJA) and spring (SON). Grey borders represent boundaries of the six water management regions, which are identified by number (1–6) in
the annual mean map. Data from only three temperature stations were available for this zone,
which all show positive trends for tmax (Figure 3) and tmin (Figure 4),
but not all of these trends are significant. No regionally averaged trends
are seen in ppt (Figure 5, second row), but overall decreases in rain days
are shown in DJF and MAM and in the annual mean (Figure 6, second
row). It must be noted, however, that spatial variability in the number of
rain day trends for this zone is high, which the regional average does not
take into account. southern Mpumalanga The average increase in tmax for the three stations in this zone is highest for the MAM season (0.02 °C/year) and is 0.012 °C/
year for the annual mean (Figure 7, second row). The increase in annual
mean tmin is 0.014 °C/year (Figure 8, second row). South African Journal of Science
http://www.sajs.co.za Zone 3: Northern and central interior Opposing signals are shown at individual stations for ppt (Figure 1), with
a rough distinction between increased rainfall in the west and decreased
rainfall in the east in DJF. There is, however, a general tendency for South African Journal of Science
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July/August 2014 5 Climate trends in South Africa Research Article
Page 6 of 13 Annual mean
DJF
MAM
1960-2010
filled symbol indicates
trend is significant at
5% level
tmax
JJA
SON Annual mean
1960-2010
filled symbol indicates
trend is significant at
5% level
tmax Figure 3:
Trends in annual and seasonal mean daily maximum temperature (tmax, °C) for each station according to the Mann–Kendall test. The value of
tau represents the direction and relative strength of the trend. Shaded symbols denote trends that are significant at the 5% level. Seasons are
summer (DJF), autumn (MAM), winter (JJA) and spring (SON). Grey borders represent boundaries of the six water management regions, which
are identified by number (1–6) in the annual mean map. DJF
MAM
JJA
SON DJF
MAM DJF MAM SON JJA JJA Figure 3:
Trends in annual and seasonal mean daily maximum temperature (tmax, °C) for each station according to the Mann–Kendall test. The value of
tau represents the direction and relative strength of the trend. Shaded symbols denote trends that are significant at the 5% level. Seasons are
summer (DJF), autumn (MAM), winter (JJA) and spring (SON). Grey borders represent boundaries of the six water management regions, which
are identified by number (1–6) in the annual mean map. 6 South African Journal of Science
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Page 7 of 13 Annual mean
DJF
MAM
1960-2010
filled symbol indicates
trend is significant at
5% level
tmin
JJA
SON Annual mean
1960-2010
filled symbol indicates
trend is significant at
5% level
tmin Annual mean Figure 4:
Trends in annual and seasonal mean daily minimum temperature (tmin, °C) for each station according to the Mann–Kendall test. The value of
tau represents the direction and relative strength of the trend. Shaded symbols denote trends that are significant at the 5% level. Seasons are
summer (DJF), autumn (MAM), winter (JJA) and spring (SON). Zone 3: Northern and central interior Grey borders represent boundaries of the six water management regions, which
are identified by number (1–6) in the annual mean map. DJF
MAM
5% level
JJA
SON DJF
MAM DJF MAM SON JJA JJA Figure 4:
Trends in annual and seasonal mean daily minimum temperature (tmin, °C) for each station according to the Mann–Kendall test. The value of
tau represents the direction and relative strength of the trend. Shaded symbols denote trends that are significant at the 5% level. Seasons are
summer (DJF), autumn (MAM), winter (JJA) and spring (SON). Grey borders represent boundaries of the six water management regions, which
are identified by number (1–6) in the annual mean map. South African Journal of Science
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July/August 2014 Research Article
Page 8 of 13 Climate trends in South Africa Figure 5:
Regional mean time series and trends in total rainfall (ppt) for stations in the six water management zones for summer (DJF), autumn (MAM),
winter (JJA), spring (SON) and annual (Ann) means. Grey bars represent departures from the 1960–2010 mean for each year. Black curves are
a Loess smoothing of the yearly data with a bandwidth of 0.25. Trend lines are shown for the Sen’s slope estimate. Solid trend lines indicate the
trend is significant at the 5% level and dashed lines are not significant at this level. Figure 5:
Regional mean time series and trends in total rainfall (ppt) for stations in the six water management zones for summer (DJF), autumn (MAM),
winter (JJA), spring (SON) and annual (Ann) means. Grey bars represent departures from the 1960–2010 mean for each year. Black curves are
a Loess smoothing of the yearly data with a bandwidth of 0.25. Trend lines are shown for the Sen’s slope estimate. Solid trend lines indicate the
trend is significant at the 5% level and dashed lines are not significant at this level. Figure 5:
Regional mean time series and trends in total rainfall (ppt) for stations in the six water management zones for summer (DJF), autumn (MAM),
winter (JJA), spring (SON) and annual (Ann) means. Grey bars represent departures from the 1960–2010 mean for each year. Black curves are
a Loess smoothing of the yearly data with a bandwidth of 0.25. Trend lines are shown for the Sen’s slope estimate. Solid trend lines indicate the
trend is significant at the 5% level and dashed lines are not significant at this level. decreased ppt in MAM. The pattern is similar for the number of rain days
(Figure 2), but more stations show significant decreases for MAM. this range is sparse. Regional means should therefore be interpreted with
caution. Nevertheless, there are no trends in the aggregated time series
of rainfall indices (Figures 5 and 6, fourth row). Increases in tmax occurred for all seasons, with the strongest trends
seen in JJA (Figure 3). There is, however, a general tendency for
reductions in tmin in all seasons (Figure 4). 7 Trends in regional mean ppt
are not evident (Figure 5, third row), but decreases in rain days in MAM
and in the annual mean of about 6 and 13 days, respectively, are seen
over the 50-year period (Figure 6, third row). Strong warming trends in
tmax of almost 2 °C (0.034 °C/year) in MAM and almost 1.5 °C (0.029
°C/year) in JJA are evident (Figure 7, third row). The decreases in tmin
as seen at individual stations are not reflected in the aggregated results
(Figure 8, third row). Tmax shows large significant increases of between 0.025 °C/year and
0.039 °C/year in all seasons, largely as a result of persistently above-
average temperatures in the last 10 years of the record (Figure 7, fourth
row). Increases in tmin are weaker than those for tmax, ranging from
0.007 °C/year to 0.019 °C/year (Figure 8, fourth row). Zone 5: Majority of Eastern Cape and southern part of South African Journal of Science
http://www.sajs.co.za KwaZulu-Natal Changes in ppt are weak (Figure 1), but there are some significant
increases in rain days across the region (southern Drakensberg and
southern coastal areas) in all seasons (Figure 2). A single station on
the northern coast, however, shows a significant reduction in rain days. Zone 4: Northern Cape, southern Free State and parts of Zone 4: Northern Cape, southern Free State and parts of Eastern Cape Trends in rainfall indices are generally not significant and show little
consistency across the region (Figures 1 and 2). The number of rain
days do, however, indicate drier conditions along the southern coastal
regions, although the stations near the west coast show a tendency for
increased rain days. Tmax and tmin have increased significantly at almost all stations in all
seasons (Figures 3 and 4). The regionally aggregated ppt time series
show no significant changes (Figure 5, bottom row), but rain days have
decreased significantly in DJF (2.5 days) and MAM (3.5 days) and the
annual mean has decreased significantly by 11.3 days over the 50-year
record (Figure 6, bottom row). Significant increases in tmax are seen
for all seasons and range from 0.015 °C/year to 0.027 °C/year, with
strong warming occurring in the last 10–12 years of the record (Figure
7, bottom row). Increases in tmin are mostly smaller (0.011 °C/year to
0.021 °C/year) and are not significant for JJA (Fugure 8, bottom row). Zone 4: Northern Cape, southern Free State and parts of Figure 6:
Regional mean time series and trends in number of rain days (days) for stations in the six water management zones for summer (DJF), autumn
(MAM), winter (JJA), spring (SON) and annual (Ann) means. Grey bars represent departures from the 1960–2010 mean for each year. Black
curves are a Loess smoothing of the yearly data with a bandwidth of 0.25. Trend lines are shown for the Sen’s slope estimate. Solid trend lines
indicate the trend is significant at the 5% level and dashed lines are not significant at this level. Figure 6: Zone 4: Northern Cape, southern Free State and parts of Trends in ppt are weak for all stations (Figure 1), but some stations show
significant increases in rain days in SON, DJF and JJA and one station
shows significant decreases in rain days in MAM and SON (Figure 2). Data available from four stations for tmin indicate mostly significant
positive trends (Figure 3) but three of the stations show weaker
trends, particularly in JJA and SON (Figure 4). This zone is somewhat
problematic as it spans a large climatic range and station coverage within Stations with temperature data are confined to the southern part of the
region, where tmax and tmin have generally increased in all seasons
(Figures 3 and 4). Regional means show no significant rainfall changes
(Figures 5 and 6, fifth row). Significant increases in tmax (from 0.017 °C/
year to 0.03 °C/year) have occurred in all seasons except DJF (Figure
7, fifth row). Aggregated increases in tmin are generally weaker than for
tmax, ranging from 0.008 °C/year to 0.014 °C/year (Figure 8, fifth row). Volume 110 | Number 7/8
July/August 2014 South African Journal of Science
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July/August 2014 8 Climate trends in South Africa Research Article
Page 9 of 13 Figure 6:
Regional mean time series and trends in number of rain days (days) for stations in the six water management zones for summer (DJF), autumn
(MAM), winter (JJA), spring (SON) and annual (Ann) means. Grey bars represent departures from the 1960–2010 mean for each year. Black
curves are a Loess smoothing of the yearly data with a bandwidth of 0.25. Trend lines are shown for the Sen’s slope estimate. Solid trend lines
indicate the trend is significant at the 5% level and dashed lines are not significant at this level. Figure 6:
Regional mean time series and trends in number of rain days (days) for stations in the six water management zones for summer (DJF), autumn
(MAM), winter (JJA), spring (SON) and annual (Ann) means. Grey bars represent departures from the 1960–2010 mean for each year. Black
curves are a Loess smoothing of the yearly data with a bandwidth of 0.25. Trend lines are shown for the Sen’s slope estimate. Solid trend lines
indicate the trend is significant at the 5% level and dashed lines are not significant at this level. Zone 6: Western Cape and parts of Northern and
Eastern Cape from the analysis of observations. Both observed and modelled results
represent the same stations and same period, so a direct comparison
can be made between the two. Some interesting points can be made. The reductions in ppt for MAM that are evident in the observed trends for
almost all regions is not captured by the models. In fact, the models tend
to show an opposite trend. Similarly for rain days, the negative trends
in Zones 1, 2, 3 and 6 fall outside the range of model simulations. In
contrast, for SON, where observed trends are weak, the models show a
tendency for reduced ppt in all regions. Strong trends in observed annual
rain days lie well outside the model ranges. Overall, the observed trends
in rainfall indices are poorly represented by the model simulations. Observed temperature trends generally fall within the range of model
simulations, with the notable exception of tmin in Zone 3. Zone 3 is the
region for which decreases in tmin were observed and it is interesting
that none of the models is able to simulate this decrease. Tendencies
for the models to over- or underestimate trends in tmin and tmax vary
according to season, region and variable, but some consistencies are
apparent – for example, a general underestimation of tmax in MAM and
JJA, but an overestimation for both tmin and tmax in DJF. Comparison of model and observed trends for 1960–2010 Figure 9 shows a comparison of observed versus modelled trends
aggregated for each of the six zones. This comparison gives an indication
of whether or not the models captured the long-term trends that emerged Rainfall indices are particularly influenced by multi-year variations
and therefore are highly sensitive to the temporal coverage of
observations used. As expected, we demonstrated weak or non- 9 South African Journal of Science
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July/August 2014 Climate trends in South Africa Research Article
Page 10 of 13 Figure 7:
Regional mean time series and trends in mean daily maximum temperature (tmax, °C) for stations in the six water management zones for summer
(DJF), autumn (MAM), winter (JJA), spring (SON) and annual (Ann) means. Grey bars represent departures from the 1960–2010 mean for each
year. Black curves are a Loess smoothing of the yearly data with a bandwidth of 0.25. Trend lines are shown for the Sen’s slope estimate. Solid
trend lines indicate the trend is significant at the 5% level and dashed lines are not significant at this level. Figure 7:
Regional mean time series and trends in mean daily maximum temperature (tmax, °C) for stations in the six water management zones for summer
(DJF), autumn (MAM), winter (JJA), spring (SON) and annual (Ann) means. Grey bars represent departures from the 1960–2010 mean for each
year. Black curves are a Loess smoothing of the yearly data with a bandwidth of 0.25. Trend lines are shown for the Sen’s slope estimate. Solid
trend lines indicate the trend is significant at the 5% level and dashed lines are not significant at this level. existent trends in regionally aggregated ppt, which is consistent with
previous analyses.6-8 More pronounced trends are seen at individual
stations, with the most spatially coherent result being an overall
tendency for decreased ppt in MAM and a reduction in rain days over
the central and northeastern parts of the country. Our results also
show a strong and cohesive tendency toward increased rain days,
and to a lesser degree ppt, around the southern Drakensberg in DJF
and SON. This summer increase is consistent with results previously
shown for this location,7 and the springtime increase is suggestive of
an earlier seasonal onset. South African Journal of Science
http://www.sajs.co.za Comparison of model and observed trends for 1960–2010 Although other authors9,10,13 have reported
increases in rainfall extremes during the 20th century for eastern South
Africa, our analysis of the 90th percentile rainfall events (not shown in
this paper) do not show much spatial coherence in trends, except for
MAM, for which widespread decreases have occurred in line with the
decreases shown for ppt and rain days. that it experienced a cooling trend in tmin, thus resulting in an increased
diurnal temperature range (dtr). The reasons for this finding have not
been rigorously explored in this study, but it is possibly related to a
reduction in nocturnal cloud cover, more stable ambient atmospheric
conditions, or both. Decreases in the number of rain days for much of
this region suggest that cloud cover may indeed have been reduced,
which would allow for greater radiative cooling of the surface at night. The cause of a reduction in cloud cover could in turn be an enhancement
of the mid-tropospheric high pressure system as demonstrated by
Engelbrecht et al.41 for a warming climate. Even in the absence of a
change in cloud cover, an increase in atmospheric subsidence can
promote stable conditions and the formation of nocturnal temperature
inversions42 which trap cold air near the surface. We extended our analysis by comparing the observed trends to simulated
trends for the same stations and same period from 11 downscaled GCMs. This analysis revealed stark differences in the modelled and observed
trends in rainfall indices, but closer agreement for temperature indices. One possible reason for the disagreement in rainfall trends is that the
observed trends are not attributable to the effects of increased radiative
forcing from greenhouse gases. Although we did not set out to make
any robust statements regarding attribution, our findings are consistent For the temperature indices, a significant warming trend in tmax is
shown for almost all stations, which is in line with recent global and
regional warming trends.23 The strongest regionally averaged increase in
tmax over the 50-year analysis period reached close to 2 °C in the central
interior in autumn, whereas the weakest increase (0.35 °C) occurred in
the same region in summer. An interesting result for the central interior is One possible reason for the disagreement in rainfall trends is that the
observed trends are not attributable to the effects of increased radiative
forcing from greenhouse gases. Comparison of model and observed trends for 1960–2010 Although we did not set out to make
any robust statements regarding attribution, our findings are consistent 10 Volume 110 | Number 7/8
July/August 2014 South African Journal of Science
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July/August 2014 Climate trends in South Africa Research Article
Page 11 of 13 Figure 8:
Regional mean time series and trends in mean daily minimum temperature (tmin, °C) for stations in the six water management zones for summer
(DJF), autumn (MAM), winter (JJA), spring (SON) and annual (Ann) means. Grey bars represent departures from the 1960–2010 mean for each
year. Black curves are a Loess smoothing of the yearly data with a bandwidth of 0.25. Trend lines are shown for the Sen’s slope estimate. Solid
trend lines indicate the trend is significant at the 5% level and dashed lines are not significant at this level. Figure 8:
Regional mean time series and trends in mean daily minimum temperature (tmin, °C) for stations in the six water management zones for summer
(DJF), autumn (MAM), winter (JJA), spring (SON) and annual (Ann) means. Grey bars represent departures from the 1960–2010 mean for each
year. Black curves are a Loess smoothing of the yearly data with a bandwidth of 0.25. Trend lines are shown for the Sen’s slope estimate. Solid
trend lines indicate the trend is significant at the 5% level and dashed lines are not significant at this level. with those of Hoerling et al.20 who found similar inconsistencies between
observed and GCM-simulated rainfall in southern Africa. Other studies,
however, do find a detectable anthropogenic signal in rainfall at larger
scales.21,22 Other potential causes of the discrepancies lie in either the
GCM formulations themselves, or in the method that has been used to
downscale the GCM results to the individual stations. As the downscaling
method does not directly use the modelled rainfall, but rather a selection
of variables representing regional atmospheric circulation (eg. wind
fields and temperature lapse rate),17 these poor results cannot be blamed
on the GCM formulation of cloud and rainfall processes. Likely causes
are rather (1) poorly replicated atmospheric circulation patterns by the
GCMs, (2) an inadequate empirical model linking the circulation fields
to local-scale rainfall, or (3) differences in the interannual and decadal-
scale temporal variations in climate. Comparison of model and observed trends for 1960–2010 The latter point can be interpreted
as either the models’ inability to adequately represent the regional
impact of global climate phenomena such as ENSO, or simply that the
temporal evolution of low-frequency climate variations differs markedly
from observed (in a freely evolving long-term climate simulation, such
variability should not be expected to match observed). In any case, this
disagreement between models and observations has implications for
assessing projections of future climate over South Africa. Despite the challenges of identifying (and modelling) long-term trends in
rainfall over South Africa, there is nevertheless a clear signal of increased
temperatures since 1950. This finding has important implications for the
functioning of natural systems and related societal impacts and sets a
precedent for likely future changes resulting from further anthropogenic
global warming. Acknowledgements The work presented in this paper forms part of the Long-Term Adaptation
Scenarios Flagship Research Programme which is supported by the
Department of Environmental Affairs of South Africa, the German Federal
Ministry for the Environment, Nature Conservation and Nuclear Safety
and the South African National Biodiversity Institute. We also thank two
anonymous reviewers for their suggestions to improve the manuscript. South African Journal of Science
http://www.sajs.co.za Authors’ contributions N.M. wrote the manuscript, performed the analysis and produced
the figures; M.N. provided conceptual oversight; and C.J. provided
conceptual input and technical support. Volume 110 | Number 7/8
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July/August 2014 South African Journal of Science
http://www.sajs.co.za 11 Climate trends in South Africa Research Article
Page 12 of 13 Figure 9:
Correspondence between observed trends and downscaled global climate model trends for 1960–2010. Trends are averages for stations in
each of the six water management regions (abscissa) for summer (DJF), autumn (MAM), winter (JJA), spring (SON) and annual (Ann) means. Asterisks show observed trend and box-and-whisker plots represent the 11 downscaled model trends. Black circles indicate models lying outside
1.5 times the interquartile range. ppt
[mm/year]
rain_days
[days/year]
tmin
[degC/year]
tmax
[degC/year]
Ann
SON
JJA
MAM
DJF MAM JJA SON SON Ann Figure 9:
Correspondence between observed trends and downscaled global climate model trends for 1960–2010. Trends are averages for stations in
each of the six water management regions (abscissa) for summer (DJF), autumn (MAM), winter (JJA), spring (SON) and annual (Ann) means. Asterisks show observed trend and box-and-whisker plots represent the 11 downscaled model trends. Black circles indicate models lying outside
1.5 times the interquartile range. 4. Tyson PD. Climatic change and variability in southern Africa. Cape Town:
Oxford University Press; 1986. 4. Tyson PD. Climatic change and variability in southern Africa. Cape Town:
Oxford University Press; 1986. References 1. Hughes WS, Balling RC. Urban influences on South African temperature
trends. Int J Climatol. 1996;16(8):935–940. http://dx.doi.org/10.1002/
(SICI)1097-0088(199608)16:8<935::AID-JOC64>3.0.CO;2-V 1. Hughes WS, Balling RC. Urban influences on South African temperature
trends. Int J Climatol. 1996;16(8):935–940. http://dx.doi.org/10.1002/
(SICI)1097-0088(199608)16:8<935::AID-JOC64>3.0.CO;2-V 5. Mason SJ, Jury MR. Climatic variability and change over southern Africa:
A reflection on underlying processes. Prog Phys Geog. 1997;21(1):23–50. http://dx.doi.org/10.1177/030913339702100103 2. Easterling DR, Evans JL, Groisman PY, Karl TR, Kunkel KE, Ambenje P. Observed variability and trends in extreme climate events: A brief review. B Am
Meteorol Soc Society. 2000;81(3):417–425. http://dx.doi.org/10.1175/1520-
0477(2000)081<0417:OVATIE>2.3.CO;2 6. New M, Hewitson B, Stephenson DB, Tsiga A, Kruger A, Manhique A, et al. Evidence of trends in daily climate extremes over southern and west Africa. J
Geophys Res. 2006;111(D14). 7. Nel W. Rainfall trends in the KwaZulu-Natal Drakensberg region of South
Africa during the twentieth century. Int J Climatol. 2009;29(11):1634–1641. http://dx.doi.org/10.1002/joc.1814 7. Nel W. Rainfall trends in the KwaZulu-Natal Drakensberg region of South
Africa during the twentieth century. Int J Climatol. 2009;29(11):1634–1641. http://dx.doi.org/10.1002/joc.1814 3. New M, Todd M, Hulme M, Jones P. Precipitation measurements and trends in
the twentieth century. Int J Climatol. 2001;21(15):1889–1922. http://dx.doi. org/10.1002/joc.680 3. New M, Todd M, Hulme M, Jones P. Precipitation measurements and trends in
the twentieth century. Int J Climatol. 2001;21(15):1889–1922. http://dx.doi. org/10.1002/joc.680 12 South African Journal of Science
http://www.sajs.co.za Volume 110 | Number 7/8
July/August 2014 Volume 110 | Number 7/8
July/August 2014 Climate trends in South Africa Climate trends in South Africa 8. Kruger AC. Observed trends in daily precipitation indices in South Africa:
1910–2004. Int J Climatol. 2006;26(15):2275–2285. http://dx.doi. org/10.1002/joc.1368 26. Richard Y, Trzaska S, Roucou P, Rouault M. Modification of the southern
African rainfall variability/ENSO relationship since the late 1960s. Clim
Dynam. 2000;16(12):883–895. http://dx.doi.org/10.1007/s003820000086 9. Groisman PY, Knight RW, Easterling DR, Karl TR, Hegerl GC, Razuvaev
VN. Trends in intense precipitation in the climate record. J Climate. 2005;18(9):1326–1350. http://dx.doi.org/10.1175/JCLI3339.1 27. Landman WA, Beraki A. Multi-model forecast skill for mid-summer rainfall
over southern Africa. Int J Climatol. 2012;32(2):303–314. http://dx.doi. org/10.1002/joc.2273 10. Mason SJ, Waylen PR, Mimmack GM, Rajaratnam B, Harrison JM. Changes
in extreme rainfall events in South Africa. Clim Change. 1999;41(2):249–257. http://dx.doi.org/10.1023/A:1005450924499 28. Fauchereau N, Pohl B, Reason CJC, Rouault M, Richard Y. Recurrent daily OLR
patterns in the southern Africa/southwest Indian Ocean region, implications
for South African rainfall and teleconnections. Clim Dynam. 2008;32(4):575–
591. http://dx.doi.org/10.1007/s00382-008-0426-2 11. Thomas DSG, Twyman C, Osbahr H, Hewitson B. References Adaptation to climate
change and variability: Farmer responses to intra-seasonal precipitation
trends in South Africa. Clim Change. 2007;83(3):301–322. http://dx.doi. org/10.1007/s10584-006-9205-4 29. Behera SK, Yamagata T. Subtropical SST dipole events in the southern
Indian Ocean. Geophys Res Lett. 2001;28(2):327–330. http://dx.doi. org/10.1029/2000GL011451 12. Tadross MA, Hewitson BC, Usman MT. The interannual variability of the onset
of the maize growing season over South Africa and Zimbabwe. J Climate. 2005;18(16):3356–3372. http://dx.doi.org/10.1175/JCLI3423.1 30. Reason CJC. Subtropical Indian Ocean SST dipole events and southern
African rainfall. Geophys Res Lett. 2001;28(11):2225–2227. http://dx.doi. org/10.1029/2000GL012735 13. Easterling DR. Maximum and minimum temperature trends for the
globe. Science. 1997;277(5324):364–367. http://dx.doi.org/10.1126/
science.277.5324.364 31. Hansingo K, Reason CJC. Modelling the atmospheric response to SST dipole
patterns in the South Indian Ocean with a regional climate model. Meteorol
Atmos Phys. 2008;100(1–4):37–52. http://dx.doi.org/10.1007/s00703-
008-0294-7 14. Hulme M, Doherty R, Ngara T, New M, Lister D. African climate change: 1900–
2100. Clim Res. 2001;17:145–168. http://dx.doi.org/10.3354/cr017145 32. Washington R, Preston A. Extreme wet years over southern Africa: Role
of Indian Ocean sea surface temperatures. J Geophys Res [serial on the
Internet]. 2006 [cited 2014 Jan 10];111(D15). Available from: http://doi. wiley.com/10.1029/2005JD006724 15. Kruger AC, Shongwe S. Temperature trends in South Africa: 1960-2003. Int J
Climatol. 2004;24(15):1929–1945. http://dx.doi.org/10.1002/joc.1096 16. Kruger AC, Sekele SS. Trends in extreme temperature indices in South Africa:
1962-2009. Int J Climatol. 2013;33(3):661–676. http://dx.doi.org/10.1002/
joc.3455 33. Pohl B, Richard Y, Fauchereau N. Influence of the Madden–Julian Oscillation
on southern African summer rainfall. J Climate. 2007;20(16):4227–4242. http://dx.doi.org/10.1175/JCLI4231.1 17. Hewitson BC, Crane RG. Consensus between GCM climate change projections
with empirical downscaling: Precipitation downscaling over South Africa. Int J
Climatol. 2006;26(10):1315–1337. http://dx.doi.org/10.1002/joc.1314 34. Pohl B, Fauchereau N, Reason CJC, Rouault M. Relationships between
the Antarctic Oscillation, the Madden–Julian Oscillation, and ENSO, and
consequences for rainfall analysis. J Climate. 2010;23(2):238–254. http://
dx.doi.org/10.1175/2009JCLI2443.1 18. Benestad RE. Empirical-statistical downscaling in climate modeling. Eos, Trans Am Geophys Union. 2004;85(42):417. http://dx.doi.org/
10.1029/2004EO420002 35. Reason CJC, Rouault M. Links between the Antarctic oscillation and winter
rainfall over western South Africa. Geophys Res Lett. 2005;32:L007705 19. Schmidli J, Goodess CM, Frei C, Haylock MR, Hundecha Y, Ribalaygua J, et
al. Statistical and dynamical downscaling of precipitation: An evaluation and
comparison of scenarios for the European Alps. J Geophys Res [serial on the
Internet]. 2007 Feb 20 [cited 2013 Nov 07];112(D4). Available from: http://
doi.wiley.com/10.1029/2005JD007026 36. Tyson PD, Cooper GRJ, McCarthy TS. Millennial to multi-decadal variability in
the climate of southern Africa. Int J Climatol. References 2002;22(9):1105–1117. http://
dx.doi.org/10.1002/joc.787 37. Reason CJC, Rouault M. ENSO-like decadal variability and South
African rainfall. Geophys Res Lett. 2002;29(13):161–164. http://dx.doi. org/10.1029/2002GL014663 20. Hoerling M, Hurrell J, Eischeid J, Phillips A. Detection and attribution of
twentieth-century northern and southern African rainfall change. J Climate. 2006;19(16):3989–4008. http://dx.doi.org/10.1175/JCLI3842.1 38. Kruger AC. The influence of the decadal-scale variability of summer
rainfall on the impact of El Niño and La Niña events in South Africa. Int
J
Climatol. 1999;19(1):59–68. http://dx.doi.org/10.1002/(SICI)1097-
0088(199901)19:1<59::AID-JOC347>3.0.CO;2-B 21. Stott PA, Gillett NP, Hegerl GC, Karoly DJ, Stone DA, Zhang X, et al. Detection and attribution of climate change: A regional perspective. Wiley
Interdisciplinary Reviews: Climate Change. 2010;1(2):192–211. 22. Zhang X, Zwiers FW, Hegerl GC, Lambert FH, Gillett NP, Solomon S, et al. Detection of human influence on twentieth-century precipitation trends. Nature. 2007;448(7152):461–465. http://dx.doi.org/10.1038/nature06025 39. Department of Environmental Affairs (DEA). Long-Term Adaptation Scenarios
Flagship Research Programme (LTAS) for South Africa: Climate trends and
scenarios for South Africa. Pretoria: DEA; 2013. 23. Solomon S, Qin D, Manning M, Chen Z, Marquis M, Averyt KB, et al., editors. Climate change 2007: The physical science basis. Contribution of Working
Group I to the fourth assessment report of the Intergovernmental Panel on
Climate Change. Cambridge: Cambridge University Press; 2007. 40. Department of Environmental Affairs (DEA). Long-Term Adaptation Scenarios
Flagship Research Programme (LTAS) for South Africa: Climate change
implications for the water sector in South Africa. Pretoria: DEA; 2013. 41. Engelbrecht FA, McGregor JL, Engelbrecht CJ. Dynamics of the conformal-
cubic atmospheric model projected climate-change signal over southern
Africa. Int J Climatol. 2009;29(7):1013–1033. http://dx.doi.org/10.1002/
joc.1742 24. Lindesay JA. South African rainfall, the Southern Oscillation and a southern
hemisphere semi-annual cycle. J Climatol. 1988;8(1):17–30. http://dx.doi. org/10.1002/joc.3370080103 25. Reason CJC, Allan RJ, Lindesay JA, Ansell TJ. ENSO and climatic signals
across the Indian Ocean Basin in the global context. Part I: Interannual
composite patterns. Int J Climatol. 2000;20(11):1285–1327. http://dx.doi. org/10.1002/1097-0088(200009)20:11<1285::AID-JOC536>3.0.CO;2-R 25. Reason CJC, Allan RJ, Lindesay JA, Ansell TJ. ENSO and climatic signals
across the Indian Ocean Basin in the global context. Part I: Interannual
composite patterns. Int J Climatol. 2000;20(11):1285–1327. http://dx.doi. org/10.1002/1097-0088(200009)20:11<1285::AID-JOC536>3.0.CO;2-R 42. Yao W, Zhong S. Nocturnal temperature inversions in a small, enclosed basin
and their relationship to ambient atmospheric conditions. Meteorol Atmos Phys. 2009;103(1–4):195–210. http://dx.doi.org/10.1007/s00703-008-0341-4 42. Yao W, Zhong S. Nocturnal temperature inversions in a small, enclosed basin
and their relationship to ambient atmospheric conditions. Meteorol Atmos Phys. 2009;103(1–4):195–210. References http://dx.doi.org/10.1007/s00703-008-0341-4 13 Volume 110 | Number 7/8
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Let them eat fruit! The effect of fruit and vegetable consumption on psychological well-being in young adults: A randomized controlled trial
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RESEARCH ARTICLE
Let them eat fruit! The effect of fruit and
vegetable consumption on psychological
well-being in young adults: A randomized
controlled trial
Tamlin S. Conner1☯*, Kate L. Brookie1☯, Anitra C. Carr2‡, Louise A. Mainvil3‡, Margreet C.
M. Vissers2‡
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1 Department of Psychology, University of Otago, Dunedin, Otago, New Zealand, 2 Centre for Free Radical
Research, Department of Pathology, University of Otago, Christchurch, New Zealand, 3 Department of
Human Nutrition, University of Otago, Dunedin, Otago, New Zealand
☯ These authors contributed equally to this work.
‡ These authors also contributed equally to this work.
* tconner@psy.otago.ac.nz
Abstract
OPEN ACCESS
Citation: Conner TS, Brookie KL, Carr AC, Mainvil
LA, Vissers MCM (2017) Let them eat fruit! The
effect of fruit and vegetable consumption on
psychological well-being in young adults: A
randomized controlled trial. PLoS ONE 12(2):
e0171206. doi:10.1371/journal.pone.0171206
Editor: Jacobus P. van Wouwe, TNO,
NETHERLANDS
Received: November 9, 2016
Accepted: January 5, 2017
Published: February 3, 2017
Copyright: © 2017 Conner et al. This is an open
access article distributed under the terms of the
Creative Commons Attribution License, which
permits unrestricted use, distribution, and
reproduction in any medium, provided the original
author and source are credited.
Data Availability Statement: All relevant data are
within the paper and its Supporting Information
files
Funding: This work was supported by a noncommercial University of Otago Research Grant to
TS Conner (H15/010). The funders had no role in
study design, data collection and analysis, decision
to publish, or preparation of the manuscript.
This study tested the psychological benefits of a 14-day preregistered clinical intervention to
increase fruit and vegetable (FV) consumption in 171 low-FV-consuming young adults (67%
female, aged 18–25). Participants were randomly assigned into a diet-as-usual control condition, an ecological momentary intervention (EMI) condition involving text message reminders
to increase their FV consumption plus a voucher to purchase FV, or a fruit and vegetable
intervention (FVI) condition in which participants were given two additional daily servings of
fresh FV to consume on top of their normal diet. Self-report outcome measures were depressive symptoms and anxiety measured pre- and post-intervention, and daily negative and positive mood, vitality, flourishing, and flourishing behaviors (curiosity, creativity, motivation)
assessed nightly using a smartphone survey. Vitamin C and carotenoids were measured
from blood samples pre- and post-intervention, and psychological expectancies about the
benefits of FV were measured post-intervention to test as mediators of psychological change.
Only participants in the FVI condition showed improvements to their psychological well-being
with increases in vitality, flourishing, and motivation across the 14-days relative to the other
groups. No changes were found for depressive symptoms, anxiety, or mood. Intervention
benefits were not mediated by vitamin C, carotenoids, or psychological expectancies. We
conclude that providing young adults with high-quality FV, rather than reminding them to eat
more FV (with a voucher to purchase FV), resulted in significant short-term improvements to
their psychological well-being. These results provide initial proof-of-concept that giving young
adults fresh fruit and vegetables to eat can have psychological benefits even over a brief
period of time.
Trial registration: Australian New Zealand Clinical Trials Registry
ACTRN12615000183583
Competing Interests: The authors have declared
that no competing interests exist.
PLOS ONE | DOI:10.1371/journal.pone.0171206 February 3, 2017
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Effect of FV consumption on well-being: An RCT
Introduction
The physical health benefits of fruit and vegetables are well established. People who eat more
fruit and vegetables (FV) have better cardiovascular health [1], reduced risk of some cancers
[2], and greater longevity than people who eat fewer FV [3]. There is also growing evidence
that people who eat more FV have better mental health. Higher consumption of FV is correlated with several psychological outcomes including a lower incidence of depression and anxiety [4, 5, 6, 7, 8, 9], greater happiness [10, 11], higher life satisfaction [10, 12, 13, 14], and
greater social-emotional well-being or “flourishing” [15]. This growing body of research is
intriguing because it suggests that the foods people eat have a much broader impact beyond
the notable physical health benefits. However, studies examining the psychological benefits of
FV have been predominantly observational and epidemiological to date, with a relative lack of
intervention research that would support a causal link.
Prospective research designs provide some evidence that increasing FV consumption may
cause psychological benefits. At least five longitudinal studies found that dietary improvements
including a diet higher in FV (i.e., a Mediterranean diet) predicted subsequent reductions in
depression among adolescents, adults, and older adults [16, 17, 18, 19, 20]. However, these
studies have not typically separated the effects of FV from other components of the Mediterranean diet such as olive oil or fish. More relevant are the results from Mujcic and Oswald [14]
who analysed the prospective relationship between FV consumption and happiness and life
satisfaction from the 2007 and 2009 waves of the Household, Income, and Labour Dynamics
in Australia (HILDA) study, a nationally representative panel survey of over 12,000 people
aged 15 years and older. They found that that increased FV consumption predicted greater
“happiness gains” and increases in life satisfaction over the two years. Respondents with the
largest increases in FV reported the greatest gains in well-being over time [14]. The opposite
direction–happiness or life satisfaction predicting subsequent increases in FV consumption–
was not found.
Only a few intervention studies have tested the psychological benefits of increased FV consumption directly. One study of 271 low-income participants in the UK showed improvements
in the composite measure of mental health from the Rand Short Form Survey (SF-36 [21])
from baseline to 8-weeks follow up in participants who underwent brief nutritional and behavioral counselling to increase their FV consumption [22]. Another study of 35 healthy young
men showed that eating two kiwifruits every day for six weeks resulted in modest improvements to mood as measured by the Profile of Mood States (POMS) questionnaire [6, 23].
Mood improvements corresponded with increased vitamin C levels, were only significant for
the young men with poorer mood at the start of the study, and were mainly driven by reductions in fatigue, increases in “vigor” (which included reports of feeling cheerful, energetic,
lively, and full of pep), and decreases in depressive symptoms (trend only) [6]. A third study of
100 university students showed that snacking on one piece of fruit (either an apple, large clementine, or banana) each day for 10 days resulted in reductions in fatigue and anxiety compared
to daily snacking on chocolate wafers or potato chips [24]. Taken together, these studies support a causal link between FV and various measures of mental health and mood. Yet each
study is limited in some way–either by a small sample size [6], exclusive focus on fruit [6, 24],
or use of a composite mental health index that does not separate aspects of mental health such
as depression and anxiety [22]. And, to our knowledge, no intervention study has tested
whether FV improves aspects of well-being aside from the impact on ill-being. It is important
to fill this gap given the growing observational and prospective evidence linking FV to indicators of well-being such as happiness and life satisfaction [10, 12, 13, 14], optimism [25], and
flourishing [15].
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Effect of FV consumption on well-being: An RCT
Accordingly, in the present study, we tested the psychological benefits of a 14-day preregistered clinical intervention designed to increase fruit and vegetable (FV) consumption among
low-FV-consuming young adults [26]. We defined low-consuming young adults as anyone
aged 18 to 25 who reported eating fewer than 3 combined servings of fruit and vegetables per
day. This cut-off reflects lower intake than the minimum national dietary guidelines of 5 combined servings of FV per day [27]. We implemented our intervention on a young adult population because young adults typically have the lowest FV consumption of all the age groups [28,
29, 30] and they are developing early autonomy over their health behaviors [31]. More details
on the development of the intervention can be found in Brookie et al. [26]. To briefly summarize, we ran a three-arm randomized clinical trial (RCT) (n = 171) with three conditions: a
diet-as-usual control condition in which participants were asked to maintain their regular
food consumption for two weeks; an ecological momentary intervention condition (EMI), in
which participants were sent twice daily text-messages that utilized a variety of behavioral
change techniques to help them increase their fruit and vegetable consumption to at least 5
combined servings a day (plus they were given a voucher to purchase the FV); or a fruit and
vegetable condition intervention (FVI), in which participants were given a bag of two weeks’
worth of fruit and vegetables (kiwifruit or oranges depending on the season, apples, and carrots) and were asked to consume at least two additional servings (1 fruit and 1 vegetable) on
top of their regular daily FV consumption. Participants in both intervention conditions
reported significantly higher daily FV consumption (3.7 servings / day) compared to control
participants (2.8 servings / day), and compared to their own baseline (2.5 servings / day) when
FV was reported nightly for two weeks using a smartphone-accessed survey [26]. Moreover,
blood samples taken before and after the intervention showed that participants in the two
experimental groups had small gains in vitamin C levels and plasma carotenoids, suggesting
that the self-reported changes in FV consumption were legitimate. Vitamin C and carotenoids
are the most consistently reliable biomarkers of FV consumption and have been used to reflect
intake of nutrient-dense FV [32].
The current paper presents the psychological outcomes of that same two-week intervention
reported in Brookie et al. [26]. The primary outcome measures were depressive symptoms and
anxiety measured pre- and post-intervention, as well as negative and positive mood, vitality,
and flourishing measured nightly through a smartphone survey. Our choice of methodology—
smartphone tracking of daily psychological outcomes for two weeks—reflected our desire to
minimise memory-based reporting and maximise sensitivity to detect possible group differences in mood and well-being changes over time [33]. Our choice of outcome measures
reflected a desire to measure both the negative and positive aspects of mental health [34]. We
predicted that participants in the two experimental conditions (EMI and FVI) would show significant improvements in the psychological outcomes relative to participants in the control
condition, and that the benefits of FV consumption would be stronger for the measures of
well-being (positive mood, vitality, flourishing). Although previous research has linked FV to
lower levels ill-being–such as reduced depression [9, 35] and anxiety [9, 24]–there is more evidence linking FV to higher levels of well-being such as positive mood, happiness, and flourishing [6, 10, 11, 12, 13, 14, 15]. We also included three unregistered “wild-card” variables in the
daily smartphone survey–self-reported curiosity, creativity, and motivation–which we grouped
under the umbrella term of flourishing behaviors. Higher FV consumption was previously
shown to correlate with greater curiosity and creativity in young adults [15], but research has
not yet established whether that relationship is causal. And, no research has tested whether FV
might improve perceptions of motivation, a key correlate of vitality [36]. Lastly, we tested
whether changes in the psychological outcomes would be mediated by two key biomarkers
(vitamin C and carotenoids) and/or psychological expectancies. The mechanisms linking FV
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Effect of FV consumption on well-being: An RCT
to well-being are unknown, but they may be due to key micronutrients like vitamin C and
carotenoids, which act as cofactors for dopamine and other neurotransmitters involved in positive motivational states [37], or possibly due to positive psychological expectancies such as the
perception that eating FV is virtuous or will make you feel better [38].
Materials and methods
Participants and procedure
This is the same sample reported in Brookie et al. [26]. The experimental design and primary
outcome measures were registered before recruitment with the Australia New Zealand Clinical
Trials Registry (ANZCTRN12615000183583). Recruitment began in March 2015 and follow-up
data was collected by the end of November 2015. Fig 1 shows the flow of participants throughout the trial and explanations for drop outs. Participants were 171 young adults (56 men; 115
women), 18 to 25 years old (M = 19.43, SD = 1.45) who identified as European (64%), Asian
(18%), Māori or Pacific Islander (8%), or another or mixed ethnicity (11%). Participants were
students at the University of Otago, New Zealand who were recruited through the Psychology
Department’s experimental participation program and reimbursed with partial course credit
(N = 135, 79%) or recruited through a student employment agency and reimbursed with a small
cash payment (N = 36, 21%). Inclusion criteria included being in the young adult age range
(18–25 years), having an Internet capable smartphone, identifying as low-FV-consuming (no
more than 3 combined servings of FV per day), not being on any anti-depressant medication,
and having no known FV allergies. All participants provided written consent to take part by
reading and signing their name on a paper consent form (later kept in secured storage). The
study and consenting procedures were approved by the University of Otago Human Ethics
Committee (#15/010).
More detail about the intervention, including the development and complete list of intervention text-messages for the EMI condition, is described in Brookie et al. [26]. Participants
attended an initial laboratory session and completed a computerized baseline survey that measured demographics and symptoms of depression and anxiety, among other measures. That
evening, participants completed their first of 14 daily diary surveys delivered by hyperlink to
their smartphones. The survey measured their daily mood and well-being (see Measures) and
was accessible between 7:00 pm and 1:00 am. The next morning, participants attended a clinic
in the Human Nutrition department where they were measured for height and weight using
standardised techniques [39] and gave a fasting baseline blood sample (4 ml). Immediately
after the clinic visit, participants randomly assigned to the EMI condition began to receive
their twice-daily intervention messages to increase FV over the next 13 days. Participants in
the FVI condition received their bag of FV to consume for the next 13 days. Participants in the
control condition were asked to maintain their normal diet. After the 13 intervention days,
participants returned to the Human Nutrition clinic and gave a follow up blood sample (4 ml),
and completed follow-up measures of depressive symptoms and anxiety.
Measures
Preregistered psychological outcome measures were depressive symptoms, anxiety, negative
mood, positive mood, vitality, and flourishing. Curiosity, creativity, and motivation were not
registered ahead of time and were therefore considered exploratory.
Demographics and covariates. Demographic measures were age, gender, and ethnicity.
Height and weight measured during the first clinic visit was used to calculate body mass index
(BMI) as a possible covariate. Smoking status was tested as a covariate in the vitamin C analysis
because smoking increases the metabolism of vitamin C [40]. In the follow-up survey,
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Effect of FV consumption on well-being: An RCT
Fig 1. Participant Flow Diagram Depicting Reasons for Exclusion and Allocation to Intervention Conditions.
doi:10.1371/journal.pone.0171206.g001
participants were asked “How often do you currently smoke” by choosing one of five response
options: I don’t smoke now, less than once a month, at least once a month, at least once a week,
or at least once a day. Participants who smoked at least once a week or day were coded as
smokers (1); all others were coded as non-smokers (0).
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Effect of FV consumption on well-being: An RCT
Depressive symptoms. Depressive symptoms were measured before and after the intervention using the 20-item Centre for Epidemiological Studies Depression Scale (CES-D; [41]).
Participants rated their depressive symptomology “in the past week” on a 4-point scale ranging
from 0 (Rarely or none of the time, < 1 day) to 3 (Most or all of the time, 5–7 days). Responses
were summed to give a total depressive symptom score ranging from 0 to 60 (pre α = 0.89;
post α = 0.90).
Anxiety. Anxiety symptoms were measured before and after the intervention using the
7-item Anxiety sub-scale of the Hospital Anxiety and Depression Scale (HADS; [42]). Participants rated each item on how they “felt recently, including today” on a 4-point scale ranging
from 0 (Not at all or Only occasionally) to 3 (Very often or Most of the time). Responses were
summed to give a total anxiety score ranging from 0 to 21 (baseline α = 0.77; follow up α =
0.78).
Negative and positive mood. The daily survey included 3-item measures of negative
mood (sad, anxious, angry) and positive mood (relaxed, happy, enthusiastic), which captured a
range of activation states [43]. Participants rated each adjective on how they “felt today” on a
5-point Likert scale from 0 (Not at all) to 4 (Extremely). Responses were averaged across the
three items each day for a measure of daily negative mood (α = 0.34) and daily positive mood
(α = 0.42). The within-person reliabilities for the daily survey data were computed using procedures for nested data recommended by Nezlek [44]. Because of low reliability, we also analysed the items separately in supplementary analyses.
Vitality. The daily survey included a modified version of the 4-item energy/fatigue scale
of the Rand 36-Item Short Form Survey (SF-36 [21, 45]). Participants were asked “today”: Did
you feel full of life? Did you have a lot of energy? Did you feel worn out? Did you feel tired? We
changed the first item from the original “full of pep” to “full of life” to better capture feelings of
vitality and to connect with a young-adult population. Each item was rated on a 6-point scale
labelled None of the time, A little of the time, Some of the time, A good bit of the time, Most of the
time, and All of the time. Responses were coded from 0 to 100 in 20-point intervals following
SF-36 guidelines (reverse-scoring worn out and tired), and summed within each day so that
highest total score was 100, indicating higher vitality that day. The modified scale showed adequate within-person reliability (α = 0.70).
Flourishing. The daily survey included a shortened 3-item version of the 8-item Flourishing Scale that assesses feelings of engagement, purpose in life, and social-emotional connectedness, which previous research shows loads on a single “flourishing” factor [46]. We selected
the three highest loading items from a previous dataset and adapted the items for a daily format. The three items were: Today, I was engaged and interested in my daily activities. Today, I
led a purposeful and meaningful life. Today, I was a good person and lived a good life. Participants rated each item on a 7-point Likert scale from 1 (Strongly disagree) to 4 (Neither agree
nor disagree) to 7 (Strongly agree). Responses were summed each day for a measure of daily
flourishing ranging from 1 to 21 (α = 0.70).
Flourishing behaviors. The daily survey included three items answered on a 5-point
Likert scale from 0 (Not at all) to 4 (Extremely). The first item measured curiosity: How curious
were you today? Did you seek out new things or experiences; look for opportunities to challenge
yourself and grow as a person; or embrace the unfamiliar. This question was guided by the content of the Curiosity and Exploration Inventory II [47]. The second item measured creative
activity: How creative were you today? Did you come up with novel or original ideas; express
yourself in an original and useful way; or spend time doing artistic activities like, music, painting,
writing, etc. This question was based on scientific definitions of creativity [48] and has been
used in previous research [15]. The third item measured perceived motivation: How motivated
were you today? Did you work towards your goals, or feel driven today? This question was
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Effect of FV consumption on well-being: An RCT
designed to capture a broad, conscious sense of motivation including working towards goals
[49]. Responses to the three items were averaged each day for an index of daily flourishing
behaviors (α = 0.28). Because of low reliability, these items were also analysed separately in
supplementary analyses.
Vitamin C and carotenoids. A 4 ml fasting blood sample was taken before and after the
intervention. Samples were kept in dark conditions on ice and centrifuged within 1 hour of
collection. Plasma aliquots were stored at -80C until analysis. Plasma vitamin C was assessed
by high-performance liquid chromatography (HPLC) with electrochemical detection, treated
with reducing agent to recover total vitamin C. Total plasma carotenoids were assessed
spectrophotometrically (for full blood processing details see [26]). Four people were unable to
provide a post-intervention blood sample; therefore, analyses with vitamin C and carotenoids
reflected a sample size of 167.
Psychological expectancies. The follow-up survey included questions about participants’
beliefs about the benefits and virtues of eating FV, as well as candy and fried foods as distractor
items, and how participants thought eating these foods made them feel over the last two weeks.
For analysis, we focused on the three items related to FV consumption: Do you feel that eating
fruits and vegetables is virtuous (righteous, good, moral)? Do you feel better about yourself when
you eat more fruits and vegetables? Did you feel that eating fruits and vegetables improved your
mood during these two weeks? Each question was answered on a 5-point Likert scale from 0
(Very slightly/not at all) to 4 (Extremely). We added these expectancy items one third of the
way through data collection; therefore, analyses with these items reflected a sample size of 121.
Analyses and results
Table 1 presents the descriptive statistics for the demographic and outcome variables. The
depression and anxiety scores were within norms for this population [50]. Compliance with
the smartphone surveys was high at 90% (12.6/14 surveys completed; range 9 to 14 surveys).
There were no differences between the control, EMI, and FVI conditions on survey compliance (F(2,168) = 0.91, p = 0.405), gender (χ2(2, N = 171) = 0.129, p = .938), age (F(2,168) =
1.24, p = 0.291), or BMI (F(2,168) = 1.18, p = 0.309). However, the conditions varied in ethnic
composition (χ2(2, N = 171) = 8.31, p = .016) with more non-Europeans in the control condition (51%) than the two intervention conditions (EMI 29%; FVI 28%). Therefore, ethnicity
was included as a covariate in the analyses. The analyses consisted of two Analyses of Covariance (ANCOVA) for the measures of depressive symptoms and anxiety, and six growth curve
models for the daily measures of positive mood, negative mood, vitality, flourishing, and flourishing behaviors. Based on these seven main analyses, we applied a Bonferroni correction to
the alpha level (.05/7 tests) to account for multiple hypothesis testing (p = .007).
Table 2 presents the raw scores for depressive symptoms and anxiety for participants in
each condition. There were no differences at baseline between the three groups (depressive
symptoms, F(2,168) = 0.19, p = 0.830; anxiety, F(2,168) = 0.88, p = 0.419). Results of a 3 (x 2)
mixed ANCOVA with condition as the between-subjects variable, time as the within-subjects
variable, and ethnicity as the covariate showed only a main effect of time in predicting depressive symptoms (F(1, 167) = 5.01, p = .027, Partial η2 = .029), no main effect of condition (F(2,
167) = 0.212, p = .809, Partial η2 = .003) and no time x condition interaction (F(2, 167) = 0.412,
p = .663, Partial η2 = .005). Similar patterns were found for anxiety (time, F(1, 167) = 3.49, p =
.063, Partial η2 = .020; condition, F(2, 167) = 1.33, p = .268, Partial η2 = .016; time x condition,
F(2, 167) = 0.15, p = .859, Partial η2 = .002). The non-significant time x condition coefficients
indicated that the interventions did not reduce depressive symptoms or anxiety relative to
control.
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Effect of FV consumption on well-being: An RCT
Table 1. Sample Characteristics and Descriptive Statistics for the Psychological Outcome Variables.
M
SD
Min
Max
19.43
1.45
18
25
24.13
3.89
15.62
39.65
14.30
8.68
1.00
53.00
13.03
8.73
1.00
39.00
Anxiety (pre)
5.78
3.46
0.00
17.00
Anxiety (post)
5.37
3.31
0.00
17.00
Negative mood
0.77
0.46
0.00
2.18
Positive mood
2.05
0.50
0.57
3.92
Vitality
55.78
12.54
21.07
97.69
Flourishing
14.43
2.73
7.17
21.00
Flourishing behaviors b
1.48
0.54
0.19
3.42
N
171
% Female
67.3
% European
63.7
Age
BMI
% Regular smoker a
7.0
Depressive symptoms (pre)
Depressive symptoms (post)
Curiosity
1.40
0.66
0.00
3.69
Creativity
1.13
0.67
0.00
3.82
Motivation
1.91
0.58
0.50
3.62
Note. SD = standard deviation; BMI = body mass index. Descriptive statistics for the daily variables of
negative mood to motivation were computed on aggregated variables.
a
Regular smoker was defined someone who smokes at least once a week (n = 8) or once a day (n = 4).
b
Daily composite of curiosity, creativity, and motivation items.
doi:10.1371/journal.pone.0171206.t001
The daily survey data were analyzed using the Hierarchical Linear Modeling program to
account for dependency among nested data (HLM v.6.08; [51]). We modelled linear growth
curves to assess whether participants in the experimental conditions reported greater improvements in mood and well-being over time relative to participants in the control condition.
Table 2. Changes in Depressive Symptoms and Anxiety for the Three Intervention Conditions, Unadjusted for Ethnicity.
n
Depressive Symptoms
Baseline
Follow-up
M (SD)
M (SD)
Diff
95% CI diff
a
Control
59
14.44 (9.82)
12.78 (10.07)
1.66
(0.09, 3.24)
EMI
55
13.73 (9.01)
13.07 (8.37)
0.66
(-1.57, 2.87)
FVI
57
14.70 (7.06)
13.25 (7.65)
1.46
(0.06, 2.85)
Control
59
5.68 (3.66)
5.44 (3.54)
0.24
(-0.35, 0.83)
EMI
55
5.40 (3.17)
4.80 (3.02)
0.60
(-0.27, 1.47)
FVI
57
6.25 (3.50)
5.84 (3.29)
0.40
(-0.42, 1.23)
Anxiety b
Note. M = mean; SD = standard deviation; EMI = ecological momentary intervention condition; FVI = fruit and vegetable intervention condition. Diff = point
difference between baseline and follow-up group means. CI = Confidence Interval in the point difference between baseline and follow-up group means.
* p < 0.05
a
b
Depressive symptoms measured with the Center for Epidemiological Studies Depression Scale (CES-D).
Anxiety measured with the Hospital Anxiety and Depression Scale (HADS).
doi:10.1371/journal.pone.0171206.t002
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Effect of FV consumption on well-being: An RCT
Growth curves were modelled for each participant for each outcome using robust standard
errors, as follows:
Level 1 :
Negative mood ¼ B0 þ B1 Time þ r
Level 2 :
B0 ¼ G00 þ G01 ConditionD1 þ G02 ConditionD2 þ G03 Eth þ u0
B1 ¼ G10 þ G11 ConditionD1 þ G12 ConditionD2 þ u1
This set of equations determined each person’s negative mood at baseline (B0), how negative
mood changed over time for each participant (B1), and how these changes varied by experimental condition (G11; G12). Time was recoded so that 0 was day 1. G11 tested change in the
EMI condition against change in the control condition (using Condition Dummy 1; control = 0;
EMI = 1; FVI = 0). A significant G11 indicated that participants in the EMI condition exhibited a different pattern of change compared to participants in the control condition. G12 tested
change in the FVI condition against the change in the control condition (using Condition
Dummy 2; control = 0; EMI = 0; FVI = 1). A significant G12 indicated that participants in the
FVI condition exhibited a different pattern of change compared to participants in the control
condition. Thus, the null hypothesis was that participants in the EMI / FVI conditions would
report similar changes over time as the control participants. For significant group differences,
we plotted the growth patterns for the three groups and computed tests of the simple slopes.
We also tested an additional set of dummy codes to compare the EMI and FVI groups in subsequent analyses. Ethnicity (0 = European; 1 = non-European) was entered as a covariate in
the Level-2 intercept equation. Ethnicity was also entered as a covariate in the Level-2 slope
equation but was not significant, did not affect results, and was removed from final models for
simplicity.
Table 3 presents the growth curve results. Participants in the two experimental conditions
did not show any improvements in negative or positive mood relative to participants in the
control condition. Supplementary analyses showed similar null effects when analysing the
mood items separately (see S2 Table) with an exception: happy showed significant group differences in change over time. Analysis of simple slopes showed that happiness was stable over
time for participants in the FVI condition (B(SE) = -0.001(0.006), p = .845) but happiness
decreased for participants in the EMI condition (B(SE) = -0.034(0.010), p = 0.001) and control
condition (B(SE) = -0.012(0.008), p = 0.018). The slopes were significantly different only
between the FVI and EMI conditions (p = 0.008).
However, participants in the FVI condition did show improvements to their psychological
well-being compared to participants in the EMI and control conditions. As shown in Table 3,
participants given fresh fruit and vegetables to consume (FVI condition) reported significant
growth in vitality, flourishing, and flourishing behaviors compared to participants in the EMI
and control conditions. Fig 2 presents the growth patterns for these outcomes. As shown in
the top of Fig 2, participants in the FVI condition reported lower starting vitality than the
other groups, but their rate of improvement was greater compared to both the EMI and control conditions. Analysis of simple slopes showed that participants in the FVI condition
reported significant growth in vitality over time (B(SE) = 0.455(0.200), p = .023) whereas participants in EMI and control conditions were unchanged over time (EMI B(SE) = -0.192
(0.187), p = 0.307; control B(SE) = -0.336(0.204), p = 0.101). Group differences were even
more apparent for the measure of flourishing. As shown in the middle of Fig 2, participants in
the FVI condition reported significantly greater increases in flourishing compared to participants in the control and EMI conditions. Analysis of the simple slopes showed that participants in the FVI condition reported significant growth in flourishing over time (B(SE) = 0.010
(0.033), p = .004) whereas participants in the EMI and control conditions were unchanged
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Effect of FV consumption on well-being: An RCT
Table 3. Results from Growth Curve Modelling Testing for Differences in Change over Time between the Three Intervention Conditions. Significant
intervention effects are bolded (p < .007).
Outcome
Negative Mood
G
Coef
SE
p
Control Day 1
G00
0.744
0.068
< 0.001
EMI Day 1 diff
G01
-0.068
0.095
0.471
FVI Day 1 diff
G02
0.049
0.093
0.601
Ethnicity
G03
-0.024
0.079
0.758
Control Change (Δ) a
G10
0.011
0.006
0.085
EMI Change diff b
G11
-0.001
0.010
0.897
FVI Change diff
c
Positive Mood
G12
-0.012
0.008
0.136
G
Coef
SE
p
EMI Δ d
FVI Δ diff
e
Coef
SE
p
0.009
0.007
0.204
-0.011
0.009
0.897
Control Day 1
G00
2.137
0.092
< 0.001
EMI Day 1 diff
G01
0.194
0.122
0.115
FVI Day 1 diff
G02
0.006
0.103
0.955
Ethnicity
G03
-0.140
0.084
0.098
Control Change
G10
-0.014
0.008
0.072
EMI Change diff
G11
-0.013
0.012
0.261
EMI Δ
-0.027
0.008
0.001
FVI Change diff
G12
0.006
0.009
0.529
FVI Δ diff
0.019
0.011
0.076
G
Coef
SE
p
Vitality
Control Day 1
G00
58.639
2.443
< 0.001
EMI Day 1 diff
G01
-0.701
2.915
0.810
FVI Day 1 diff
G02
-6.778
2.976
0.024
Ethnicity
G03
-0.510
2.140
0.812
Control Change
G10
-0.336
0.204
0.101
EMI Change diff
G11
0.144
0.277
0.603
EMI Δ
-0.192
0.187
0.307
FVI Change diff
G12
0.791
0.284
0.006
FVI Δ diff
0.647
0.027
0.019
G
Coef
SE
p
Flourishing
Control Day 1
G00
14.505
0.509
< 0.001
EMI Day 1 diff
G01
0.440
0.588
0.455
FVI Day 1 diff
G02
-0.630
0.611
0.305
Ethnicity
G03
-0.200
0.470
0.671
Control Change
G10
-0.031
0.027
0.242
EMI Change diff
G11
-0.007
0.041
0.864
EMI Δ
-0.038
0.031
0.205
FVI Change diff
G12
0.128
0.042
0.003
FVI Δ diff
0.135
0.045
0.004
G
Coef
SE
p
Flourishing Behaviors
Control Day 1
G00
1.548
0.100
< 0.001
EMI Day 1 diff
G01
-0.079
0.111
0.476
FVI Day 1 diff
G02
-0.110
0.117
0.350
Ethnicity
G03
0.044
0.096
0.647
Control Change
G10
-0.012
0.006
0.038
EMI Change diff
G11
0.003
0.008
0.756
EMI Δ
-0.009
0.006
0.093
FVI Change diff
G12
0.025
0.009
0.006
FVI Δ diff
0.022
0.009
0.011
Note. Coef = coefficient from Hierarchical Linear Modeling; SE = Robust standard error; diff = difference in coefficient; EMI = ecological momentary
intervention condition; FVI = fruit and vegetable intervention condition; Δ = change. Degrees of freedom were 167 for G00 –G03 and 168 for G10 –G12.
a
Change over time for reference group (control condition).
b
Difference in change between EMI condition versus control condition.
c
Difference in change between FVI condition versus control condition.
d
Change over time for reference group (EMI condition).
e
Difference in change between FVI condition versus EMI condition.
doi:10.1371/journal.pone.0171206.t003
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Effect of FV consumption on well-being: An RCT
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Effect of FV consumption on well-being: An RCT
Fig 2. Changes in vitality, flourishing, and flourishing behaviors (composite of daily curiosity,
creativity, and motivation) for the control, ecological momentary intervention (EMI), and fruit and
vegetable intervention (FVI) conditions. Significant simple slopes are indicated. * p < .05; * p < .01.
doi:10.1371/journal.pone.0171206.g002
over time (EMI B(SE) = -0.038(0.031), p = 0.215; control B(SE) = -0.031(0.027), p = 0.242).
And, shown in the bottom of Fig 2, participants in the FVI condition also reported significantly greater growth in flourishing behaviors compared to participants in the control condition. Simple slope analyses revealed a trend growth in flourishing behaviors for participants in
the FVI condition (B(SE) = 0.013(0.007), p = .053), a trend decrease for participants in the
EMI condition (B(SE) = -0.009(0.006), p = .093), and a significant decrease for participants in
the control condition (B(SE) = -0.012(0.006), p = .038). When we analyzed the three flourishing behaviors separately, all three showed similar patterns, but the strongest effects were found
for motivation (see S2). Fig 3 presents the growth patterns for motivation showing that participants in the FVI condition reported significantly increasing motivation over time (B(SE) =
0.019(0.010), p = .045), whereas participants in the EMI and control conditions were
unchanged over time (EMI B(SE) = -0.005(0.011), p = 0.652; control B(SE) = -0.011(0.008),
p = 0.218).
In terms of effect sizes, being assigned to the FVI condition (vs. control) predicted 8.7% of
the variance in growth in vitality, 10.5% of the growth in flourishing, and 18.4% of the growth
in flourishing behaviors using variance-explained effect size estimates of the time slopes [52].
Additional analyses testing for non-linear change over time using time and time squared as
level-1 predictors found no evidence for curvilinear changes over time or moderation of curvilinear changes by intervention group. Thus, changes in well-being as a function of the intervention were strictly linear.
Lastly, none of these changes in well-being were mediated by post-test vitamin C, post-test
carotenoid levels, or psychological expectancies. Following procedures for testing mediation
with a multicategorical independent variable [53], we added each mediator as a separate Level2 predictor (grand-mean centered) plus the two condition dummy codes (ConditionD1 and
Fig 3. Changes in self-reported motivation for the control, ecological momentary intervention (EMI), and fruit
and vegetable intervention (FVI) conditions. Significant simple slopes are indicated. * p < .05.
doi:10.1371/journal.pone.0171206.g003
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Effect of FV consumption on well-being: An RCT
ConditionD2) to predict both the intercepts (B0s) and time slopes (B1s) for vitality, flourishing, and flourishing behaviors (with ethnicity as a covariate in the intercept equation, as
before). Five mediators were tested separately: post-test vitamin C levels, post-test carotenoid
levels, expectancy 1 (eating FV is virtuous), expectancy 2 (I feel better about myself when eating more FV), and expectancy 3 (eating FV improved my mood). None of the condition coefficients G11 or G12 changed when entering vitamin C, carotenoids, or the three psychological
expectancy questions into the model. The fact that the total effects (c) were nearly equivalent
to the direct effects (c’) when partialling out each indirect mediational pathway (ab) argues
against mediation by these variables.
Discussion
Giving young adults fruits and vegetables (FV) to eat, but not reminding them to eat their FV,
improved several aspects of psychological well-being over a two-week period. Despite both
intervention groups reporting modestly higher and similar consumption of FV relative to control (3.7 vs. 2.8 daily servings) [26], only young adults who were given two weeks’ worth of FV
showed improvements in their feelings of vitality, flourishing, and motivation. The short duration of our study indicated that FV intake translated into improved well-being quite rapidly.
The intervention effects were prominent across measures of well-being but not ill-being
such as depression, anxiety, or negative mood. This is an interesting pattern that supports the
observational and prospective research linking FV to greater well-being [10, 14, 15]. It is also
possible that this pattern might reflect differences in the timescale of effects. The majority of
research linking depression to dietary patterns has been longitudinal, meaning that possible
differences in ill-being may be established over a much longer period of time rather than our
brief two-week period. The accumulation of factors such as low vitality, reduced motivation,
and poorer socio-emotional flourishing may precipitate the development of psychological illbeing over time [54]. In saying this, Smith and Rogers [24] did find a difference in self–
reported anxiety using the same measure (HADS) over a 10-day period with snacking on one
piece of fruit each day compared to snacking on chocolate. However, their participants had
higher average baseline anxiety (approximately +1.5 points). Intervention studies with positive
outcomes tend to have participants with higher baselines of illness [55], which may explain the
discrepancy in our findings.
The lack of psychological improvement among the EMI participants is challenging to interpret. Both the EMI and FVI groups reported higher and equivalent consumption of FV compared to control, but the EMI group did not show any corresponding psychological benefit.
Both intervention conditions were given roughly the same amount of monetary goods at the
start of the study–a $10 voucher for the EMI condition versus a little more than $10 worth of
fruit and vegetables for the FVI condition. One possibility is that this difference might be due
to lower control over the type, quality, and preparation of fruit and vegetables eaten by the
EMI group. The EMI group were free to choose whatever fruit and vegetables they liked, and
when surveyed, we found that they were more likely to eat cooked vegetables in casseroles or
mixed into their main meals [26]. By contrast, for the FVI group, we chose high quality produce, which was mostly eaten raw (including the carrots, eaten as snacks). Some researchers
have shown that more optimal psychological outcomes are associated with the consumption of
fresh fruit and raw vegetables/ salads, but not cooked vegetables [56, 57]. It is also possible that
regular text-reminders (twice daily for two weeks) might have annoyed participants in the
EMI condition and wiped out any gains in well-being. However, our experience is that participant burden is relatively low with receiving only two text messages per day. Furthermore,
informal feedback from the EMI participants was mostly positive; participants reported that
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Effect of FV consumption on well-being: An RCT
the messages were not particularly intrusive and were effective at making them more aware
about what they ate [26]. Alternatively, it could be that giving FV to participants triggered
more intrinsic rather than extrinsic regulation of behavior. A previous study found that households given boxes of free FV were reluctant to waste the food and therefore had to overcome
internal conflicts in their personal value systems and find solutions they could live with–contributing to a largely internal source of motivation to consume the FV they had been given
[58]. Given that intrinsic goals tend to be more rewarding and lead to greater well-being [59],
this could potentially explain the psychological improvement in the FVI condition, but not in
the EMI condition.
The significant changes in well-being occurred despite relatively small changes in FV consumption (+ 1 serving per day more than control, and +1.2 servings from baseline for the FVI
condition). In fact, participants in the FVI condition still fell short of the “5+ a day” FV servings target [27], let alone the optimal 7–9 daily servings that has been associated with longterm health [1]. Psychological improvements could have been larger had participants in the
experimental conditions eaten even more FV (or higher quality FV) or had they achieved saturation levels of vitamin C and carotenoids. As we reported in Brookie et al. [26], the micronutrient increases in vitamin C and carotenoids were modest for our intervention conditions and
well-below saturation levels, suggesting that there was still room for improvement. In future
research, it would be important to increase consumption more than we did here.
Neither vitamin C and carotenoids nor psychological expectancies about FV mediated the
psychological benefits of FV consumption in this study. This was despite us choosing the two
most responsive micronutrient biomarkers of FV consumption [32] and measuring a range of
psychological expectancies. The literature on micronutrient status and mental health suggests
that single nutrients are unlikely to play a large role in the protection against mental illness
[60]. Instead, better mental health may arise from the cumulative effects of a broad spectrum
of vitamins, minerals, and antioxidants [61]. Future research should consider how FV consumption affects well-being through multiple pathways, including through improved blood
flow to the brain [62] or changes in gut microbiota [63, 64].
Strengths of the study included the three-arm randomized design that compared two experimental conditions to a diet-as-usual control condition; use of a smartphone survey to track
mood and well-being in near-to-real time which provided a more accurate assessment than
retrospective self-report; high compliance with the smartphone survey; and, inclusion of blood
samples as an objective marker of FV consumption. Limitations included issues with measurement reliability for some of the diary measures, which was a consequence of efforts to keep the
survey short. This could explain why we did not see intervention effects on mood. Future
research should include a more extensive measure of mood, such as the 9-item measure of positive mood previously found associated with FV [11, 15]. Another limitation is the short timeframe of our intervention (two weeks) and lack of longer-term follow-up. In this regard, our
approach was more of a ‘light touch’ intervention to evoke near-term behavioral change. For
this reason, we consider these results preliminary, offering proof of concept that small changes
to FV consumption over a short time period may confer changes in well-being.
Our findings have implications for campaigns designed to increase FV consumption. FV
campaigns reflect an ‘information is power’ ethos and largely consist of educative programmes
operating through child health and wellness services, schools, communities, and public service
television ads. However, our research suggests that simply educating people about FV and
reminding them to eat their recommended daily intake may not be sufficient in ensuring the
wider population reaps the psychological benefits of FV consumption. It is already established
that successful interventions tend to be more personal and more intensive [55], but perhaps
greater emphasis needs to be placed on actually providing people with fresh FV (stocking
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Effect of FV consumption on well-being: An RCT
more FV in dorms, cafeterias, workplaces, substituting fruit for dessert, and offering free fruit
for people when they shop). Additionally, conveying the immediate psychological benefits of
FV consumption may have more impact on behavior. Behavioral change messages are more
effective when they are immediately relevant to the target population [65] suggesting that
near-term benefits–such as increases in vitality and motivation–may be more salient than longer-term health benefits–such as the prevention of heart disease. This may be particularly pertinent to young people, who are endowed with feelings of immortality and quite focused on
the ‘here and now’.
Conclusions
Providing young adults with high-quality FV, not texting them reminders to eat more FV and
giving them a voucher, resulted in improvements to their psychological well-being over a twoweek period. This is the first study to show that providing high-quality FV to young adults can
result in short-term improvements in vitality, flourishing, and motivation. Findings provide
initial validation of a causal relationship between FV and well-being, suggesting that largescale intervention studies are warranted.
Supporting information
S1 File. Pre- and Post-intervention Variables.
(SAV)
S2 File. Daily diary Variables.
(SAV)
S1 Table. CONSORT Checklist for Reporting a Randomized Trial.
(PDF)
S2 Table. Separate Analyses of Mood Items and Flourishing Behaviours.
(PDF)
S1 Text. Research Protocol.
(PDF)
Acknowledgments
We are grateful to Hadyn Youens for web programming and members of the Daily Experiences Lab for their assistance with data collection and running of the blood clinic. We thank
Angel Temple and Ashley Duncan for their work taking and preparing bloods and Simone
Bayer for technical assistance with the analysis of biomarkers.
Author contributions
Conceptualization: TC KB.
Data curation: TC KB.
Formal analysis: TC KB MV AC.
Funding acquisition: TC.
Investigation: KB.
Methodology: TC KB.
PLOS ONE | DOI:10.1371/journal.pone.0171206 February 3, 2017
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Effect of FV consumption on well-being: An RCT
Project administration: KB.
Resources: KB.
Supervision: TC.
Visualization: TC KB.
Writing – original draft: TC KB.
Writing – review & editing: TC KB MV AC LM.
References
1.
Oyebode O, Gordon-Dseagu V, Walker A, Mindell JS. Fruit and vegetable consumption and all-cause,
cancer and CVD mortality: analysis of Health Survey for England data. Journal of Epidemiology and
Community Health. 2014 Mar 31:jech-2013.
2.
Boffetta P, Couto E, Wichmann J, Ferrari P, Trichopoulos D, Bueno-de-Mesquita HB, et al. Fruit and
vegetable intake and overall cancer risk in the European Prospective Investigation into Cancer and
Nutrition (EPIC). Journal of the National Cancer Institute. 2010 Apr 21; 102(8):529–37. doi: 10.1093/
jnci/djq072 PMID: 20371762
3.
Bellavia A, Larsson SC, Bottai M, Wolk A, Orsini N. Fruit and vegetable consumption and all-cause mortality: a dose-response analysis. The American Journal of Clinical Nutrition. 2013 Aug 1; 98(2):454–9.
doi: 10.3945/ajcn.112.056119 PMID: 23803880
4.
Adams TB, Colner W. The association of multiple risk factors with fruit and vegetable intake among a
nationwide sample of college students. Journal of American College Health. 2008 Jan 1; 56(4):455–61.
doi: 10.3200/JACH.56.44.455-464 PMID: 18316291
5.
Allgöwer A, Wardle J, Steptoe A. Depressive symptoms, social support, and personal health behaviors
in young men and women. Health Psychology. 2001 May; 20(3):223. PMID: 11403220
6.
Carr AC, Bozonet SM, Pullar JM, Vissers MC. Mood improvement in young adult males following supplementation with gold kiwifruit, a high-vitamin C food. Journal of Nutritional Science. 2013; 2:e24. doi:
10.1017/jns.2013.12 PMID: 25191573
7.
Jacka FN, Kremer PJ, Leslie ER, Berk M, Patton GC, Toumbourou JW, et al. Associations between diet
quality and depressed mood in adolescents: results from the Australian Healthy Neighbourhoods
Study. Australian and New Zealand Journal of Psychiatry. 2010 Jan 1; 44(5):435–42. doi: 10.3109/
00048670903571598 PMID: 20397785
8.
Kulkarni AA, Swinburn BA, Utter J. Associations between diet quality and mental health in socially disadvantaged New Zealand adolescents. European Journal of Clinical Nutrition. 2015 Jan 1; 69(1):79–
83. doi: 10.1038/ejcn.2014.130 PMID: 25028085
9.
McMartin SE, Jacka FN, Colman I. The association between fruit and vegetable consumption and mental health disorders: evidence from five waves of a national survey of Canadians. Preventive Medicine.
2013 Apr 30; 56(3):225–30.
10.
Blanchflower DG, Oswald AJ, Stewart-Brown S. Is psychological well-being linked to the consumption
of fruit and vegetables?. Social Indicators Research. 2013 Dec 1; 114(3):785–801.
11.
White BA, Horwath CC, Conner TS. Many apples a day keep the blues away–Daily experiences of negative and positive affect and food consumption in young adults. British Journal of Health Psychology.
2013 Nov 1; 18(4):782–98. doi: 10.1111/bjhp.12021 PMID: 23347122
12.
Grant N, Wardle J, Steptoe A. The relationship between life satisfaction and health behavior: a crosscultural analysis of young adults. International Journal of Behavioral Medicine. 2009 Sep 1; 16(3):259–
68. doi: 10.1007/s12529-009-9032-x PMID: 19319695
13.
Lengyel CO, Tate RB, Obirek Blatz AK. The relationships between food group consumption, self-rated
health, and life satisfaction of community-dwelling canadian older men: the manitoba follow-up study.
Journal of Nutrition for the Elderly. 2009 May 29; 28(2):158–73. doi: 10.1080/01639360902950182
PMID: 21184363
14.
Mujcic R, Oswald A J. Evolution of well-being and happiness after increases in consumption of fruit and
vegetables. American Journal of Public Health. 2016 Aug; 106(8):1504–10. doi: 10.2105/AJPH.2016.
303260 PMID: 27400354
15.
Conner TS, Brookie KL, Richardson AC, Polak MA. On carrots and curiosity: eating fruit and vegetables
is associated with greater flourishing in daily life. British Journal of Health Psychology. 2015 May 1; 20
(2):413–27. doi: 10.1111/bjhp.12113 PMID: 25080035
PLOS ONE | DOI:10.1371/journal.pone.0171206 February 3, 2017
16 / 19
Effect of FV consumption on well-being: An RCT
16.
Akbaraly TN, Sabia S, Shipley MJ, Batty GD, Kivimaki M. Adherence to healthy dietary guidelines and
future depressive symptoms: evidence for sex differentials in the Whitehall II study. The American Journal of Clinical Nutrition. 2013 Feb 1; 97(2):419–27. doi: 10.3945/ajcn.112.041582 PMID: 23283506
17.
Jacka FN, Kremer PJ, Berk M, de Silva-Sanigorski AM, Moodie M, Leslie ER, et al. A prospective study
of diet quality and mental health in adolescents. PLoS One. 2011 Sep 21; 6(9):e24805. doi: 10.1371/
journal.pone.0024805 PMID: 21957462
18.
Le Port A, Gueguen A, Kesse-Guyot E, Melchior M, Lemogne C, Nabi H, et al. Association between dietary patterns and depressive symptoms over time: a 10-year follow-up study of the GAZEL cohort.
PLoS One. 2012 Dec 12; 7(12):e51593. doi: 10.1371/journal.pone.0051593 PMID: 23251585
19.
Rienks J, Dobson AJ, Mishra GD. Mediterranean dietary pattern and prevalence and incidence of
depressive symptoms in mid-aged women: results from a large community-based prospective study.
European Journal of Clinical Nutrition. 2013 Jan 1; 67(1):75–82. doi: 10.1038/ejcn.2012.193 PMID:
23212131
20.
Skarupski KA, Tangney CC, Li H, Evans DA, Morris MC. Mediterranean diet and depressive symptoms
among older adults over time. The Journal of Nutrition, Health & Aging. 2013 May 1; 17(5):441–5.
21.
Ware JE Jr, Sherbourne CD. The MOS 36-item short-form health survey (SF-36): I. Conceptual framework and item selection. Medical Care. 1992 Jun 1:473–83.
22.
Steptoe A, Perkins-Porras L, Hilton S, Rink E, Cappuccio FP. Quality of life and self-rated health in relation to changes in fruit and vegetable intake and in plasma vitamins C and E in a randomised trial of
behavioural and nutritional education counselling. British Journal of Nutrition. 2004 Jul 1; 92(01):177–
84.
23.
McNair DM, Heuchert JW. P.(2005). Profile of mood states. Technical update. North Tonawanda: MultiHealth Systems.
24.
Smith AP, Rogers R. Positive effects of a healthy snack (fruit) versus an unhealthy snack (chocolate/
crisps) on subjective reports of mental and physical health: A preliminary intervention study. Frontiers in
Nutrition. 2014; 1.
25.
Boehm JK, Williams DR, Rimm EB, Ryff C, Kubzansky LD. The Association between optimism and
serum antioxidants in the midlife in the United States study. Psychosomatic Medicine. 2013 Jan; 75
(1):2. doi: 10.1097/PSY.0b013e31827c08a9 PMID: 23257932
26.
Brookie KL, Mainvil LA, Carr AC, Vissers MC, Conner TS. The development and effectiveness of an
ecological momentary intervention to increase daily fruit and vegetable consumption in low-consuming
young adults. Appetite. 2017 Jan 1; 108:32–41. doi: 10.1016/j.appet.2016.09.015 PMID: 27642037
27.
Ministry of Health. Eating and Activity Guidelines for New Zealand Adults. Wellington: Ministry of
Health. 2015.
28.
Krebs-Smith SM, Guenther PM, Subar AF, Kirkpatrick SI, Dodd KW. Americans do not meet federal dietary recommendations. The Journal of nutrition. 2010 Oct 1; 140(10):1832–8. doi: 10.3945/jn.110.
124826 PMID: 20702750
29.
Smith C, Gray AR, Mainvil LA, Fleming EA, Parnell WR. Secular changes in intakes of foods among
New Zealand adults from 1997 to 2008/09. Public Health Nutrition. 2015 Dec 1; 18(18):3249–59. doi:
10.1017/S1368980015000890 PMID: 25857451
30.
University of Otago and Ministry of Health. A Focus on Nutrition: Key findings of the 2008/09 New Zealand Adult Nutrition Survey. Wellington, NZ: Ministry of Health. 2011.
31.
Arnett JJ. Emerging adulthood: A theory of development from the late teens through the twenties. American Psychologist. 2000 May; 55(5):469. PMID: 10842426
32.
Baldrick FR, Woodside JV, Elborn JS, Young IS, McKinley MC. Biomarkers of fruit and vegetable intake
in human intervention studies: a systematic review. Critical Reviews in Food Science and Nutrition.
2011 Oct 1; 51(9):795–815. doi: 10.1080/10408398.2010.482217 PMID: 21888531
33.
Conner T Barrett L. Trends in Ambulatory Self-Report. Psychosomatic Medicine. 2012; 74(4):327–337.
doi: 10.1097/PSY.0b013e3182546f18 PMID: 22582330
34.
World Health Organization. Constitution of the World Health Organization. Geneva. 1948.
35.
Tsai AC, Chang TL, Chi SH. Frequent consumption of vegetables predicts lower risk of depression in
older Taiwanese–results of a prospective population-based study. Public Health Nutrition. 2012 Jun 1;
15(06):1087–92.
36.
Ryan RM, Deci EL. From ego depletion to vitality: Theory and findings concerning the facilitation of
energy available to the self. Social and Personality Psychology Compass. 2008 Mar 1; 2(2):702–17.
37.
May JM, Qu ZC, Meredith ME. Mechanisms of ascorbic acid stimulation of norepinephrine synthesis in
neuronal cells. Biochemical and Biophysical Research Communications. 2012 Sep 14; 426(1):148–52.
doi: 10.1016/j.bbrc.2012.08.054 PMID: 22925890
PLOS ONE | DOI:10.1371/journal.pone.0171206 February 3, 2017
17 / 19
Effect of FV consumption on well-being: An RCT
38.
Rooney C, McKinley MC, Woodside JV. The potential role of fruit and vegetables in aspects of psychological well-being: a review of the literature and future directions. Proceedings of the Nutrition Society.
2013 Nov 1; 72(04):420–32.
39.
Lohman TJ, Roache AF, Martorell R. Anthropometric standardization reference manual. Medicine &
Science in Sports & Exercise. 1992 Aug 1; 24(8):952.
40.
Wei W, Kim Y, Boudreau N. Association of smoking with serum and dietary levels of antioxidants in
adults: NHANES III, 1988–1994. American Journal of Public Health. 2001 Feb; 91(2):258. PMID:
11211635
41.
Radloff LS. The CES-D scale a self-report depression scale for research in the general population.
Applied Psychological Measurement. 1977 Jun 1; 1(3):385–401.
42.
Zigmond AS, Snaith RP. The hospital anxiety and depression scale. Acta Psychiatrica Scandinavica.
1983 Jun 1; 67(6):361–70. PMID: 6880820
43.
Barrett LF, Russell JA. The structure of current affect controversies and emerging consensus. Current
Directions in Psychological Science. 1999 Feb 1; 8(1):10–4.
44.
Nezlek JB. Multilevel modeling analyses of diary-style data. In Mehl MR, Conner TS, editors. Handbook
of research methods for studying daily life. Guilford Press. New York: NY. 2012. p. 257–383.
45.
Hays RD, Sherbourne CD, Mazel RM. The rand 36-item health survey 1.0. Health Economics. 1993 Oct
1; 2(3):217–27. PMID: 8275167
46.
Diener E, Wirtz D, Tov W, Kim-Prieto C, Choi DW, Oishi S, et al. New well-being measures: Short
scales to assess flourishing and positive and negative feelings. Social Indicators Research. 2010 Jun 1;
97(2):143–56.
47.
Kashdan TB, Gallagher MW, Silvia PJ, Winterstein BP, Breen WE, Terhar D, et al. The curiosity and
exploration inventory-II: Development, factor structure, and psychometrics. Journal of Research in Personality. 2009 Dec 31; 43(6):987–98. doi: 10.1016/j.jrp.2009.04.011 PMID: 20160913
48.
Hennessey BA, Amabile TM. Creativity. Annual Review of Psychology,2010, 61(1). p. 569–598.
49.
Touré-Tillery M, Fishbach A. How to measure motivation: A guide for the experimental social psychologist. Social and Personality Psychology Compass. 2014 Jul 1; 8(7):328–41.
50.
Dodd LJ, Al-Nakeeb Y, Nevill A, Forshaw MJ. Lifestyle risk factors of students: a cluster analytical
approach. Preventive Medicine. 2010 Jul 31; 51(1):73–7. doi: 10.1016/j.ypmed.2010.04.005 PMID:
20385163
51.
Raudenbush SW, Bryk AS, Congdon RT. HLM 6.08. Hierarchical Linear and Nonlinear Modeling. Lincolnwood: Scientific Software International. 2009.
52.
Raudenbush SW, Bryk AS. Hierarchical linear models: Applications and Data Analysis Methods (Vol.
1). Sage. Thousand Oaks: California. 2002.
53.
Hayes AF, Preacher KJ. Statistical mediation analysis with a multicategorical independent variable. British Journal of Mathematical and Statistical Psychology. 2014 Nov 1; 67(3):451–70. doi: 10.1111/bmsp.
12028 PMID: 24188158
54.
Keyes CL. Promoting and protecting mental health as flourishing: a complementary strategy for improving national mental health. American Psychologist. 2007 Feb; 62(2):95. doi: 10.1037/0003-066X.62.2.
95 PMID: 17324035
55.
Pomerleau J, Lock K, Knai C, McKee M. Interventions designed to increase adult fruit and vegetable
intake can be effective: a systematic review of the literature. The Journal of Nutrition. 2005 Oct 1; 135
(10):2486–95. PMID: 16177217
56.
Appleton KM, Woodside JV, Yarnell JW, Arveiler D, Haas B, Amouyel P, et al. Depressed mood and
dietary fish intake: direct relationship or indirect relationship as a result of diet and lifestyle?. Journal of
Affective Disorders. 2007 Dec 31; 104(1):217–23.
57.
El Ansari W, Suominen S, Berg-Beckhoff G. Mood and food at the University of Turku in Finland: nutritional correlates of perceived stress are most pronounced among overweight students. International
Journal of Public Health. 2015 Sep 1; 60(6):707–16. doi: 10.1007/s00038-015-0717-4 PMID: 26202822
58.
Carty SA, Mainvil LA, Coveney JD. Exploring family home food environments: Household resources
needed to utilise weekly deliveries of free fruits and vegetables. Nutrition and Dietetics. 2016 Jul 1.
59.
Kasser T, Ryan MR. Be careful what you wish for: Optimal functioning and the relative attainment of
intrinsic and extrinsic goals. In Schmuck P, Sheldon MK, editors. Life goals and wellbeing: Towards a
positive psychology of human striving. Seattle: Hogrefe & Huber Publishers, 2001. p. 116–131.
60.
Rucklidge JJ, Johnstone J, Kaplan BJ. Magic bullet thinking-why do we continue to perpetuate this fallacy?. The British Journal of Psychiatry. 2013 Aug 1; 203(2):154-.
PLOS ONE | DOI:10.1371/journal.pone.0171206 February 3, 2017
18 / 19
Effect of FV consumption on well-being: An RCT
61.
Rucklidge JJ, Kaplan BJ. Broad-spectrum micronutrient formulas for the treatment of psychiatric symptoms: a systematic review. Expert Review of Neurotherapeutics. 2013 Jan 1; 13(1):49–73. doi: 10.
1586/ern.12.143 PMID: 23253391
62.
Ghosh D, Scheepens A. Vascular action of polyphenols. Molecular Nutrition & Food Research. 2009
Mar 1; 53(3):322–31.
63.
Cryan JF, Dinan TG. Mind-altering microorganisms: the impact of the gut microbiota on brain and
behaviour. Nature Reviews Neuroscience. 2012 Oct 1; 13(10):701–12. doi: 10.1038/nrn3346 PMID:
22968153
64.
Dash S, Clarke G, Berk M, Jacka FN. The gut microbiome and diet in psychiatry: focus on depression.
Current Opinion in Psychiatry. 2015 Jan 1; 28(1):1–6. doi: 10.1097/YCO.0000000000000117 PMID:
25415497
65.
Epton T, Norman P, Harris P, Webb T, Snowsill FA, Sheeran P. Development of theory-based health
messages: three-phase programme of formative research. Health Promotion International. 2014 Feb 5:
dau005.
PLOS ONE | DOI:10.1371/journal.pone.0171206 February 3, 2017
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Archeology of the early medieval turks of Central Asia: main stages of research and interpretations of the complexes
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НАРОДЫ И РЕЛИГИИ
ЕВРАЗИИ
Барнаул
Издательство
Алтайского государственного
университета
2020
ISSN 2542-2332 (Print)
ISSN 2686-8040 (Online)
2020 № 4 (25) 2020 № 4 (25) ISSN 2542-2332 (Print)
ISSN 2686-8040 (Online) ISSN 2542-2332 (Print)
ISSN 2686-8040 (Online) НАРОДЫ И РЕЛИГИИ
ЕВРАЗИИ Издание основано в 2007 г. Учредитель: ФГБОУ ВО «Алтайский государственный университет» Учредитель: ФГБОУ ВО «Алтайский государственный университет» Учредитель: ФГБОУ ВО «Алтайский государственный университет»
Главный редактор:
П. К. Дашковский, доктор исторических наук (Россия, Барнаул)
Редакционная коллегия:
С. А. Васютин, доктор исторических наук (Россия, Кемерово)
Н. Л. Жуковская, доктор исторических наук (Россия, Москва)
А. П. Забияко, доктор философских наук (Россия, Благовещенск)
А. А. Тишкин, доктор исторических наук (Россия, Барнаул)
Н. А. Томилов, доктор исторических наук (Россия, Омск)
Т. Д. Скрынникова, доктор исторических наук (Россия, Санкт-Петербург)
О. М. Хомушку, доктор философских наук (Россия, Кызыл)
М. М. Шахнович, доктор философских наук (Россия, Санкт-Петербург)
Л. И. Шерстова, доктор исторических наук (Россия, Томск)
А. Г. Ситдиков, доктор исторических наук (Россия, Казань)
Е. А. Шершнева (отв. секретарь), кандидат исторических наук (Россия, Барнаул)
Редакционный совет журнала:
Л. Н. Ермоленко, доктор исторических наук (Россия, Кемерово)
Ю. А. Лысенко, доктор исторических наук (Россия, Барнаул)
Л. С. Марсадолов, доктор культурологии (Россия, Санкт-Петербург)
Г. Г. Пиков, доктор исторических наук, доктор культурологии (Россия, Новосибирск)
А. К. Погасий, доктор философских наук (Россия, Казань)
К. А. Руденко, доктор исторических наук (Россия, Казань)
С. А. Яценко, доктор исторических наук (Россия, Москва)
А. С. Жанбасинова, доктор исторических наук (Казахстан, Усть-Каменогорск)
Н. И. Осмонова, доктор философских наук (Кыргыстан, Бишкек)
Н. Цэдэв, кандидат педагогических наук (Монголия, Улан-Батор)
Ц. Степанов, доктор исторических наук (Болгария, София)
З. С. Самашев, доктор исторических наук (Казахстан, Астаны). Главный редактор: П. К. Дашковский, доктор исторических наук (Россия, Барнаул) П. К. Дашковский, доктор исторических наук (Россия, Барнаул) Редакционная коллегия:
С. А. Васютин, доктор исторических наук (Россия, Кемерово)
Н. Л. Жуковская, доктор исторических наук (Россия, Москва)
А. П. Забияко, доктор философских наук (Россия, Благовещенск)
А. А. Тишкин, доктор исторических наук (Россия, Барнаул)
Н. А. Томилов, доктор исторических наук (Россия, Омск)
Т. Д. Скрынникова, доктор исторических наук (Россия, Санкт-Петербург)
О. М. Хомушку, доктор философских наук (Россия, Кызыл)
М. М. Шахнович, доктор философских наук (Россия, Санкт-Петербург)
Л. И. Шерстова, доктор исторических наук (Россия, Томск)
А. Г. Ситдиков, доктор исторических наук (Россия, Казань)
Е. А. Шершнева (отв. секретарь), кандидат исторических наук (Россия, Барнаул) ISSN 2542-2332 (Print)
ISSN 2686-8040 (Online)
2020 № 4 (25)
NATIONS AND RELIGIONS
OF THE EURASIA
Barnaul
Publishing house
of Altai State University
2020 ISSN 2542-2332 (Print)
ISSN 2686-8040 (Online) 2020 № 4 (25) Редакционный совет журнала: Редакционный совет журнала:
Л. Н. Ермоленко, доктор исторических наук (Россия, Кемерово)
Ю. А. Лысенко, доктор исторических наук (Россия, Барнаул)
Л. С. Марсадолов, доктор культурологии (Россия, Санкт-Петербург)
Г. Г. Пиков, доктор исторических наук, доктор культурологии (Россия, Новосибирск)
А. К. Погасий, доктор философских наук (Россия, Казань)
К. А. Руденко, доктор исторических наук (Россия, Казань)
С. А. Яценко, доктор исторических наук (Россия, Москва)
А. С. Жанбасинова, доктор исторических наук (Казахстан, Усть-Каменогорск)
Н. И. Осмонова, доктор философских наук (Кыргыстан, Бишкек)
Н. Цэдэв, кандидат педагогических наук (Монголия, Улан-Батор)
Ц. Степанов, доктор исторических наук (Болгария, София)
З. С. Самашев, доктор исторических наук (Казахстан, Астаны). Журнал утвержден научно-техническим советом Алтайского государственного университета и зарегистрирован Комитетом РФ по печати. у
р
р
р р
Свидетельство о регистрации ПИ № ФС 77–78911 от 07.08.2020 г. Все права защищены. Ни одна из частей журнала либо издание в целом не могут быть
перепечатаны без письменного разрешения авторов или издателя. у
Свидетельство о регистрации ПИ № ФС 77–78911 от 07.08.2020 г. Все права защищены. Ни одна из частей журнала либо издание в целом не могут быть
перепечатаны без письменного разрешения авторов или издателя. Журнал подготовлен при поддержке РНФ «Религия и власть: исторический опыт
государственного регулирования деятельности религиозных общин в Западной Сибири
и сопредельных районах Казахстана в XIX–XX вв.» (проект № 19‑18‑00023). Журнал подготовлен при поддержке РНФ «Религия и власть: исторический опыт
государственного регулирования деятельности религиозных общин в Западной Сибири
и сопредельных районах Казахстана в XIX–XX вв.» (проект № 19‑18‑00023). Адрес редакции: 656049, Барнаул, ул. Димитрова, 66, Адрес редакции: 656049, Барнаул, ул. Димитрова, 66,
Алтайский государственный университет, кафедра религиоведения России,
национальных и государственно-конфессиональных отношений. Адрес редакции: 656049, Барнаул, ул. Димитрова, 66,
Алтайский государственный университет, кафедра религиоведения России,
национальных и государственно-конфессиональных отношений. Алтайский государственный университет, кафедра религиоведения России,
национальных и государственно-конфессиональных отношений. The editorial Board: The editorial Board:
S. A. Vasutin, doctor of historical sciences (Russia, Kemerovo)
N. L. Zhukovskay, doctor of historical sciences (Russia, Moskow)
A. P. Zabiyako, doctor of philosophical sciences (Russia, Blagoveshchensk)
A. A. Tishkin, doctor of historical sciences (Russia, Barnaul)
N. А. Tomilov, doctor of historical sciences (Russia, Omsk)
T. D. Skrynnikova, doctor of historical sciences (Russia, Saint-Petersburg)
O. M. Homushku, doctor of philosophical sciences (Russia, Kyzyl)
M. M. Shakhnovich, doctor of philosophical sciences (Russia, Saint-Petersburg)
L. I. Sherstova, doctor of historical sciences (Russia, Tomsk)
A. G. Sitdikov, doctor of historical sciences (Russia, Kazan)
E. A. Shershneva (resp. secretary), candidate of historical sciences (Russia, Barnaul) NATIONS AND RELIGIONS
OF THE EURASIA The journal was founded in 2007 The journal editorial Board: h
j
L. N. Yarmolenko, doctor of historical sciences (Russia, Kemerovo)
U. A. Lusenko, doctor of historical sciences Russia, Barnaul)
L. S. Marsadolov, doctor of Culturology (Russia, St. Petersburg)
G. G. Pikov, doctor of historical sciences, doctor of cultural studies (Russia, Novosibirsk)
A. K. Pogassiy, doctor of philosophical sciences (Russia, Kazan)
K. A. Rudenko, doctor of historical sciences (Russia, Kazan)
S. A. Yatsenko, doctor of historical sciences (Russia, Moscow)
A. S. Zhanbosynov, doctor of historical sciences (Kazakhstan, Ust-Kamenogorsk)
N. I. Osmonovа, candidate of philosophical sciences (Kyrgyzstan, Bishkek)
N. Cedev, candidate of pedagogical sciences (Mongolia, Ulaanbaatar)
Ts. Stepanov, doctor of historical sciences (Bolgariy, Sofiy)
Z. S. Samashev, doctor of historical sciences (Kazakhstan, Astana) Approved for publication by the Joint Scientific and Technical Council of Altai State University. All rights reserved. No publication in whole or in part may be reproduced without the written
permission of the authors or the publisher. Registered with the RF Committee on Printing. Registration certificate PI № ФС 77–78911. Registration date 07.08.2020 г. Approved for publication by the Joint Scientific and Technical Council of Altai State University. All rights reserved. No publication in whole or in part may be reproduced without the written
permission of the authors or the publisher. Registered with the RF Committee on Printing. Registration certificate PI № ФС 77–78911. Registration date 07.08.2020 г. Approved for publication by the Joint Scientific and Technical Council of Altai State University. All rights reserved. No publication in whole or in part may be reproduced without the written
permission of the authors or the publisher. Registered with the RF Committee on Printing. Registration certificate PI № ФС 77–78911. Registration date 07.08.2020 г. The journal was prepared with the support of the RSF grant on “Religion and power: the
historical experience of state regulation of religious communities in Western Siberia and
neighboring regions of Kazakhstan in the XIX–XX centuries” (project № 19‑18‑00023). The journal was prepared with the support of the RSF grant on “Religion and power: the
historical experience of state regulation of religious communities in Western Siberia and
neighboring regions of Kazakhstan in the XIX–XX centuries” (project № 19‑18‑00023). Editorial office address: 656049, Barnaul, ul. Dimitrova, 66, Altai State University, Department
of regional studies of Russia, national and state-confessional relations. © Altai State University Publisher, 2020 СОДЕРЖАНИЕ Раздел I
АРХЕОЛОГИЯ И ЭТНОКУЛЬТУРНАЯ ИСТОРИЯ
Руденко К. А. Клады эпохи Волжской Булгарии на Старо-Куйбышевском
археологическом комплексе в Татарстане: состав, датировка, интерпретация...............7
Дашковский П. К. Кочевые народы Центральной Азии эпохи Средневековья
в исторических исследованиях российских ученых второй половины
XIX — начала XX в.........................................................................................................................34
Нарудцева Е. А., Радовский С. С., Серегин Н. Н. К вопросу о значении полевых
исследований Э. М. Медниковой в развитии археологии Алтая........................................50
Серегин Н. Н. Археология раннесредневековых тюрок Центральной Азии:
основные этапы исследований и интерпретации комплексов...........................................65
Папин Д. В. Проблемы этнокультурного взаимодействия населения степного
и лесостепного Алтая в период поздней бронзы...................................................................80
Раздел II
ЭТНОЛОГИЯ И НАЦИОНАЛЬНАЯ ПОЛИТИКА
Кожа М. Б., Балтабаева А. Ю. Туркестанская легенда о Ноевом ковчеге
на вершине горы Казыкурт.........................................................................................................87
Гундова О. Е. Российская интеллектуальная элита XVIII — середины XIX в. об экономике казахов....................................................................................................................98
Лысенко Ю. А. Процесс возвращения беженцев — участников Туркестанского
восстания 1916 г. из Китая органами советской власти в 20‑е гг. ХХ в..........................112
Раздел III
РЕЛИГИОВЕДЕНИЕ И ГОСУДАРСТВЕННО-КОНФЕССИОНАЛЬНАЯ
ПОЛИТИКА
Дробышев Ю. И. Монгольский хаган как сын Бога..............................................................123
Шерстюков С. А. «Раскрепощение» мусульманских женщин в Центральной
Азии: стратегии сопротивления и способы адаптации (1920–1930‑е гг.)..................... 148
ДЛЯ АВТОРОВ...........................................................................................................................161 ISSN 2542-2332 (Print) • ISSN 2686-8040 (Online) CONTENT Section I
ARCHAEOLOGY AND ETNO-CULTURAL HISTORY
Rudenko K. A. Treasures of the era of the Volga Bulgaria at the old kuibyshev’s
archaeological complex in Tatarstan: composition, dating, interpretation................................7
Dashkovskiy P. K. The nomadic nations of Central Asia of the Middle ages
in historical research of russian scientists of the second half of XIX —
early XX century archeology and etno-kultural history.............................................................34
Narudtseva E. A., Radovsky S. S., Seregin N. N. To the question of the importance
of field research of E. M. Mednikova in the development of archeology in Altay...................50
Seregin N. N. Archeology of the early medieval turks of Central Asia: main stages
of research and interpretations of the complexes........................................................................65
Papin D. V. Problems of ethnic and cultural interaction of the population steppe
and forest-steppe Altai in the late bronze age...............................................................................80
Section II
ETHNOLOGY AND NATIONAL POLICY
Kozha M. B., Baltabayeva A. Yu. Turkestan legend of Noah’s ark on top
of mount Kazygurt...........................................................................................................................87
Gundova O. E. Russian intellectual elite of the XVIII — middle of XIX centuries
about the economy of the kazakhs.................................................................................................98
Lysenko Y. A. The process of returning refugees –participants of the Turkestan
uprising of 1916 from China by the organs of Soviet power in the 1920s
of the 20th century...........................................................................................................................112
Section III
RELIGIOUS STUDIES AND STATE-CONFESSIONAL RELATIONS
Drobyshev Yu. I. Mongolian khagan as a son of the God..........................................................123
Sherstyukov S. A. “Emancipation” of muslim women in Central Asia: strategies
of resistance and ways of adaptation (1920s–1930s)................................................................ 148
FOR AUTHORS............................................................................................................................161 Алтайский государственный университет, Барнаул (Россия лтайский государственный университет, Барнаул (Россия) АРХЕОЛОГИЯ РАННЕСРЕДНЕВЕКОВЫХ ТЮРОК
ЦЕНТРАЛЬНОЙ АЗИИ: ОСНОВНЫЕ ЭТАПЫ
ИССЛЕДОВАНИЙ И ИНТЕРПРЕТАЦИИ КОМПЛЕКСОВ1 Статья посвящена характеристике истории исследования и интерпретации археоло-
гических памятников раннесредневековых тюрок Центральной Азии. Учтен значитель-
ный объем сведений о результатах изучения погребальных и «поминальных» комплек-
сов второй половины I тыс. н. э., расположенных в разных частях обширного региона. Обоснована периодизация, предполагающая выделение четырех основных этапов в ис-
тории исследования памятников тюрок: 1) XVIII в. — начало XX в.; 2) 1920‑е — 1940‑е гг.;
3) 1950‑е — начало 1990‑х гг.; 4) вторая половина 1990‑х гг. — начало XXI в. Для обозначен-
ных периодов характерны особенности методологии и методики работ, различная интен-
сивность практических и теоретических изысканий, уровень интерпретации имеющих-
ся сведений. Установлено, что наиболее разработанными являются вопросы исследова-
ния предметного комплекса номадов. Кроме того, значительное количество публикаций
посвящено решению проблем хронологии конкретных объектов и периодизации куль-
туры кочевников. Наименее изученными остаются проблемы реконструкции сложных
процессов формирования и эволюции общности тюрок по археологическим материалам. Ключевые слова: тюрки, Центральная Азия, история исследований, археологиче-
ские памятники, периодизация, интерпретация. N. N. Seregin Altai State University, Barnaul (Russia) Section I ARCHAEOLOGY AND ETNO-CULTURAL HISTORY
Rudenko K. A. Treasures of the era of the Volga Bulgaria at the old kuibyshev’s
archaeological complex in Tatarstan: composition, dating, interpretation................................7
Dashkovskiy P. K. The nomadic nations of Central Asia of the Middle ages
in historical research of russian scientists of the second half of XIX —
early XX century archeology and etno-kultural history.............................................................34
Narudtseva E. A., Radovsky S. S., Seregin N. N. To the question of the importance
of field research of E. M. Mednikova in the development of archeology in Altay...................50
Seregin N. N. Archeology of the early medieval turks of Central Asia: main stages
of research and interpretations of the complexes........................................................................65
Papin D. V. Problems of ethnic and cultural interaction of the population steppe
and forest-steppe Altai in the late bronze age...............................................................................80 Section II
ETHNOLOGY AND NATIONAL POLICY
Kozha M. B., Baltabayeva A. Yu. Turkestan legend of Noah’s ark on top
of mount Kazygurt...........................................................................................................................87
Gundova O. E. Russian intellectual elite of the XVIII — middle of XIX centuries
about the economy of the kazakhs.................................................................................................98
Lysenko Y. A. The process of returning refugees –participants of the Turkestan
uprising of 1916 from China by the organs of Soviet power in the 1920s
of the 20th century...........................................................................................................................112
Section III
RELIGIOUS STUDIES AND STATE-CONFESSIONAL RELATIONS
Drobyshev Yu. I. Mongolian khagan as a son of the God..........................................................123
Sherstyukov S. A. “Emancipation” of muslim women in Central Asia: strategies
of resistance and ways of adaptation (1920s–1930s)................................................................ 148
FOR AUTHORS............................................................................................................................161 ISSN 2542-2332 (Print) • ISSN 2686-8040 (Online) 65 Nations and religions of Eurasia • 2020 № 4 (25). P. 65–79. УДК 902/904
DOI: 10.14258/nreur(2020)4–04 УДК 902/904
DOI: 10.14258/nreur(2020)4–04 1
Работа подготовлена в рамках государственного задания Алтайского государственного универси‑
тета, проект № 748715Ф.99.1. ББ97АА00002 «Тюрко-монгольский мир «Большого Алтая»: един‑
ство и многообразие в истории и современности». Cайт журнала: http://journal.asu.ru/wv • Journal homepage: http://journal.asu.ru/wv Н. Н. Серегин Н. Н. Серегин Алтайский государственный университет, Барнаул (Россия) ARCHEOLOGY OF THE EARLY MEDIEVAL TURKS
OF CENTRAL ASIA: MAIN STAGES OF RESEARCH
AND INTERPRETATIONS OF THE COMPLEXES The article presents the characteristics of the history of research and interpretation
of archaeological sites of the early medieval Turks in Central Asia. A significant amount 1
Работа подготовлена в рамках государственного задания Алтайского государственного универси‑
тета, проект № 748715Ф.99.1. ББ97АА00002 «Тюрко-монгольский мир «Большого Алтая»: един‑
ство и многообразие в истории и современности». 66 Народы и религии Евразии • 2020 № 4 (25). C. 65–79. of information on the results of the study of burial and «memorial» complexes of the second
half of the I millennium AD, located in different parts of the vast region, was taken into
account. The author created the periodization, which implies the allocation of four main
stages in the history of the study of the Turkic sites: 1) the XIX century — the beginning of the
XX century; 2) 1920s — 1940s; 3) 1950s — early 1990s; 4) the second half of the 1990s — the
beginning of the XXI century. The designated periods are characterized by the peculiarities
of the methodology and methodology of work, different intensity of practical and theoretical
research, the level of interpretation of the available information. It has been established that
the most developed are the issues of research of the subject complex of nomads. In addition,
a significant number of publications are devoted to solving the problems of the chronology of
specific objects and the periodization of the culture of nomads. The problems of reconstruction
of the complex processes of formation and evolution of the Turks’ community based on
archaeological materials remain the least studied. Keywords: Turks, Central Asia, history of research, archaeological sites, periodization,
interpretation Серегин Николай Николаевич, доктор исторических наук, доцент кафедры археоло-
гии, этнографии и музеологии Алтайского государственного университета, Барнаул
(Россия). Адрес для контактов: nikolay-seregin@mail.ru
Seregin Nikolay Nikolaevich, Doctor of Historical Sciences, Associate Professor of the
Department of Archeology, Ethnography and Museology of Altai State University, Barnaul
(Russia). Contact address: nikolay-seregin@mail.ru И
зучение этногенетических и социокультурных процессов, происходивших
на территории Центральной Азии в раннем Средневековье, основывается глав-
ным образом на исследовании материалов раскопок археологических памятни-
ков. Это обусловлено фрагментарностью письменных источников, в которых представ-
лены лишь отдельные сюжеты истории кочевников. Одной из ярких общностей нома-
дов рассматриваемого региона второй половины I тыс. н. э. является культура ранне-
средневековых тюрок. ARCHEOLOGY OF THE EARLY MEDIEVAL TURKS
OF CENTRAL ASIA: MAIN STAGES OF RESEARCH
AND INTERPRETATIONS OF THE COMPLEXES Основным источником для реконструкции истории ее носителей
выступают археологические комплексы — погребения, «поминальные» объекты (ме-
мориалы элиты номадов, «рядовые» оградки, изваяния, балбалы и другие сопроводи-
тельные сооружения), наскальные изображения. Важным аспектом их изучения пред-
ставляется анализ процесса накопления материалов, полученных в ходе полевых иссле-
дований, а также рассмотрение выводов, ставших результатом интерпретации памят-
ников. Проведение такой работы позволит не только охарактеризовать сформирован-
ную источниковую базу и суммировать ключевые выводы ученых, но также будет спо-
собствовать определению приоритетных направлений дальнейших изысканий и обо-
значению путей решения вопросов, остающихся дискуссионными. И Специального исследования, посвященного анализу истории изучения археологи-
ческих комплексов раннесредневековых тюрок Центральной Азии, до сих пор не пред-
принималось. В ряде работ археологов представлен опыт рассмотрения основных эта- ISSN 2542-2332 (Print) • ISSN 2686-8040 (Online) 67 Nations and religions of Eurasia • 2020 № 4 (25). P. 65–79. пов исследований памятников на отдельных территориях [Гаврилова, 1965: 5–6; Кыз-
ласов, 1969: 5–14; Кубарев, 1984: 4–11; Митько, 1995: 5–6; Войтов, 1996: 11–22; Худя-
ков, 2004: 6–14; Кубарев, 2005: 6–9; Серегин, Матренин, 2014: 61–116; Идэрхангай, 2017:
8–10]. Кроме того, результаты раскопок погребальных и «поминальных» комплексов
тюрок, а также раннесредневековых наскальных изображений учтены в специальных
монографиях по истории археологического изучения Сибири [Белокобыльский, 1986;
Демин, 1989; Борисенко, Худяков, 2005; Китова, 2007; Матющенко, 2009; Артюх, 2010]. у
В целом, несмотря на то, что различные аспекты истории изучения археологиче-
ских памятников раннесредневековых тюрок затрагивались в целом ряде работ, мно-
гие вопросы в этом направлении по‑преднему рассмотрены лишь частично. В боль-
шинстве исследований представлена лишь общая история археологических раскопок
без выявления основных тенденций в интерпретации материалов, а также в развитии
методики исследований. Фрагментарным является опыт осмысления развития зна-
ний о комплексах рассматриваемой общности на обширных территориях Централь-
ной Азии, так как ученые в большинстве случаев ограничивались рассмотрением про-
цесса исследования памятников в отдельных регионах. Наконец, отсутствует разрабо-
танная схема периодизации истории изучения археологических комплексов раннесред-
невековых тюрок, что также не способствует эффективной систематизации обширно-
го накопленного опыта. Учитывая огромный объем имеющихся данных, необходимо признать, что резуль-
таты анализа обозначенных историографических аспектов требуют развернутого изло-
жения в работе монографического характера. Поэтому в настоящей статье представле-
ны только основные вехи в изучении и интерпретации комплексов раннесредневеко-
вых тюрок Центральной Азии с краткой характеристикой выделенных этапов и опре-
делением ключевых тенденций исследовательского процесса. Анализ работ исследователей позволяет выделить четыре этапа в процессе накоп-
ления и интерпретации археологических материалов по культуре раннесредневековых
тюрок Центральной Азии. Cайт журнала: http://journal.asu.ru/wv • Journal homepage: http://journal.asu.ru/wv ARCHEOLOGY OF THE EARLY MEDIEVAL TURKS
OF CENTRAL ASIA: MAIN STAGES OF RESEARCH
AND INTERPRETATIONS OF THE COMPLEXES Для каждого из периодов характерны особенности методо-
логии и методики работ, различная интенсивность практических и теоретических изы-
сканий, уровень интерпретации имеющихся сведений и др. Характеристики выделен-
ных этапов в значительной степени определялись спецификой развития исторической
и археологической науки, а также общей социально-экономической ситуацией в раз-
личных частях Центрально-Азиатского региона. Первый этап (XVIII в. — начало XX в.) — время первоначального ознакомления
ученых с раннесредневековыми материалами Центральной Азии. Основной объем по-
лученных материалов связан с выявлением и фиксацией каменных изваяний, а также
немногочисленными раскопками «поминальных» комплексов второй половины I тыс. н. э. Кроме того, в рамках рассматриваемого периода были впервые раскопаны погре-
бения раннесредневековых тюрок. Важными событиями, определившими на многие
годы направления развития отечественной и зарубежной тюркологии, стали открытия
«элитных» мемориалов тюрок Монголии и дешифровка рунической письменности. За-
вершение первого этапа связано с началом систематических исследований археологи-
ческих комплексов раннесредневековых номадов Центральной Азии в 1920‑е гг. и по- 68 Народы и религии Евразии • 2020 № 4 (25). C. 65–79. лучением значительного объема материалов, анализ которых дал возможность для ре-
конструкции различных аспектов истории кочевников данного обширного региона. лучением значительного объема материалов, анализ которых дал возможность для ре-
конструкции различных аспектов истории кочевников данного обширного региона. Отдельно отметим большое значение раскопок, осуществленных В. В. Радловым
на комплексе Катанда в юго-западной части Алтая. В 1865 г. известным ученым иссле-
дованы несколько небольших курганов, четыре из которых не были потревожены и от-
носились к культуре тюрок, а также четыре каменные оградки и впускные захоронения
второй половины I тыс. н. э. [Захаров, 1926: 76, 81; Радлов, 1989: 448–449]. Анализ мате-
риалов, полученных в ходе экспедиции, позволил В. В. Радлову выделить несколько эта-
пов в древней и средневековой истории Сибири. Памятники культуры тюрок не обо-
значены в каком‑либо из них, однако общая логика построений ученого позволяет
утверждать, что данные объекты, наряду с «киргизскими могилами», отнесены к «но-
вейшей эпохе железного века». Отметим, что в настоящее время актуальным остается
осуществление полной публикации результатов исследований В. В. Радлова на Алтае. Хорошо известна также роль ученого в процессе исследования «элитных» тюркских
комплексов на территории Монголии. Результатом его изысканий, а также работ дру-
гих специалистов, осуществленных в данном регионе в конце XIX в., стало обоснова-
ние назначения таких объектов как мемориальных памятников верхушки каганатов
и их идентификация с конкретными фигурами политической истории тюрок, деши-
фровка рунической письменности и прочтение обнаруженных текстов, а также под-
тверждение того, что подобные сооружения не являются единичными. ARCHEOLOGY OF THE EARLY MEDIEVAL TURKS
OF CENTRAL ASIA: MAIN STAGES OF RESEARCH
AND INTERPRETATIONS OF THE COMPLEXES Полученные све-
дения показали перспективы дальнейших исследований истории раннесредневековых
тюрок по археологическим материалам. Второй этап (1920–1940‑е гг.) — осуществление первых крупных исследований по-
гребальных и «поминальных» комплексов раннесредневековых тюрок на Алтае, в Туве,
Минусинской котловине. Реализация подобных изысканий в Монголии была связана,
главным образом, с изучением мемориальных памятников элиты номадов. Результа-
ты интерпретации материалов раскопок комплексов стали основой для создания ряда
обобщающих работ. Начало нового этапа в исследовании археологических памятников Алтае-Саянского
региона, в том числе комплексов раннего Средневековья, связано с работами экспеди-
ций С. А. Теплоухова. Наиболее масштабные изыскания были им реализованы на тер-
ритории Минусинской котловины. Отряд Минусинской экспедиции под руководством
С. А. Теплоухова проводил раскопки в 1920–1921 гг. и 1923–1925 гг. [Белокобыльский,
1986: 117]. Важно отметить, что археолог изначально предполагал осуществить рабо-
ты на небольшой по площади территории, однако насыщенной различными по хро-
нологии и культурной принадлежности памятниками. Именно в результате таких ис-
следований могла быть прослежена преемственность в развитии культур и специфи-
ка исторической ситуации в регионе [Белокобыльский, 1986: 133]. Наряду с комплек-
сами различных хронологических периодов, раскопаны и памятники раннесредневе-
ковых тюрок. В 1924 г. исследованы пять погребений у с. Батени на Енисее, а в 1925 г. —
одиночный курган на р. Таштык. ур
р
В 1926–1927 гг. и 1929 гг. в соседнем регионе археологические работы проводи-
лись Тувинской археологической экспедицией, руководителем которой также являл- ISSN 2542-2332 (Print) • ISSN 2686-8040 (Online) 69 Nations and religions of Eurasia • 2020 № 4 (25). P. 65–79. ся С. А. Теплоухов [Китова, 2007: 79]. Сведения о погребениях тюрок, исследованных
С. А. Теплоуховым на некрополях Бай-Даг и Улуг-Хову, а также раннесредневековых
оградках, раскопанных на комплексах Саадак-Терек и Элегест, частично введены в на-
учный оборот Л. Р. Кызласовым [1979: 132–135, 188–191]. ся С. А. Теплоухов [Китова, 2007: 79]. Сведения о погребениях тюрок, исследованных
С. А. Теплоуховым на некрополях Бай-Даг и Улуг-Хову, а также раннесредневековых
оградках, раскопанных на комплексах Саадак-Терек и Элегест, частично введены в на-
учный оборот Л. Р. Кызласовым [1979: 132–135, 188–191]. Раскопки в Минусинской котловине в районе с. Батени, а также в Туве позволили
С. А. Теплоухову осуществить систематизацию памятников от энеолита до эпохи Сред-
невековья и представить их культурную, хронологическую и этническую характери-
стику. Памятники раннего Средневековья не были включены в какую‑либо археоло-
гическую культуру, однако распределены по этапам с обозначением датировки и этни-
ческой принадлежности [Теплоухов, 1929: 55, 58]. Погребения тюрок отнесены ученым
к VII–X вв. По мнению С. А. Cайт журнала: http://journal.asu.ru/wv • Journal homepage: http://journal.asu.ru/wv ARCHEOLOGY OF THE EARLY MEDIEVAL TURKS
OF CENTRAL ASIA: MAIN STAGES OF RESEARCH
AND INTERPRETATIONS OF THE COMPLEXES Теплоухова [1929: 55], коренным населением Минусинской
котловины были кыргызы, которых в VII в. покорили «турки». В это же время после долгого перерыва осуществлялись раскопки памятников ран-
несредневековых тюрок на Алтае. Работы на ряде памятников, в том числе и относя-
щихся ко второй половине I тыс. н. э., проведены в 1924–1925 гг. Алтайской экспедици-
ей этнографического отдела Русского музея под руководством С. И. Руденко и при уча-
стии А. Н. Глухова. В ходе исследований участников экспедиции обнаружена и раско-
пана серия «поминальных» объектов, расположенных в долинах рек Бугузун, Чулыш-
ман, Улаган и Балыктуюль (Восточный Алтай). Наиболее значимыми для развития ран-
несредневековой археологии не только Алтая, но и всей Центральной Азии стали ис-
следования погребений и оградок на комплексе Кудыргэ, расположенном в низовьях
р. Чулышман, в восточной части региона [Руденко, Глухов, 1927]. По точному замечанию А. А. Гавриловой [1965: 3], после выхода статьи С. И. Руден-
ко и А. Н. Глухова материалы раскопок памятника Кудыргэ так или иначе упоминались
практически во всех работах, посвященных различным аспектам раннесредневековой
археологии. До сих пор данный комплекс остается одним из крупнейших комплексов
тюрок. Несмотря на неизбежные на тот момент неточности в интерпретации результа-
тов раскопок могильника, выводы и наблюдения, сделанные С. И. Руденко и А. Н. Глу-
ховым, представляли большой интерес для современников. Отметим, что в последую-
щие годы хронология известного памятника, а также этнокультурная атрибуция по-
гребальных и «поминальных» объектов комплекса неоднократно становились предме-
том специального рассмотрения целого ряда специалистов. К 1920‑м гг. относится начало систематических исследований на территории Мон-
голии экспедиций, организованных Академией наук СССР совместно с местными ис-
следователями. В 1925 гг. И. Боровкой [1927] впервые раскопано тюркское погребение
на обозначенной территории, а также изучены мемориальные комплексы. Исследова-
ния «поминальных» памятников элиты каганатов в это время осуществлены Б. Я. Вла-
димирцовым [1927], который представил первый опыт классификации таких объектов. р
р
р
р
ф
Серия тюркских погребений и оградок в конце 1920‑х — 1930‑е гг. раскопана
П. М. Грязновым на Алтае. Кроме того, им совместно с Е. Р. Шнейдером [1929] обобщены
сведения о каменных изваяниях Минусинской котловины, в том числе о нескольких ран-
несредневековых скульптурах. Объекты второй половины I тыс. н. э. учтены М. П. Гряз-
новым в разработанной периодизации древних и средневековых культур Алтая. 70 Народы и религии Евразии • 2020 № 4 (25). C. 65–79. Масштабные исследования памятников различных хронологических периодов,
в том числе объектов раннего Средневековья, осуществлены в 1928–1940 гг. Саяно-Ал-
тайской экспедицией под руководством С. В. Киселева. ARCHEOLOGY OF THE EARLY MEDIEVAL TURKS
OF CENTRAL ASIA: MAIN STAGES OF RESEARCH
AND INTERPRETATIONS OF THE COMPLEXES Ру- ISSN 2542-2332 (Print) • ISSN 2686-8040 (Online) Nations and religions of Eurasia • 2020 № 4 (25). P. 65–79. 71 денко. В последующие годы А. А. Гавриловой осуществлены работы и на других памят-
никах Алтая. Анализ полученных материалов с использованием результатов раскопок
на сопредельных территориях отражен в обобщающей монографии [Гаврилова, 1965]. В послевоенные годы наиболее интенсивные раскопки погребальных и «поминаль-
ных» комплексов тюрок осуществлялись на территории Тувы. В 1950–1960‑е гг. в дан-
ном регионе проводились исследования под руководством С. И. Вайнштейна, А. Д. Гра-
ча, Л. Р. Кызласова, М. X. Маннай-оола. В работах археологов представлен опыт опреде-
ления хронологии изученных памятников, интерпретации каменных изваяний и огра-
док, реконструкции этнокультурной истории региона [Грач, 1961; Вайнштейн, 1966;
Кызласов, 1969]. К середине XX столетия относится начало следующего этапа в изучении раннесред-
невековой археологии Монголии. Он связан главным образом с работами местных спе-
циалистов, к этому времени накопивших необходимый опыт полевых работ и продол-
живших исследования памятников региона самостоятельно, а также совместно с уче-
ными из социалистических стран. Новые сведения о погребальных и «поминальных»
комплексах тюрок Монголии получены в 1950–1960‑е гг. в ходе исследований Ц. До-
ржсурэна, Д. Навана, Х. Пэрлээ, Н. Сэр-Оджава, И. Эрдели. Значительный объем материалов по культуре раннесредневековых тюрок получен
в результате работ «новостроечных» экспедиций. Серия тюркских погребений исследо-
вана участниками Красноярской экспедиции Института археологии АН СССР в Мину-
синской котловине. Большое количество курганов, «поминальных» объектов и наскаль-
ных изображений раннего Средневековья изучено в ходе изысканий Саяно-Тувинской
экспедиции Ленинградского отделения Института археологии АН СССР в Туве. Резуль-
таты анализа массива новых материалов представлены в серии тематических публика-
ций [Трифонов, 1971; Длужневская, 1976; Овчинникова, 1982]. Интенсивные исследования памятников тюрок в 1970‑е — начале 1990‑х гг. проводи-
лись на Алтае. Изучение раннесредневековых погребальных и «поминальных» комплек-
сов, а также наскальных изображений в данном регионе осуществлялось А. П. Бородов-
ским, А. С. Васютиным, А. М. Илюшиным, С. М. Киреевым, Ю. Ф. Кирюшиным, В. Д. Ку-
баревым, В. А. Кочеевым, Ю. Т. Мамадаковым, А. И. Мартыновым, Е. А. Миклашевич,
О. А. Митько, В. А. Могильниковым, В. И. Молодиным, С. В. Неверовым, Е. А. Окладни-
ковой, Д. Г. Савиновым, В. И. Соеновым, А. И. Соловьевым, С. С. Сорокиным, А. С. Су-
разаковым, Ю. В. Тетериным, Ю. С. Худяковым, А. В. Эбелем. Определенный объем ма-
териалов по культуре тюрок получен в ходе работ на территории Минусинской кот-
ловины и Тувы, реализованных Г. П. Данченок, Э. Н. Киргинековым, Л. Р. Кызласовым,
О. А. Митько, Ю. А. ARCHEOLOGY OF THE EARLY MEDIEVAL TURKS
OF CENTRAL ASIA: MAIN STAGES OF RESEARCH
AND INTERPRETATIONS OF THE COMPLEXES В ходе этих работ изучена пред-
ставительная серия погребальных и «поминальных» комплексов тюрок Алтая и Ми-
нусинской котловины [Киселев, 1929; Евтюхова, Киселев, 1941]. Тюркские захороне-
ния в последнем из обозначенных регионов исследованы под руководством В. П. Ле-
вашовой [1952]. В целом, к середине XX в. была сформирована определенная источниковая база
для изучения и интерпретации археологических комплексов раннесредневековых тю-
рок, включавшая главным образом памятники Алтая, Минусинской котловины и Мон-
голии. Материалы исследований, частично опубликованные археологами, стали извест-
ны широкому кругу специалистов. Памятники раннего Средневековья были отдель-
но рассмотрены в ряде обобщающих работ, в которых получил отражение опыт хро-
нологической и этнокультурной атрибуции объектов, а также наблюдения о специфи-
ке социальной организации раннесредневековых кочевников [Евтюхова, 1948; Кисе-
лев, 1949]. Вместе с тем практически неизвестными археологам оставались погребаль-
ные и «поминальные» комплексы тюрок на территории Тувы. Материалы раскопок
С. А. Теплоухова в указанном регионе были опубликованы значительно позже. Имен-
но на этой территории в последующие годы проводились наиболее интенсивные иссле-
дования археологических памятников раннего Средневековья. Весьма перспективны-
ми оставались также раскопки тюркских погребений в Монголии, остающейся в этом
плане «белым пятном» на археологической карте Центральной Азии. Третий этап (1950‑е — начало 1990‑х гг.) — время наиболее интенсивных иссле-
дований археологических комплексов раннесредневековых тюрок Центральной Азии. Развитие науки в начале данного периода в значительной степени связано с общим по-
слевоенным экономическим подъемом в России, а также сложением группы специали-
стов-археологов в Монголии. Главной тенденцией третьего периода стало преимуще-
ственное развитие региональной тематики, заключавшееся в рассмотрении различных
аспектов истории раннесредневековых кочевников Центральной Азии на основе изуче-
ния памятников отдельных территорий. Характерной чертой научной деятельности ар-
хеологов в рамках данного этапа было стремление к историчности выводов, сделанных
на основе анализа материалов раскопок. Этому способствовало активное привлечение
сведений письменных источников, главным образом, китайских династийных хроник
и тюркских рунических текстов. К рассматриваемому периоду относится публикация
ряда крупных работ, в которых были обобщены обширные накопленные материалы. Конец 1940‑х — 1950‑е гг. в истории археологических исследований в различных ча-
стях Центральной Азии связаны в значительной степени с продолжением намеченных
ранее работ. Это объяснялось как вынужденным перерывом в уже организованных
изысканиях на ряде комплексов, так и очевидными перспективами в доисследовании
некоторых известных объектов. Одним из таких памятников стал могильник Кудыргэ,
материалы раскопок которого имели огромное значение для развития представлений
по раннесредневековой археологии региона. В 1948 г. работы на данном погребально-
поминальном комплексе были продолжены А. А. Гавриловой при содействии С. И. Cайт журнала: http://journal.asu.ru/wv • Journal homepage: http://journal.asu.ru/wv ARCHEOLOGY OF THE EARLY MEDIEVAL TURKS
OF CENTRAL ASIA: MAIN STAGES OF RESEARCH
AND INTERPRETATIONS OF THE COMPLEXES Плотниковым, А. И. Поселяниным, Д. Г. Савиновым, Ю. В. Тетери-
ным, Ю. С. Худяковым. у
Увеличение объема сведений о памятниках тюрок Монголии в 1969–1989 гг. связа-
но с работами совместной Советско-Монгольской историко-культурной экспедиции. В ходе исследований В. Е. Войтова, С. Г. Кляшторного, В. А. Лившиц, Н. Сэр-Оджава
получены значительные результаты в области выявления новых, а также детального
изучения уже известных мемориалов знати раннесредневековых кочевников. В 1979–
1982 гг. серия «рядовых» оградок раннего Средневековья обследована Ю. С. Худяко- 72 Народы и религии Евразии • 2020 № 4 (25). C. 65–79. вым. Раскопки нескольких тюркских погребений в разных частях страны проведены
Х. Лхагвасурэном, Д. Наваном, Ю. С. Худяковым, Д. Цэвээндоржем. вым. Раскопки нескольких тюркских погребений в разных частях страны проведены
Х. Лхагвасурэном, Д. Наваном, Ю. С. Худяковым, Д. Цэвээндоржем. Разноплановая интерпретация накопленных обширных материалов осуществлена
рядом специалистов. В большей части работ представлен опыт систематизации па-
мятников тюрок, изученных в отдельных регионах [Сэр-Оджав, 1970; Худяков, 1979;
Васютин, 1983; Кубарев, 1984]. Кроме того, подготовлена серия обобщающих иссле-
дований, посвященных анализу результатов раскопок археологических комплексов
тюрок Центральной Азии [Могильников, 1981; Савинов, 1984; Худяков, 1986; Овчи-
никова, 1990]. Таким образом, 1950‑е — начало 1990‑х гг. стали весьма важным периодом в из-
учении археологических памятников раннесредневековых тюрок Центральной Азии,
имеющим определяющее значение для формирования и развития представлений
по различным аспектам истории номадов. В результате полевых исследований, осуще-
ствленных в это время, был накоплен обширный материал, демонстрирующий вариа-
бельность культуры кочевников на различных территориях ее распространения во вто-
рой половине I — начале II тыс. н. э. В работах целого ряда ученых состоялась систе-
матизация этих сведений, что заложило основы для дальнейших исследований в обо-
значенном направлении. Не менее важным стало определение дискуссионных вопро-
сов, требующих детальной проработки. Многие из них были раскрыты в статьях и мо-
нографиях археологов конца XX — начала XXI вв. Четвертый этап (вторая половина 1990‑х гг. — начало XXI в.). Во второй поло-
вине 1990‑х гг. объем археологических исследований во многих частях Центральной
Азии существенно сократился. В определенной степени это было связано с недостат-
ком финансирования экспедиций. Однако одной из основных причин, затруднивших
проведение раскопок в ряде регионов, прежде всего в Республике Алтай, стала слож-
ная этносоциальная обстановка, проявившаяся, в том числе, в противодействии осу-
ществлению полевых исследований. Работы археологических экспедиций осложнялись
негативным отношением к ним местного населения, в значительной степени сформи-
рованным искусственно. ARCHEOLOGY OF THE EARLY MEDIEVAL TURKS
OF CENTRAL ASIA: MAIN STAGES OF RESEARCH
AND INTERPRETATIONS OF THE COMPLEXES К сожалению, определенная степень напряженности между
археологами и жителями Республики Алтай, несмотря на отдельные позитивные тен-
денции в этом плане, сохраняется [Плетц и др., 2014]. Очевидно, проводившиеся в рам-
ках рассматриваемого периода сравнительно немногочисленные исследования были
сосредоточены преимущественно в северной части обозначенного региона, где ситуа-
ция несколько более спокойная. Кроме того, в большей степени в это время изучались
«поминальные» комплексы, а раскопки погребений стали возможными, главным об-
разом, только в ходе охранных археологических работ в зонах строительства хозяй-
ственных объектов. Напротив, в Монголии в обозначенный период наблюдается активизация архео-
логических изысканий. Изменение политической ситуации в стране в начале 1990‑х
гг. серьезным образом отразилось на проводимых полевых исследованиях. С этого
времени в стране работают многочисленные экспедиции ученых из стран ближне-
го и дальнего зарубежья — Бельгии, Великобритании, Германии, Италии, Казахста-
на, Кореи, США, Турции, Франции, Японии и др. Эти исследования, осуществляе- ISSN 2542-2332 (Print) • ISSN 2686-8040 (Online) 73 Nations and religions of Eurasia • 2020 № 4 (25). P. 65–79. мые на высоком уровне и с применением современных методик, не только позволи-
ли получить и ввести в научный оборот значительный объем материалов, но также
послужили важным стимулом для развития археологической науки в Монголии в це-
лом. Результатом работ совместных экспедиций монгольских исследователей и зару-
бежных специалистов стали исследованные памятники различных хронологических
периодов, в том числе серия погребений и «поминальных» комплексов раннесредне-
вековых тюрок. Наряду с исследованиями, осуществляемыми совместно с зарубеж-
ными учеными, монгольские археологи проводят и самостоятельные работы в раз-
ных частях страны. Ключевой тенденцией современного этапа в изучении археологических комплек-
сов раннесредневековых тюрок Центральной Азии является не интенсивность рас-
копок, а в большей степени повышение уровня интерпретации уже накопленных
обширных материалов. Важным моментом стало появление серии обобщающих ра-
бот. В большом количестве статей, ряде монографий и диссертационных сочинени-
ях представлены результаты исследований, посвященных анализу специфики фор-
мирования и развития культуры номадов во второй половине I тыс. н. э. [Митько,
1995; Худяков, 2004; Кубарев, 2005; Тишкин, Горбунов, 2005; Горбунов, 2006; Шелепо-
ва, 2009; Идэрхангай, 2017]. В результате полевых работ, проведенных в разных частях Центрально-Азиатско-
го региона, сформирована представительная источниковая база археологических па-
мятников, отражающая различные этапы истории тюрок. К настоящему времени рас-
копаны более 400 погребений, а также свыше 450 «поминальных» комплексов, вклю-
чающих различные сооружения. В музейных центрах, локализованных главным обра-
зом в России и Монголии, хранится значительный объем коллекций, демонстрирую-
щих материальную культуру раннесредневековых номадов. Накоплена огромная ин-
формация о результатах разноплановых обследований тюркских комплексов. Cайт журнала: http://journal.asu.ru/wv • Journal homepage: http://journal.asu.ru/wv БИБЛИОГРАФИЧЕСКИЙ СПИСОК Артюх Е. А. Алтайский период в научной деятельности В. В. Радлова. Барнаул :
Изд-во Алт. ун-та, 2010. 295 с. Белокобыльский Ю. Г. Бронзовый и ранний железный век Южной Сибири. История
идей и исследований (XVIII — первая треть XX в.). Новосибирск : Наука, 1986. 168 с. Борисенко А. Ю., Худяков Ю. С. Изучение древностей Южной Сибири немецкими
учеными XVIII–XIX вв. Новосибирск : изд. НГУ, 2005. 270 с. Боровка Г. И. Археологическое обследование среднего течения р. Толы // Северная
Монголия. Предварительные отчеты лингвистической и археологической экспедиций
о работах, произведенных в 1925 году. Л. : Изд-во АН СССР, 1927. С. 43–88. Вайнштейн С. И. Некоторые вопросы истории древнетюркской культуры (в свя-
зи с археологическими исследованиями в Туве) // Советская этнография. 1966. № 3. С. 60–81. Васютин А. С. Культовые памятники древних тюрок Горного Алтая (VII–X вв.) : ав-
тореф. дис. … канд. ист. наук. Кемерово, 1983. 16 с. Владимирцов Б. Я. Этнолого-лингвистические исследования в Урге, Ургинском
и Кентейском районах // Северная Монголия. Предварительные отчеты лингвисти-
ческой и археологической экспедиций о работах, произведенных в 1925 году. Л. :
Изд-во АН СССР, 1927. С. 1–42. Войтов В. Е. Древнетюркский пантеон и модель мироздания в культово-поминаль-
ных памятниках Монголии VI–VIII вв. М. : Изд-во ГМВ, 1996. 152 с. Гаврилова А. А. Могильник Кудыргэ как источник по истории алтайских племен. М. ; Л. : Наука, 1965. 146 с. Гаврилова А. А. Могильник Кудыргэ как источник по истории алтайских племен. М. ; Л. : Наука, 1965. 146 с. Грач А. Д. Древнетюркские изваяния Тувы. М. : Изд-во восточной литературы, 1961. Грач А. Д. Древнетюркские изваяния Тувы. М. : Изд-во восточной литературы, 1961. 94 с. Грязнов М. П., Шнейдер E. Р. Древние изваяния Минусинских степей // Материалы
по этнографии. Т. IV, вып. 2. 1929. С. 63–93. Демин М. А. Первооткрыватели древностей. Барнаул : Алт. кн. изд-во, 1989. 120 с. фф Демин М. А. Первооткрыватели древностей. Барнаул : Алт. кн. изд-во, 1989. 120 с. Длужневская Г. В. Сопроводительный инвентарь и вопросы половозрастной диффе-
ренциации древнетюркского общества (по материалам погребального обряда) // Из ис-
тории Сибири. 1976. Вып. 21. С. 193–200. Длужневская Г. В. Сопроводительный инвентарь и вопросы половозрастной диффе-
ренциации древнетюркского общества (по материалам погребального обряда) // Из ис-
тории Сибири. 1976. Вып. 21. С. 193–200. Евтюхова Л. А. Археологические памятники енисейских кыргызов (хакасов). Аба-
кан : ХакНИИЯЛИ, 1948. 110 с. Евтюхова Л. А., Киселев С. В. Отчет о работах Саяно-Алтайской археологической
экспедиции в 1935 г. // Труды ГИМ. 1941. ARCHEOLOGY OF THE EARLY MEDIEVAL TURKS
OF CENTRAL ASIA: MAIN STAGES OF RESEARCH
AND INTERPRETATIONS OF THE COMPLEXES Нет со-
мнений в том, что информационный потенциал этих обширных данных реализован
далеко не полностью. Проведенный историографический анализ позволил определить степень изучен-
ности различных аспектов исследования археологических памятников тюрок Цен-
тральной Азии. Установлено, что наиболее разработанными являются вопросы иссле-
дования предметного комплекса номадов. Кроме того, значительное количество пуб-
ликаций посвящено решению проблем хронологии конкретных объектов и периоди-
зации культуры кочевников. Наименее изученными остаются проблемы реконструк-
ции сложных процессов формирования и эволюции различных элементов материаль-
ной и духовной культуры тюрок. Перспективы расширения и детализации представле-
ний об истории тюрок связаны с проведением точечных полевых исследований в сла-
бо изученных частях Центральной Азии. Наиболее важными являются раскопки по-
гребальных и «поминальных» комплексов на территории Монголии, а также в Китае
(Синьцзян). Не меньшее значение имеет выявление и исследование памятников тю-
рок в Казахстане и Средней Азии, что позволит более подробно рассматривать исто-
рию недолгого пребывания номадов в данных регионах, а также процессы последую-
щей трансформации их традиций. Народы и религии Евразии • 2020 № 4 (25). C. 65–79. 74 БИБЛИОГРАФИЧЕСКИЙ СПИСОК Вып 16. С. 75–117. Захаров А. А. Материалы по археологии Сибири (раскопки В. В. Радлова в 1965 г.) //
Труды ГИМ. 1926. Вып. 1. С. 71–106. Идэрхангай Т.-О. Тюркские оградки Монгольского Алтая: систематизация, хроно-
логия и интерпретация : автореф. дис. … канд. ист. наук. Барнаул, 2017. 26 с. Киселев С. В. Материалы археологической экспедиции в Минусинский край
в 1928 г. // Ежегодник гос. музея им. Н. М. Мартьянова в г. Минусинске. 1929. Т. IV,
вып. 2. С. 1–162. Киселев С. В. Материалы археологической экспедиции в Минусинский край
в 1928 г. // Ежегодник гос. музея им. Н. М. Мартьянова в г. Минусинске. 1929. Т. IV,
вып. 2. С. 1–162. Киселев С. В. Древняя история Южной Сибири. М. ; Л. : Изд-во АН СССР, 1949. 364 с. Киселев С. В. Древняя история Южной Сибири. М. ; Л. : Изд-во АН СССР, 1949. 364 с. ISSN 2542-2332 (Print) • ISSN 2686-8040 (Online) 75 Nations and religions of Eurasia • 2020 № 4 (25). P. 65–79. Китова Л. Ю. История сибирской археологии (1920–1930‑е годы): Изучение памят-
ников эпохи металла. Новосибирск : ИАЭТ СО РАН, 2007. 272 с. Китова Л. Ю. История сибирской археологии (1920–1930‑е годы): Изучение памят-
ников эпохи металла. Новосибирск : ИАЭТ СО РАН, 2007. 272 с. убарев В. Д. Древнетюркские изваяния Алтая. Новосибирск : Наука, 1984. 230 с. Кубарев Г. В. Культура древних тюрок Алтая (по материалам погребальных памят-
ников). Новосибирск : ИАЭТ СО РАН, 2005. 400 с. Кубарев Г. В. Культура древних тюрок Алтая (по материалам погребальных памят-
ников). Новосибирск : ИАЭТ СО РАН, 2005. 400 с. Кызласов Л. Р. История Тувы в средние века. М. : Изд-во МГУ, 1969. 211 с. ызласов Л. Р. Древняя Тува (от палеолита до IX в.). М. : Изд-во МГУ, 1979. 207 с. Левашова В. П. Два могильника кыргыз-хакасов // Материалы и исследования по ар-
хеологии СССР. М. : Наука, 1952. № 24. С. 121–136. Левашова В. П. Два могильника кыргыз-хакасов // Материалы и исследования по ар-
хеологии СССР. М. : Наука, 1952. № 24. С. 121–136. Матющенко В. И. 300 лет сибирской археологии. Омск : Изд-во ОмГУ, 2009. 550 с. Матющенко В. И. 300 лет сибирской археологии. Омск : Изд-во ОмГУ, 2009. 550 с. Митько О. А. Население территории Среднего Енисея в эпоху Средневековья (VI–
XVI вв.) (по данным погребальной обрядности) : автореф. дис. … канд. ист. наук. Но-
восибирск, 1995. 23 с. Могильников В. А. Тюрки // Степи Евразии в эпоху Средневековья. М. Cайт журнала: http://journal.asu.ru/wv • Journal homepage: http://journal.asu.ru/wv БИБЛИОГРАФИЧЕСКИЙ СПИСОК : Наука, 1981. С. 28–43. (Археология СССР). Овчинникова Б. Б. Погребение древнетюркского воина в Центральной Туве // Со-
ветская археология. 1982. № 3. С. 210–218. Овчинникова Б. Б. Тюркские древности Саяно-Алтая в VI–X вв. Свердловск :
Изд-во Урал. ун-та, 1990. 223 с. Плетц Г., Соенов В. И., Константинов Н. А. Робинсон Э. Международное значение
репатриации «укокской принцессы» (готова ли российская археология к диалогу с ко-
ренными народами?) // Древности Сибири и Центральной Азии. 2014. № 7 (19). С. 17–45. Радлов В В Из Сибири Страницы дневника М
Наука 1989 749 с Радлов В. В. Из Сибири: Страницы дневника. М. : Наука, 1989. 749 с. Руденко С. И., Глухов А. Н. Могильник Кудыргэ на Алтае // Материалы по этногра-
фии. 1927. Т. III, вып. 2. С. 37–52. Савинов Д. Г. Народы Южной Сибири в древнетюркскую эпоху. Л. : Изд-во ЛГУ,
1984. 175 с. Серегин Н. Н., Матренин С. С. Археологические комплексы Алтая II в. до н. э. —
XI в. н.э.: история исследований и основные аспекты интерпретации. Барнаул : Азбу-
ка, 2014. 230 с. Сэр-Оджав Н. Эртний Турэгууд (VI–VIII зуун). Улаанбаатар : Шинжлэх Ухааны Ака-
демийн хэвлэл, 1970. 115 т. Теплоухов С. А. Опыт классификации древних металлических культур Минусин-
ского края // Материалы по этнографии. 1929. Т. IV, вып. 2. С. 41–62. Тишкин А. А., Горбунов В. В. Комплекс археологических памятников в долине р. Бий-
ке (Горный Алтай). Барнаул : Изд-во Алт. ун-та, 2005. 200 с. Трифонов Ю. И. Древнетюркская археология Тувы // Ученые записки ТНИИЯЛИ. 1971. Вып. 15. С. 112–122. Худяков Ю. С. Кок-тюрки на Среднем Енисее // Новое в археологии Сибири и Даль-
него Востока. Новосибирск : Наука, 1979. С. 194–206. р
у
Худяков Ю. С. Древние тюрки на Енисее. Новосибирск: ИАЭТ СО РАН, 2004. 152 с. Шелепова Е В Ритуальные памятники кочевников Алтая поздней древности и ран- р
у
Худяков Ю. С. Древние тюрки на Енисее. Новосибирск: ИАЭТ СО РАН, 2004. 152 с. р
у
Худяков Ю. С. Древние тюрки на Енисее. Новосибирск: ИАЭТ СО РАН, 2004. 152 с. Худяков Ю. С. Древние тюрки на Енисее. Новосибирск: ИАЭТ СО РАН, 2004. 152 с. Шелепова Е. В. Ритуальные памятники кочевников Алтая поздней древности и ран-
него Средневековья : автореф. дис. … канд. ист. наук. Барнаул, 2009. 24 с. Шелепова Е. В. Ритуальные памятники кочевников Алтая поздней древности и ран-
него Средневековья : автореф. дис. … канд. ист. наук. Барнаул, 2009. 24 с. Шелепова Е. В. REFERENCES Artiukh E. A. Altaiskii period v nauchnoi deiatel’nosti V. V. Radlova [Altai period in the
scientific activity of V. V. Radlova]. Barnaul: Izd-vo Alt. un-ta, 2010. 295 s. (in Russian). Artiukh E. A. Altaiskii period v nauchnoi deiatel’nosti V. V. Radlova [Altai period in the
scientific activity of V. V. Radlova]. Barnaul: Izd-vo Alt. un-ta, 2010. 295 s. (in Russian). Belokobyl’skii Iu. G. Bronzovyi i rannii zheleznyi vek Iuzhnoi Sibiri. Istoriia idei i issledovanii
(XVIII — pervaia tret’ XX v.) [Bronze and Early Iron Age of Southern Siberia. History
of ideas and research (XVIII — first third of XX century)]. Novosibirsk: Nauka, 1986. 168 s. (in Russian). Belokobyl’skii Iu. G. Bronzovyi i rannii zheleznyi vek Iuzhnoi Sibiri. Istoriia idei i issledovanii
(XVIII — pervaia tret’ XX v.) [Bronze and Early Iron Age of Southern Siberia. History
of ideas and research (XVIII — first third of XX century)]. Novosibirsk: Nauka, 1986. 168 s. (in Russian). Borisenko A. Iu., Khudiakov Iu. S. Izuchenie drevnostei Iuzhnoi Sibiri nemetskimi uchenymi
XVIII–XIX vv. [Study of Antiquities of Southern Siberia by German Scientists of the 18th —
19th centuries]. Novosibirsk: NGU, 2005. 270 s. (in Russian). Borisenko A. Iu., Khudiakov Iu. S. Izuchenie drevnostei Iuzhnoi Sibiri nemetskimi uchenymi
XVIII–XIX vv. [Study of Antiquities of Southern Siberia by German Scientists of the 18th —
19th centuries]. Novosibirsk: NGU, 2005. 270 s. (in Russian). Borovka G. I. Arkheologicheskoe obsledovanie srednego techeniia r. Toly [Archaeological
survey of the middle reaches of the river Tola]. Severnaia Mongoliia. Predvaritel’nye otchety
lingvisticheskoi i arkheologicheskoi ekspeditsii o rabotakh, proizvedennykh v 1925 godu [Northern
Mongolia. Preliminary reports of the linguistic and archaeological expeditions on the work
done in 1925]. L.: Izd-vo AN SSSR, 1927. S. 43–88 (in Russian). Demin M. A. Pervootkryvateli drevnostei [Discoverers of antiquities]. Barnaul: Alt. kn. izd-vo, 1989. 120 s. (in Russian).f Demin M. A. Pervootkryvateli drevnostei [Discoverers of antiquities]. Barnaul: Alt. kn. izd-vo, 1989. 120 s. (in Russian).f Dluzhnevskaia G. V. Soprovoditel’nyi inventar’ i voprosy polovozrastnoi differentsiatsii
drevnetiurkskogo obshchestva (po materialam pogrebal’nogo obriada) [Accompanying
inventory and issues of gender and age differentiation of ancient Turkic society (based on
materials of the funeral rite)]. Iz istorii Sibiri [From the history of Siberia]. 1976, no. 21. S. 193–
200 (in Russian). Evtiukhova L. A. Arkheologicheskie pamiatniki eniseiskikh kyrgyzov (khakasov)
[Archaeological sites of the Yenisei Kyrgyz (Khakass)]. Abakan: KhakNIIIaLI, 1948. 110 s. (in Russian). Evtiukhova L. A. БИБЛИОГРАФИЧЕСКИЙ СПИСОК Ритуальные памятники кочевников Алтая поздней древности и ран-
него Средневековья : автореф. дис. … канд. ист. наук. Барнаул, 2009. 24 с. Народы и религии Евразии • 2020 № 4 (25). C. 65–79. 76 REFERENCES Mart’ianova v g. Minusinske [Yearbook of the state Museum named after N. M. Martyanov
in Minusinsk]. 1929, T. IV, no. 2. S. 1–162 (in Russian). N. M. Mart’ianova v g. Minusinske [Yearbook of the state Museum named after N. M. Martyanov
in Minusinsk]. 1929, T. IV, no. 2. S. 1–162 (in Russian). N. M. Mart’ianova v g. Minusinske [Yearbook of the state Museum named after N. M. Martyanov
in Minusinsk]. 1929, T. IV, no. 2. S. 1–162 (in Russian). Kiselev S. V. Drevniaia istoriia Iuzhnoi Sibiri [Ancient history of Southern Siberia]. M.; L.:
Izd-vo AN SSSR, 1949. 364 s. (in Russian). Kiselev S. V. Drevniaia istoriia Iuzhnoi Sibiri [Ancient history of Southern Siberia]. M.; L.:
Izd-vo AN SSSR, 1949. 364 s. (in Russian). Kitova L. Iu. Istoriia sibirskoi arkheologii (1920–1930‑e gody): Izuchenie pamiatnikov epokhi
metalla [History of Siberian Archeology (1920–1930s): Study of the Monuments of the Metal
Age]. Novosibirsk: IAET SO RAN, 2007. 272 s. (in Russian). Kitova L. Iu. Istoriia sibirskoi arkheologii (1920–1930‑e gody): Izuchenie pamiatnikov epokhi
metalla [History of Siberian Archeology (1920–1930s): Study of the Monuments of the Metal
Age]. Novosibirsk: IAET SO RAN, 2007. 272 s. (in Russian). Kubarev G. V. Kul’tura drevnikh tiurok Altaia (po materialam pogrebal’nykh pamiatnikov)
[The culture of the ancient Turks of Altai (based on materials of burial monuments)]. Novosibirsk: IAET SO RAN, 2005. 400 s. (in Russian). Kubarev G. V. Kul’tura drevnikh tiurok Altaia (po materialam pogrebal’nykh pamiatnikov)
[The culture of the ancient Turks of Altai (based on materials of burial monuments)]. Novosibirsk: IAET SO RAN, 2005. 400 s. (in Russian). Kubarev V. D. Drevnetiurkskie izvaianiia Altaia [Ancient Turkic sculptures of Altai]. Novosibirsk: Nauka, 1984. 230 s. (in Russian). Kyzlasov L. R. Istoriia Tuvy v srednie veka [History of Tuva in the Middle Ages]. M.: Izd-vo
MGU, 1969. 211 s. (in Russian). Kyzlasov L. R. Drevniaia Tuva (ot paleolita do IX v.) [Ancient Tuva (from the Paleolithic
to the 9th century)]. M.: Izd-vo MGU, 1979. 207 s. (in Russian). Levashova V. P. Dva mogil’nika kyrgyz-khakasov [Two burial grounds of the Kyrgyz-
Khakass]. Materialy i issledovaniia po arkheologii SSSR [Materials and research on archeology
of the USSR]. 1952, no. 24. S. 121–136 (in Russian). Matiushchenko V. I. 300 let sibirskoi arkheologii [300 years of Siberian archeology]. Omsk:
Izd-vo OmGU, 2009. 550 s. (in Russian). Mit’ko O. A. Naselenie territorii Srednego Eniseia v epokhu srednevekov’ia (VI–XVI vv.)
(po dannym pogrebal’noi obriadnosti): Avtoref. dis. REFERENCES Arkheologicheskie pamiatniki eniseiskikh kyrgyzov (khakasov)
[Archaeological sites of the Yenisei Kyrgyz (Khakass)]. Abakan: KhakNIIIaLI, 1948. 110 s. (in Russian). Evtiukhova L. A., Kiselev S. V. Otchet o rabotakh Saiano-Altaiskoi arkheologicheskoi
ekspeditsii v 1935 g. [Report on the work of the Sayan-Altai archaeological expedition in
1935]. Trudy GIM [Works of the State Historical Museum]. 1941, no. 16. S. 75–117 (in Russian). 1935]. Trudy GIM [Works of the State Historical Museum]. 1941, no. 16. S. 75–117 (in Russian). Gavrilova A. A. Mogil’nik Kudyrge kak istochnik po istorii altaiskikh plemen [Kudyrge burial
ground as a source on the history of Altai tribes]. M.; L.: Nauka, 1965. 146 s. (in Russian). Gavrilova A. A. Mogil’nik Kudyrge kak istochnik po istorii altaiskikh plemen [Kudyrge burial
ground as a source on the history of Altai tribes]. M.; L.: Nauka, 1965. 146 s. (in Russian). Grach A. D. Drevnetiurkskie izvaianiia Tuvy [Ancient Turkic statues of Tuva]. M.: Izd-vo
vost. lit-ry, 1961. 94 s. (in Russian). Griaznov M. P., Shneider E. R. Drevnie izvaianiia Minusinskikh stepei [Ancient statues
of the Minusinsk steppes]. Materialy po etnografii [Ethnographic materials]. 1929, T. IV, V. 2. S. 63–93 (in Russian). Iderkhangai T.-O. Tiurkskie ogradki Mongol’skogo Altaia: sistematizatsiia, khronologiia
i interpretatsiia: Avtoref. dis. … kand. ist. nauk [Turkic enclosures of the Mongolian Altai:
systematization, chronology and interpretation: Author’s abstract. dis. … cand. hist. sciences]. Barnaul, 2017. 26 s. (in Russian). Iderkhangai T.-O. Tiurkskie ogradki Mongol’skogo Altaia: sistematizatsiia, khronologiia
i interpretatsiia: Avtoref. dis. … kand. ist. nauk [Turkic enclosures of the Mongolian Altai:
systematization, chronology and interpretation: Author’s abstract. dis. … cand. hist. sciences]. Barnaul, 2017. 26 s. (in Russian). Khudiakov Iu. S. Drevnie tiurki na Enisee [Ancient Tuks on Enisei river]. Novosibirsk: IAET
SO RAN, 2004. 152 s. (in Russian). ISSN 2542-2332 (Print) • ISSN 2686-8040 (Online) 77 Nations and religions of Eurasia • 2020 № 4 (25). P. 65–79. Khudiakov Iu. S. Kok-tiurki na Srednem Enisee [Kok-Turks on the Middle Yenisei]. Novoe v arkheologii Sibiri i Dal’nego Vostoka [New in archeology of Siberia and the Far East]. Novosibirsk: Nauka, 1979. S. 194–206 (in Russian). Kiselev S. V. Materialy arkheologicheskoi ekspeditsii v Minusinskii krai v 1928 g. [Materials
of an archaeological expedition to the Minusinsk region in 1928]. Ezhegodnik gos. muzeia im. Kiselev S. V. Materialy arkheologicheskoi ekspeditsii v Minusinskii krai v 1928 g. [Materials
of an archaeological expedition to the Minusinsk region in 1928]. Ezhegodnik gos. muzeia im. t N. M. REFERENCES Mogil’nik Kudyrge na Altae [Kudyrge burial ground in Altai]. Materialy po etnografii [Ethnographic materials]. 1927, T. III, no. 2. S. 37–52 (in Russian).h Rudenko S. I., Glukhov A. N. Mogil’nik Kudyrge na Altae [Kudyrge burial ground in Altai]. Materialy po etnografii [Ethnographic materials]. 1927, T. III, no. 2. S. 37–52 (in Russian).h i
Savinov D. G. Narody Iuzhnoi Sibiri v drevnetiurkskuiu epokhu [The peoples of southern
Siberia in the ancient Turkic era]. L.: Izd-vo LGU, 1984. 175 s. (in Russian). Seregin N. N., Matrenin S. S. Arkheologicheskie kompleksy Altaia II v. do n. e. — XI v. n.e.:
istoriia issledovanii i osnovnye aspekty interpretatsii [Archaeological complexes of Altai of II
century BC–XI century AD: History of Research and Main Aspects of Interpretation]. Barnaul:
Azbuka, 2014. 230 s. (in Russian). Ser-Odzhav N. Ertnii Tureguud (VI–VIII zuun) [Ancient Turks (VI–VIII centuries)]. Ulaanbaatar: Shinzhlekh Ukhaany Akademiin khevlel, 1970. 115 s. (in Mongolian). Ser-Odzhav N. Ertnii Tureguud (VI–VIII zuun) [Ancient Turks (VI–VIII centuries)]. Ulaanbaatar: Shinzhlekh Ukhaany Akademiin khevlel, 1970. 115 s. (in Mongolian). Shelepova E. V. Ritual’nye pamiatniki kochevnikov Altaia pozdnei drevnosti i rannego
srednevekov’ia: Avtoref. diss. … kand. ist. nauk [Ritual monuments of Altai nomads of late
antiquity and early Middle Ages: Author’s abstract. diss. … cand. hist. sciences]. Barnaul,
2009. 24 s. (in Russian). Shelepova E. V. Ritual’nye pamiatniki kochevnikov Altaia pozdnei drevnosti i rannego
srednevekov’ia: Avtoref. diss. … kand. ist. nauk [Ritual monuments of Altai nomads of late
antiquity and early Middle Ages: Author’s abstract. diss. … cand. hist. sciences]. Barnaul,
2009. 24 s. (in Russian).i Teploukhov S. A. Opyt klassifikatsii drevnikh metallicheskikh kul’tur Minusinskogo kraia
[The experience of classification of ancient metal cultures of the Minusinsk region]. Materialy
po etnografii [Ethnographic materials]. 1929, T. IV, no. 2. S. 41–62 (in Russian). i
Tishkin A. A., Gorbunov V. V. Kompleks arkheologicheskikh pamiatnikov v doline r. Biike
(Gornyi Altai) [A complex of archaeological sites in the valley of the river. Biike (Mountain
Altai)]. Barnaul: Izd-vo Alt. un-ta, 2005. 200 s. (in Russian). Tishkin A. A., Gorbunov V. V. Kompleks arkheologicheskikh pamiatnikov v doline r. Biike
(Gornyi Altai) [A complex of archaeological sites in the valley of the river. Biike (Mountain
Altai)]. Barnaul: Izd-vo Alt. un-ta, 2005. 200 s. (in Russian). Trifonov Iu. I. Drevnetiurkskaia arkheologiia Tuvy [Ancient Turkic archeology of Tuva]. Uchenye zapiski TNIIIaLI [Scientific notes of TNIIYALI]. 1971, no. 15. S. 112–122 (in Russian). Vainshtein S. I. REFERENCES … kand. ist. nauk [The population of the
territory of the Middle Yenisei in the Middle Ages (VI–XVI centuries) (according to funeral
rituals): Author’s abstract. dis. … cand. hist. sciences]. Novosibirsk, 1995. 23 s. (in Russian).h Mit’ko O. A. Naselenie territorii Srednego Eniseia v epokhu srednevekov’ia (VI–XVI vv.)
(po dannym pogrebal’noi obriadnosti): Avtoref. dis. … kand. ist. nauk [The population of the
territory of the Middle Yenisei in the Middle Ages (VI–XVI centuries) (according to funeral
rituals): Author’s abstract. dis. … cand. hist. sciences]. Novosibirsk, 1995. 23 s. (in Russian).h Mogil’nikov V. A. Tiurki [Turks]. Stepi Evrazii v epokhu srednevekov’ia [The steppes of
Eurasia in the Middle Ages]. M.: Nauka, 1981. S. 28–43 (in Russian). Mogil’nikov V. A. Tiurki [Turks]. Stepi Evrazii v epokhu srednevekov’ia [The steppes of
Eurasia in the Middle Ages]. M.: Nauka, 1981. S. 28–43 (in Russian). Ovchinnikova B. B. Pogrebenie drevnetiurkskogo voina v Tsentral’noi Tuve [Burial of an
ancient Turkic warrior in Central Tuva]. Sovetskaia arkheologiia [Soviet archeology]. 1982,
no. 3. S. 210–218 (in Russian). Ovchinnikova B. B. Pogrebenie drevnetiurkskogo voina v Tsentral’noi Tuve [Burial of an
ancient Turkic warrior in Central Tuva]. Sovetskaia arkheologiia [Soviet archeology]. 1982,
no. 3. S. 210–218 (in Russian). Ovchinnikova B. B. Tiurkskie drevnosti Saiano-Altaia v VI–X vv. [Türkic antiquities of
Sayan-Altai in the 6th-10th centuries]. Sverdlovsk: Izd-vo Ural. un-ta, 1990. 223 s. (in Russian). Ovchinnikova B. B. Tiurkskie drevnosti Saiano-Altaia v VI–X vv. [Türkic antiquities of
Sayan-Altai in the 6th-10th centuries]. Sverdlovsk: Izd-vo Ural. un-ta, 1990. 223 s. (in Russian). Pletts G., Soenov V. I., Konstantinov N. A. Robinson E. Mezhdunarodnoe znachenie
repatriatsii “ukokskoi printsessy” (gotova li rossiiskaia arkheologiia k dialogu s korennymi
narodami?) [The international significance of the repatriation of the “Ukok princess” (is Russian
archeology ready for dialogue with indigenous peoples?)]. Drevnosti Sibiri i Tsentral’noi Azii
[Antiquities of Siberia and Central Asia], 2014, no. № 7 (19). S. 17–45 (in Russian). Cайт журнала: http://journal.asu.ru/wv • Journal homepage: http://journal.asu.ru/wv 78 Народы и религии Евразии • 2020 № 4 (25). C. 65–79. Radlov V. V. Iz Sibiri: Stranitsy dnevnika [From Siberia: Diary Pages]. M.: Nauka, 1989. 749 s. (in Russian). Radlov V. V. Iz Sibiri: Stranitsy dnevnika [From Siberia: Diary Pages]. M.: Nauka, 1989. 749 s. (in Russian). Radlov V. V. Iz Sibiri: Stranitsy dnevnika [From Siberia: Diary Pages]. M.: Nauka, 1989. 749 s. (in Russian). Rudenko S. I., Glukhov A. N. Cайт журнала: http://journal.asu.ru/wv • Journal homepage: http://journal.asu.ru/wv REFERENCES Nekotorye voprosy istorii drevnetiurkskoi kul’tury (v sviazi
s arkheologicheskimi issledovaniiami v Tuve) [Some questions of the history of ancient Turkic
culture (in connection with archaeological research in Tuva)]. Sovetskaia etnografiia [Soviet
ethnography]. 1966, no. 3. S. 60–81 (in Russian). Vasiutin A. S. Kul’tovye pamiatniki drevnikh tiurok Gornogo Altaia (VII–X vv.): Avtoref. dis. … kand. ist. nauk [Cult monuments of the ancient Turks of the Altai Mountains (VII–X
centuries): Author’s abstract. dis. … cand. hist. sciences]. Kemerovo, 1983. 16 s. (in Russian). Vladimirtsov B. Ia. Etnologo-lingvisticheskie issledovaniia v Urge, Urginskom i Kenteiskom
raionakh []. Severnaia Mongoliia. Predvaritel’nye otchety lingvisticheskoi i arkheologicheskoi
ekspeditsii o rabotakh, proizvedennykh v 1925 godu [Northern Mongolia. Preliminary reports
of the linguistic and archaeological expeditions on the work done in 1925]. L.: Izd-vo AN
SSSR, 1927. S. 1–42 (in Russian). Voitov V. E. Drevnetiurkskii panteon i model’ mirozdaniia v kul’tovo-pominal’nykh
pamiatnikakh Mongolii VI–VIII vv. [Ancient Türkic pantheon and the model of the universe
in the cult-memorial monuments of Mongolia in the 6th-8th centuries.]. M.: Izd-vo GMV,
1996. 152 s. (in Russian). Zakharov A. A. Materialy po arkheologii Sibiri (raskopki V. V. Radlova v 1965 g.) [Materials
on the archeology of Siberia (excavations by V. V. Radlov in 1965)]. Trudy GIM [Works of the
State Historical Museum]. 1926, no. 1. S. 71–106 (in Russian). ISSN 2542-2332 (Print) • ISSN 2686-8040 (Online) 79 Nations and religions of Eurasia • 2020 № 4 (25). P. 65–79. Цитирование статьи:
Серегин Н. Н. Археология раннесредневековых тюрок Центральной Азии: основ-
ные этапы исследований и интерпретации комплексов // Народы и религии Евразии. 2020. № 4 (25). С. 65–79. Citation:
Seregin N. N. Archeology of the early medieval turks of Central Asia: main stages of research
and interpretations of the complexes. Nations and religions of Eurasia. 2020. № 4 (25). P. 65–79. Цитирование статьи: Цитирование статьи: Ц
р
Серегин Н. Н. Археология раннесредневековых тюрок Центральной Азии: основ-
ные этапы исследований и интерпретации комплексов // Народы и религии Евразии. 2020. № 4 (25). С. 65–79. Ц
р
Серегин Н. Н. Археология раннесредневековых тюрок Центральной Азии: основ-
ные этапы исследований и интерпретации комплексов // Народы и религии Евразии. 2020. № 4 (25). С. 65–79. Seregin N. N. Archeology of the early medieval turks of Central Asia: main stages of research
and interpretations of the complexes. Nations and religions of Eurasia. 2020. № 4 (25). P. 65–79.
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https://openalex.org/W2299507679
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https://europepmc.org/articles/pmc2980245?pdf=render
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Latin
| null |
6-(1-Methylethyl)-12-phenyl-5,6,7,12-tetrahydrodibenz[<i>c</i>,<i>f</i>][1,5]azasilocine
|
Acta crystallographica. Section E
| 2,009
|
cc-by
| 3,906
|
organic compounds b = 10.269 (7) A˚
c = 18.912 (12) A˚
= 92.745 (3)
V = 1893 (2) A˚ 3
Z = 4
Mo K radiation
= 0.13 mm1
T = 120 K
0.20 0.20 0.10 mm
Data collection
Rigaku Mercury CCD
diffractometer
Absorption correction: multi-scan
(REQAB; Jacobson, 1998)
Tmin = 0.975, Tmax = 0.987
11962 measured reflections
3278 independent reflections
2798 reflections with I > 2(I)
Rint = 0.029
Refinement
R[F 2 > 2(F 2)] = 0.041
wR(F 2) = 0.100
S = 1.08
3278 reflections
232 parameters
H atoms treated by a mixture of
independent and constrained
refinement
max = 0.30 e A˚ 3
min = 0.30 e A˚ 3 Acta Crystallographica Section E
Structure Reports
Online
ISSN 1600-5368 Acta Crystallographica Section E
Structure Reports
Online
ISSN 1600-5368 Mo K radiation
= 0.13 mm1
T = 120 K
0.20 0.20 0.10 mm Kei Goto,a* Akihiro Fukushimab and Takayuki
Kawashimab Refinement
R[F 2 > 2(F 2)] = 0.041
wR(F 2) = 0.100
S = 1.08
3278 reflections
232 parameters H atoms treated by a mixture of
independent and constrained
refinement
max = 0.30 e A˚ 3
min = 0.30 e A˚ 3 aInteractive Research Center of Science, Graduate School of Science and
Engineering, Tokyo Instiute of Technology, Ookayama, Meguro-ku, Tokyo,
152-8551, Japan, and bDepartment of Chemistry, Graduate School of Science, The
University of Tokyo, Hongo, Bunkyo-ku, Tokyo 113-0033, Japan
Correspondence e-mail: goto@chem.titech.ac.jp Received 20 November 2009; accepted 26 November 2009 Data collection: CrystalClear (Rigaku, 2004); cell refinement:
CrystalClear data reduction: CrystalClear; program(s) used to solve
structure: SHELXS97 (Sheldrick, 2008); program(s) used to refine
structure:
SHELXL97
(Sheldrick,
2008);
molecular
graphics:
ORTEPIII (Burnett & Johnson, 1996); software used to prepare
material for publication: yadokari-XG (Wakita, 2005). Key indicators: single-crystal X-ray study; T = 120 K; mean (C–C) = 0.003 A˚;
R factor = 0.041; wR factor = 0.100; data-to-parameter ratio = 14.1. The title compound, C23H25NSi, has an eight-membered
silicon-containing heterocyclic ring with an intramolecular
N Si close contact, the transannular distance of which is
2.6294 (18) A˚ . The resulting geometry about the Si atom is
distorted trigonal-bypyramidal, with the N and H atoms
occupying apical sites. The dihedral angle between the
aromatic rings fused to the eight-membered ring is 63.27 (7). This work was partly supported by the Global COE
Program
(Chemistry)
and
Grants-in-Aid
for
Scientific
Research from the Ministry of Education, Culture, Sports,
Science and Technology, Japan. KG is grateful to Tokuyama
Science Foundation for financial support. We also thank Tosoh
Finechem Corporation for the generous gifts of alkyllithiums. Related literature Supplementary data and figures for this paper are available from the
IUCr electronic archives (Reference: IS2498). For highly coordinated organosilanes, see: Brelle`re et al. (1986); Carre´ et al. (1997); Paton et al. (1977); Woning &
Verkade (1991); Yoshida et al. (2006). For a related structure,
see: Saruhashi et al. (2001). 6-(1-Methylethyl)-12-phenyl-5,6,7,12-
tetrahydrodibenz[c,f][1,5]azasilocine Kei Goto,a* Akihiro Fukushimab and Takayuki
Kawashimab Supplementary data and figures for this paper are available from the
IUCr electronic archives (Reference: IS2498). Supplementary data and figures for this paper are available from the
IUCr electronic archives (Reference: IS2498). References Brelle`re, C., Carre´, F., Corriu, R. J. P., Poirier, M. & Royo, G. (1986). Organometallics, 5, 388–390. Experimental
Crystal data
C23H25NSi
Mr = 343.53
Monoclinic, P21=c
a = 9.756 (7) A˚ Burnett, M. N. & Johnson, C. K. (1996). ORTEPIII. Report ORNL-6895. Oak
Ridge National Laboratory, Tennessee, USA. Carre´, F. H., Corriu, R. J. P., Lanneau, G. F., Merle, P., Soulairol, F. & Yao, J. (1997). Organometallics, 16, 3878–3888. Jacobson, R. (1998). REQAB. Molecular Structure Corporation, The Wood-
lands, Texas, USA. Paton, W. F., Corey, E. R., Corey, J. Y. & Glick, M. D. (1977). Acta Cryst. B33,
3322–3325. Rigaku (2004). CrystalClear. Rigaku Corporation, Tokyo, Japan. Saruhashi, K., Goto, K. & Kawashima, T. (2001). Chem. Heterocycl. Compd,
37, 1394–1395. Experimental
Crystal data
C23H25NSi
Mr = 343.53 Sheldrick, G. M. (2008). Acta Cryst. A64, 112–122. Experimental
Crystal data
C23H25NSi
Mr = 343.53 Experimental Wakita, K. (2005). yadokari-XG. http://www.hat.hi-ho.ne.jp/k-wakita/yado-
kari/index.html. Woning, J. & Verkade, J. G. (1991). Organometallics, 10, 2259–2266. Monoclinic, P21=c
a = 9.756 (7) A˚ Monoclinic, P21=c
a = 9.756 (7) A˚ Yoshida, A., Goto, K. & Kawashima, T. (2006). Bull. Chem. Soc. Jpn, 79, 793–
795. o20 Acta Cryst. (2010). E66, o20 o20
Goto et al. Goto et al. doi:10.1107/S1600536809050909 Experimental A solution of n-butyllithium in hexane (1.6 M; 4.2 ml, 6.7 mmol) was added dropwise to a solution of N,N-bis(2-
bromobenzyl)isopropylamine (1.25 g, 3.16 mmol) in ether (3 ml) at 233 K. The solution was stirred at the same temperature
for 30 min and then allowed to warm to room temperature. After stirring for additional 2 h, the solution was cooled to 233 K,
and a solution of phenylsilane (345 mg, 3.19 mmol) in ether (2 ml) was added dropwise. The mixture was allowed to warm
to room temperature, and stirred overnight. After addition of water, the mixture was extracted with ether, and the organic
layer was dried over anhydrous magnesium sulfate. After filtration and removal of the solvent, the residue was purified
by gel permeation liquid chromatography (eluting with chloroform) and then recrystallization from hexane to give the title
compound (101 mg, 0.295 mmol, 9.3%) as colorless crystals. Physical data: m.p. 354.1–355.8 K (decomposition); 1NMR
(400 MHz, CDCl3, 300 K): δ 0.76 (br, 6H), 2.53 (br, 1H), 3.78 (s, 4H), 5.53 (brs, 1H), 7.12–7.32 (m, 9H), 7.51 (br, 2H),
7.72 (br, 2H). Anal. Calcd for C23H25NSi: C 80.41, H 7.34, N 4.08%. Found: C 80.19, H 7.48, N, 3.94%. Comment Highly coordinated hydrosilanes have been of great interest for their unique structures and reactivities. It has been known
that, in highly coordinated monohydrosilanes, the Si—H bond has high affinity for equatorial position (Brellère et al.,
1986) and there are only a few examples with the Si—H bond at the apical position (Woning & Verkade, 1991). A
dibenz[c,f][1,5]azasilocine framework has been utilized for the synthesis of various highly coordinated silicon compounds
(Paton et al., 1977; Carré et al., 1997; Yoshida et al., 2006). Recently, we reported the synthesis and structural characteriz-
ation of a pentacoordinated monohydrosilane bearing this molecular framework with the apical Si—H bond (Saruhashi et
al., 2001). As a further investigation of this work, the crystal structure of the title new hydrosilane is reported. The title compound was synthesized by the reaction of N,N-bis(2-bromobenzyl)isopropylamine (Carré et al., 1997) with
n-butyllithium followed by treatment with phenylsilane. The molecular structure of the title compound is shown in Fig. 1. It
was found that the geometry around the silicon atom is that of a distorted trigonal bypyramid with the sum of the equatorial
C—Si—C bond angles of 346.3°. The SiH hydrogen atom occupies the apical site in spite of its lower apicophilicity than
that of a phenyl group, which is similar to the related N-butyl compound we previously reported (Saruhashi et al., 2001). The Si···N transannular distance is 2.6294 (18) Å, which is slightly longer than that of the N-butyl derivative [2.516 (2) Å]
probably because of the steric repulsion between the isopropyl group and the phenyl ring. 6-(1-Methylethyl)-12-phenyl-5,6,7,12-tetrahydrodibenz[c,f][1,5]azasilocine K. Goto, A. Fukushima and T. Kawashima K. Goto, A. Fukushima and T. Kawashima K. Goto, A. Fukushima and T. Kawashima supplementary materials Acta Cryst. (2010). E66, o20 [ doi:10.1107/S1600536809050909 ] Acta Cryst. (2010). E66, o20 [ doi:10.1107/S1600536809050909 ] supplementary materials supplementary materials Refinement The H atom of the SiH group was found in a difference Fourier map and refined isotropically, while the C-bound H atoms
were treated as riding, with C—H = 0.95–0.99 Å, and with Uiso(H) = 1.2 (1.5 for methyl groups) times Ueq(C). The methyl
groups were allowed to rotate freely about the C-C bond. sup-1 supplementary materials Figures
Fig. 1. The molecular structure of (I) with 50% probability displacement ellipsoids (arbitrary
spheres for H atoms). Fig. 2. Packing diagram. 6-(1-Methylethyl)-12-phenyl-5,6,7,12- tetrahydrodibenz[c,f][1,5]azasilocine Figures
Fig. 1. The molecular structure of (I) with 50% probabil
spheres for H atoms). Fig. 2. Packing diagram. 6-(1-Methylethyl)-12-phenyl-5,6,7,12- tetrahydrodibenz[c,f][1,5]azasilocine Fig. 1. The molecular structure of (I) with 50% probability displacement ellipsoids (arbitrary
spheres for H atoms). 6-(1-Methylethyl)-12-phenyl-5,6,7,12- tetrahydrodibenz[c,f][1,5]azasilocine 6-(1-Methylethyl)-12-phenyl-5,6,7,12- tetrahydrodibenz[c,f][1,5]azasilocine
Crystal data
C23H25NSi
Z = 4
Mr = 343.53
F(000) = 736
Monoclinic, P21/c
Dx = 1.206 Mg m−3
Hall symbol: -P 2ybc
Mo Kα radiation, λ = 0.71070 Å
a = 9.756 (7) Å
θ = 3.0–25.0°
b = 10.269 (7) Å
µ = 0.13 mm−1
c = 18.912 (12) Å
T = 120 K
β = 92.745 (3)°
Block, colourless
V = 1893 (2) Å3
0.20 × 0.20 × 0.10 mm
Data collection
Rigaku Mercury CCD
diffractometer
3278 independent reflections
Radiation source: fine-focus sealed tube
2798 reflections with I > 2σ(I)
graphite
Rint = 0.029
ω scans
θmax = 25.0°, θmin = 3.0°
Absorption correction: multi-scan
(REQAB; Jacobson, 1998)
h = −11→11
Tmin = 0.975, Tmax = 0.987
k = −12→9
11962 measured reflections
l = −21→21
Refinement
Refinement on F2
Primary atom site location: structure-invariant direct
methods Crystal data
C23H25NSi
Z = 4
Mr = 343.53
F(000) = 736
Monoclinic, P21/c
Dx = 1.206 Mg m−3
Hall symbol: -P 2ybc
Mo Kα radiation, λ = 0.71070 Å
a = 9.756 (7) Å
θ = 3.0–25.0°
b = 10.269 (7) Å
µ = 0.13 mm−1
c = 18.912 (12) Å
T = 120 K
β = 92.745 (3)°
Block, colourless
V = 1893 (2) Å3
0.20 × 0.20 × 0.10 mm 3278 independent reflections
2798 reflections with I > 2σ(I)
Rint = 0.029
θmax = 25.0°, θmin = 3.0°
h = −11→11
k = −12→9
l = −21→21 supplementary materials Least-squares matrix: full
Secondary atom site location: difference Fourier map
R[F2 > 2σ(F2)] = 0.041
Hydrogen site location: inferred from neighbouring
sites
wR(F2) = 0.100
H atoms treated by a mixture of independent and
constrained refinement
S = 1.08
w = 1/[σ2(Fo
2) + (0.0402P)2 + 1.0221P]
where P = (Fo
2 + 2Fc
2)/3
3278 reflections
(Δ/σ)max < 0.001
232 parameters
Δρmax = 0.30 e Å−3
0 restraints
Δρmin = −0.30 e Å−3 Least-squares matrix: full
Secondary atom site location: difference Fourier map
R[F2 > 2σ(F2)] = 0.041
Hydrogen site location: inferred from neighbouring
sites
wR(F2) = 0.100
H atoms treated by a mixture of independent and
constrained refinement
S = 1.08
w = 1/[σ2(Fo
2) + (0.0402P)2 + 1.0221P]
where P = (Fo
2 + 2Fc
2)/3
3278 reflections
(Δ/σ)max < 0.001
232 parameters
Δρmax = 0.30 e Å−3
0 restraints
Δρmin = −0.30 e Å−3 Least-squares matrix: full
R[F2 > 2σ(F2)] = 0.041
wR(F2) = 0.100
S = 1.08
3278 reflections
232 parameters
0 restraints Secondary atom site location: difference Fourier map
Hydrogen site location: inferred from neighbouring
sites H atoms treated by a mixture of independent and
constrained refinement H atoms treated by a mixture of independent and
constrained refinement w = 1/[σ2(Fo
2) + (0.0402P)2 + 1.0221P]
where P = (Fo
2 + 2Fc
2)/3
(Δ/σ)max < 0.001
Δρmax = 0.30 e Å−3
Δρmin = −0.30 e Å−3 w = 1/[σ2(Fo
2) + (0.0402P)2 + 1.0221P]
where P = (Fo
2 + 2Fc
2)/3
(Δ/σ)max < 0.001
Δρmax = 0.30 e Å−3
Δρmin = −0.30 e Å−3 Refinement Primary atom site location: structure-invariant direct
methods Primary atom site location: structure-invariant direct
methods sup-2 supplementary materials supplementary materials supplementary materials
C13
0.17620 (17)
0.17561 (17)
0.02855 (9)
0.0223 (4)
H10
0.2334
0.1872
−0.0128
0.027*
H11
0.0823
0.2062
0.0153
0.027*
C14
0.16617 (18)
0.37943 (17)
0.09530 (10)
0.0230 (4)
H12
0.1655
0.4257
0.0494
0.028*
H13
0.2192
0.4327
0.1306
0.028*
N1
0.23330 (14)
0.25313 (14)
0.08823 (7)
0.0196 (3)
C15
0.38542 (17)
0.26790 (18)
0.08917 (10)
0.0231 (4)
H14
0.4150
0.3025
0.1369
0.028*
C16
0.45915 (18)
0.13896 (18)
0.08041 (10)
0.0267 (4)
H15
0.4229
0.0745
0.1128
0.040*
H16
0.5576
0.1508
0.0912
0.040*
H17
0.4445
0.1084
0.0315
0.040*
C17
0.4350 (2)
0.3648 (2)
0.03466 (11)
0.0331 (5)
H18
0.4060
0.3354
−0.0130
0.050*
H19
0.5353
0.3705
0.0387
0.050*
H20
0.3954
0.4507
0.0434
0.050*
C18
0.25657 (18)
0.18885 (17)
0.24348 (9)
0.0210 (4)
C19
0.37831 (18)
0.11897 (18)
0.25521 (9)
0.0253 (4)
H21
0.3880
0.0367
0.2330
0.030*
C20
0.48570 (19)
0.1670 (2)
0.29869 (10)
0.0317 (5)
H22
0.5678
0.1178
0.3056
0.038*
C21
0.4733 (2)
0.2858 (2)
0.33186 (11)
0.0361 (5)
H23
0.5466
0.3186
0.3616
0.043*
C22
0.3540 (2)
0.3568 (2)
0.32163 (11)
0.0356 (5)
H24
0.3448
0.4386
0.3444
0.043*
C23
0.24691 (19)
0.30841 (19)
0.27785 (10)
0.0281 (4)
H25
0.1652
0.3581
0.2712
0.034*
Atomic displacement parameters (Å2)
U11
U22
U33
U12
U13
U23
Si1
0.0192 (3)
0.0210 (3)
0.0206 (3)
−0.0018 (2)
−0.00047 (19)
−0.0006 (2)
C1
0.0149 (8)
0.0215 (9)
0.0243 (10)
−0.0014 (7)
−0.0028 (7)
−0.0001 (8)
C2
0.0130 (8)
0.0251 (10)
0.0246 (10)
−0.0005 (7)
−0.0015 (7)
−0.0029 (8)
C3
0.0195 (9)
0.0328 (11)
0.0256 (10)
−0.0031 (8)
−0.0001 (7)
−0.0060 (8)
C4
0.0201 (9)
0.0293 (10)
0.0361 (12)
−0.0003 (8)
−0.0025 (8)
−0.0141 (9)
C5
0.0238 (10)
0.0184 (9)
0.0460 (13)
−0.0011 (8)
−0.0079 (9)
−0.0037 (9)
C6
0.0212 (9)
0.0233 (10)
0.0268 (10)
−0.0031 (7)
−0.0044 (7)
0.0023 (8)
C7
0.0201 (9)
0.0248 (9)
0.0189 (9)
−0.0010 (7)
−0.0019 (7)
−0.0079 (8)
C8
0.0215 (9)
0.0220 (9)
0.0207 (9)
0.0015 (7)
−0.0046 (7)
−0.0063 (8)
C9
0.0290 (10)
0.0235 (10)
0.0256 (10)
0.0036 (8)
−0.0055 (8)
−0.0070 (8)
C10
0.0255 (10)
0.0353 (11)
0.0297 (11)
0.0100 (9)
−0.0081 (8)
−0.0127 (9)
C11
0.0179 (9)
0.0450 (12)
0.0300 (11)
0.0035 (9)
−0.0020 (8)
−0.0149 (10)
C12
0.0238 (10)
0.0327 (11)
0.0203 (10)
−0.0022 (8)
0.0007 (7)
−0.0094 (8)
C13
0.0188 (9)
0.0274 (10)
0.0206 (10)
−0.0002 (7)
0.0007 (7)
0.0020 (8)
C14
0.0234 (9)
0.0183 (9)
0.0272 (10)
−0.0002 (7)
−0.0011 (7)
0.0025 (8)
N1
0.0165 (7)
0.0190 (8)
0.0232 (8)
−0.0006 (6)
−0.0006 (6)
0.0012 (6) Special details Geometry. All e.s.d.'s (except the e.s.d. in the dihedral angle between two l.s. planes) are estimated using the full covariance mat-
rix. The cell e.s.d.'s are taken into account individually in the estimation of e.s.d.'s in distances, angles and torsion angles; correlations
between e.s.d.'s in cell parameters are only used when they are defined by crystal symmetry. An approximate (isotropic) treatment of
cell e.s.d.'s is used for estimating e.s.d.'s involving l.s. planes. Refinement. Refinement of F2 against ALL reflections. The weighted R-factor wR and goodness of fit S are based on F2, convention-
al R-factors R are based on F, with F set to zero for negative F2. The threshold expression of F2 > σ(F2) is used only for calculating R-
factors(gt) etc. and is not relevant to the choice of reflections for refinement. R-factors based on F2 are statistically about twice as large
as those based on F, and R- factors based on ALL data will be even larger. Fractional atomic coordinates and isotropic or equivalent isotropic displacement parameters (Å2) Fractional atomic coordinates and isotropic or equivalent isotropic displacement parameters (Å2)
x
y
z
Uiso*/Ueq
Si1
0.10808 (5)
0.12541 (5)
0.18691 (3)
0.02030 (15)
H1
0.0293 (18)
0.0512 (18)
0.2351 (9)
0.023 (5)*
C1
0.14424 (17)
−0.00037 (17)
0.11833 (9)
0.0204 (4)
C2
0.17207 (17)
0.03310 (17)
0.04842 (9)
0.0210 (4)
C3
0.19436 (18)
−0.06347 (19)
−0.00083 (10)
0.0260 (4)
H2
0.2108
−0.0400
−0.0483
0.031*
C4
0.19306 (18)
−0.19363 (19)
0.01801 (11)
0.0286 (4)
H3
0.2105
−0.2589
−0.0160
0.034*
C5
0.16617 (19)
−0.22838 (18)
0.08669 (11)
0.0297 (5)
H4
0.1659
−0.3175
0.1001
0.036*
C6
0.13964 (18)
−0.13231 (17)
0.13580 (10)
0.0239 (4)
H5
0.1179
−0.1569
0.1824
0.029*
C7
−0.01585 (18)
0.25743 (17)
0.15815 (9)
0.0213 (4)
C8
0.02098 (18)
0.36529 (17)
0.11797 (9)
0.0216 (4)
C9
−0.07488 (19)
0.46221 (18)
0.10020 (10)
0.0263 (4)
H6
−0.0488
0.5345
0.0725
0.032*
C10
−0.20760 (19)
0.4539 (2)
0.12252 (10)
0.0305 (5)
H7
−0.2716
0.5213
0.1113
0.037*
C11
−0.24688 (19)
0.3469 (2)
0.16127 (10)
0.0311 (5)
H8
−0.3385
0.3398
0.1758
0.037*
C12
−0.15189 (18)
0.25012 (19)
0.17883 (9)
0.0256 (4)
H9
−0.1797
0.1771
0.2055
0.031* sup-3 supplementary materials Atomic displacement parameters (Å2) sup-4 supplementary materials supplementary mater
C15
0.0162 (9)
0.0270 (10)
0.0261 (10)
−0.0027 (7)
−0.0007 (7)
0.0053 (8)
C16
0.0172 (9)
0.0296 (10)
0.0334 (11)
0.0003 (8)
0.0029 (8)
0.0043 (9)
C17
0.0226 (10)
0.0357 (11)
0.0410 (12)
−0.0047 (9)
0.0020 (8)
0.0129 (10)
C18
0.0220 (9)
0.0243 (9)
0.0168 (9)
−0.0031 (7)
0.0018 (7)
0.0027 (8)
C19
0.0262 (10)
0.0259 (10)
0.0238 (10)
−0.0007 (8)
0.0015 (8)
0.0040 (8)
C20
0.0211 (10)
0.0394 (12)
0.0341 (12)
−0.0002 (8)
−0.0043 (8)
0.0106 (10)
C21
0.0276 (11)
0.0470 (13)
0.0328 (12)
−0.0103 (10)
−0.0081 (9)
0.0000 (10)
C22
0.0334 (11)
0.0378 (12)
0.0352 (12)
−0.0057 (9)
−0.0035 (9)
−0.0114 (10)
C23
0.0233 (10)
0.0324 (11)
0.0285 (11)
0.0012 (8)
−0.0007 (8)
−0.0047 (9)
Geometric parameters (Å, °)
Si1—C1
1.876 (2)
C13—H10
0.9900
Si1—C18
1.876 (2)
C13—H11
0.9900
Si1—C7
1.880 (2)
C14—N1
1.462 (2)
Si1—H1
1.438 (18)
C14—H12
0.9900
C1—C6
1.396 (3)
C14—H13
0.9900
C1—C2
1.405 (3)
N1—C15
1.491 (2)
C2—C3
1.385 (3)
C15—C16
1.520 (3)
C2—C13
1.512 (3)
C15—C17
1.528 (3)
C3—C4
1.384 (3)
C15—H14
1.0000
C3—H2
0.9500
C16—H15
0.9800
C4—C5
1.384 (3)
C16—H16
0.9800
C4—H3
0.9500
C16—H17
0.9800
C5—C6
1.388 (3)
C17—H18
0.9800
C5—H4
0.9500
C17—H19
0.9800
C6—H5
0.9500
C17—H20
0.9800
C7—C8
1.400 (3)
C18—C23
1.394 (3)
C7—C12
1.403 (3)
C18—C19
1.396 (3)
C8—C9
1.396 (3)
C19—C20
1.391 (3)
C8—C14
1.506 (3)
C19—H21
0.9500
C9—C10
1.384 (3)
C20—C21
1.380 (3)
C9—H6
0.9500
C20—H22
0.9500
C10—C11
1.385 (3)
C21—C22
1.380 (3)
C10—H7
0.9500
C21—H23
0.9500
C11—C12
1.388 (3)
C22—C23
1.393 (3)
C11—H8
0.9500
C22—H24
0.9500
C12—H9
0.9500
C23—H25
0.9500
C13—N1
1.469 (2)
Si1···N1
2.6294 (18)
C1—Si1—C18
117.89 (8)
C2—C13—H11
109.6
C1—Si1—C7
115.86 (8)
H10—C13—H11
108.1
C18—Si1—C7
112.52 (9)
N1—C14—C8
111.83 (14)
C1—Si1—N1
75.14 (8)
N1—C14—H12
109.2
C18—Si1—N1
81.91 (8)
C8—C14—H12
109.2
C7—Si1—N1
75.47 (8)
N1—C14—H13
109.2
C1—Si1—H1
101.4 (7)
C8—C14—H13
109.2
C18—Si1—H1
104.2 (7)
H12—C14—H13
107.9
C7—Si1—H1
102.1 (7)
C14—N1—C13
113.33 (14) sup-5 supplementary materials supplementary materials 173.9 (7)
C14—N1—C15
118.03 (16)
C13—N1—C15
119.71 (14)
C14—N1—Si1
122.24 (14)
C13—N1—Si1
120.09 (17)
C15—N1—Si1
121.27 (17)
N1—C15—C16
118.63 (15)
N1—C15—C17
120.99 (18)
C16—C15—C17
119.5
N1—C15—H14
119.5
C16—C15—H14
119.69 (18)
C17—C15—H14
120.2
C15—C16—H15
120.2
C15—C16—H16
119.64 (18)
H15—C16—H16
120.2
C15—C16—H17
120.2
H15—C16—H17
121.51 (18)
H16—C16—H17
119.2
C15—C17—H18
119.2
C15—C17—H19
117.67 (17)
H18—C17—H19
123.33 (14)
C15—C17—H20
118.98 (14)
H18—C17—H20
120.56 (17)
H19—C17—H20
119.41 (17)
C23—C18—C19
120.01 (15)
C23—C18—Si1
120.55 (19)
C19—C18—Si1
119.7
C20—C19—C18
119.7
C20—C19—H21
119.83 (18)
C18—C19—H21
120.1
C21—C20—C19
120.1
C21—C20—H22
119.74 (18)
C19—C20—H22
120.1
C22—C21—C20
120.1
C22—C21—H23
121.62 (19)
C20—C21—H23
119.2
C21—C22—C23
119.2
C21—C22—H24
110.32 (14)
C23—C22—H24
109.6
C22—C23—C18
109.6
C22—C23—H25
109.6
C18—C23—H25
90.22 (15)
C7—C8—C14—N1
−132.20 (14)
C8—C14—N1—C13
162.45 (15)
C8—C14—N1—C15
−91.80 (15)
C8—C14—N1—Si1
45.78 (17)
C2—C13—N1—C14
−19.57 (13)
C2—C13—N1—C15
−0.2 (2)
C2—C13—N1—Si1
−178.19 (13)
C1—Si1—N1—C14 sup-6
N1—Si1—H1
173.9 (7)
C14—N1—C15
C6—C1—C2
118.03 (16)
C13—N1—C15
C6—C1—Si1
119.71 (14)
C14—N1—Si1
C2—C1—Si1
122.24 (14)
C13—N1—Si1
C3—C2—C1
120.09 (17)
C15—N1—Si1
C3—C2—C13
121.27 (17)
N1—C15—C16
C1—C2—C13
118.63 (15)
N1—C15—C17
C4—C3—C2
120.99 (18)
C16—C15—C17
C4—C3—H2
119.5
N1—C15—H14
C2—C3—H2
119.5
C16—C15—H14
C3—C4—C5
119.69 (18)
C17—C15—H14
C3—C4—H3
120.2
C15—C16—H15
C5—C4—H3
120.2
C15—C16—H16
C4—C5—C6
119.64 (18)
H15—C16—H16
C4—C5—H4
120.2
C15—C16—H17
C6—C5—H4
120.2
H15—C16—H17
C5—C6—C1
121.51 (18)
H16—C16—H17
C5—C6—H5
119.2
C15—C17—H18
C1—C6—H5
119.2
C15—C17—H19
C8—C7—C12
117.67 (17)
H18—C17—H19
C8—C7—Si1
123.33 (14)
C15—C17—H20
C12—C7—Si1
118.98 (14)
H18—C17—H20
C9—C8—C7
120.56 (17)
H19—C17—H20
C9—C8—C14
119.41 (17)
C23—C18—C19
C7—C8—C14
120.01 (15)
C23—C18—Si1
C10—C9—C8
120.55 (19)
C19—C18—Si1
C10—C9—H6
119.7
C20—C19—C18
C8—C9—H6
119.7
C20—C19—H21
C9—C10—C11
119.83 (18)
C18—C19—H21
C9—C10—H7
120.1
C21—C20—C19
C11—C10—H7
120.1
C21—C20—H22
C10—C11—C12
119.74 (18)
C19—C20—H22
C10—C11—H8
120.1
C22—C21—C20
C12—C11—H8
120.1
C22—C21—H23
C11—C12—C7
121.62 (19)
C20—C21—H23
C11—C12—H9
119.2
C21—C22—C23
C7—C12—H9
119.2
C21—C22—H24
N1—C13—C2
110.32 (14)
C23—C22—H24
N1—C13—H10
109.6
C22—C23—C18
C2—C13—H10
109.6
C22—C23—H25
N1—C13—H11
109.6
C18—C23—H25
C18—Si1—C1—C6
90.22 (15)
C7—C8—C14—N1
C7—Si1—C1—C6
−132.20 (14)
C8—C14—N1—C13
N1—Si1—C1—C6
162.45 (15)
C8—C14—N1—C15
C18—Si1—C1—C2
−91.80 (15)
C8—C14—N1—Si1
C7—Si1—C1—C2
45.78 (17)
C2—C13—N1—C14
N1—Si1—C1—C2
−19.57 (13)
C2—C13—N1—C15
C6—C1—C2—C3
−0.2 (2)
C2—C13—N1—Si1
Si1—C1—C2—C3
−178.19 (13)
C1—Si1—N1—C14 173.9 (7)
C14—N1—C15
111.02 (14)
118.03 (16)
C13—N1—C15
113.88 (14)
119.71 (14)
C14—N1—Si1
98.76 (11)
122.24 (14)
C13—N1—Si1
95.92 (11)
120.09 (17)
C15—N1—Si1
122.57 (10)
121.27 (17)
N1—C15—C16
112.71 (15)
118.63 (15)
N1—C15—C17
113.89 (14)
120.99 (18)
C16—C15—C17
109.11 (16)
119.5
N1—C15—H14
106.9
119.5
C16—C15—H14
106.9
119.69 (18)
C17—C15—H14
106.9
120.2
C15—C16—H15
109.5
120.2
C15—C16—H16
109.5
119.64 (18)
H15—C16—H16
109.5
120.2
C15—C16—H17
109.5
120.2
H15—C16—H17
109.5
121.51 (18)
H16—C16—H17
109.5
119.2
C15—C17—H18
109.5
119.2
C15—C17—H19
109.5
117.67 (17)
H18—C17—H19
109.5
123.33 (14)
C15—C17—H20
109.5
118.98 (14)
H18—C17—H20
109.5
120.56 (17)
H19—C17—H20
109.5
119.41 (17)
C23—C18—C19
117.03 (16)
120.01 (15)
C23—C18—Si1
120.26 (14)
120.55 (19)
C19—C18—Si1
122.68 (14)
119.7
C20—C19—C18
121.52 (18)
119.7
C20—C19—H21
119.2
119.83 (18)
C18—C19—H21
119.2
120.1
C21—C20—C19
120.14 (18)
120.1
C21—C20—H22
119.9
119.74 (18)
C19—C20—H22
119.9
120.1
C22—C21—C20
119.69 (18)
120.1
C22—C21—H23
120.2
121.62 (19)
C20—C21—H23
120.2
119.2
C21—C22—C23
119.9 (2)
119.2
C21—C22—H24
120.1
110.32 (14)
C23—C22—H24
120.1
109.6
C22—C23—C18
121.72 (18)
109.6
C22—C23—H25
119.1
109.6
C18—C23—H25
119.1
90.22 (15)
C7—C8—C14—N1
27.9 (2)
−132.20 (14)
C8—C14—N1—C13
68.82 (19)
162.45 (15)
C8—C14—N1—C15
−161.54 (14)
−91.80 (15)
C8—C14—N1—Si1
−31.55 (15)
45.78 (17)
C2—C13—N1—C14
−142.27 (15)
−19.57 (13)
C2—C13—N1—C15
89.55 (17)
−0.2 (2)
C2—C13—N1—Si1
−40.07 (14)
−178.19 (13)
C1—Si1—N1—C14
148.32 (11) —H1
173.9 (7)
C14—N1—C15
111.02 (14)
—C2
118.03 (16)
C13—N1—C15
113.88 (14)
—Si1
119.71 (14)
C14—N1—Si1
98.76 (11)
—Si1
122.24 (14)
C13—N1—Si1
95.92 (11)
—C1
120.09 (17)
C15—N1—Si1
122.57 (10)
—C13
121.27 (17)
N1—C15—C16
112.71 (15)
—C13
118.63 (15)
N1—C15—C17
113.89 (14)
—C2
120.99 (18)
C16—C15—C17
109.11 (16)
—H2
119.5
N1—C15—H14
106.9
—H2
119.5
C16—C15—H14
106.9
—C5
119.69 (18)
C17—C15—H14
106.9
—H3
120.2
C15—C16—H15
109.5
—H3
120.2
C15—C16—H16
109.5
—C6
119.64 (18)
H15—C16—H16
109.5
—H4
120.2
C15—C16—H17
109.5
—H4
120.2
H15—C16—H17
109.5
—C1
121.51 (18)
H16—C16—H17
109.5
—H5
119.2
C15—C17—H18
109.5
—H5
119.2
C15—C17—H19
109.5
—C12
117.67 (17)
H18—C17—H19
109.5
—Si1
123.33 (14)
C15—C17—H20
109.5
7—Si1
118.98 (14)
H18—C17—H20
109.5
—C7
120.56 (17)
H19—C17—H20
109.5
—C14
119.41 (17)
C23—C18—C19
117.03 (16)
—C14
120.01 (15)
C23—C18—Si1
120.26 (14)
9—C8
120.55 (19)
C19—C18—Si1
122.68 (14)
9—H6
119.7
C20—C19—C18
121.52 (18)
—H6
119.7
C20—C19—H21
119.2
0—C11
119.83 (18)
C18—C19—H21
119.2
0—H7
120.1
C21—C20—C19
120.14 (18)
10—H7
120.1
C21—C20—H22
119.9
11—C12
119.74 (18)
C19—C20—H22
119.9
11—H8
120.1
C22—C21—C20
119.69 (18)
11—H8
120.1
C22—C21—H23
120.2
12—C7
121.62 (19)
C20—C21—H23
120.2
12—H9
119.2
C21—C22—C23
119.9 (2)
2—H9
119.2
C21—C22—H24
120.1
3—C2
110.32 (14)
C23—C22—H24
120.1
3—H10
109.6
C22—C23—C18
121.72 (18)
3—H10
109.6
C22—C23—H25
119.1
3—H11
109.6
C18—C23—H25
119.1
1—C1—C6
90.22 (15)
C7—C8—C14—N1
27.9 (2)
—C1—C6
−132.20 (14)
C8—C14—N1—C13
68.82 (19)
—C1—C6
162.45 (15)
C8—C14—N1—C15
−161.54 (14)
1—C1—C2
−91.80 (15)
C8—C14—N1—Si1
−31.55 (15)
—C1—C2
45.78 (17)
C2—C13—N1—C14
−142.27 (15)
—C1—C2
−19.57 (13)
C2—C13—N1—C15
89.55 (17)
—C2—C3
−0.2 (2)
C2—C13—N1—Si1
−40.07 (14)
—C2—C3
−178.19 (13)
C1—Si1—N1—C14
148.32 (11) sup-6 supplementary materials supplementary materials C6—C1—C2—C13
179.50 (15)
C18—Si1—N1—C14
−89.90 (12)
Si1—C1—C2—C13
1.5 (2)
C7—Si1—N1—C14
25.98 (11)
C1—C2—C3—C4
−1.6 (3)
C1—Si1—N1—C13
33.57 (10)
C13—C2—C3—C4
178.74 (16)
C18—Si1—N1—C13
155.34 (11)
C2—C3—C4—C5
1.4 (3)
C7—Si1—N1—C13
−88.77 (11)
C3—C4—C5—C6
0.5 (3)
C1—Si1—N1—C15
−89.73 (13)
C4—C5—C6—C1
−2.4 (3)
C18—Si1—N1—C15
32.04 (13)
C2—C1—C6—C5
2.2 (3)
C7—Si1—N1—C15
147.92 (14)
Si1—C1—C6—C5
−179.79 (13)
C14—N1—C15—C16
−178.81 (15)
C1—Si1—C7—C8
−79.90 (16)
C13—N1—C15—C16
−49.5 (2)
C18—Si1—C7—C8
59.91 (17)
Si1—N1—C15—C16
65.15 (18)
N1—Si1—C7—C8
−14.73 (13)
C14—N1—C15—C17
−53.8 (2)
C1—Si1—C7—C12
101.44 (15)
C13—N1—C15—C17
75.5 (2)
C18—Si1—C7—C12
−118.76 (14)
Si1—N1—C15—C17
−169.85 (12)
N1—Si1—C7—C12
166.60 (15)
C1—Si1—C18—C23
158.83 (14)
C12—C7—C8—C9
0.7 (2)
C7—Si1—C18—C23
19.91 (17)
Si1—C7—C8—C9
−177.93 (13)
N1—Si1—C18—C23
90.44 (15)
C12—C7—C8—C14
178.98 (16)
C1—Si1—C18—C19
−23.30 (18)
Si1—C7—C8—C14
0.3 (2)
C7—Si1—C18—C19
−162.22 (14)
C7—C8—C9—C10
0.6 (3)
N1—Si1—C18—C19
−91.69 (15)
C14—C8—C9—C10
−177.69 (17)
C23—C18—C19—C20
−0.6 (3)
C8—C9—C10—C11
−1.7 (3)
Si1—C18—C19—C20
−178.53 (14)
C9—C10—C11—C12
1.4 (3)
C18—C19—C20—C21
0.4 (3)
C10—C11—C12—C7
−0.1 (3)
C19—C20—C21—C22
−0.1 (3)
C8—C7—C12—C11
−1.0 (3)
C20—C21—C22—C23
−0.1 (3)
Si1—C7—C12—C11
177.76 (14)
C21—C22—C23—C18
0.0 (3)
C3—C2—C13—N1
−145.26 (16)
C19—C18—C23—C22
0.4 (3)
C1—C2—C13—N1
35.1 (2)
Si1—C18—C23—C22
178.38 (15)
C9—C8—C14—N1
−153.86 (16) sup-7 supplementary materials supplementary materials Fig. 1 sup-8 supplementary materials Fig. 2 sup-9
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Unravelling the mechanisms that determine the uptake and metabolism of magnetic single and multicore nanoparticles in a<i>Xenopus laevis</i>model
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Volume 8 Number 1 7 January 2016 Pages 1–660 Accepted Manuscripts are published online shortly after
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for any errors or omissions in this Accepted Manuscript or any
consequences arising from the use of any information it contains. Nanoscale Accepted Manuscript This article can be cited before page numbers have been issued, to do this please use: M. Marín-Barba,
H. Gavilán, L. Gutierrez, E. Lozano-Velasco, I. Rodriguez-Ramiro, G. Wheeler, C. J. Morris, M. P. Morales
and A. Ruiz, Nanoscale, 2017, DOI: 10.1039/C7NR06020C. This article can be cited before page numbers have been issued, to do this please use: M. Marín-Barba,
H. Gavilán, L. Gutierrez, E. Lozano-Velasco, I. Rodriguez-Ramiro, G. Wheeler, C. J. Morris, M. P. Morales
and A. Ruiz, Nanoscale, 2017, DOI: 10.1039/C7NR06020C. This is an Accepted Manuscript, which has been through the
Royal Society of Chemistry peer review process and has been
accepted for publication. Nanoscale
www.rsc.org/nanoscale
ISSN 2040-3364
PAPER
Qian Wang et al. TiC2: a new two-dimensional sheet beyond MXenes
Volume 8 Number 1 7 January 2016 Pages 1–660 a. School of Biological Sciences, University of East Anglia, Norwich Research Park,
Norwich, Norfolk, NR4 7TJ, UK.
b. Instituto de Ciencia de Materiales de Madrid, Sor Juana Inés de la Cruz 3, 28049
Madrid, Spain.
c. Dept. Química Analítica, Instituto de Nanociencia de Aragón, Universidad de
Zaragoza, 50018 Zaragoza, Spain.
d. School of Medicine, University of East Anglia, Norwich Research Park, Norwich,
Norfolk, NR4 7TJ, UK.
e. School of Pharmacy, University of East Anglia, Norwich Research Park, Norwich,
Norfolk, NR4 7TJ, UK.
⊥ These authors contributed equally to this work.
* corresponding author: G.Ruiz-Estrada@uea.ac.uk
DOI: 10.1039/x0xx00000x Nanoscale Unravelling the mechanisms that determine the uptake and
metabolism of magnetic single and multicore nanoparticles in a
Xenopus laevis model
M. Marín-Barbaa⊥, H. Gavilánb⊥, L. Gutiérrezc, E. Lozano-Velascoa, I. Rodríguez-Ramirod, G. N. Wheelera, C. J. Morrise, M. P. Moralesb and A. Ruize* Unravelling the mechanisms that determine the uptake and
metabolism of magnetic single and multicore nanoparticles in a
Xenopus laevis model
M. Marín-Barbaa⊥, H. Gavilánb⊥, L. Gutiérrezc, E. Lozano-Velascoa, I. Rodríguez-Ramirod, G. N.
Wheelera, C. J. Morrise, M. P. Moralesb and A. Ruize* scale Accepted Manuscript Nanoscale Accepted Manuscript Nanoscale Accepted Manuscri Multicore superparamagnetic nanoparticles have been proposed as ideal tools for some biomedical applications because
of their high magnetic moment per particle, high specific surface area and long term colloidal stability. Through controlled
aggregation and packing of magnetic cores it is possible to obtain not only single-core but also multicore and hollow
spheres with internal voids. In this work, we compare toxicological properties of single and multicore nanoparticles. Both
types of particles showed moderate in vitro toxicity (MTT assay) tested in Hep G2 (human hepatocellular carcinoma) and
Caco-2 (human colorectal adenocarcinoma) cells. The influence of surface chemistry in their biological behavior was also
studied after functionalization with O,O′-bis(2-aminoethyl) PEG (2000 Da). For the first time, these nanoparticles were
evaluated in a Xenopus laevis model studying their whole organism toxicity and their impact upon iron metabolism. The
degree of activation of the metabolic pathway depends on the size and surface charge of the nanoparticles which
determine their uptake. The results also highlight the potential of Xenopus laevis model bridging the gap between in vitro
cell-based assays and rodent models for toxicity assessment to develop effective nanoparticles for biomedical applications. Nanoscale Accepted Manu or therapeutic objective needs to be studied. Thus, the
metabolism of the particles and degradation by-products must
be assessed and assured. Since iron is involved in diverse
cellular processes,8 organisms display mechanisms to transport
and store iron in non-toxic forms.9 Therefore, IOMNPs are
predicted to be safely incorporated into biological systems. Increasing evidence demonstrates that IOMNPs trigger iron-
coping mechanisms in cells and that the degradation products
of these materials are incorporated into normal iron metabolic
routes.10–16 However, nanoparticle coating has been shown to
be a determinant of the IOMNPs uptake and degradation
pathways.17,18 In order to establish solid conclusions about
IOMNPs toxicity and biodistribution and their cellular effects, it
would be ideal to have biologically pertinent models. rsc.li/nanoscale rsc.li/nanoscale rsc.li/nanoscale Nanoscale
ARTICLE
Please do not adjust margins
ge 1 of 15
Nanoscale
View Article Online
DOI: 10.1039/C7NR06020C Please do not adjust margins
Nanoscale Page 1 of 15 Page 1 of 15 View Article Online
DOI: 10.1039/C7NR06020C Introduction determining how best to characterize
nanoparticles and follow their transformation/degradation.33
The study of in vivo fate of IOMNPs is imperative to develop
successful biomedical applications. In this paper, we present
for the first time, a study, by means of AC magnetic
susceptibility measurements, of the intake of iron-containing
particles in X. laevis embryos. Introduction particles from
60 to 150 nm in size are taken up by the reticuloendothelial
system leading to rapid uptake in the liver and spleen in
humans. Intravenously injected nanoparticles with diameters
of 10-40 nm allow longer blood circulation and can cross
capillary walls, and they are often phagocytosed by
macrophages which traffic to lymph nodes and bone
marrow.35 However, how these parameters affect the greater
picture of toxicity and biodegradability mechanisms is still
poorly understood. 142 nm (± 23 nm) nanoparticles with a well-defined size and
shape (Figure 1 D, F). These MC nanoparticles consist of
smaller cores of approximately 10 nm. HRTEM and X-ray
diffraction patterns have already been reported.34 Particle
structure and size were selected intentionally, since they are
two key parameters that directly influence in vivo biological
behavior. The size of intravenously injected nanoparticles
greatly affects their in vivo biodistribution, e.g. particles from
60 to 150 nm in size are taken up by the reticuloendothelial
system leading to rapid uptake in the liver and spleen in
humans. Intravenously injected nanoparticles with diameters
of 10-40 nm allow longer blood circulation and can cross
capillary walls, and they are often phagocytosed by
macrophages which traffic to lymph nodes and bone
marrow.35 However, how these parameters affect the greater
picture of toxicity and biodegradability mechanisms is still
poorly understood. In this work, we report the effect of γ-Fe2O3 magnetic single
and multicore nanoparticles suitable for bioapplications in X. laevis embryos. The particles have uniform size in the
nanoscale and are coated with biocompatible shells. IOMNPs
colloids used in this work can be classified as single-core (with
only one magnetic core per particle) and multicore (with
several
magnetic
cores
per
particle).24
Single-core
superparamagnetic nanoparticles have been proposed as ideal
tools in biomedicine, since they display longer circulation times
post-injection.25 Indeed, this may favour their uptake in leaky
vasculature regions such as tumors.26 In contrast, for some
medical applications, such as bioseparation or magnetic fluid
hyperthermia, it can be advantageous to use larger multicore
particles that have a large magnetic moment per particle.27
Few in vitro and in vivo studies have been dedicated to the
comparison of single-core and multicore nanoparticles28 and
there is a lack of knowledge still on how the aggregation of
magnetic cores forming multicore nanoparticles affects the
nanoparticle uptake and degradation. Published on 08 December 2017. Downloaded by University of East Anglia Library on 13/12/2017 10:14:31. Introduction scale Accepted Manuscript Nanoscale Accepted Manuscri Iron oxide nanoparticles obtained by thermal decomposition
are hydrophobic. To stabilize them in aqueous media and
make them suitable for biological applications, oleic acid on
the surface of the nanoparticle was removed with DMSA via
ligand exchange reaction (SC-DMSA). Polyol mediated process
render
hydrophilic
nanoparticles
along
with
polyvinylpyrrolidone (PVP40), present in the reaction, however
an extra capping agent like citric acid enhances the
electrostatic repulsion and facilitates the final dispersion of the
MC nanoparticles in aqueous media (MC-Cit). Hydrodynamic
sizes are always higher than sizes measured by TEM, indicating
the presence of the coating or some degree of agglomeration
after surface modification, but both types of particles remain
below 200 nm (34 and 181 nm were obtained for SC-DMSA
and MC-Cit, respectively), an important requirement for
biomedical applications. Both particles have high negative
surface charge at pH 7 (Z-potential equal to -38 and -25 mV for
SC-DMSA and MC-Cit, respectively). In order to evaluate the
influence of the surface charge in particle absorption and
biodegradation, we conjugated covalently a diamine PEG
derivative to the carboxylic groups (from both DMSA and citric
acid) to the surface of the nanoparticles. After PEG
conjugation, average hydrodynamic size at pH 7 increased
from 34 to 65 nm and from 181 to 183 nm for SC-DMSA and
MC-Cit, respectively (SC-DMSA-PEG and MC-Cit-PEG) and net
surface charge decreased from approximately -38 to -24 mV
for SC-DMSA-PEG samples and from -25 to -18 mV for MC-Cit-
PEG. Colloidal properties of aqueous suspensions of the
nanoparticles at pH 7 are summarized in Table 1. Also,
hydrodynamic sizes of the particles have been studied in
different biological media (Figure 1S). Nanoscale Accepted Manu Here we report for the first-time toxicity and metabolization of
single-core and multicore nanoparticles using a combination of
in vitro cell culture models and an in vivo X. laevis embryo
model. The application of AC magnetic susceptibility
measurements has proven to be an excellent tool to study
magnetic nanoparticles in complex matrices, since the
diamagnetic signal coming from tissues does not interfere with
the superparamagnetic signal of the NPs.29 This way it was
possible to follow the signal of the magnetic nanoparticles in
animal models30–32 and to quantify the iron content. This is one
of the greatest challenges in the nanomaterials area
nowadays, i.e. Introduction Intravenously injected nanoparticles with diameters
of 10-40 nm allow longer blood circulation and can cross
capillary walls, and they are often phagocytosed by
macrophages which traffic to lymph nodes and bone
marrow.35 However, how these parameters affect the greater
picture of toxicity and biodegradability mechanisms is still
poorly understood. Iron oxide nanoparticles obtained by thermal decomposition
are hydrophobic. To stabilize them in aqueous media and
make them suitable for biological applications, oleic acid on
the surface of the nanoparticle was removed with DMSA via
ligand exchange reaction (SC-DMSA). Polyol mediated process
render
hydrophilic
nanoparticles
along
with
polyvinylpyrrolidone (PVP40), present in the reaction, however
an extra capping agent like citric acid enhances the
electrostatic repulsion and facilitates the final dispersion of the
MC nanoparticles in aqueous media (MC-Cit). Hydrodynamic
sizes are always higher than sizes measured by TEM, indicating
the presence of the coating or some degree of agglomeration
after surface modification, but both types of particles remain
below 200 nm (34 and 181 nm were obtained for SC-DMSA
and MC-Cit, respectively), an important requirement for
biomedical applications. Both particles have high negative
surface charge at pH 7 (Z-potential equal to -38 and -25 mV for
SC-DMSA and MC-Cit, respectively). In order to evaluate the
influence of the surface charge in particle absorption and
biodegradation, we conjugated covalently a diamine PEG
derivative to the carboxylic groups (from both DMSA and citric
acid) to the surface of the nanoparticles. After PEG
conjugation, average hydrodynamic size at pH 7 increased
from 34 to 65 nm and from 181 to 183 nm for SC-DMSA and
MC-Cit, respectively (SC-DMSA-PEG and MC-Cit-PEG) and net
surface charge decreased from approximately -38 to -24 mV
for SC-DMSA-PEG samples and from -25 to -18 mV for MC-Cit-
PEG. Colloidal properties of aqueous suspensions of the
nanoparticles at pH 7 are summarized in Table 1. Also,
hydrodynamic sizes of the particles have been studied in
different biological media (Figure 1S). 142 nm (± 23 nm) nanoparticles with a well-defined size and
shape (Figure 1 D, F). These MC nanoparticles consist of
smaller cores of approximately 10 nm. HRTEM and X-ray
diffraction patterns have already been reported.34 Particle
structure and size were selected intentionally, since they are
two key parameters that directly influence in vivo biological
behavior. The size of intravenously injected nanoparticles
greatly affects their in vivo biodistribution, e.g. This journal is © The Royal Society of Chemistry 20xx This journal is © The Royal Society of Chemistry 20xx Introduction Iron oxide nanoparticles obtained by thermal decompositio
are hydrophobic. To stabilize them in aqueous media an
make them suitable for biological applications, oleic acid o
the surface of the nanoparticle was removed with DMSA vi
ligand exchange reaction (SC-DMSA). Polyol mediated proces
render
hydrophilic
nanoparticles
along
wit
polyvinylpyrrolidone (PVP40), present in the reaction, howeve
an extra capping agent like citric acid enhances th
electrostatic repulsion and facilitates the final dispersion of th
MC nanoparticles in aqueous media (MC-Cit). Hydrodynami
sizes are always higher than sizes measured by TEM, indicatin
the presence of the coating or some degree of agglomeratio
after surface modification, but both types of particles remai
below 200 nm (34 and 181 nm were obtained for SC-DMSA
and MC-Cit, respectively), an important requirement fo
biomedical applications. Both particles have high negativ
surface charge at pH 7 (Z-potential equal to -38 and -25 mV fo
SC-DMSA and MC-Cit, respectively). In order to evaluate th
influence of the surface charge in particle absorption an
biodegradation, we conjugated covalently a diamine PEG
derivative to the carboxylic groups (from both DMSA and citri
acid) to the surface of the nanoparticles. After PEG
conjugation, average hydrodynamic size at pH 7 increase
from 34 to 65 nm and from 181 to 183 nm for SC-DMSA an
MC-Cit, respectively (SC-DMSA-PEG and MC-Cit-PEG) and ne
surface charge decreased from approximately -38 to -24 mV
for SC-DMSA-PEG samples and from -25 to -18 mV for MC-Cit
PEG. Colloidal properties of aqueous suspensions of th
nanoparticles at pH 7 are summarized in Table 1
Also 142 nm (± 23 nm) nanoparticles with a well-defined size and
shape (Figure 1 D, F). These MC nanoparticles consist of
smaller cores of approximately 10 nm. HRTEM and X-ray
diffraction patterns have already been reported.34 Particle
structure and size were selected intentionally, since they are
two key parameters that directly influence in vivo biological
behavior. The size of intravenously injected nanoparticles
greatly affects their in vivo biodistribution, e.g. particles from
60 to 150 nm in size are taken up by the reticuloendothelial
system leading to rapid uptake in the liver and spleen in
humans. Introduction Iron oxide magnetic nanoparticles (IOMNPs) are extensively
studied
nowadays
for
their
potential
in
biomedical
applications.1,2 Their surface chemistry can be modified,
adding functionality to the material and enabling their use for
gene therapy, tissue regeneration and drug delivery, to
specifically target tumours using external magnetic fields3. Their magnetic properties can be exploited for magnetic
resonance imaging and magnetic-fluid hyperthermia, which
has raised hope for improved imaging techniques4 and cancer
treatment.5,6 However, in spite of their potential, few of these
biomaterials have reached clinical practice.7 A crucial issue for magnetic nanoparticle utilization in
biomedicine and their approval by regulatory agencies
depends on their biotransformation and toxicity. The course
and fate of the nanoparticles once they deliver their imaging Xenopus laevis is an amphibian model ideal to study the course
and fate of the nanoparticles as it is an easy and flexible
system in which to evaluate vertebrate embryology, basic cell
and
molecular
biology,
genomics,
neurobiology
and
toxicology.19 Recently, this model was used to identify the risk
of exposure to contaminated water.20 The mortality,
malformations and growth inhibition of Xenopus laevis were
studied, after challenge with metal oxide-based nanomaterial
contaminants (γ-Fe2O3, TiO2, ZnO and CuO). Notably, γ-Fe2O3
did not pose risks to amphibian populations up to 1 mg/mL
where it causes developmental abnormalities. In contrast, the
other nanoparticles caused gastrointestinal, spinal, and other
abnormalities at concentrations of ~3 mg/L. Furthermore, it
was shown that nanoparticle sizes above 200 nm had toxic
effects.21 Despite available literature on the effects of many J. Name., 2013, 00, 1-3 | 1 This journal is © The Royal Society of Chemistry 20xx Please do not adjust m
Nanoscale Please do not adjust margins
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Nanoscale Page 2 of 15 Page 2 of 15 Nanoscale
View Article Online
DOI: 10.1039/C7NR06020C ARTICLE Nanoscale on the larval development of X. laevis in
ntal studies, there are only few reports evaluating
es toxicity and biodistribution designed for
applications,22,23 and there is still a lack of
bridging biotransformation studies in cell-based
data generated from rodent in vivo systems. k, we report the effect of γ-Fe2O3 magnetic single
ore nanoparticles suitable for bioapplications in X. ryos. The particles have uniform size in the
nd are coated with biocompatible shells. Introduction IOMNPs
d in this work can be classified as single-core (with
magnetic core per particle) and multicore (with
magnetic
cores
per
particle).24
Single-core
agnetic nanoparticles have been proposed as ideal
medicine, since they display longer circulation times
on.25 Indeed, this may favour their uptake in leaky
regions such as tumors.26 In contrast, for some
plications, such as bioseparation or magnetic fluid
ia, it can be advantageous to use larger multicore
at have a large magnetic moment per particle.27
o and in vivo studies have been dedicated to the
of single-core and multicore nanoparticles28 and
ack of knowledge still on how the aggregation of
ores forming multicore nanoparticles affects the
e uptake and degradation. port for the first-time toxicity and metabolization of
and multicore nanoparticles using a combination of
culture models and an in vivo X. laevis embryo
e application of AC magnetic susceptibility
nts has proven to be an excellent tool to study
nanoparticles in complex matrices, since the
c signal coming from tissues does not interfere with
aramagnetic signal of the NPs.29 This way it was
follow the signal of the magnetic nanoparticles in
els30–32 and to quantify the iron content. This is one
eatest challenges in the nanomaterials area
i.e. determining how best to characterize
es and follow their transformation/degradation.33
of in vivo fate of IOMNPs is imperative to develop
biomedical applications. In this paper, we present
st time, a study, by means of AC magnetic
y measurements, of the intake of iron-containing
X. laevis embryos. nd discussion
142 nm (± 23 nm) nanoparticles with a well-defined size an
shape (Figure 1 D, F). These MC nanoparticles consist o
smaller cores of approximately 10 nm. HRTEM and X-ra
diffraction patterns have already been reported.34 Particl
structure and size were selected intentionally, since they ar
two key parameters that directly influence in vivo biologica
behavior. The size of intravenously injected nanoparticle
greatly affects their in vivo biodistribution, e.g. particles from
60 to 150 nm in size are taken up by the reticuloendothelia
system leading to rapid uptake in the liver and spleen i
humans. Intravenously injected nanoparticles with diameter
of 10-40 nm allow longer blood circulation and can cros
capillary walls, and they are often phagocytosed b
macrophages which traffic to lymph nodes and bon
marrow.35 However, how these parameters affect the greate
picture of toxicity and biodegradability mechanisms is sti
poorly understood. Nanoparticles synthesis and characterization Two different types of iron oxide nanoparticles were
synthesized in this work. Single core nanoparticles (SC) were
obtained by thermal decomposition of the iron(III) oleate
precursor in 1-octadecene (Figure 1 A, B). Particles were 13 nm
(± 1 nm) in diameter, uniform in size (Figure 1 C), relatively
round and well dispersed, owing to the presence of oleic acid
around the particles. In a different approach, multicore
nanoparticles (MC) were obtained by polyol mediated
reduction of iron(III) chloride. MC are composed of spherical 2 | J. Name., 2012, 00, 1-3 Nanoscale Page 3 of 15 ARTICLE
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DOI: 10.1039/C7NR06020C ARTICLE
View Article Online
DOI: 10.1039/C7NR06020C Journal Name Table 1. Colloidal properties of aqueous suspensions of the
nanoparticles at pH 7. Hydrodynamic sizes, PDI (= standard
deviation/mean size) and surface charge of single and
multicore nanoparticles after PEG conjugation Sample
Hydrodynamic size
(nm)
PDI
ζ-Potential
(mV)
SC-DMSA
34
0.054
-38 ± 12
SC-DMSA-PEG
65
0.084
-24 ± 7
MC-CIT
181
0.201
-25 ± 9
MC-CIT-PEG
183
0.225
-18 ± 9 Published on 08 December 2017. Downloaded by University of East Anglia Library on 13/12/2017 10:14:31. oscale Accepted Manuscript Nanoscale Accepted Manuscript Nanoscale Accepted Manuscri Nanoscale Accepted Manu This journal is © The Royal Society of Chemistry 20xx
J. Name., 2013, 00, 1-3 | 3
Please do not adjust margins
Nanoscale Accepted Man Nanoscale Accepted TGA of the
unconjugated nanoparticles reveals a weight loss of ∼15 % and
8 % for SC-DMSA and MC-CIT respectively, due to the removal
of physical and chemical water and capping molecules (DMSA
or citric acid) (Figure 1 I). Particles modified with diamine PEG
nonetheless showed a larger amount of conjugated polymer
(∼20 % in the case of SC-DMSA-PEG and 13 % for MC-Cit-PEG)
which indicates greater reaction efficiency. In the case of SC-
DMSA-PEG, the presence of ~2 molecules of PEG per nm2 was
calculated. In the case of MC-Cit-PEG is not possible to make
an accurate calculation of the number of PEG molecules
bounded to the surface because is not a homogeneous
spherical surface due to their multicore structure. A notable
decrease in the surface charge of the particles is observed
after PEG conjugation, however not all carboxyl groups are
modified during the reaction. The surface is not saturated
probably due to the steric hindrance caused by the PEG chains,
and therefore we have a limited balance of the negative
surface charge coming from the DMSA or citric acid. oscale Accepted Manuscript Nanoscale Accepted Manusc Nanoscale Accepted M This journal is © The Royal Society of Chemistry 20xx
J. Name., 2013, 00, 1-3 | 3 ry 20xx J. Name., 2013, 00, 1-3 | 3 This journal is © The Royal Society of Chemist ARTICLE
Nanoscale
Please do not adjust margins
Figure 1. Transmission electron microscopy (TEM) images of single and multicore nanoparticles. (A, B) SC-DMSA. (D, E) MC-Cit. (C, F) Size distribution histograms. Red lines indicate the log-normal fitting function of TEM particle size data. Physical chemical
characterization of the nanoparticles after conjugation with PEG. FTIR spectra of (G) Single-core nanoparticles. (H) Multicore
nanoparticles. (I) Thermogravimetric analysis of four formulations
Nanoscale
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DOI: 10.1039/C7NR06020C Please do not adjust margins
Nanoscale Page 4 of 15
ne Nanoscale
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DOI: 10.1039/C7NR06020C ARTICLE Figure 1. Transmission electron microscopy (TEM) images of single and multicore nanoparticles. (A, B) SC-DMSA. (D, E) MC-Cit. (C, F) Size distribution histograms. Red lines indicate the log-normal fitting function of TEM particle size data. Physical chemical
characterization of the nanoparticles after conjugation with PEG. FTIR spectra of (G) Single-core nanoparticles. (H) Multicore
nanoparticles. (I) Thermogravimetric analysis of four formulations Figure 1. Transmission electron microscopy (TEM) images of single and multicore nanoparticles. (A, B) SC-DMSA. (D, E) MC-Cit. (C, F) Size distribution histograms. Red lines indicate the log-normal fitting function of TEM particle size data. Physical chemical
characterization of the nanoparticles after conjugation with PEG. FTIR spectra of (G) Single-core nanoparticles. (H) Multicore
nanoparticles. (I) Thermogravimetric analysis of four formulations Figure 2. Evaluation of cell viability by MTT assay. (A) Hep G
cells. (B) Caco-2 cells. Cells were treated with the nanoparticle
for 24 h. (C) Ferritin formation measured by ELISA in Caco-
cells exposed to 40 µg/mL of single or multicore nanoparticles
Data represent means ± SD (n = 3). * shows statistically
significance compared with the control (t test, *p<0.05, *
p<0.01, ***p<0.001, ****p<0.0001). Nanoparticle surface modification was also confirmed by FTIR
(Figure 1 G, H). For all the samples, the typical bands of metal
skeleton vibration (Fe-O) in the region of 550-600 cm-1 and a
broad peak between 3000 and 3500 cm-1 due to surface -OH
groups are observed. After PEG conjugation, some peaks
appeared at 1354 and 1102 cm-1, indicating asymmetric and
symmetric stretching of C-O-C, and out-of-plane bending of
the -CH of the PEG chains at 956 cm-1. 4 | J. Name., 2012, 00, 1-3 This journal is © The Royal Society of Chemistry 20xx This journal is © The Royal Society of Chemistry 20xx Toxicity in vitro In vitro toxicological characterization of the nanoparticles was
evaluated through the degree of cell survival by means of the
standard MTT assay. The cell lines used, Hep G2 and Caco-2,
represent the liver and the intestine, which are two important
target organs to encounter the NPs after oral exposure or
intravenous injection in a biomedical application. The analysis
of cytotoxicity after incubation with the nanoparticles showed
that viability of cell culture is not significantly reduced by the
presence of the nanoparticles up to 160 µg/mL Fe
concentration after 24 h of treatment (80-100% viability
compared with the control) (Figure 2 A, B). At iron
concentrations of 320 µg/mL, SC decreased the viability of
both cell lines down to values of 20 %. In the case of MC,
viability percentage of both cell lines is in the range of 60-80 %,
indicating lower toxicity even at high iron concentrations. The
effect of PEG coating is not very clear at high iron
concentration. In
the
case
of
Hep
G2
cells,
PEG
functionalization improved the cytotoxicity for SC while in
Caco-2 it had no effect. For MC, PEG functionalization reduces
the viability to 60 % in Caco-2 cells (Figure 2 A, B). Even though Figure 2. Evaluation of cell viability by MTT assay. (A) Hep G2
cells. (B) Caco-2 cells. Cells were treated with the nanoparticles
for 24 h. (C) Ferritin formation measured by ELISA in Caco-2
cells exposed to 40 µg/mL of single or multicore nanoparticles. Data represent means ± SD (n = 3). * shows statistically-
significance compared with the control (t test, *p<0.05, **
p<0.01, ***p<0.001, ****p<0.0001). 4 | J. Name., 2012, 00, 1-3 This journal is © The Royal Society of Chemistry 20xx Page 5 of 15 Nanoscale View Article Online
DOI: 10.1039/C7NR06020C View Article Online
DOI: 10.1039/C7NR06020C Journal Name ARTICLE 0.5, 0.75 and 1 mg/mL. In these experiments, nanoparticles
were added at stage 38 and survival was evaluated every 24 h
until embryos reach stage 45, after approximately 72 h of
exposure. None of the conditions was found lethal for the
embryos, therefore we decided to perform the rest of the
experiments comparing a low and a high dose of nanoparticles
(0.5 and 1 mg/mL). The use of the Xenopus model has
advantages with respect to other animal models. First,
embryos develop externally, allowing experiments to be
performed prior to, or directly following fertilization. Toxicity in vitro Also, they
have a rapid embryo growth and development. A larval
tadpole has a fully functional set of organs, and it can be
examined to determine if any experimental intervention (in
this case a solution containing nanoparticles) has had an
effect. this method needs further refinement and standardization for
toxicity evaluation of nanomaterials, it offers a quick,
inexpensive and high-throughput methodology to perform in
vitro cytotoxicity screens.36 Published on 08 December 2017. Downloaded by University of East Anglia Library on 13/12/2017 10:14:31. In order to characterize the absorption and biotransformation
of the nanoparticles, we determined by ELISA the ferritin
formation in Caco-2 cells as a measure of iron uptake (Figure 2
C). Single core nanoparticles seem to be internalized by the
cells more efficiently than multicore nanoparticles as
evidenced by a 5.4-fold increase in intracellular ferritin (cf. control) compared with a 3.7-fold increase for MC-Cit probably
due to the smaller size of the SC. PEGylated MC particles failed
to alter (p>0.05) the ferritin levels in Caco-2 cells. The surface
modification with PEG in both types of nanoparticles reduces
the internalization by the cells. The coating with short-chain
PEG molecules of iron oxide nanoparticles was found to shield
their surface charge and decreases their internalization.37 scale Accepted Manuscript Nanoscale Accepted Manuscript Tadpoles treated with SC-DMSA and MC-Cit at 1 mg/mL
displayed some general body toxicity compared with the
control, characterized by defects in embryo body shape like
bent spine or enlarged ventral fin (Figure 3 B). In the case of
SC-DMSA, 20 % of the animals showed enlarged ventral fin and
MC-Cit provokes a significant increase (27 %) of embryos with
bent spine. Nanoscale Accepted Manusc In vivo evaluation of nanoparticles The intestine coiled structure is
preserved although it is visibly enlarged. Embryos treated with
MC-Cit at the same dose showed more drastic effects (20 %
mild and 36 % severe inflammation). In the case of severe
inflammation, the gut is not maintained or not well formed, as
we are unable to see the intestinal loops. Regarding the effects
on inflammation we didn’t observed significant differences in
PEGylated particles compared with the uncoated ones. In
addition, 30 % of the animals treated with MC showed a
significant decrease of touch response after 72 hours of
exposure (Figure 3 A). Figure 4. Scanning electron microscopy (SEM) images of
pharynx sections from different embryos. (A) Schematic
representation of the transversal section analyzed. (B) Control. (C) Embryos exposed to SC-DMSA nanoparticles (1 mg/mL, 72
h). (D) Embryos exposed to MC-Cit nanoparticles (1 mg/mL, 72
h). Right panel shows elemental analysis of red selected areas
in
the
images
obtained
by
Energy
Dispersive
X-ray
Spectrometry (SEM-EDS). oscale Accepted Manuscript Nanoscale Accepted Manuscri Nanoscale Accepted Manu p
( g
)
Electron microscopy analysis of pharynx sections (Figure 4),
taken from different embryos, affords the localization of the
ingested particles. The presence of the NPs in the tissue
sample is evidenced by the Energy Dispersive X-ray (EDS)
elemental mapping which delivers spots with brighter contrast
in areas of NP accumulation, due to the higher Z atomic
number of iron. NP intake is visibly detected in the images of
pharynx sections of the embryos because the EDS spectra
clearly showed K electron shell (K-α and K-β lines) of iron,
whereas in the case of control these peaks are absent (Figure
4). EDS analysis confirmed that only at the dose of 1 mg/mL,
SC-DMSA and MC-Cit, could be detected in the upper body
tissue sections, in contrast with the control. PEGylated
nanoparticles (SC or MC) were undetectable in all organisms. We also observed SC-DMSA in the gills of the embryos (Figure
2S). These results agree with the size-dependent deposition in
the intestine and/or the gills in Zebrafish observed for silver
nanoparticles. Particles from 10-20 nm showed increased
bioavailability compared with 140 nm particles.38 In our case,
the deposition of SC-DMSA in the gills is directly related to the
smaller size and larger surface area compared with MC-Cit,
providing increased adherence, penetration, and deposition in
the organism. Figure 4. Scanning electron microscopy (SEM) images of
pharynx sections from different embryos. In vivo evaluation of nanoparticles (A) Schematic
representation of the transversal section analyzed. (B) Control. (C) Embryos exposed to SC-DMSA nanoparticles (1 mg/mL, 72
h). (D) Embryos exposed to MC-Cit nanoparticles (1 mg/mL, 72
h). Right panel shows elemental analysis of red selected areas
in
the
images
obtained
by
Energy
Dispersive
X-ray
Spectrometry (SEM-EDS). In vivo evaluation of nanoparticles The presence of the NPs in the tissue
sample is evidenced by the Energy Dispersive X-ray (EDS)
elemental mapping which delivers spots with brighter contrast
in areas of NP accumulation, due to the higher Z atomic
number of iron. NP intake is visibly detected in the images of
pharynx sections of the embryos because the EDS spectra
clearly showed K electron shell (K-α and K-β lines) of iron,
whereas in the case of control these peaks are absent (Figure
4). EDS analysis confirmed that only at the dose of 1 mg/mL,
SC-DMSA and MC-Cit, could be detected in the upper body
tissue sections, in contrast with the control. PEGylated
nanoparticles (SC or MC) were undetectable in all organisms. We also observed SC-DMSA in the gills of the embryos (Figure
2S). These results agree with the size-dependent deposition in
the intestine and/or the gills in Zebrafish observed for silver
nanoparticles. Particles from 10-20 nm showed increased
bioavailability compared with 140 nm particles.38 In our case,
the deposition of SC-DMSA in the gills is directly related to the
smaller size and larger surface area compared with MC-Cit,
providing increased adherence, penetration, and deposition in Figure 3. Xenopus laevis phenotypic nanotoxicity assay after 72 h of exposure from stage 38-45. (A) Quantification of embryonic
abnormalities. Histograms shown are of 30 embryos per group (Chi-Square test, (*p<0.05, ** p<0.01, ***p<0.001,
****p<0.0001). (B) Representative images from the X. laevis phenotypic nanotoxicity assay. Figure 3. Xenopus laevis phenotypic nanotoxicity assay after 72
abnormalities. Histograms shown are of 30 embryos per
****p<0.0001). (B) Representative images from the X. laevis phe
Interestingly, the effect of the PEG coating for each type of NPs
reduced the toxicological effect as evidenced in a 2.6-fold
decrease of embryos with bent spine and a 2-fold decrease of
mild gut inflammation for MC; and a significant reduction in
the enlarged ventral fin phenotype for SC treated tadpoles
(Figure 3 A). In the case of embryos treated with 0.5 mg/mL,
defects were subtler. These results suggested a dose-
dependent uptake of the NPs by the embryos. We next
evaluated gut morphology as it is the main organ involved in
NPs’ absorption after oral ingestion. Different degrees of
inflammation were observed according to the dose of the
nanoparticles, but also according to their chemical structure. Mild inflammation is observed in 43 % of animals treated with
SC-DMSA at 1 mg/mL. In vivo evaluation of nanoparticles To characterize the general toxicity of the nanoparticles,
embryos were treated with four different concentrations, 0.25, Nanoscale Accepted M This journal is © The Royal Society of Chemistry 20xx
J. Name., 2013, 00, 1-3 | 5
Please do not adjust margins
Nanoscale Accepted N
l
A
t d This journal is © The Royal Society of Chemistry 20xx
J. Name., 2013, 00, 1-3 | 5
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Nanoscale Page 6 of 15
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e 15 Nanoscale
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DOI: 10.1039/C7NR06020C ARTICLE ARTICLE Figure 3. Xenopus laevis phenotypic nanotoxicity assay after 72 h
abnormalities. Histograms shown are of 30 embryos per
****p<0.0001). (B) Representative images from the X. laevis phen
Interestingly, the effect of the PEG coating for each type of NPs
reduced the toxicological effect as evidenced in a 2.6-fold
decrease of embryos with bent spine and a 2-fold decrease of
mild gut inflammation for MC; and a significant reduction in
the enlarged ventral fin phenotype for SC treated tadpoles
(Figure 3 A). In the case of embryos treated with 0.5 mg/mL,
defects were subtler. These results suggested a dose-
dependent uptake of the NPs by the embryos. We next
evaluated gut morphology as it is the main organ involved in
NPs’ absorption after oral ingestion. Different degrees of
inflammation were observed according to the dose of the
nanoparticles, but also according to their chemical structure. Mild inflammation is observed in 43 % of animals treated with
SC-DMSA at 1 mg/mL. The intestine coiled structure is
preserved although it is visibly enlarged. Embryos treated with
MC-Cit at the same dose showed more drastic effects (20 %
mild and 36 % severe inflammation). In the case of severe
inflammation, the gut is not maintained or not well formed, as
we are unable to see the intestinal loops. Regarding the effects
on inflammation we didn’t observed significant differences in
PEGylated particles compared with the uncoated ones. In
addition, 30 % of the animals treated with MC showed a
significant decrease of touch response after 72 hours of
exposure (Figure 3 A). Electron microscopy analysis of pharynx sections (Figure 4),
taken from different embryos, affords the localization of the
ingested particles. Iron quantification. AC magnetic susceptibility and ICP-OES In order to quantify the iron present in the samples through
SEM-EDS analysis, the application of quantitative correction
procedures is needed, which are sometimes referred to as
matrix corrections.39 As SEM only provides local information,
the quantitative analysis of NP intake, was performed through
magnetic characterization of freeze-dried tissue samples and
iron elemental analysis of acid digested embryos. Moreover,
these techniques allow the comparison of the accumulation
depending on the coating and the surface charge (DMSA, citric
acid, and PEG functionalization). In order to evaluate the accumulation of the nanoparticles in
the animals, we performed AC susceptibility of pools of seven
animals. Magnetic measurements, especially AC magnetic
susceptibility, are extremely sensitive being able to distinguish
the contribution from the magnetic nanoparticles from that of 6 | J. Name., 2012, 00, 1-3 This journal is © The Royal Society of Chemistry 20xx e
ARTICLE
Figure5-01.tif
C magnetic susceptibility measurement of embryo tissue samples. In-phase (χ’(T)) and out-of-phase (χ’’(T))
of the magnetic susceptibility, per mass of sample, corresponding to freeze-dried tissues from different embryos
e (72 h): (A, C) Embryos exposed to SC. (B, D) Embryos exposed to MC. (n = 7 per group). Nanoscale
View Article Online
DOI: 10.1039/C7NR06020C ame
Figure5-01.tif
Nanoscale al Name
Figure5-01.tif
Nanoscale Name., 2013, 00, 1-3 | 7 This journal is © The Royal Society of Chemistry 20xx Please do not adjust margins
Nanoscale do not adjust margins
Nanoscale Page 8 of 15 Page 8 of 1 Nanoscale
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DOI: 10.1039/C7NR06020C ARTICLE Nanoscale Nanoscale facilitates the reduction of ferric to ferrous ions enabling the
absorption of iron. were detected. In addition, a quantitative analysis of NP intake
was performed by ICP-OES (Figure 6). Elemental analysis
results evidenced a dose-dependent iron absorption, which is
in agreement with the iron content detected by AC magnetic
susceptibility. The absorption of SC-DMSA detected in the
embryos has been confirmed by ICP-OES, a three or five-fold
increase in comparison with MC-Cit for iron concentrations of
0.5 and 1 mg/mL, respectively. Interestingly, the iron content
in the animals treated with PEGylated NPs is comparable to
the control indicating a very low absorption of these NPs. were detected. In addition, a quantitative analysis of NP intake
was performed by ICP-OES (Figure 6). Elemental analysis
results evidenced a dose-dependent iron absorption, which is
in agreement with the iron content detected by AC magnetic
susceptibility. The absorption of SC-DMSA detected in the
embryos has been confirmed by ICP-OES, a three or five-fold
increase in comparison with MC-Cit for iron concentrations of
0.5 and 1 mg/mL, respectively. Interestingly, the iron content
in the animals treated with PEGylated NPs is comparable to
the control indicating a very low absorption of these NPs. In the basolateral membrane of the enterocytes the
ferroportin transporter is located together with hephaestin
which oxidize ferrous ions and allows transferrin to bind iron
and carry it in the bloodstream through the different organs. Hepcidin negatively regulates the entry of iron into circulation
through inhibiting ferroportin in case of iron overload (Figure 8
A). Ferritin is the most important protein involved in iron
storage within cells, and the levels of Fe2+ present in the
organism regulates its expression.43 g
y
p
One possible explanation for the visual disturbance of the
intestine structure of the embryos treated with MC-Cit-PEG,
could be that the particles are rapidly excreted by the
organism and therefore the iron content in these animals is
seen as low. As we previously observed in Caco-2 cells, PEG
functionalization reduces net surface charge of the particles
and this effect could reduce the absorption of the particles in
the gut favouring their excretion. al Name
Figure5-01.tif
Nanoscale Surface functionalization
with PEG has been reported to enable particles to diffuse
through mucus in the gastrointestinal tract at a rate similar to
diffusion through water. It has been hypothesized that this
occurs by reduction of particle-mucus interactions.40 There is
also evidence that PEG-coating can decrease macrophage or
HeLa uptake of iron particles where the polymer increases
uptake hindrance compared with uncoated NPs.41 Another
possible explanation for the morphological alterations
observed at higher doses of nanoparticles could be the
presence of polyol used during the MC synthesis. Other studies
have shown that polyol-made nanoparticles produce in vitro
(10 µg/mL) and in vivo (0.8 mg/kg) toxicity.42 From magnetic measurements and elemental analysis, we
detected a higher absorption of SC-DMSA compared with MC-
Cit. We propose that the rate of particle internalization into
the embryos will dictate the time at which iron metabolic
pathway activation is measurable. In the case of SC-DMSA
treated embryos, dmt-1, transferrin and ferritin have the
highest levels of transcription. The increase in ferritin in
embryos treated with SC-DMSA compared with MC-Cit, follows
the same pattern observed in Caco-2 cells where the protein
was detected by ELISA suggesting a higher iron bioavailability
from single-core nanoparticles. Hepcidin is downregulated for
SC-DMSA, which implies a saturation of the metabolic pathway
of iron. In the case of MC-Cit only ferritin and hepcidin are
upregulated corroborating a slower activation of the iron
metabolic pathway depending on the amount of internalized
particles after 72 h of treatment. scale Accepted Manuscript Nanoscale Accepted Manuscript Nanoscale Accepted Manuscri Nanoscale Accepted Manu Nanoscale Accepted Figure 6. Iron quantification though ICP-OES of acid digested
tissues from embryos treated at different concentrations of
IOMNPs. Striped pattern: 0.5 mg/mL. Solid pattern: 1 mg/mL. (n = 7 per group). Iron metabolism Since iron resulting from NP degradation is predicted to be
processed by iron metabolic pathways, we next studied the
expression of different genes involved in iron metabolism and
oxidative stress. The expression of genes linked to both
processes was assessed by real-time quantitative PCR (RT-
qPCR) in embryos treated with SC-DMSA and MC-Cit after 72 h
of treatment with the nanoparticles at 1 mg/mL, taking into
account that only at highest doses could we detect a
significant amount of absorbed nanoparticles (Figure 7 A). In the case of SC-DMSA treated embryos, transferrin and dmt1
increased 2.6 and 2-fold respectively (cf. control) coupled with
a 70 % downregulation of hepcidin. In contrast, the MC-Cit
treated embryos displayed marginal increases (p<0.05) in
hepcidin,
and
transferrin
and
dmt1
levels
remained
unchanged. In both cases the transcription of ferritin is
increased after nanoparticle treatment, 2.9-fold change for SC-
DMSA and 1.9-fold change for MC-Cit treated embryos Figure
7 A). From these data, we can describe differences in the metabolic
activation pathway of single-core or multicore nanoparticles. After iron ingestion, ferrous ions (Fe2+) are absorbed in the
enterocytes through the divalent metal transporter-1 (DMT1). In the apical membrane of the enterocytes, the cytochrome B Since iron resulting from NP degradation is predicted to be
processed by iron metabolic pathways, we next studied the
expression of different genes involved in iron metabolism and
oxidative stress. The expression of genes linked to both
processes was assessed by real-time quantitative PCR (RT-
qPCR) in embryos treated with SC-DMSA and MC-Cit after 72 h
of treatment with the nanoparticles at 1 mg/mL, taking into
account that only at highest doses could we detect a
significant amount of absorbed nanoparticles (Figure 7 A) significant amount of absorbed nanoparticles (Figure 7 A). In the case of SC-DMSA treated embryos, transferrin and dmt1
increased 2.6 and 2-fold respectively (cf. control) coupled with
a 70 % downregulation of hepcidin. In contrast, the MC-Cit
treated embryos displayed marginal increases (p<0.05) in
hepcidin,
and
transferrin
and
dmt1
levels
remained
unchanged. In both cases the transcription of ferritin is
increased after nanoparticle treatment, 2.9-fold change for SC-
DMSA and 1.9-fold change for MC-Cit treated embryos Figure
7 A). From these data, we can describe differences in the metabolic
activation pathway of single-core or multicore nanoparticles. After iron ingestion, ferrous ions (Fe2+) are absorbed in the
enterocytes through the divalent metal transporter-1 (DMT1). 8 | J. Name., 2012, 00, 1-3 al Name
Figure5-01.tif
Nanoscale Page 7 of 15 oscale Accepted Manuscript Nanoscale Accepted Manuscript Nanoscale Accepted Manuscri Nanoscale Accepted Manu Nanoscale Accepted Figure 5. AC magnetic susceptibility measurement of embryo tissue samples. In-phase (χ’(T)) and out-of-phase (χ’’(T))
components of the magnetic susceptibility, per mass of sample, corresponding to freeze-dried tissues from different embryos
after exposure (72 h): (A, C) Embryos exposed to SC. (B, D) Embryos exposed to MC. (n = 7 per group). coating (Figure 5), independently if they are SC or MC. Interestingly PEG coated nanoparticles, both SC and MC, were
below the detection limits of the technique. These results are
in agreement with what we observed by SEM-EDS. In this
work, the presence of ferritin, the iron storage protein with an
out-of-phase susceptibility maxima located at around 10 K,18
has not been observed. The absence of a substantial
paramagnetic contribution, usually observed at the lowest
temperatures, indicates that the concentration of free iron
atoms is very low, indicating that NP degradation process is
limited if not absent in the timescale of these experiments. Through AC magnetic susceptibility measurements, dose-
dependent amounts of nanoparticles (SC-DMSA and MC-Cit) other endogenous iron-containing species, usually present in a
bigger concentration but with weaker magnetic signal than the
nanoparticles. The presence of magnetic nanoparticles can be
identified by a maximum in the in-phase magnetic
susceptibility (χ’) accompanied by a maximum at slightly lower
temperatures in the out-of-phase susceptibility (χ’’). The
temperature location of the maxima depends on the
nanoparticle (material, size, aggregation degree, etc.). The
height of the maxima is a surrogate measurement of the
concentration of nanoparticles. other endogenous iron-containing species, usually present in a
bigger concentration but with weaker magnetic signal than the
nanoparticles. The presence of magnetic nanoparticles can be
identified by a maximum in the in-phase magnetic
susceptibility (χ’) accompanied by a maximum at slightly lower
temperatures in the out-of-phase susceptibility (χ’’). The
temperature location of the maxima depends on the
nanoparticle (material, size, aggregation degree, etc.). The
height of the maxima is a surrogate measurement of the
concentration of nanoparticles. In our case, a dose-dependent amount of nanoparticles is
observed in the animals treated with particles without PEG J. Oxidative stress MC-Cit (sod 0.5- fold, catalase 0.67-fold and gsr 1.14-fold)
(Figure 7 B). These results suggest the activation of protective
mechanisms depending on nanoparticle uptake in order to
reduce reactive oxygen species (ROS) generated during the
biodegradation process. This is the early response of the
organism when nanoparticle clearance induces the formation
of ROS. However, we are not in the presence of an acute state
of oxidative stress when a general decrease of antioxidant
enzymes takes place.46 In embryos treated with SC-DMSA or MC-Cit at 1 mg/mL we
observed a 2.2 and 2.96-fold increase in hmox1 (cf. control)
respectively after 72 h of exposure (Figure 7 B). Increases in
transcript
levels
of
hmox1
have
been
described
in
macrophages treated with iron oxide hybrids nanomaterials.44
Hmox1 is induced after oxidative stress, reactive oxygen
species or heavy metals, thus degrading heme group to form
biliverdin and Fe2+. The production of Fe2+ leads to the
activation of iron regulatory protein (IRP) which is able to
control the translation of iron sensitive proteins such as
ferritin. In the absence of iron, IRP binds to ferritin mRNA and
inhibits its translation. However, when iron ions are available,
they bind to IRP and release it from ferritin mRNA, thus
allowing its translation (Figure 8 B).45 The increase in Fe2+ in
the embryos 72 h after the treatment, activates iron response
proteins, which activates the translation of proteins involved in
iron metabolism such as ferritin. We show in vivo the
activation by Hmox-1 of iron regulatory proteins and their
effect in the transcription of ferritin mRNA associated to the
treatment with iron oxide nanoparticles (Figure 7 A, B). Other oxidative stress response genes showed an increase in
expression in the case of embryos treated with SC-DMSA (sod
1 35- fold catalase 3 27-fold and gsr 2 85-fold) compared with With these results, we provide evidence that an early
developmental vertebrate model such as Xenopus laevis is a
rapid and inexpensive system for NP toxicity assessment,
compared with adult mammalian models. Because most
theranostic applications need nanoparticles to be taken up by
the cells, intracellular nano-biodegradation in an in vitro model
needs to correlate with in vivo observations. In the case of
IONPs degradation in vitro and their bioavailability by the cells
translated into an increase of ferritin levels (Figure 2 C), should
correlate with the corresponding activation of the iron
metabolic pathway as shown in Figure 7 A). Iron metabolism In the apical membrane of the enterocytes, the cytochrome B Figure 6. Iron quantification though ICP-OES of acid digested
tissues from embryos treated at different concentrations of
IOMNPs. Striped pattern: 0.5 mg/mL. Solid pattern: 1 mg/mL. (n = 7 per group). 8 | J. Name., 2012, 00, 1-3 This journal is © The Royal Society of Chemistry 20xx Page 9 of 15 Nanoscale View Article Online
DOI: 10.1039/C7NR06020C View Article Online
DOI: 10.1039/C7NR06020C Journal Name Figure 7. Effect on the expression of different genes in X. laevis embryos exposed to SC-DMSA or MC-Cit after 72 h at 1 mg/mL. (A) Genes involved in iron metabolism. (B) Genes involved in oxidative stress response. (n = 7 per group). * shows statistically-
significance compared with the control (t test, ns >0.05, *p<0.05, ** p<0.01, ***p<0.001, ****p<0.0001). Published on 08 December 2017. Downloaded by University of East Anglia Library on 13/12/ oscale Accepted Manuscript Nanoscale Accepted Manuscri Nanoscale Accepted Manu Figure 7. Effect on the expression of different genes in X. laevis embryos exposed to SC-DMSA or MC-Cit after 72 h at 1 mg/mL. (A) Genes involved in iron metabolism. (B) Genes involved in oxidative stress response. (n = 7 per group). * shows statistically-
significance compared with the control (t test, ns >0.05, *p<0.05, ** p<0.01, ***p<0.001, ****p<0.0001). J. Name., 2013, 00, 1-3 | 9 Oxidative stress dictate the time at which iron metabolic pathway activation is
measurable. Also, the NP deposition and uptake likely depends
on the physico-chemical characteristics of the nanoparticles in
terms of structure, size, and chemical modification of the
surface. We can consider Xenopus as the bridge between cell-
based assays and mammalian models taking into account that
the activation of the iron metabolic pathway, especially with
SC-DMSA, correlates with previous results in different murine
models tracking IONPs biodegradation.18,32,47 The significant
increase of transcript levels of ferritin or dmt1 correlates with
previous observations in a Wistar rat animal model where
these proteins were quantified by ELISA in tissue samples from
the liver, spleen and kidneys, 24 hours after SC-DMSA
intravenous
injection.18
Also,
multicore
nanoparticles
degradation has been described in vitro recently, starting with
the dissociation of the multigrain structure and following with
the massive dissolution of the iron oxide cores48. These results
highlight the necessity to study at longer times the
nanoparticle biotransformation in X. laevis. on 08 December 2017. Downloaded by University of East Anglia Library on 13/12/2017 10:14:31. Published on 08 December 2017. Downloaded by University of East Anglia Library on 13/12/2017 10:14:31. Published on 08 December 2017. Downloaded by University of East Anglia Library on 13/12 scale Accepted Manuscript Nanoscale Accepted Manuscript Materials Commercial
products:
iron(III)
chloride
hexahydrate,
oleylamine, oleic acid, meso-2,3-dimercaptosuccinic acid
(DMSA), 1-octadecene, toluene, dimethyl sulfoxide, O,O′-bis(2-
aminoethyl)PEG, 2000 Da, polyvinylpyrrolidone PVP40, sodium
acetate trihydrated, and citric acid (Sigma-Aldrich), sodium
oleate (Riedel-de Haen), n-hexane (Scharlau), ethyl-3-(3-
dimethylaminopropyl)-carbodiimide, ethylene glycol (Fluka),
and ethanol (Panreac). Dialysis tubing cellulose membranes
were purchased from Sigma-Aldrich and washed prior to use. Figure 8. Schematic representation of iron metabolic pathway. (A) Enterocyte uptake and transfer of iron: Ferrous ions (Fe2+)
are absorbed in the enterocytes through the divalent metal
transporter-1 (DMT1). In the apical membrane of the
enterocytes, the cytochrome B (DcytB) facilitates the reduction
of ferric to ferrous ions enabling the absorption of iron. In the
basolateral membrane of the enterocytes the ferroportin
transporter (Fpn) is located together with hephaestin (Hp),
which oxidize ferrous ions and allows transferrin to bind iron
and carry it in the bloodstream through the different organs. In
the liver iron will be stored in complex with ferritin (Ftn). In the This journal is © The Royal Society of Chemistry 20xx Conclusions In this work, the toxicity and metabolization of DMSA, citric
acid and PEG coated single and multicore iron oxide magnetic
nanoparticles have been studied in Hep G2 and Caco-2 cell
lines, and in an amphibian animal (Xenopus laevis) model
during its embryo development. The viability of both cell lines
is preserved in all cases when treated with the nanoparticles
up to an iron concentration of 160 µg/mL. Above that
concentration, only PEGylated nanoparticles didn’t cause
toxicity on Hep G2 cells but Caco-2 cells were more sensitive. In the case of the in vivo viability, although none of the single-
core nor multicore coated nanoparticles were found lethal for
the embryos, more dramatic effects were observed in the
treatment
with
multicore
nanoparticles. Single-core
nanoparticles are absorbed (three or five-fold increase for
doses of 0.5 and 1 mg/mL, respectively) in comparison with
multicore ones suggesting size-dependent differences in the
deposition an uptake of the nanoparticles. Monitoring
nanoparticle
biodegradation
is
critical
for
therapeutic
efficiency and safety issues. Depending on their structural
organization (single or multicore) and surface chemistry, the
embryos will trigger the iron metabolic pathway to varying
degrees. These findings advance the understanding of iron
oxide nanoparticle metabolization in an early developmental
vertebrate model like Xenopus laevis, which offers a quick,
inexpensive and high-throughput alternative prior toxicity
assessment of nanotherapeutics in rodent models. Nanoscale Accepted Manuscri Nanoscale Accepted Manu Figure 8. Schematic representation of iron metabolic pathway. (A) Enterocyte uptake and transfer of iron: Ferrous ions (Fe2+)
are absorbed in the enterocytes through the divalent metal
transporter-1 (DMT1). In the apical membrane of the
enterocytes, the cytochrome B (DcytB) facilitates the reduction
of ferric to ferrous ions enabling the absorption of iron. In the
basolateral membrane of the enterocytes the ferroportin
transporter (Fpn) is located together with hephaestin (Hp),
which oxidize ferrous ions and allows transferrin to bind iron
and carry it in the bloodstream through the different organs. In
the liver iron will be stored in complex with ferritin (Ftn). In the Oxidative stress Here we demonstrated for the first time the study, by means
of AC magnetic susceptibility measurements, of the intake of
iron-containing particles in X. laevis embryos. We postulate
that the rate of particle internalization into the embryos will Other oxidative stress response genes showed an increase in
expression in the case of embryos treated with SC-DMSA (sod
1.35- fold, catalase 3.27-fold and gsr 2.85-fold) compared with J. Name., 2013, 00, 1-3 | 9 J. Name., 2013, 00, 1-3 | 9 This journal is © The Royal Society of Chemistry 20xx Please do not adjust margins
Nanoscale do not adjust margins
Nanoscale Page 10 of 15
i Page 10 of 15
i Nanoscale
View Article Online
DOI: 10.1039/C7NR06020C ARTICLE Nanoscale dictate the time at which iron metabolic pathway activation is
measurable. Also, the NP deposition and uptake likely depends
on the physico-chemical characteristics of the nanoparticles in
terms of structure, size, and chemical modification of the
surface. We can consider Xenopus as the bridge between cell-
based assays and mammalian models taking into account that
the activation of the iron metabolic pathway, especially with
SC-DMSA, correlates with previous results in different murine
models tracking IONPs biodegradation.18,32,47 The significant
increase of transcript levels of ferritin or dmt1 correlates with
previous observations in a Wistar rat animal model where
these proteins were quantified by ELISA in tissue samples from
the liver, spleen and kidneys, 24 hours after SC-DMSA
intravenous
injection.18
Also,
multicore
nanoparticles
degradation has been described in vitro recently, starting with
the dissociation of the multigrain structure and following with
the massive dissolution of the iron oxide cores48. These results
highlight the necessity to study at longer times the
nanoparticle biotransformation in X. laevis. case of iron overload Hepcidin transcription is activated and it
will regulate the entry of iron into circulation through
inhibiting ferroportin. (B) Regulation of ferritin mRNA
translation by Hmox1 and IRP: Iron overload induces ROS
generation. Hmox1 is induced after oxidative stress, thus
degrading heme group to form biliverdin and ferrous ions. The
production of Fe2+ leads to the activation of iron regulatory
protein (IRP) which is able to control the translation of iron
sensitive proteins such as ferritin. In the absence of iron, IRP
binds to ferritin mRNA and inhibits its translation. However,
when iron ions are available, they bind to IRP and release it
from ferritin mRNA, thus allowing its translation. Journal Name Journal Name Journal Name ARTICLE Synthesis of iron oxide single-core nanoparticles (SC). The
synthesis of iron oxide nanoparticles has been based on a
previous work described in the literature.49 The reaction was
carried out under nitrogen. In a round-bottomed flask (500
mL), equipped with a mechanical stirrer (glass stirrer shaft),
thermometer, entry for nitrogen flow and reflux condenser,
iron(III) oleate (4.54 g) was mixed with oleic acid (0.724 g) in 1-
octadecene (50 mL). The mixture was stirred (100 rpm) and
slowly heated (5 ºC·min-1 for T< 100ºC, and 2ºC·min-1 for T>
100ºC) until reflux (325ºC) with a heating mantle. The heating
mantle was withdrawn, and the system was cooled down to
room temperature. The resulting black mixture was washed
with ethanol several times by centrifugation (RCF = 7500) and
magnetic decantation. The resulting dried black solid was
redispersed in hexane. Synthesis of iron oxide single-core nanoparticles (SC). The
synthesis of iron oxide nanoparticles has been based on a
previous work described in the literature.49 The reaction was
carried out under nitrogen. In a round-bottomed flask (500
mL), equipped with a mechanical stirrer (glass stirrer shaft),
thermometer, entry for nitrogen flow and reflux condenser,
iron(III) oleate (4.54 g) was mixed with oleic acid (0.724 g) in 1-
octadecene (50 mL). The mixture was stirred (100 rpm) and
slowly heated (5 ºC·min-1 for T< 100ºC, and 2ºC·min-1 for T>
100ºC) until reflux (325ºC) with a heating mantle. The heating
mantle was withdrawn, and the system was cooled down to
room temperature. The resulting black mixture was washed
with ethanol several times by centrifugation (RCF = 7500) and
magnetic decantation. The resulting dried black solid was
redispersed in hexane. -Surface coating with citric acid on multicore NPs (MC-Cit). For
citric acid coating a standard procedure was used.24,52 First,
sample volume equivalent to 20 mg of Fe was adjusted to pH 2
and then dispersed in 13 mL of a solution of citric acid 0.1 M. Afterwards, the mixture was heated at 80 °C for 30 min. The
solution was centrifuged and washed with distilled water. Finally, the pH was adjusted first to 11 with KOH 1M and then
to 7 with HNO3 0.01 M. -Surface coating with polyethylene glycol (SC-DMSA-PEG and
MC-Cit-PEG). Nanoparticle structural characterization The particle sizes and morphologies were determined by
transmission electron microscopy (TEM) with a JEM1010
microscope (JEOL, Peabody, USA) operating at 100 kV. Samples
were prepared by placing a drop of the uncoated particles
suspended in water onto a carbon coated copper grid and
allowing it to dry at room temperature. The size distributions
were determined by manual measurement of more than 100
particles using the public domain software ImageJ. The
presence of the coating and the washing process was also
confirmed and studied by Fourier transform infrared
spectroscopy (FTIR) in the range of 4000-250 cm-1 by use of a
Bruker (USA) IFS 66VS. The samples for FTIR were prepared
diluting the dried powder in KBr at 2 % by weight and pressing
it into a pellet. The presence of the coating was also studied by
thermogravimetric analyses (TGA). They were performed in a
Seiko TG/DTA 320U thermobalance, whose temperature
scanning range is from room temperature up to 900 °C. For
this work, samples were heated from room temperature to
700 °C at 10 °C/min under an air flow of 100 mL·min-1. Platinum pans were used and α-Al2O3 was used as reference. Colloidal properties were studied in a Zetasizer Nano S, from
Malvern Instruments (UK). The hydrodynamic size was
determined by Dynamic Light Scattering (DLS) and the zeta
potential was measured as a function of pH at 25 °C, using
HNO3 and KOH to change the pH of the suspensions. Hydrodynamic size is given as the intensity-weighted mean. Surface modification -Ligand exchange with dimercaptosuccinic acid on single-core
NPs (SC-DMSA). For DMSA ligand exchange, a standard
procedure was used.51 In a typical experiment, ethanol (20 mL)
was added to a volume of SC dispersed in hexane containing a
mass of Fe3O4 of 50 mg. The mixture was sonicated and then
placed on a magnet to separate the liquid from the black solid
residue of nanoparticles. The residue was washed with more
ethanol (5 x 10 mL) following the same procedure, until the
discarded liquid had a clean appearance. The remaining black
residue was dispersed in toluene (20 mL) and the dispersion
added to a solution of DMSA (90 mg) in dimethyl sulfoxide (5
mL). The resulting black suspension was then shaken in a
laboratory tube rotator. After 2 days, SC-DMSA nanoparticles
were precipitated as a black powder stuck to the glass tube
and the liquid phase was transparent and pale yellow. The
liquid was discarded and the nanoparticles were washed with
ethanol (4 x 10 mL), sonicating and centrifuging (RCF = 7500). The final black solid was air dried and redispersed in distilled
water. KOH 1 M was added to increase the pH to 10 and HNO3
0.01 M was used to lower the pH to 7. The dispersion was then
placed in a cellulose membrane and dialyzed for 5 days in
distilled water, to remove any excess of unreacted DMSA and
any other small impurities that may be present in the
dispersion without being attached to the nanoparticles. Journal Name PEG conjugation reaction has been based on a
previous
work
described
in
the
literature.37
Amine-
functionalized PEG was attached to SC-DMSA or MC-Cit via an
ethyl-3-(3-dimethylaminopropyl)-carbodiimide (EDC)-mediated
coupling
reaction
using
the
polymer
O,O′-bis(2-
aminoethyl)PEG, 2000 Da (Figure 3S). PEGylation reaction was
carried out in a refrigerated ultrasonic bath; an aqueous
solution containing 10 mg SC-DMSA or MC-Cit was mixed with
the PEG derivative (4 mg). The total amount of EDC (1 mg) was
divided into five aliquots, one of which was added every 1 h,
and the fifth 4 h after the previous addition. The molar ratio of
COOH groups/amine groups/EDC was 1:1.5:1; pH was adjusted
to 6, and the mixture was sonicated (4 h, 25 °C), followed by
extensive dialysis. scale Accepted Manuscript Nanoscale Accepted Manuscript Synthesis of iron oxide multicore nanoparticles (MC). The
synthesis of iron oxide nanoparticles has been based on a
previous work described in the literature50 but the
experimental procedure and the concentration of NaAc have
been varied. Typically, 2.62 mmol iron(III) chloride were
dissolved with ultrasound in 109 mL of ethylene glycol. Then,
140 mmol PVP40 were added slowly under vigorously
magnetic stirring (>1000 rpm) and mild heating until
completely dissolved. Then, 26.2 mmol of NaAc·3H2O were
added to the solution. The mixture was sealed in a Teflon-lined
autoclave (125 mL) and maintained at 200 °C for 16 h for
solvothermal crystallization, following cooling inside oven. The
precipitated solid product was washed with ethanol and
distilled water through centrifugation (RCF = 7500) several
times. Nanoscale Accepted Manuscri Nanoscale Accepted Manu Nanoparticles synthesis Nanoparticles synthesis 10 | J. Name., 2012, 00, 1-3 This journal is © The Royal Society of Chemistry 20xx Page 11 of 15 Page 11 of 15 This journal is © The Royal Society of Chemistry 20xx Nanoscale Nanoscale View Article Online
DOI: 10.1039/C7NR06020C View Article Online
DOI: 10.1039/C7NR06020C Histological evaluation When the embryos reached the appropriate stage, they were
fixed in MEMFA (3.7 % Formaldehyde, 1X MEM salts and DEPC
H2O) overnight at 4ºC. Samples were washed in PBS,
dehydrated and kept in 100% ethanol. To embed embryos in
wax, they were directly washed in a 65 ºC oven first in
histoclear, then in 1:1 histoclear:wax and finally wax 30 min to
1 h each wash. Then the embryos were and placed in molds
with wax. Embryos were sectioned using a microtome
generating 10 µm slices. Slices were then hydrated in water
and dried to be analyzed by Scanning electron microscopy. Cell culture Caco-2 cells (HTB-37) and HepG2 (HB-8065) were obtained
from American Type Culture Collection (Manassas, VA, USA)
and stored in liquid nitrogen. Hep G2 (human hepatocellular J. Name., 2013, 00, 1-3 | 11 This journal is © The Royal Society of Chemistry 20xx Please do not adjust margins
Nanoscale e do not adjust margins
Nanoscale Page 12 of 15
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i Nanoscale
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DOI: 10.1039/C7NR06020C ARTICLE Nanoscale Nanoscale microplate reader at 550 nm. Cell viability (%) was calculated
as [(A − B)/A × 100], where A and B are the absorbance of
control and treated cells, respectively. Values represent mean
± SD (n = 3). carcinoma) and Caco-2 (human colorectal adenocarcinoma)
cells were cultured as mono-layers in Dulbecco’s modified
Eagle medium supplemented with 2% penicillin-streptomycin
and 10 % fetal bovine serum, in a humidified incubator (37 °C,
5% CO2). For toxicity experiments, cells were seeded in 96-well
plates (approximately 1 x 104 cells/well, 200 μL/well). For iron
uptake experiments, Caco-2 cells between passages 30-36
were seeded onto collagen-coated 12-well plates (Bio-Greiner,
UK) at a density of 2 x 105 cells/well suspended in 1 mL of
supplemented DMEM which was replaced every 2 days. Cells
were used on confluence at days 13-15 post-seeding. In order
to ensure a low basal media iron levels, 24 hours prior to the
initiation of the nanoparticles treatments, the DMEM medium
was replaced by Eagle’s minimum essential medium (MEM)
without foetal bovine serum supplemented with 10 mmol/L
PIPES [piperazine-N, N’ –bis-(2-ethanesulfonic acid)], 26.1 mM
NaHCO3, 19.4 mmol/L glucose, 1 % antibiotic-antimycotic
solution, 11 µmol/L hydrocortisone, 0.87 µmol/L insulin, 0.02
µmol/L
sodium
selenite
(Na2SeO3),
0.05
µmol/L
triiodothyronine and 20 µg/L epidermal growth factor.53 The
day of the experiment, the nanoparticles were diluted in the
low-iron MEM to obtain a 40 µg/mL final iron concentration
and subsequently Caco-2 cells were exposed for 24 hours with
the treatments. Ferritin formation was measured 24 h after
treatment. Cells were rinsed with Milli-Q (18.2 MΩ) H2O and
subsequently lysed by scraping in 100 μL (12-well plates) of
CelLytic M (Sigma-Aldrich, Gillingham, UK). Cell lysates were
kept on ice for 15 min and stored at −80 ◦C. For analysis,
samples were thawed and centrifuged at 14,000× g for 15 min. Cellular debris was discarded and the supernatant containing
the proteins was analysed for ferritin using the Spectro Ferritin
ELISA assay (Ramco Laboratories Inc., Stafford, TX, USA). In vivo test Published on 08 December 2017. Downloaded by University of East Anglia Library on 13/12/2017 10:14:31. All experiments were performed in compliance with the
relevant laws and institutional guidelines at the University of
East Anglia. The research has been approved by the local
ethical review committee according to UK Home Office
regulations. Xenopus laevis embryo toxicity assays were
carried out as described before54,55. Briefly, adult females were
primed with PMSG (Pregnant Mare’s Serum Gonadotropin)
and induced with Chorulon. Eggs were obtained manually and
fertilized in a petri dish by adding male sperm (male testis
incubated with 2mL 1 x MMR (Marc’s modified ringers) + 8 mL
FBS). The fertilized embryos were dejellied via cysteine, and
the embryos were plated in BSA-coated petri dishes covered
with 0.1 x MMR. Embryos were left at 23 ºC until they reached
stage 38, and then plated in 24-well plates (7 embryos/well) in
0.1 x MMR medium containing the nanoparticles and
incubated at 23 ºC. Non-treated embryos were used as
control. The mortality and the morphological changes of the
embryos were recorded every 24 h until embryos reached
stage 45. scale Accepted Manuscript Nanoscale Accepted Manuscript Nanoscale Accepted Manuscri Nanoscale Accepted Manu Magnetic characterization Cell viability was determined using the standard 3-(4,5-
dimethylthiazol-2-yl)-2,5-diphenyl tetrazolium bromide (MTT)
assay 24 h after exposure to NP. Cells were seeded in 96-well
plates at (approximately 1 x 104 cells/well, 200 μL/well). In
total 60 wells were seeded per plate (6 rows x 10 columns) as
the outer wells were left empty to avoid errors due to
evaporation. Each row was used as a replicate (3
wells/condition) and serial dilutions went across the columns
of the plate. Cells were left to grow until 70-80 % confluency. NP-containing medium was removed after 24 h, cells were
rinsed three times with PBS, and MTT solution in medium (final
MTT concentration 50 μg/mL) was added and incubated (2 h,
37 °C). The MTT solution was removed without disturbing cells,
0.2 mL/well of DMSO and 0.025 mL/well of Sorensen buffer
were added, the plates were shaken gently to dissolve
formazan crystals, and the absorbance was read on a The resulting freeze-dried samples were placed into gelatin
capsules for their magnetic characterization in a Quantum
Design
MPMS-XL
SQUID
magnetometer
with
an
AC
susceptibility option. The measurements were performed with
AC amplitude of 0.41 Oe, in the temperature range between
1.8 and 300 K and at a frequency of 11 Hz. Cell culture The
ferritin concentration in the samples was determined using a
microplate reader at an excitation wavelength of 500 nm
according
to
the
manufacturer’s
protocol. Ferritin
concentrations were normalized to total cell protein using the
Pierce Protein BCA protein assay (ThermoFisher Scientific,
Loughborough, UK). References Groups of 7 embryos were snap frozen in liquid nitrogen. RNA
was extracted using High Pure RNA isolation kit (Roche) and 1
µg of RNA was taken to synthetize cDNA using Maxima First
Strand cDNA synthesis kit (Thermofisher). RT-PCR was
performed using SYBER Green detection method. Primers were
designed targeting both copies of X. laevis genes. Gapdh have
been used as a control. 1 Roger, J.; Pons, J. N.; Massart, R.; Halbreich, A.; Bacri, J. C. Some Biomedical Applications of Ferrofluids. Eur Phys J AP
1999, 5, 321-325. 1 Roger, J.; Pons, J. N.; Massart, R.; Halbreich, A.; Bacri, J. C. Some Biomedical Applications of Ferrofluids. Eur Phys J AP
1999, 5, 321-325. 2 Schutt, W.; Gruttner, C.; Hafeli, U.; Zborowski, M.; Teller, J.;
Putzar, H.; Schumichen, C. Applications of Magnetic
Targeting
in
Diagnosis
and
Therapy-Possibilities
and
Limitations: A Mini-Review. Hybridoma 1997, 16, 109-117. 3 Mejias, R.; Perez-Yague, S.; Gutierrez, L.; Cabrera, L. I.;
Spada, R.; Acedo, P.; Serna, C. J.; Lazaro, F. J.; Villanueva, A.;
Morales Mdel, P.; et al. Dimercaptosuccinic Acid-Coated
Magnetite Nanoparticles for Magnetically Guided in Vivo
Delivery of Interferon Gamma for Cancer Immunotherapy. Biomaterials 2011, 32, 2938-2952. 3 Mejias, R.; Perez-Yague, S.; Gutierrez, L.; Cabrera, L. I.;
Spada, R.; Acedo, P.; Serna, C. J.; Lazaro, F. J.; Villanueva, A.;
Morales Mdel, P.; et al. Dimercaptosuccinic Acid-Coated
Magnetite Nanoparticles for Magnetically Guided in Vivo
Delivery of Interferon Gamma for Cancer Immunotherapy. Biomaterials 2011, 32, 2938-2952. Primers
Sequence 5’-3’
fth1_F
tggagtaacaccctggaagc
fth1_R
aggatcaaccttgtcggatg
tf_F
agaaagggcaagtgggtttt
tf_R
tctggcaaagtgacaacagc
dmt1_F
cagaggatgaaacgcactca
dmt1_R
atcctgccactgatccagac
hepcidin_F
aaatcaaccccaatctgctg
hepcidin_R
gtttgttgattgccgaaggt
hmox1_F
ggagacctctcaggtggaca
hmox1_R
atggagttcatacgggaacg
sod2_F
tgtgcaggctcagtgtttgt
sod2_R
gctgcagagcaccataatca
gsr_F
gcaaagaggagaaggtggtg
gsr_R
cggaggaagtcggatgaata
cat1_F
cttctgcccagatgcttttc
cat1_R
gapdh_F
gapdh_R
agttgcccagagcgacttta
ctttgatgctgatgctggaa
gaagaggggttgacaggtga scale Accepted Manuscript Nanoscale Accepted Manuscript Nanoscale Accepted Manuscri 4 Laurent, S.; Forge, D.; Port, M.; Roch, A.; Robic, C.; Elst, L. Vander; Muller, R. N. Magnetic Iron Oxide Nanoparticles:
Synthesis,
Stabilization,
Vectorization,
Physicochemical
Characterizations, and Biological Applications. Chem Rev
2008, 108, 2064-2110. Nanoscale Accepted Manu 5 Alexiou, C.; Arnold, W.; Klein, R. J.; Parak, F. G.; Hulin, P.;
Bergemann, C.; Erhardt, W.; Wagenpfeil, S.; Lübbe, A. S. Locoregional
Cancer
Treatment
with
Magnetic
Drug
Targeting. Cancer Res 2000, 60, 6641-6648. 6 Jordan, A.; Scholz, R.; Wust, P.; Fähling, H.; Felix, R. Magnetic
Fluid Hyperthermia (MFH): Cancer Treatment with AC
Magnetic
Field
Induced
Excitation
of
Biocompatible
Superparamagnetic Nanoparticles. J Magn Magn Mater
1999, 201, 413-419. 7 Weissleder, R.; Nahrendorf, M.; Pittet, M. J. References Imaging
Macrophages with Nanoparticles. Nat Mater 2014, 13, 125-
138. 8 Crichton, R. Intracellular Iron Metabolism and Cellular Iron
Homeostasis. In Inorganic Biochemistry of Iron Metabolism. John Wiley & Sons, Ltd, 2002; pp. 167-190. Iron content analysis Groups of 7 embryos were pooled. Animals were weighed and
lyophilized 72 hours in a Telstar lyoquest lyophilizer, and the
iron content was measured by Inductively Coupled Plasma-
Optical Emission Spectrometry (ICP-OES) in an Optima 2100 DV
from PerkinElmer, after acid digestion, with concentrated
HNO3 during 1 h; or kept freeze-dried for magnetic
characterization, respectively. The sample manipulation was 12 | J. Name., 2012, 00, 1-3 This journal is © The Royal Society of Chemistry 20xx Page 13 of 15 Page 13 of 15 Nanoscale View Article Online
DOI: 10.1039/C7NR06020C View Article Online
DOI: 10.1039/C7NR06020C View Article Online
DOI: 10.1039/C7NR06020C Journal Name ARTICLE ARTICLE performed using disposable plastic material to avoid
ferromagnetic contamination. assistance, especially that of Bertrand Leze from the SEM
service of the University of East Anglia. assistance, especially that of Bertrand Leze from the SEM
service of the University of East Anglia. Conflicts of interest 9 Crichton, R. Intracellular Iron Storage and Biomineralization. In Inorganic Biochemistry of Iron Metabolism. John Wiley &
Sons, Ltd, 2002; pp. 133–165. There are no conflicts to declare. 10 Balakumaran, A.; Pawelczyk, E.; Ren, J.; Sworder, B.;
Chaudhry, A.; Sabatino, M.; Stroncek, D.; Frank, J. A.; Robey,
P. G. Superparamagnetic Iron Oxide Nanoparticles Labeling
of Bone Marrow Stromal (Mesenchymal) Cells Does Not
Affect Their “Stemness.” PLoS One 2010, 5, 1-8. Acknowledgements M. Marín-Barba has been supported by the People Program
(Marie Curie Actions) of the European Union’s Seventh
Framework Program FP7 under REA grant agreement number
607142 (DevCom). This work was supported by 7-People
Framework – Marie Curie Industry and Academia Partnerships
& Pathways scheme (DNA-TRAP project, grant agreement nr. 612338), the European Commission Framework Program 7
(NanoMag project, NO 604448) and by the Spanish Ministry of
Economy and Competitiveness (Mago project, No. MAT2014-
52069-R). H. Gavilán has carried out this work while
undertaking a doctoral program on Advanced Chemistry at the
Complutense University of Madrid. L. Gutiérrez acknowledges
financial support from the Ramón y Cajal subprogram (RYC-
2014-15512). E. Lozano-Velasco acknowledges support from
Marie
Curie
fellowship
(705089-MIR-CHROM-C). FTIR
spectroscopy and thermogravimetric and chemical analysis
were carried out in the support laboratories of Instituto de
Ciencia de Materiales de Madrid (ICMM/CSIC). Authors
acknowledge the facilities and the scientific and technical 11 Geppert, M.; Hohnholt, M. C.; Nürnberger, S.; Dringen, R. Ferritin up-Regulation and Transient ROS Production in
Cultured Brain Astrocytes after Loading with Iron Oxide
Nanoparticles. Acta Biomater 2012, 8, 3832-3839. 12 Hohnholt, M. C.; Geppert, M.; Dringen, R. Treatment with
Iron Oxide Nanoparticles Induces Ferritin Synthesis but Not
Oxidative Stress in Oligodendroglial Cells. Acta Biomater
2011, 7, 3946-3954. 13 Gu, J.; Xu, H.; Han, Y.; Dai, W.; Hao, W.; Wang, C.; Gu, N.; Xu,
H.; Cao, J. The Internalization Pathway, Metabolic Fate and
Biological
Effect
of
Superparamagnetic
Iron
Oxide
Nanoparticles in the Macrophage-like RAW264.7 Cell. Sci
China Life Sci 2011, 54, 793-805. 14 Rojas, J. M.; Sanz-Ortega, L.; Mulens-Arias, V.; Gutiérrez, L.;
Pérez-Yagüe, S.; Barber, D. F. Superparamagnetic Iron Oxide
Nanoparticle Uptake Alters M2 Macrophage Phenotype, Iron
Metabolism, Migration and Invasion. Nanomed Nanotech
Biol Med 2016, 12, 1127-1138. 15 Mulens-Arias, V.; Rojas, J. M.; Pérez-Yagüe, S.; Morales, M. P.; Barber, D. F. Polyethylenimine-Coated SPIONs Trigger
Macrophage Activation through TLR-4 Signaling and ROS J. Name., 2013, 00, 1-3 | 13 This journal is © The Royal Society of Chemistry 20xx Please do not adjust
Nanoscale Please do not adjust margins
Nanoscale do not adjust
Nanoscale Page 14 of 15
ine Page 14 of 15
ine ARTICLE Nanoscale Nanoscale Production and Modulate Podosome Dynamics. Biomaterials
2015, 52, 494-506. 31 Lázaro, F. J.; Gutiérrez, L.; Abadía, A. R.; Romero, M. S.;
López, A.; Muñoz, M. J. Whole Tissue AC Susceptibility after
Superparamagnetic
Iron
Oxide
Contrast
Agent
Administration in a Rat Model. Acknowledgements J Magn Magn Mater 2007,
311, 460-463. 16 Mazuel, F.; Espinosa, A.; Luciani, N.; Reffay, M.; Le Borgne,
R.; Motte, L.; Desboeufs, K.; Michel, A.; Pellegrino, T.;
Lalatonne, Y.; et al. Massive Intracellular Biodegradation of
Iron Oxide Nanoparticles Evidenced Magnetically at Single-
Endosome and Tissue Levels. ACS Nano 2016, 10, 7627-7638. 32 Martin, M.; Rodriguez-Nogales, A.; Garces, V.; Galvez, N.;
Gutierrez, L.; Galvez, J.; Rondon, D.; Olivares, M.;
Dominguez-Vera, J. M. Magnetic Study on Biodistribution
and Biodegradation of Oral Magnetic Nanostructures in the
Rat Gastrointestinal Tract. Nanoscale 2016, 8, 15041-15047. 17 Rojas, J. M.; Gavilán, H.; del Dedo, V.; Lorente-Sorolla, E.;
Sanz-Ortega, L.; da Silva, G. B.; Costo, R.; Perez-Yagüe, S.;
Talelli, M.; Marciello, M.; et al. Time-Course Assessment of
the
Aggregation
and
Metabolization
of
Magnetic
Nanoparticles. Acta Biomater 2017, 58, 181-195. 33 Mulvaney, P.; Parak, W. J.; Caruso, F.; Weiss, P. S. Standardizing Nanomaterials. ACS Nano 2016, 10, 9763-
9764. 18 Ruiz, A.; Gutierrez, L.; Cáceres-Velez, P.; Santos, D.; Chaves,
S.; Fascineli, M. L.; Garcia, M. P.; Azevedo, R. B.; Morales, M. P. Biotransformation of Magnetic Nanoparticles as a
Function of the Coating in a Rat Model. Nanoscale 2015, 7,
16321-16329. 34 Jia, B.; Gao, L. Morphological Transformation of Fe3O4
Spherical Aggregates from Solid to Hollow and Their Self-
Assembly under an External Magnetic Field. J Phys Chem C
2008, 112, 666-671. scale Accepted Manuscript Nanoscale Accepted Manuscript 19 James-Zorn, C.; Ponferrada, V. G.; Burns, K. A.; Fortriede, J. D.; Lotay, V. S.; Liu, Y.; Brad Karpinka, J.; Karimi, K.; Zorn, A. M.; Vize, P. D. Xenbase: Core Features, Data Acquisition, and
Data Processing. Genesis 2015, 53, 486-497. 35 LaConte, L.; Nitin, N.; Bao, G. Magnetic Nanoparticle Probes. Mater Today 2005, 8, 32-38. Nanoscale Accepted Manuscri 36 Mahmoudi, M.; Hofmann, H.; Rothen-Rutishauser, B.; Petri-
Fink, A. Assessing the in Vitro and in Vivo Toxicity of
Superparamagnetic Iron Oxide Nanoparticles. Chem Rev
2012, 112, 2323-2338. 20 Nations, S.; Wages, M.; Cañas, J. E.; Maul, J.; Theodorakis, C.;
Cobb, G. P. Acute Effects of Fe2O3, TiO2, ZnO and CuO
Nanomaterials on Xenopus Laevis. Chemosphere 2011, 83,
1053-1061. 37 Ruiz, A.; Salas, G.; Calero, M.; Hernández, Y.; Villanueva, A.;
Herranz, F.; Veintemillas-Verdaguer, S.; Martínez, E.; Barber,
D. F.; Morales, M. P. Short-Chain PEG Molecules Strongly
Bound to Magnetic Nanoparticle for MRI Long Circulating
Agents. Acta Biomater 2013, 9, 6421-6430. Acknowledgements Nanoscale Accepted Manu 21 Nations, S.; Long, M.; Wages, M.; Canas, J.; Maul, J. D.;
Theodorakis, C.; Cobb, G. P. Effects of ZnO Nanomaterials on
Xenopus Laevis Growth and Development. Ecotoxicol Environ
Saf 2011, 74, 203-210. 38 Osborne, O. J.; Lin, S.; Chang, C. H.; Ji, Z.; Yu, X.; Wang, X.;
Lin, S.; Xia, T.; Nel, A. E. Organ-Specific and Size-Dependent
Ag Nanoparticle Toxicity in Gills and Intestines of Adult
Zebrafish. ACS Nano 2015, 9, 9573-9584. 22 Webster, C.; Di Silvio, D.; Devarajan, A.; Bigini, P.; Micotti, E.;
Giudice, C.; Salmona, M.; Wheeler, G. N.; Sherwood, V.;
Baldelli Bombelli, F. An Early Developmental Vertebrate
Model for Nanomaterial Safety: Bridging Cell-Based and
Mammalian Toxicity Assessment. Nanomedicine 2016, 11,
643-656. 39 Goldstein, J. I.; Newbury, D. E.; Echlin, P.; Joy, D. C.; Romig, A. D.; Lyman, C. E.; Fiori, C.; Lifshin, E. Qualitative X-Ray
Analysis. In Scanning Electron Microscopy and X-Ray
Microanalysis: A Text for Biologists, Materials Scientists, and
Geologists; Springer US: Boston, MA, 1992; pp. 341-364. 23 Giannaccini, M.; Giannini, M.; Calatayud, M. P.; Goya, G. F.;
Cuschieri, A.; Dente, L.; Raffa, V. Magnetic Nanoparticles as
Intraocular Drug Delivery
System to Target Retinal
Pigmented Epithelium (RPE). Int J Mol Sci 2014, 15, 1590-
1605. 40 Yildiz, H. M.; McKelvey, C. A.; Marsac, P. J.; Carrier, R. L. Size
Selectivity of Intestinal Mucus to Diffusing Particulates Is
Dependent on Surface Chemistry and Exposure to Lipids. J
Drug Target 2015, 23, 768-774. 24 Gutierrez, L.; Costo, R.; Gruttner, C.; Westphal, F.; Gehrke,
N.; Heinke, D.; Fornara, A.; Pankhurst, Q. A.; Johansson, C.;
Veintemillas-Verdaguer, S.; et al. Synthesis Methods to
Prepare Single- and Multi-Core Iron Oxide Nanoparticles for
Biomedical Applications. Dalton Trans 2015, 44, 2943-2952. 41 Xie, J.; Xu, C.; Kohler, N.; Hou, Y.; Sun, S. Controlled
PEGylation of Monodisperse Fe3O4 Nanoparticles for
Reduced Non-Specific Uptake by Macrophage Cells. Adv
Mater 2007, 19, 3163-3166. 42 Hanini, A.; Schmitt, A.; Kacem, K.; Chau, F.; Ammar, S.;
Gavard,
J. Evaluation
of
Iron
Oxide
Nanoparticle
Biocompatibility. Int J Nanomedicine 2011, 6, 787-794. 25 Silva, A. K. A.; Espinosa, A.; Kolosnjaj-Tabi, J.; Wilhelm, C.;
Gazeau, F. Medical Applications of Iron Oxide Nanoparticles. In Iron Oxides; Wiley-VCH Verlag GmbH & Co. KGaA, 2016;
pp. 425-472. 43 Waldvogel-Abramowski, S.; Waeber, G.; Gassner, C.; Buser,
A.; Frey, B. M.; Favrat, B.; Tissot, J.-D. Physiology of Iron
Metabolism. Transfus Med Hemother 2014, 41, 213-221. 26 Torchilin, V. Acknowledgements Tumor Delivery of Macromolecular Drugs Based
on the EPR Effect. Adv Drug Deliv Rev 2011, 63, 131-135. 44 Elgrabli, D.; Dachraoui, W.; De Marmier, H.; Ménard-Moyon,
C.; Bégin, D.; Bégin-Colin, S.; Bianco, A.; Alloyeau, D.; Gazeau,
F. Intracellular Degradation of Functionalized Carbon
Nanotube / Iron Oxide Hybrids Is Modulated by Iron via Nrf2
Pathway. Sci Rep 2017, 7, 40997. 27 Dutz, S.; Kettering, M.; Hilger, I.; Müller, R.; Zeisberger, M. Magnetic
Multicore
Nanoparticles
for
Hyperthermia-
influence of Particle Immobilization in Tumour Tissue on
Magnetic Properties. Nanotechnology 2011, 22, 265102. 28 Kolosnjaj-Tabi, J.; Lartigue, L.; Javed, Y.; Luciani, N.;
Pellegrino, T.; Wilhelm, C.; Alloyeau, D.; Gazeau, F. Biotransformations of Magnetic Nanoparticles in the Body. Nano Today 2016, 11, 280-284. 45 Eisenstein, R. S.; Munro, H. N. Translational Regulation of
Ferritin Synthesis by Iron. Enzyme 1990, 44, 42-58. 46 Balas, M. R.; Din Popescu, I. M.; Hermenean, A.; Cinteză, O. L.; Burlacu, R.; Ardelean, A.; Dinischiotu, A. Exposure to Iron
Oxide
Nanoparticles
Coated
with
Phospholipid-Based
Polymeric
Micelles
Induces
Biochemical
and
Histopathological Pulmonary Changes in Mice. Int J Mol Sci
2015, 16, 29417-29435. 29 Lázaro, F. J.; Gutiérrez, L.; Abadía, A. R.; Romero, M. S.;
López, A. Biological Tissue Magnetism in the Frame of Iron
Overload Diseases. J Magn Magn Mater 2007, 316, 126-131. 30 Gutierrez, L.; Abadia, A. R.; Romero, M. S.; Quintana, C.;
Morales, M. P.; Patino, C.; Arranz, R. Bioinorganic
Transformations of Liver Iron Deposits Observed by Tissue
Magnetic Characterisation in a Rat Model. J Inorg Biochem
2006, 100, 1790-1799. 47 Mejías, R.; Gutiérrez, L.; Salas, G.; Pérez-Yagüe, S.; Zotes, T. M.; Lázaro, F. J.; Morales, M. P.; Barber, D. F. Long Term
Biotransformation and Toxicity of Dimercaptosuccinic Acid-
Coated Magnetic Nanoparticles Support Their Use in 14 | J. Name., 2012, 00, 1-3 This journal is © The Royal Society of Chemistry 20xx Page 15 of 15 Page 15 of 15 Nanoscale ARTICLE
View Article Online
DOI: 10.1039/C7NR06020C ARTICLE
View Article Online
DOI: 10.1039/C7NR06020C Journal Name Biomedical Applications. J Control Release 2013, 171, 225-
233. 48 Mazuel, F; Espinosa, A; Radtke, G; Bugnet, M; Neveu, S;
Lalatonne, Y; Botton, GA; Abou-Hassan, A; Wilhelm, C. Magneto-Thermal Metrics Can Mirror the Long-Term
Intracellular Fate of Magneto-Plasmonic Nanohybrids and
Reveal the Remarkable Shielding Effect of Gold. Adv Funct
Mater 2017, 27, 1605997. 49 Salas, G.; Casado, C.; Teran, F. J.; Miranda, R.; Serna, C. J.;
Morales, M. P. This journal is © The Royal Society of Chemistry 20xx J. Name., 2013, 00, 1-3 | 15 Acknowledgements Controlled Synthesis of Uniform Magnetite
Nanocrystals with High-Quality Properties for Biomedical
Applications. J Mater Chem 2012, 22, 21065. 50 Sun, Q.; Ren, Z.; Wang, R.; Chen, W.; Chen, C. Magnetite
Hollow Spheres: Solution Synthesis, Phase Formation and
Magnetic Property. J Nanoparticle Res 2011, 13, 213-220. 51 Jun, Y.; Huh, Y.-M.; Choi, J.; Lee, J.-H.; Song, H.-T.; KimKim;
Yoon, S.; Kim, K.-S.; Shin, J.-S.; Suh, J.-S.; et al. Nanoscale Size
Effect of Magnetic Nanocrystals and Their Utilization for
Cancer Diagnosis via Magnetic Resonance Imaging. J Am
Chem Soc 2005, 127, 5732-5733. oscale Accepted Manuscript Nanoscale Accepted Manuscript 52 Martina, M.-S.; Fortin, J.-P.; Ménager, C.; Clément, O.;
Barratt, G.; Grabielle-Madelmont, C.; Gazeau, F.; Cabuil, V.;
Lesieur, S. Generation of Superparamagnetic Liposomes
Revealed as Highly Efficient MRI Contrast Agents for in Vivo
Imaging. J Am Chem Soc 2005, 127, 10676-10685. Nanoscale Accepted Manu 53 Glahn, R. P.; Lee, O. A.; Yeung, A.; Goldman, M. I.; Miller, D. D. Caco-2 Cell Ferritin Formation Predicts Nonradiolabeled
Food Iron Availability in an In Vitro Digestion/Caco-2 Cell
Culture Model. J Nutr 1998, 128, 1555-1561. 54 Tomlinson, M. L.; Hendry, A. E.; Wheeler, G. N. Chemical
Genetics and Drug Discovery in Xenopus. Xenopus Protocols:
Post-Genomic Approaches; HOPPLER, S.; Vize, P. D., Eds.;
Humana Press: Totowa, NJ, 2012, 155-166. 55 Mamusa, M.; Sitia, L.; Barbero, F.; Ruyra, A.; Calvo, T. D.;
Montis, C.; Gonzalez-Paredes, A.; Wheeler, G. N.; Morris, C. J.; McArthur, M.; et al. Cationic Liposomal Vectors
Incorporating
a
Bolaamphiphile
for
Oligonucleotide
Antimicrobials. Biochim Biophys Acta- Biomembr 2017, 1859,
1767-1777. J. Name., 2013, 00, 1-3 | 15
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https://openalex.org/W2103024092
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Training-related accidents during teacher-student-assistance activities of medical students
|
Revista da Sociedade Brasileira de Medicina Tropical
| 2,004
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cc-by
| 3,029
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1. Faculdade de Medicina da Universidade Federal de Minas Gerais. 2. Departamento de Clínica Médica da Faculdade de Medicina da Universidade Federal de Minas
Gerais, Belo Horizonte, MG.
Address to: Dr. Enio R.P. Pedroso. DCM/FM/UFMG. Av. Alfredo Balena 190/4° andar, Santa Efigênia, 30130-100 Belo Horizonte, MG, Brasil.
Tel: 55 31 3248-9400
e-mail: enio@medicina.ufmg.br
Recebido para publicação em 29/4/2002
Aceito em 16/7/2004 ARTIGO/ARTICLE ARTIGO/ARTICLE Revista da Sociedade Brasileira de Medicina Tropical 37(5):405-408, set-out, 2004 ABSTRACT A survey was done to determine the most common hospital accidents with biologically contaminated material among students
at the Medical College of the Federal University of Minas Gerais. Six hundred and ninety-four students (between fifth and
twelfth semesters of the college course) answered the questionnaire individually. Three-hundred and forty-nine accidents
were reported. The accident rate was found to be 33.9% in the third semester of the course, and increased over time, reaching
52.3% in the last semester. Sixty-three percent of the accidents were needlestick or sharp object injuries; 18.3% mucous
membrane exposure; 16.6% were on the skin, and 1.7% were simultaneously on the skin and mucous membrane exposure. The contaminating substances were: blood (88.3%), vaginal secretion (1.7%), and others (9.1%). The parts of the body most
frequently affected were: hands (67%), eyes (18.9%), mouth (1.7%), and others (6.3%). The procedures being performed
when the accidents occurred were: suture (34.1%), applying anesthesia (16.6%), assisting surgery (8.9%), disposing of needles
(8.6%), assisting delivery (6.3%), and others (25.9%). Forty-nine percent of those involved reported the accident to the
accident control department. Of these 29.2% did not receive adequate medical assistance. Eight percent of those involved used
antiretroviral drugs and of these 86% discontinued the treatment on receiving the ELISA method applied to the patient (HIV-
negative); 6.4% discontinued the treatment due to its side-effects; and 16% completed the treatment. Key-words: Human Immunodeficiency Virus. Medical students. Needlestick injuries. Aids. words: Human Immunodeficiency Virus. Medical students. Needlestick injuries. Aids. RESUMO Este estudo transversal foi realizado para avaliar acidentes com material biologicamente contaminado entre estudantes
de medicina da Universidade Federal de Minas Gerais. Foi aplicado um questionário individual de resposta espontânea e
sigilosa, em 694 (43,4%) estudantes do quinto ao décimo segundo semestres do curso médico. Foram relatados 349 acidentes,
com aumento progressivo de 33,9 até 52,3% entre os estudantes do quinto ao décimo primeiro períodos, respectivamente. Cerca de 63% dos acidentes foram com agulha ou objeto cortante; 18,3% afetando mucosas; 16,6% a pele; 1,7%
simultaneamente a pele e a mucosa. Os contaminantes principais foram sangue (88,3%) e secreção vaginal (1,7%). As
regiões do corpo mais freqüentemente afetadas foram as mãos (67%), olhos (18,9%), boca (1,7%) e outras (6,3%). Os
procedimentos realizados no momento em que o acidente ocorreu foram sutura (34,1%), administração de anestesia
(16,6%), participação em cirurgia como observador (8,9%), punção de veia com agulha (8,6%), observação de parto
(6,3%) e outros (25,9%). O setor de biossegurança da instituição foi procurado por 49% dos acidentados para a busca de
providências pertinentes à cada caso. Destes estudantes, 29,2% não receberam assistência médica considerada adequada
e esclarecedora para sua situação. Cerca de 8 % dos estudantes receberam antiretrovirais, destes 86% descontinuaram o
tratamento com o resultado do exame ELISA rápido feito no paciente fonte (VIH-negativo); 6,4% descontinuaram o
tratamento devido aos efeitos colaterais das drogas usadas e 16% completaram corretamente o tratamento. es: Virus da Imunodeficiência Humana. Estudantes de medicina. Lesões provocadas por agulhas. Sida. Palavras-chaves: Virus da Imunodeficiência Humana. Estudantes de medicina. Lesões provocadas po 405 Reis JMB et al Circumstances in Brazil oblige medical students to
participate in activities that ordinarily only professionals
would do in many countries. In their eagerness to learn more,
students may also get involved in extracurricular activities
too early. Such cases are poorly supervised. Some Brazilian
researchers have investigated HIV infection among hospital
workers, but none specifically deal with students5 8. These
peculiarities highlight the need to evaluate the risk of medical
students contracting diseases from patients in the hospital
during their teacher-student-assistance work. regarding the type of accident, contaminating material, body
part affected, hospital setting where the accident occurred, and
subsequent procedures that were undertaken. It was possible
to mark more than one option as an answer to the questions
about the use of personal protection equipment (barrier use)
and about the factors that contributed to the accidental
exposure. RESULTS Several reports evaluate accidental HIV exposure7 8 10 11 12 14. The research difficulties include recall bias, the limited scope of
the survey, the chance of obtaining inaccurate information, and
the subjective nature of the responses. Some retrospective studies
have been conducted, interviewing students that reported
exposure to potentially contaminated material8 11. Others used a
daily questionnaire to overcome recall bias14. Still others,
including this study, distributed questionnaires to a sample
number of students7 10 12. In spite of the difficulties involved in
each research method they can all provide valuable information. The total number interviewed represented a significant
sample of the population. The rate at which students between fifth and twelve
semesters of the medical course suffered accidents with
potentially blood-contaminated material was found to be
34.2% (236/691) (Table 1). The rates according to each
semester are given in Table 2. The total number of accidents reported by 236 students
was 349: 63.3% (221/349) were needlestick or sharp
object injuries; 18.3% (64/349) mucous membrane
exposure; 16.6% (58/349) on the skin; and 1.7% (6/349)
simultaneously on the skin and mucous membrane. This study had the objective of evaluating the risk of medical
students to accidental exposure to potentially infected material
in a hospital setting during their undergraduate training activities
and their access to biosafety measures whenever necessary. The hospital setting which presented the highest number of
accidents was the small wounds sector, with 42.1% of the cases
(Table 3). The contaminating materials were: blood, 88.3% (308/
349) of the accidents; vaginal secretion, 1.7% (6/349); nasal RESUMO It was asked if the student reported the accident to
the medical center and what procedures they followed. The sample calculated was based on an estimate of the
accident rate. Each semester of the medical course required
its own estimate. These estimates, set by a previous study13. Calculations were done using Epi Info program2 to determine
the minimum sample necessary to establish statistical
significance for each semester. The 8% margin of error was
adopted. This information is shown in Table 1. The risk of transmitting human immunodeficiency virus (HIV)
as a result of a single percutaneous exposure to contaminated
material is considered low. The Centers for Disease Control
estimated this risk to be 0.4%9. The fact that every health
professional is continuously exposed increases the risk factor. Based on previously published seroconversion rates, estimated
numbers of accidents, and estimated number of HIV-positive
patients, it is possible to calculate the annual contamination index
for students. This fluctuates between 27 and 46 per 100,000
individuals10. Personal accidents, the leading cause of death in
this age group, has an equivalent death toll. The sample obtained was analyzed by the Epi Info program2. Those interviewed as well as those who declined to participate
were guaranteed their identities would not be disclosed. *80 students were participating in health related rural area programs and did not
participate in this study MATERIAL AND METHODS Students were studied at the Medical College/UFMG (between
fifth and twelve semesters). Multiple-choice questionnaires were
used, distributed individually by the researchers just before
theoretical classes for each level. The form was completed
spontaneously and handed back at the end of the class period. All the research was done from October to December, 1999. To
prevent anyone from participating twice, one of the opening
questions asked whether the student had already answered the
questionnaire, in which case it was excluded. Table 1 - The calculated sample of students for each semester of the medical
course at the Medical College of the Federal University of Minas Gerais
showing the estimated of the accident rate with potentially contaminated
material in hospital setting during 1999. Table 1 - The calculated sample of students for each semester of the medical
course at the Medical College of the Federal University of Minas Gerais
showing the estimated of the accident rate with potentially contaminated
material in hospital setting during 1999. Table 1 - The calculated sample of students for each semester of the medical
course at the Medical College of the Federal University of Minas Gerais
showing the estimated of the accident rate with potentially contaminated
material in hospital setting during 1999. Semester of the
Total number
Estimated
Necessary
Total of those
medical course
of students
accident rate (%)
sample
interviewed
Fifth
172
3
16
58
Sixth
172
3
16
66
Seventh
156
15
51
87
Eighth
164
25
67
107
Ninth
166
45
78
113
Tenth
162
50
78
113
Eleventh
82*
60
53
61
Twelfth
169
65
78
86
Total
1,243
-
437
691
*80 students were participating in health related rural area programs and did not
participate in this study The questionnaire was made up of two parts: the first
consisted of a question about whether the student had already
suffered an accident with biologically contaminated material;
the second part was only answered by students who had in
fact been involved in such an accident. In the second part, students were asked to answer a
specific questionnaire about each accident they recalled, 406 Revista da Sociedade Brasileira de Medicina Tropical 37(5):405-408, set-out, 2004 Table 2 - Accident rate by semester of the medical course with potentially
blood-contaminated material in hospital setting at the Medical College of
the Federal University of Minas Gerais during 1999. MATERIAL AND METHODS Hospital Setting
Number of accidents
Percentage
Small wounds sector
147
42.1
Maternity
78
22.3
Surgery unit
46
13.2
Out-patient surgery unit
36
10.4
Intensive care unit
13
3.7
Patient ward
12
3.4
First aid unit
6
1.7
Others
11
3.2
Total
349
100.0 Factors contributing to accidents
Number of accidents
Percentage
Carelessness
156
45.3
Lack of experience
108
30.9
Carelessness of others
101
28.9
Lack of personal protection equipment
49
14.4
Long work hours
43
12.3
Poor instructions
31
8.9
Inadequate facilities
19
5.4
Other factors
17
4.9 discontinued the treatment after receiving the blood test
results of the patient involved; 6.4% (2/31) discontinued the
treatment due to its side effects; 16% (5/31) complied with
the treatment completely. discontinued the treatment after receiving the blood test
results of the patient involved; 6.4% (2/31) discontinued the
treatment due to its side effects; 16% (5/31) complied with
the treatment completely. secretion, 1.1% (4/349); bloodless pus, 1.1% (4/349); others,
6.9% (24/349). The most affected body parts were: hands, 67%
(234/349); eyes, 18.9% (66/349); mouth, 1.7% (6/349); eyes
and mouth, 2% (7/349); others 6.3% (22/349). Four percent (14/349) of the accidents occurred while
the student was not using personal protection equipment. The frequency with which gloves, gowns, masks, and goggles
were used is shown in Table 4. MATERIAL AND METHODS Table 5 - Procedures which involved the most frequent accidental exposures
with potentially blood-contaminated material in hospital setting at the
Medical College of the Federal University of Minas Gerais during 1999. Procedures
Number of accidents
Procedure rate (%)
Suturing
119
33.8
Applying local anesthesia
58
16.6
Assisting surgery
31
8.9
Recapping needle
30
8.6
Assisting delivery
22
6.3
Handling needle case
12
3.4
Handling knife
6
1.7
Others
69
19.8
Did not respond
2
0.6
Total
349
19.7 Number of accidents/
Semester of the
students (NA) Number of students Accident
medical course
absolute
%
interviewed (NI)
Rate (NA/NI X 100)
Fifth
2
0.8
58
3.4
Sixth
6
2.5
66
9.1
Seventh
12
5.1
87
13.8
Eighth
27
11.4
107
25.2
Ninth
49
20.9
113
43.4
Tenth
60
25.4
113
53.1
Eleventh
35
14.8
61
57.4
Twelfth
45
19.1
86
52.3
Table 3 - The hospital settings which presented the highest number of
accidents with potentially blood contaminated material at the Medical Table 3 - The hospital settings which presented the highest number of
accidents with potentially blood-contaminated material at the Medical
College of the Federal University of Minas Gerais during 1999. Table 6 - Factors contributing to 349 accidents with potentially blood-
contaminated material in hospital setting at the Medical College of the
Federal University of Minas Gerais during 1999 as reported by the students. Table 6 - Factors contributing to 349 accidents with potentially blood-
contaminated material in hospital setting at the Medical College of the
Federal University of Minas Gerais during 1999 as reported by the students. Table 6 - Factors contributing to 349 accidents with potentially blood-
contaminated material in hospital setting at the Medical College of the
Federal University of Minas Gerais during 1999 as reported by the students. DISCUSSION The accident rate for medical students with potentially
contaminated material is high, although it is lower than that of
medical interns10. About one third of the population surveyed
were involved in accidents. During the final semesters of the
course, more than half of the students suffered some kind of
accident involving blood. The data collected here are similar
to those observed at the University of California, USA, where
65% of the medical students had been involved in some kind
of accident by the end of the course11. Blood transmitted viruses,
such as HIV, hepatitis B, and hepatitis C, are not uncommon in
such cases. This demonstrates the great ethical responsibility
of medical teaching institutions. Table 4: Use of personal protection equipment during 349 accidents with
potentially blood-contaminated material in hospital setting at the Medical
College of the Federal University of Minas Gerais during 1999. Equipment
Frequency of the use of personal protection
Percentage
Gloves
313
89.7
Gowns
226
64.8
Masks
172
49.3
Goggles
115
33.0
None
14
4.0 Suturing accounted for 34% (119/349) of the accidents
and was the most frequent form of exposure to accidents. The rate at which other procedures resulted in accidents is
given in Table 5. The impact of training, awareness programs, and
supervision to reduce accident risk has been analyzed by some
studies11 14. In spite of determined effort by the institution to
train students to avoid accidents during teacher-student
activities, the University of California continued to have a high
accident rate among students3 11, due to factors that are
inherent to medical learning. Natural student anxiety as they
treat patients is one of the factors that goes beyond the control
of precautionary training. Extensive training on mannequins,
emotional support, and extra teacher attention during teacher- Table 6 shows that the greatest factor contributing to
accidents was carelessness, with 44.7% (156/349). Forty-nine percent (173/349) of the accidents were
reported to the health center. Of these, 57% considered they
did not receive adequate assistance. Nine percent (31/349) of those involved in accidents used
a antiretroviral drugs. Seventy seven percent (24/31) 407 Reis JMB et al student assistance activities could play a decisive role in
reducing the risk of accidental HIV exposure. Revista da Escola de Enfermagem da Universidade de São Paulo 32:262-
272, 1998. Revista da Escola de Enfermagem da Universidade de São Paulo 32:262-
272, 1998. 6. Hermann RC. DISCUSSION Risks of HIV exposure to medical students and health care
personnel. Journal of American Medical Association 264: 1187-1192,
1990 Despite these questions, the medical curriculum should
prepare students without exposing them to unacceptable
risks. The medical teaching institution should guarantee
adequate instruction to the pupils as well as working toward
this objective in other ways. Forbidding students to have
contact with HIV positive patients is considered unethical and
a poor teaching method3. Post-accident prophylaxis, however
has been proven to reduce the risk of HIV contamination1 4,
and should, in such circumstances, be considered a priority
and made easily available, including technical and emotional
support, as well as medical follow up. 7. Keita-Perse O, Pradier C, Rosenthal E, Altare J, Cassuto JP, Dellamonica P. Hospital medical students: a population at risk for accidental exposure to
blood. Presse Medicale 27: 1723-1726, 1998. 8. Machado AA, Costa JC, Gir E, Moriya TM, Figueiredo FC. Risco de infecçäo
pelo vírus da imunodeficiência humana (HIV) em profissionais de saúde. Revista de Saúde Pública 26: 54-56, 1992. 9. Marcus R. Surveillance of health care workers exposed to blood from
patients infected with the human immunodeficiency virus. New England
Journal of Medicine 319: 1118-1123, 1998. 10. O’Neill TM, Abbott AV, Radecki SE. Risk of needlesticks and occupational
exposures among residents and medical students. Archives of Internal
Medicine 152:1451-1456, 1992. REFERENCES 11. Osborn HE, Papadakis MA, Gerberding JL. Occupational exposures to body
fluids among medical students. A 7-year longitudinal study. Annals of
Internal Medicine 130:45-51, 1999. 1. Cardo DM, Culver DH, Ciesielski JL. Srivastava PU, Marcus R. A case-control
study of HIV seroconversion in health care workers after percutaneous
exposure. New England Journal of Medicine 337:1485-1490, 1997. 12. Resnic SF, Noerdlinger MA. Occupational Exposure Among Medical Students
and House Staff at a New York City Medical Center. Archives of Internal
Medicine 155:75-80, 1995. 2. Dean AG, Dean JA, Coulombier D. Centers for Disease Control and
Prevention (CDC). Epi Info version 6,04, 1994. 2. Dean AG, Dean JA, Coulombier D. Centers for Disease Control and
Prevention (CDC). Epi Info version 6,04, 1994. 13. Soares ES, Salles JA, Prado RS, Pedroso ERP. Avaliação dos
comportamentos de risco de estudantes de medicina em relação à
síndrome de imunodeficiência adquirida. In: Resumos do XXXV Congresso
da Sociedade Brasileira de Medicina Tropical, 1999. Revista da Sociedade
Brasileira de Medicina Tropical 32 (supl I): 350, 1999. 3. Federman DD. Protecting the future of Medicine – from themselves. Annals
of Internal Medicine 130:66-67, 1999. 3. Federman DD. Protecting the future of Medicine – from themselves. Annals
of Internal Medicine 130:66-67, 1999. 4. Gerberding JL. Management of occupational exposure to blood-borne
viruses. New England Journal of Medicine 332:444-451, 1995. 4. Gerberding JL. Management of occupational exposure to blood-borne
viruses. New England Journal of Medicine 332:444-451, 1995. 14. Wong ES, Stotka JL. Are Universal Precautions Effective in Reducing the
Number of Occupational Exposures Among Health Care Workers? Journal
of American Medical Association 265:1123-1128, 1991. 5. Gir E, Costa FPP, Silva AM. A enfermagem frente a acidentes de
trabalho com material potencialmente contaminado na era do HIV. 5. Gir E, Costa FPP, Silva AM. A enfermagem frente a acidentes de
trabalho com material potencialmente contaminado na era do HIV. 408
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Neutralizing Antibodies against Enteroviruses in Patients with Hand, Foot and Mouth Disease
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Emerging infectious diseases
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Author affiliations: Oxford University Clinical Research Unit, Ho
Chi Minh City, Vietnam (L.A. Nguyet, T.T. Thanh, N.T.T. Hong,
L.N.T. Nhu, H.M.T. Van, N.T.H. Ny, N.T. Anh, D.D.K. Han, L.
Thwaites, H. Clapham, G. Thwaites, D.Q. Ha, H.R. van Doorn,
L.V. Tan); Children’s Hospital 1, Ho Chi Minh City (L.N.T. Nhan,
T.H. Khanh, N.T. Hung); Children’s Hospital 2, Ho Chi Minh City
(H.M. Tuan, H.L. Viet, D.C. Viet); University of Medicine and
Pharmacy, Ho Chi Minh City (H.M. Tuan, V.Q. Huy); Pasteur
Institute, Ho Chi Minh City (H.Q. Cuong, N.T.T. Thao); University
of Oxford, Oxford, UK (L. Thwaites, H. Clapham, G. Thwaites,
H.R. van Doorn); Hospital for Tropical Diseases, Ho Chi Minh City
(N.V.V. Chau) Neutralizing Antibodies against
Enteroviruses in Patients with
Hand, Foot and Mouth Disease Lam Anh Nguyet, Tran Tan Thanh, Le Nguyen Thanh Nhan, Nguyen Thi Thu Hong,
Le Nguyen Truc Nhu, Hoang Minh Tu Van, Nguyen Thi Han Ny, Nguyen To Anh, Do Duong Kim Han,
Ha Manh Tuan, Vu Quang Huy, Ho Lu Viet, Hoang Quoc Cuong, Nguyen Thi Thanh Thao,
Do Chau Viet, Truong Huu Khanh, Louise Thwaites, Hannah Clapham, Nguyen Thanh Hung,
Nguyen Van Vinh Chau,Guy Thwaites, Do Quang Ha, H. Rogier van Doorn, Le Van Tan (EV-A71), have increasingly been reported world
wide, including in the United States and Europe (3–
5). Although HFMD is a mild infection in most cases,
severe clinical complications (e.g., central nervous
system involvement as brainstem encephalitis) may
happen and can be fatal (1,6). However, no antiviral
drugs are available to the affected patients, including
those with severe clinical phenotypes. (EV-A71), have increasingly been reported world
wide, including in the United States and Europe (3–
5). Although HFMD is a mild infection in most cases,
severe clinical complications (e.g., central nervous
system involvement as brainstem encephalitis) may
happen and can be fatal (1,6). However, no antiviral
drugs are available to the affected patients, including
those with severe clinical phenotypes. Hand, foot and mouth disease (HFMD) is an emerging
infection with pandemic potential. Knowledge of neutral
izing antibody responses among its pathogens is essen
tial to inform vaccine development and epidemiologic
research. We used 120 paired-plasma samples collected
at enrollment and >7 days after the onset of illness from
HFMD patients infected with enterovirus A71 (EV-A71),
coxsackievirus A (CVA) 6, CVA10, and CVA16 to study
cross-neutralization. For homotypic viruses, seroposi
tivity increased from <60% at enrollment to 97%–100%
at follow-up, corresponding to seroconversion rates of
57%–93%. Seroconversion for heterotypic viruses was
recorded in only 3%–23% of patients. All plasma samples
from patients infected with EV-A71 subgenogroup B5
could neutralize the emerging EV-A71 subgenogroup C4. Collectively, our results support previous reports about
the potential benefit of EV-A71 vaccine but highlight the
necessity of multivalent vaccines to control HFMD. Hand, foot and mouth disease (HFMD) is an emerging
infection with pandemic potential. Knowledge of neutral
izing antibody responses among its pathogens is essen
tial to inform vaccine development and epidemiologic
research. We used 120 paired-plasma samples collected
at enrollment and >7 days after the onset of illness from
HFMD patients infected with enterovirus A71 (EV-A71),
coxsackievirus A (CVA) 6, CVA10, and CVA16 to study
cross-neutralization. DOI: https://doi.org/10.3201/eid2602.190721 RESEARCH RESEARCH Neutralizing Antibodies against
Enteroviruses in Patients with
Hand, Foot and Mouth Disease For homotypic viruses, seroposi
tivity increased from <60% at enrollment to 97%–100%
at follow-up, corresponding to seroconversion rates of
57%–93%. Seroconversion for heterotypic viruses was
recorded in only 3%–23% of patients. All plasma samples
from patients infected with EV-A71 subgenogroup B5
could neutralize the emerging EV-A71 subgenogroup C4. Collectively, our results support previous reports about
the potential benefit of EV-A71 vaccine but highlight the
necessity of multivalent vaccines to control HFMD. y
HFMD is caused by various serotypes of entero
virus A of the family Picornaviridae. Of these, EV-
A71, coxsackievirus A (CVA) 6, CVA10, and CVA16
are the most common pathogens isolated from pa
tients with clinically suspected HFMD, with CVA6
being increasingly reported (7–9). In Vietnam, our re
cent report showed that of 1,547 patients with HFMD
enrolled in a clinical study, EV-A71 was detected in
24.4%, followed by CVA6 (21.8%), CVA16 (10.8%),
and CVA10 (7.9%). Other enteroviruses detected spo
radically included CVA4 (1.7%), CVA12 (1.4%), and
CVA2 (0.6%) (10). Infection with EV-A71 has received
more attention because it frequently causes severe
HFMD, especially in recent outbreaks recorded in the
Asia–Pacific region since 1997 (6,11). Consequently,
inactivated monovalent vaccines for EV-A71 have
been successfully developed and licensed in China
(12–14). The use of those vaccines, however, has been
voluntary and restricted within mainland China. S
ince 1997, hand, foot and mouth disease (HFMD)
has emerged as a serious childhood infection in the
Asia–Pacific region (1,2) with the potential of spread
ing to other parts of the world. Indeed, HFMD epi
demics, especially those caused by enterovirus A71 S
in
h y
Because the viruses causing HFMD are diverse,
ongoing efforts exist to develop multivalent vac
cines, especially those including antigens of the
aforementioned common serotypes (15). Results
from these preclinical studies using animal models
showed a lack of cross-reactivity among EV-A71,
CVA6, CVA10, and CVA16 (16,17). There is, how
ever, scarce information about to what extent hu
man infection with 1 HFMD-causing enterovirus
serotype can elicit (cross-)neutralizing antibodies DOI: https://doi.org/10.3201/eid2602.190721 298 Emerging Infectious Diseases • www.cdc.gov/eid • Vol. 26, No. 2, February 2020 Neutralizing Antibodies in Patients with HFMD against homotypic and heterotypic enterovirus se
rotypes. Patient Enrollment and Data Collection We screened all patients <12 years of age who came to
outpatient departments or were admitted to inpatient
wards of CH1, CH2, or HTD with a clinical diagnosis
of HFMD and, if outpatients, an illness of <3 days for
enrollment in our study. We excluded any patient for
whom the attending physician believed another diag
nosis was more likely. Neutralizing Antibodies against
Enteroviruses in Patients with
Hand, Foot and Mouth Disease Such data are of paramount importance
to support the development of intervention strate
gies (including vaccines) and the design of epide
miologic research on surveillance and transmission
dynamics of HFMD and will contribute to the ex
panded knowledge about host–pathogen and patho
gen–pathogen interaction of this emerging clinical
problem. We aim to fill the existing gaps in knowl
edge about seropositivity and (cross-)neutralization
elicited as a consequence of human infection by EV-
A71, CVA6, CVA10, and CVA16, the 4 most com
mon serotypes responsible for the ongoing epidemic
of HFMD worldwide, especially in Asia. (myoclonus observed by medical staff or history of
myoclonus and lethargy or pulse >130 bpm), and
grade 2B2 (ataxia, cranial nerve palsies, limb weak
ness, nystagmus, persistent high fever, or pulse >150
bpm). Grade 3 involves autonomic dysfunction with
sweating, hypertension, tachycardia, and tachypnea. Grade 4 is for disease with additional cardiopulmo
nary compromise with pulmonary edema or shock
syndrome (18). Patients with grade 2B1 or above are
considered to have severe HFMD, and often require
intravenous immunoglobulin administration. Settings The clinical and patient data used in this study were
derived from an ongoing clinical study of HFMD that
has been conducted at Children’s Hospital (CH) 1,
CH2, and the Hospital for Tropical Diseases (HTD)
in Ho Chi Minh City, Vietnam, since 2013 (6,8). These
hospitals are tertiary referral centers for children with
HFMD in Ho Chi Minh City and southern Vietnam,
covering a catchment population of >40 million. Determination of Enterovirus Serotype and
EV-A71 Subgenogroup We determined enterovirus serotype using a combi
nation of PCR and sequencing approaches (19–21). In
brief, we first extracted viral RNA from throat/rec
tal swab specimens. We then used a 1-step multiplex
real-time reverse transcription PCR assay to simulta
neously detect all enterovirus serotypes and EV-A71
(19). We then tested all specimens positive for entero
virus serotype or EV-A71 to further identify specific
enterovirus serotypes or EV-A71 subgenogroups,
using a combination of viral protein (VP) 1 PCR and
sequencing of the obtained PCR amplicon (18,20,21). Finally, we analyzed the obtained VP1 sequences us
ing a previously described online tool to determine
enterovirus serotype or EV-A71 subgenogroup (22). Selection of Patients and Plasma Sample
for Microneutralization Assay From this study, we selected a convenience sample of
120 patients (30 per serotype CVA6, CVA10, CVA16,
and EV-A71) who had plasma samples collected at
enrollment and follow-up and were available for im
munological response analysis. In addition, for as
sessment of antigenic difference between subgeno
group B5 (circulating in Vietnam during 2013–2015)
and C4 (circulating in Vietnam in 2018), we included
1 available follow-up plasma sample collected from a
fatal case, in which the patient was infected with sub
genogroup C4 during the 2018 outbreak (6). y
We collected information regarding demograph
ics, clinical signs/symptoms, clinical grades, treat
ments, laboratory tests, length of hospital stay, and
outcomes. In addition, for enterovirus serotype de
termination, we sampled acute throat and rectal
swabs at enrollment and collected a plasma sample
from each participant at enrollment and 7–14 days
after enrollment. Microneutralization Assay July 2013–March 2017. Male patients were predomi
nant (female/male ratio 45/75). Thirteen (10.8%) pa
tients had severe HFMD (grade 2B1 or above); 119 pa
tients (99.2%) made a complete recovery. Following
the onset of illness, 50% of the patients were admitted
to hospital within 1 day (range 0–5 days) and were
enrolled in the clinical study within 2 days (range
0–6 days). All second/follow-up plasma samples in
cluded for analysis were collected at day >7 (median
9 days, (range 7–17) after the illness onset. We performed the microneutralization as previously
described (23). In brief, we first inactivated plasma
samples at 56°C for 30 min, and we then diluted the
samples in serial ratios from 1:8 to 1:512 in mainte
nance medium (Sigma-Aldrich, https://www.sig
maaldrich.com). Accordingly, the lower limit of de
tection of the assay was 1:8 and the upper limit was
1:512. Next, we incubated plasma dilutions with an
equal volume of 100 times the median culture of in
fectious dose (TCID50) of the virus at 37°C for 1 hour,
and then transferred them into a 96-well plate pre-
coated with human rhabdomyosarcoma (RD) cells
(American Type Culture Collection, https://www. atcc.org). The plate was then incubated in a 5% car
bon dioxide incubator at 37°C. Cells were observed
daily for cytopathic effects. The antibody titer of the
sample was determined by the highest plasma dilu
tion that prevented cytopathic effects in 50% of the
wells. We tested each dilution in quadruplicate and
included negative and positive controls in each ex
periment. We defined seropositivity as neutralizing
antibody titer >1:8. We defined seroconversion as a
change from seronegativity to seropositivity, or at
least a 4-fold rise in the neutralizing antibody titer be
tween enrollment and follow-up time points. y
g
Of the 30 patients infected with EV-A71, detailed
information about subgenogroup was successfully
generated for 13 patients, who were all positive for
subgenogroup B5. Of the patients with EV-A71 infec
tions, 20% had severe clinical phenotypes (grade 2B1
or above), whereas severe outcome was recorded in
3.3% of patients infected with CVA6, 6.7% of patients
infected with CVA10, and 13.3% of patients infected
with CVA16 (Table 1). Mouth lesion distributions and
C-reactive protein levels were statistically different
among serotypes. RESEARCH RESEARCH Seropositivity and Seroconversion We compiled the results of seropositivity testing at
enrollment (baseline) and follow-up (Table 2). Al
though 60% (18/30) of patients infected with EV-A71
had specific antibodies to EV-A71 at the measured
level (>1:16) or above in their blood samples, most of
the patients (>70%) infected with CVA6, CVA10, or
CVA16 had no specific antibodies to the infecting vi
ruses at enrollment. The proportion of patients with
antibodies against heterotypic viruses ranged from
7% (2/30) of CVA6 patients having neutralizing anti
bodies against EV-A71 to 57% (17/30) of EV-A71 pa
tients having antibodies against CVA10. We performed statistical analyses of clinical data us
ing IBM SPSS Statistics 23 (IBM Corp., https://www. ibm.com). We compared categorical variables using
a χ2 test or Fisher exact test and compared continu
ous variables using the Mann-Whitney U-test, 1-way
analysis of variance (ANOVA) test, or Kruskal-Wallis
test. We tested the difference in neutralizing antibody
titers between samples obtained at enrollment and
follow-up using the Wilcoxon matched-pairs signed
rank test, available in Prism 5.04 (GraphPad Software,
https://www.graphpad.com). The institutional review boards of CH1, CH2, and
HTD, as well as the Oxford Tropical Research Eth
ics Committee (OxTREC), approved the study. We
obtained written informed consent from a parent or
guardian of each enrolled patient. g
g
At follow-up (>7 days after the onset of ill
ness), seropositivity for homotypic viruses reached
97%–100% in all patient groups; comparisons for se
ropositivity rates at enrollment and follow-up were
all significant (p<0.001) (Table 2), corresponding to
seroconversion rates of 57% (17/30) for EV-A71, 77%
(23/30) for CVA16, 83% (25/30) for CVA10, and 93%
(28/30) for CVA6 (Table 2). We found no difference
in antibody responses (seropositivity and serocon
version) between the groups of patients who were
positive for EV-A71 subgenogroup B5 and those from
whom EV-A71 subgenogroup was not available (data
not shown). Microneutralization Assay Otherwise, there were considerable
similarities between groups of patients who were
infected with EV-A71, CVA6, CVA10, or CVA16 in
terms of clinical characteristics and outcome, as well
as blood biochemistry parameters (Table 1), in agree
ment with a previous report (8). Results Baseline Characteristics of Patients HFMD Clinical Grade Classification We isolated representative samples of CVA10, CVA16,
and EV-A71 (including EV-A71 subgenogroup B5 in
2013 and C4 in 2018) used for microneutralization as
say from patients with HFMD who were enrolled in
the clinical study (7,8,10). We obtained a CVA6 isolate
from the virus archive of Pasteur Institute in Ho Chi
Minh City. For EV-A71, unless specified, all neutral
ization experiments were carried out using EV-A71
subgenogroup B5. According to the Vietnamese Ministry of Health,
HFMD is clinically divided into 4 major grades. Grade 1 is assigned to patients with mouth ulcers
or vesicles/papules on hands, feet, or buttocks,
with or without mild fever (<39°C). Grade 2 is fur
ther divided into grade 2A (central nervous system
[CNS] involvement, myoclonus reported by parents
or caregivers only, fever >39°C or ataxia), grade 2B1 299 Emerging Infectious Diseases • www.cdc.gov/eid • Vol. 26, No. 2, February 2020 Emerging Infectious Diseases • www.cdc.gov/eid • Vol. 26, No. 2, February 202 Neutralizing Antibodies in Patients with HFMD Neutralizing Antibodies in Patients with HFMD Table 1. Baseline characteristics and clinical outcome of the patients included in study of patients with hand, foot and mouth disease,
Vietnam*
Characteristics
All, N = 120
EV-A71, N = 30
CVA6, N = 30
CVA10, N = 30
CVA16, N = 30 p value†
Demographics
Sex ratio, F/M
45/75
8/22
8/22
14/16
15/15
0.12
Median age, mo (range)
16.2 (1.8–59)
16.7 (4.9–58.6)
16.4 (5.3–59)
14.7 (1.8–41.4)
19 (5.8–46.5)
0.11
Median day of illness from onset (range)
To hospital admission
1 (0–5)
2 (0–4)
1 (0–3)
1 (0–3)
1 (0–5)
0.058
To enrollment in study
2 (0–6)
2 (0–4)
1.5 (0–3)
2 (0–6)
2 (0–6)
0.802
To collection of second plasma
9 (7–17)
9 (7–12)
9 (7–14)
9 (7–14)
9 (8–17)
0.211
Median day of hospitalization‡
3 (1–12)
4 (2–10)
3 (1–8)
3 (1–6)
4 (2–12)
0.3
Inpatient/outpatient ratio
77/43
17/13
18/12
25/5
17/13
0.08
Clinical characteristics, no. Neutralizing Antibodies in Patients with HFMD ‡Inpatients only s and clinical outcome of the patients included in study of patients with hand, foot and mouth disease, for CVA16 in 10%. Five patients became seronega
tive for heterotypic viruses at follow-up (Figures 1, 2;
Appendix Figures 1, 2, https://wwwnc.cdc.gov/
EID/article/26/2/19-0721-App1.pdf). The difference in the proportion of patients who
were seropositive for heterotypic viruses was not sta
tistically significant between the enrollment and fol
low-up time points (Table 2). At follow-up, serocon
version for heterotypic viruses was recorded in only
3% (1/30) to 23% (7/30) of the patients, with compa
rable rates across serotypes (Table 2). For example, of
the 30 patients infected with CVA16, seroconversions
for CVA6 were recorded in 10%, seroconversions for
CVA10 in 7%, and seroconversions for EV-A71 in 7%. Similarly, of the 30 patients infected with EV-A71,
seroconversions for CVA6 were recorded in 13%, se
roconversions for CVA10 in 3%, and seroconversions Baseline Characteristics of Patients
l d h b
l
h We compiled the baseline characteristics and clinical
outcome of 120 patients included for analysis of neu
tralizing antibody responses to all 4 enterovirus sero
types (EV-A71, CVA6, CVA10, and CVA16) (Table 1). All patients were enrolled in the clinical study during 300 Emerging Infectious Diseases • www.cdc.gov/eid • Vol. 26, No. 2, February 2020 Emerging Infectious Diseases • www.cdc.gov/eid • Vol. 26, No. 2, February 2020 Neutralizing Antibodies in Patients with HFMD (%)
Fever
87 (72.5)
24 (80)
17 (56.7)
24 (80)
17 (56.7)
0.16
Cough
26 (21.7)
6 (20)
2 (6.7)
8 (26.7)
10 (33.3)
0.06
Runny nose
21 (17.5)
6 (20)
3 (10)
5 (16.7)
7 (23.3)
0.63
Vomiting
25 (20.8)
7 (23.3)
5 (16.7)
5 (16.7)
8 (26.7)
0.77
Diarrhea
14 (11.7)
3 (10)
3 (10)
3 (10)
5 (16.7)
0.89
Drowsiness
6 (5)
2 (6.7)
0
2 (6.7)
2 (6.7)
0.6
Irritability
14 (11.7)
5 (16.7)
2 (6.7)
5 (16.7)
2 (6.7)
0.46
Myoclonus
30 (25)
10 (33.3)
3 (10)
9 (30)
8 (27)
0.13
Sweating
4 (3.3)
1 (3.3)
1 (3.3)
1 (3.3)
1 (3.3)
1
Lethargy
2 (1.7)
0
0
2 (6.7)
0
0.24
Conjunctivitis
1 (0.8)
0
1 (3.3)
0
0
1
Rash
106 (88.3)
30 (100)
30 (100)
17 (56.7)
19 (63.3)
0
Mouth lesion
111 (92.5)
28 (93.3)
23 (76.7)
30 (100)
30 (100)
0.001
Limb weakness
4 (3.3)
1 (3.3)
1 (3.3)
1 (3.3)
1 (3.3)
0.80
Median pulse, bpm (range)
120 (96–180)
120 (96–180)
120 (100–167)
125 (100–165)
120 (100–170)
0.632
Median blood pressure, mm Hg (range)
Systolic
90 (75–128)
90 (75–100)
90 (80–120)
90 (80–120)
90 (80–128)
0.661
Diastolic
60 (40–80)
55 (50–62)
55 (40–80)
60 (50–80)
60 (50–77)
0.551
Blood biochemistry results, median (range)
Leukocyte count, 109 cells/L
13.1 (1–50.6)
13.6 (7.8–50.6)
12.5 (1–25.9)
14.3 (5–24.7)
12.4 (4.5–24.4)
0.638
Neutrophils, %
51
(2.1–92.7)
51.2
(19.7–72.8)
52.7
(7.7–92.7)
47.6
(2.1–76.3)
50.9
(24.2–86.1)
0.658
Lymphocytes, %
37.1
(3.7–80.2)
37.1
(18.4–65.5)
33.9
(3.7–80.2)
37.6
(17.6–71.2)
36.5
(6.1–60.3)
0.846
Platelet count, 109/L
322.5
(96–597)
360
(189–522)
341.5
(150–513)
297
(96–452)
293.5
(175–597)
0.086
Glucose, mg/dL
107 (0–212)
112 (62–170)
108.5 (0–154)
108.5 (68–212)
98.5 (51–164)
0.324
C-reactive protein, mg/dL
12.4 (0–102)
4.1 (0–100)
13.7 (0–102)
23.3 (3–58)
9.9 (0–39)
<0.001
Clinical grade, no. (%)
Mild
107 (89.2)
24 (80)
29 (96.7)
28 (93.3)
26 (86.7)
0.2
Severe
13 (10.8)
6 (20)
1 (3.3)
2 (6.7)
4 (13.3)
IVIg administration, no. (%)
8 (6.7%)
3 (10)
1 (3.3)
1 (3.3)
3 (10)
0.5
Outcome, no. (%)
Full recovery
119 (99.2)
30 (100)
29 (96.7)
30 (100)
30 (100)
0.17
Incomplete recovery
1 (0.8)
0
1 (3.3)
0
0
*CV, coxsackievirus; EV, enterovirus; IVIg, intravenous immunoglobulin. †Results of statistical analyses comparing individual groups of patients infected with EV-A71, CVA6, CVA10, or CVA16. Seropositivity versus Illness Day at Enrollment
and Patient Agei We found a significant difference in illness days at
enrollment between the groups of patients who were
seropositive by neutralization testing for any homo
typic virus and those who were negative, median
day of illness 2 (range 1–6 days) versus 1 (0–6 days)
(p<0.001) (Figure 3). Despite the small sample size, 301 g Infectious Diseases • www.cdc.gov/eid • Vol. 26, No. 2, February 2020 RESEARCH nd seroconversion in plasma from hand, foot and mouth disease patients infected with EV-A71, CVA6,
ses Vietnam* Table 2. Seropositivity and seroconversion in plasma from hand, foot and mouth disease patients infected with EV-A71, CVA6,
CVA10, and CVA16 viruses, Vietnam*
Virus
Immunity status
Virus, no. (%) samples
CVA6
CVA10
CVA16
EV-A71
CVA6
Seropositivity
At enrollment
2 (7)
10 (33)
5 (17)
2 (7)
At follow-up
30 (100)
9 (30)
9 (30)
3 (10)
p value
<0.001
1.0
0.36
1.0
Seroconversion
28 (93)
1 (3)
7 (23)
2 (7)
CVA10
Seropositivity
At enrollment
4 (13)
9 (30)
3 (10)
3 (10)
At follow-up
6 (20)
29 (97)
4 (13)
5 (17)
p value
0.73
<0.001
1.0
0.71
Seroconversion
4 (13)
25 (83)
3 (10)
2 (7)
CVA16
Seropositivity
At enrollment
7 (23)
10 (33)
8 (27)
5 (17)
At follow-up
9 (30)
11 (37)
30 (100)
7 (23)
p value
0.77
1.0
<0.001
0.75
Seroconversion
3 (10)
2 (7)
23 (77)
2 (7)
EV-A71
Seropositivity
At enrollment
5 (17)
17 (57)
6 (20)
18 (60)
At follow-up
7 (23)
14 (47)
8 (27)
30 (100)
p value
0.75
0.61
0.76
<0.001
Seroconversion
4 (13)
1 (3)
3 (10)
17 (57)
*n = 30 for each virus. p values reflect the results of statistical analysis comparing the seropositive rates between the 2 time points (enrollment and follow-
up) of the corresponding enterovirus serotypes. CV, coxsackievirus; EV, enterovirus. subgroup analysis demonstrated a similar associa
tion between illness day and seropositivity at enroll
ment among patients infected with EV-A71 and those
infected with CVA6 (Appendix Figure 3). We found
no difference in age (months) between the groups of
patients with and without neutralizing antibodies at
enrollment (data not shown). To further shed light on the kinetics of neutralizing an
tibody titers over the course of illness, we plotted and
compared the neutralizing antibody titers against ho
motypic and heterotypic enterovirus serotypes at en
rollment and follow-up time points (Table 3; Figures
1, 2; Appendix Figures 1, 2). Figure 1. Kinetics of neutralizing
antibody titers in plasma samples
collected at enrollment and follow-
up from patients infected with
EV-A71 in study of patients with
hand, foot and mouth disease,
Vietnam. A) CVA6 (p = 0.073); B)
CVA10 (p = 0.347); C) CVA16 (p =
0.250); D) EV-A71 (p<0.001). CV,
coxsackievirus; EV, enterovirus. Neutralizing Antibodies in Patients with HFMD titers to homotypic enteroviruses at follow up were
subgenogroup C4 which emerged in 2018 and caused
Figure 2. Kinetics of neutralizing
antibody titers in plasma
samples collected at enrollment
and follow-up from patients
infected with CVA6 in study of
patients with hand, foot and
mouth disease, Vietnam. A)
CVA6 (p<0.001); B) CVA10
(p = 0.915); C) CVA16 (p =
0.021); D) EV-A71 (p = 0.5). CV,
coxsackievirus; EV, enterovirus. Figure 2. Kinetics of neutralizing
antibody titers in plasma
samples collected at enrollment
and follow-up from patients
infected with CVA6 in study of
patients with hand, foot and
mouth disease, Vietnam. A)
CVA6 (p<0.001); B) CVA10
(p = 0.915); C) CVA16 (p =
0.021); D) EV-A71 (p = 0.5). CV,
coxsackievirus; EV, enterovirus. Figure 2. Kinetics of neutralizing
antibody titers in plasma
samples collected at enrollment
and follow-up from patients
infected with CVA6 in study of
patients with hand, foot and
mouth disease, Vietnam. A)
CVA6 (p<0.001); B) CVA10
(p = 0.915); C) CVA16 (p =
0.021); D) EV-A71 (p = 0.5). CV,
coxsackievirus; EV, enterovirus. subgenogroup C4, which emerged in 2018 and caused
a large outbreak of >130,000 hospitalizations and 17
deaths in Vietnam (6), we performed a complemen
tary analysis using 6 follow-up plasma samples from
the aforementioned group of patients infected with
subgenogroup B5. Subsequently, all the included
plasma samples could neutralize 2018 subgenogroup
C4, and there was no difference in neutralizing an
tibody titers against the EV-A71 subgenogroups C4
and B5 (Figure 4). Likewise, the only available follow-
up plasma sample collected from a patient infected
with 2018 subgenogroup C4 had a neutralizing anti
body titer of 1:512 against both subgenogroups. titers to homotypic enteroviruses at follow-up were
significantly higher than those measured at enrollment
(p<0.001; Table 3). All patients at follow-up had anti
body titers against homotypic viruses ranging from 32
to 512, well above the protective level as defined from
vaccine trials (12–14) (Appendix Figures 1, 2). Neutralizing antibody titers against heteroge
neous serotypes measured at the 2 time points were
not statistically different, with most patients (15/50–
27/30 [50%–90%)]) having antibody titers below the
assay cutoff (i.e., below the protective level). There
was, however, a significant difference in antibody ti
ter against CVA16 between the 2 time points among
patients infected with CVA6 (p = 0.021; Table 3). Discussion Despite the public health threat of HFMD, scarce in
formation exists for pathogen–pathogen and host–
pathogen interactions, from the immunity perspec
tive, to inform the development and implementation
of intervention strategies, especially vaccines, and the
design of epidemiologic research on disease surveil
lance and transmission dynamics. Here we report on
the seropositivity, seroconversion, and neutraliza
tion in HFMD patients infected with EV-A71, CVA6, Neutralizing Antibodies in Patients with HFMD Sub
analysis did not show that samples positive for CVA6
were more likely to be positive for CVA16 or any
other serotypes than samples that were negative for
CVA6 (Appendix Table 1). Emerging Infectious Diseases • www.cdc.gov/eid • Vol. 26, No. 2, February 2020 Seropositivity versus Illness Day at Enrollment
and Patient Agei Overall, the antibody 302
Emerging Infectious Diseases • www.cdc.gov/eid • Vol. 26, No. 2, February 2020
(
)
pp
g
)
y
Figure 1. Kinetics of neutralizing
antibody titers in plasma samples
collected at enrollment and follow-
up from patients infected with
EV-A71 in study of patients with
hand, foot and mouth disease,
Vietnam. A) CVA6 (p = 0.073); B)
CVA10 (p = 0.347); C) CVA16 (p =
0.250); D) EV-A71 (p<0.001). CV,
coxsackievirus; EV, enterovirus. Figure 1. Kinetics of neutralizing
antibody titers in plasma samples
collected at enrollment and follow-
up from patients infected with
EV-A71 in study of patients with
hand, foot and mouth disease,
Vietnam. A) CVA6 (p = 0.073); B)
CVA10 (p = 0.347); C) CVA16 (p =
0.250); D) EV-A71 (p<0.001). CV,
coxsackievirus; EV, enterovirus. Figure 1. Kinetics of neutralizing
antibody titers in plasma samples
collected at enrollment and follow-
up from patients infected with
EV-A71 in study of patients with
hand, foot and mouth disease,
Vietnam. A) CVA6 (p = 0.073); B)
CVA10 (p = 0.347); C) CVA16 (p =
0.250); D) EV-A71 (p<0.001). CV,
coxsackievirus; EV, enterovirus. Figure 1. Kinetics of neutralizing
antibody titers in plasma samples
collected at enrollment and follow-
up from patients infected with
EV-A71 in study of patients with
hand, foot and mouth disease,
Vietnam. A) CVA6 (p = 0.073); B)
CVA10 (p = 0.347); C) CVA16 (p =
0.250); D) EV-A71 (p<0.001). CV,
coxsackievirus; EV, enterovirus. Emerging Infectious Diseases • www.cdc.gov/eid • Vol. 26, No. 2, February 2020 302 Neutralizing Antibodies in Patients with HFMD RESEARCH RESEARCH CVA10, or CVA16, the 4 most common enterovirus
serotypes responsible for the ongoing HFMD epi
demic in Vietnam and the Asia–Pacific region over
the past few decades. CVA10, or CVA16, the 4 most common enterovirus
serotypes responsible for the ongoing HFMD epi
demic in Vietnam and the Asia–Pacific region over
the past few decades. Figure 3. Association between antibody response (seropositive)
and illness days at enrollment (p<0.001) in study of patients with
hand, foot and mouth disease, Vietnam. There were 82 patients
with antibody titers below assay cutoff, and 38 patients with
antibody titers above assay cutoff. p
In terms of seropositivity, our results showed
that antibody response against homotypic viruses at
or above the titer of the protective level developed
quickly after the onset of illness, with seropositivity
for homotypic viruses changing from <60% at day
0–6 after illness onset (at enrollment) to 97%–100%
at follow-up (7–19 days after the onset of illness). We
could find no existing data obtained from natural in
fection to compare with our results. However, results
obtained from phase 3 vaccine trials have shown that
at day 56 after the administration of the first 2 doses
of inactivated EV-A71 vaccine, 98.5–99.9% of the vol
unteers had neutralizing antibody against EV-A71 at
titers of >1:16 (12–14). Collectively, these data expand
our knowledge about immunogenicity elicited as a
consequence of EV-A71 vaccination and natural in
fection. Coxsackievirus vaccine development has not
gone beyond animal experiments; thus, no similar
data exist for CVA6, CVA10, or CVA16 (15,17). Figure 3. Association between antibody response (seropositive)
and illness days at enrollment (p<0.001) in study of patients with
hand, foot and mouth disease, Vietnam. There were 82 patients
with antibody titers below assay cutoff, and 38 patients with
antibody titers above assay cutoff. (
)
In contrast to the observed data for homotypic vi
ruses, seropositive rates for heterotypic viruses were
recorded in <57% of the patients during the course of
illness. Furthermore, at follow-up, only a small pro
portion (3%–23%) of the patients had seroconverted
for heterotypic viruses, suggesting that cross-neutral
ization among EV-A71, CVA6, CVA10, and CVA16
is absent or occurs in only a small proportion of pa
tients (24,25). Antigenic Difference between Subgenogroup B5
and Emerging Subgenogroup C4 To assess the extent to which infection with sub
genogroup B5 circulating during 2013–2015 could
elicit cross-neutralizing antibody responses against 303 rging Infectious Diseases • www.cdc.gov/eid • Vol. 26, No. 2, February 2020 Emerging Infectious Diseases • www.cdc.gov/eid • Vol. 26, No. 2, February 2020 *p values reflect the results of statistical analysis comparing the geometric mean titers between the 2 time points (enrollme
corresponding enterovirus serotypes. CV, coxsackievirus; EV, enterovirus; HFMD, hand, foot and mouth disease. RESEARCH It cannot, however, be ruled out that
these seropositive and seroconverstion rates, espe
cially among CVA6 patients, were attributable to pre
vious exposure or co-infection with other serotypes
(e.g., CVA16 in the case of CVA6 patients), which
may have been undetected by PCR. Our data sup
port a recent report about recurrent HFMD episodes resulting from reinfection with heterotypic serotypes
in China (9) and the absence of cross-neutralization
among these 4 enterovirus serotypes observed in vac
cine studies (13,16,17). As such, multivalent vaccines
are needed to control HFMD. EV-A71 exists as a single serotype but is geneti
cally divided into several genogroups (e.g., A, B,
and C) and subgenogroups (e.g., C1–C5 and B1–B5). In Vietnam, HFMD has been a major public health
concern since 2011, causing an average of 80,000
hospitalizations per year. The switches between pre
dominant EV-A71 subgenogroups have been well
documented; C4 was responsible for the 2011–2012 Table 3. Geometric mean titers of neutralizing antibodies against enteroviruses in study of patients with hand, foot and mouth disease,
Vietnam*
Virus
Samples
Geometric mean titer (95% CI) of neutralizing antibodies
CVA6
CVA10
CVA16
EV-A71
CVA6
Enrollment
4.9 (3.6–6.7)
13.3 (6.8–26.1)
6.9 (4.3–11.3)
5.0 (3.6–7.0)
Follow-up
151.4 (113.0–202.8)
13.0 (6.4–26.2)
10.8 (5.6–20.8)
6.0 (3.8–9.7)
p value
<0.001
0.83
0.021
0.50
CVA10
Enrollment
6.2 (3.9–9.7)
10.1 (5.7–17.7)
5.3 (3.8–7.2)
5.9 (3.8–9.7)
Follow-up
8.7 (4.8–16.1)
245.5 (181.1–332.7)
6.3 (4.0–10.1)
7.6 (4.3–13.8)
p value
0.063
<0.001
0.098
0.50
CVA16
Enrollment
9.0 (5.0–16.0)
13.6 (6.9–26.7)
10.5 (5.7–18.6)
7.4 (4.3–12.9)
Follow-up
10.3 (5.7–18.7)
14.6 (7.5–28.5)
141.2 (104.547–191.0)
9.8 (5.1–18.7)
p value
0.25
1.0
<0.001
0.098
EV-A71
Enrollment
6.6 (4.2–10.4)
23.2 (11.5–46.7)
7.6 (4.4–13.0)
37.7 (17.9–79.4)
Follow-up
9.4 (5.3–16.7)
18.8 (10.0–35.4)
10.1 (5.4–18.7)
295.1 (260.6–334.2)
p value
0.073
0.31
0.25
<0.001
*p values reflect the results of statistical analysis comparing the geometric mean titers between the 2 time points (enrollment and follow-up) of the
corresponding enterovirus serotypes CV coxsackievirus; EV enterovirus; HFMD hand foot and mouth disease Table 3. Geometric mean titers of neutralizing antibodies against enteroviruses in study of patients with hand, foot and mouth disease, *p values reflect the results of statistical analysis comparing the geometric mean titers between the 2 time points (enrollment and follow-up) of the
corresponding enterovirus serotypes. CV, coxsackievirus; EV, enterovirus; HFMD, hand, foot and mouth disease. Emerging Infectious Diseases • www.cdc.gov/eid • Vol. 26, No. 2, February 2020 304 Neutralizing Antibodies in Patients with HFMD Figure 4. RESEARCH The underlying mechanism
that determines the emergence of certain subgeno
groups in specific localities remains a puzzle; it may
be a consequence of a complex interplay among the
pathogen, the hosts, and public health response, of
which antigenic evolution might play a role (26,27). The fact that all serum samples from subgenogroup
B5—infected patients collected before 2018 could
neutralize the 2018 C4 virus suggests that immuni
ty developed as a consequence of natural infection
with subgenogroup B5 could provide protection
against subgenogroup C4. However, the extent to
which waning immunity (28), as observed from vac
cine trials, may influence the long-term protection
and overall population immunity, in turn resulting
in possible reinfection, which has previously been
reported in China (9), as well as disease emergence,
remains unknown. The underlying mechanism de
termining the emergence of subgenogroup C4 in
Vietnam in 2018 warrants further research. outbreak (18) followed by the predominance of B5
during 2013–2015 (10) and the reemergence of C4 in
2018 (6). Of note, the emergence of C4 in 2018 resulted
in a severe outbreak that caused >130,000 hospital
izations and 17 deaths. The underlying mechanism
that determines the emergence of certain subgeno
groups in specific localities remains a puzzle; it may
be a consequence of a complex interplay among the
pathogen, the hosts, and public health response, of
which antigenic evolution might play a role (26,27). The fact that all serum samples from subgenogroup
B5—infected patients collected before 2018 could
neutralize the 2018 C4 virus suggests that immuni
ty developed as a consequence of natural infection
with subgenogroup B5 could provide protection
against subgenogroup C4. However, the extent to
which waning immunity (28), as observed from vac
cine trials, may influence the long-term protection
and overall population immunity, in turn resulting
in possible reinfection, which has previously been
reported in China (9), as well as disease emergence,
remains unknown. The underlying mechanism de
termining the emergence of subgenogroup C4 in
Vietnam in 2018 warrants further research. Acknowledgments We thank Le Kim Thanh for her logistics support. We are
indebted to the patients who participated in this study. This study was funded by the Wellcome Trust of Great
Britain (grant nos.106680/B/14/Z and 204904/Z/16/Z). About the Author Ms. Nguyet is a research assistant at Oxford University
Clinical Research Unit in Ho Chi Minh City, Vietnam. She
is particularly interested in the application of classical
virology methods as virus isolation and neutralization to
study viruses responsible for emerging infections (hand,
foot and mouth disease) in Vietnam and the region. RESEARCH Neutralizing antibody titers (in binary logarithm) against
subgenogroups C4 and B5 in follow-up plasma samples collected
from 6 patients infected with EV-A71 subgenogroup B5 (p = 1.0)
in study of patients with hand, foot and mouth disease, Vietnam. Information about years of collection is shown alongside the EV-
A71 subgenogroup on the x-axis. EV, enterovirus. in the Asia–Pacific region, whereas >20 enterovirus
serotypes have been reported to be associated with
HFMD in the region. Furthermore, because of the
unavailability of plasma samples, we were not able
to informatively assess the antigenic relationship be
tween EV-A71 subgenogroups responsible for major
HFMD outbreaks in Vietnam since 2011 (C4 and B5)
with proper sample size. Likewise, our syndromic
hospital-based surveillance may have missed atypical
HFMD cases. Together with the convenience sample
used, these limitations may lower the level of gener
alizability of the obtained results to some extent. In
addition, we were unable to obtain long-term follow-
up blood samples from HFMD cases after hospital
discharge. Therefore, evaluation of antibody kinetics
and the waning antibody profiles of the natural infec
tion beyond the sampling period of the current study
remain unknown. In summary, because human infection with 1
HFMD-causing enterovirus serotype can elicit neu
tralizing antibodies against homotypic viruses, our
results support previous reports about the potential
benefit of monovalent EV-A71 vaccine in reducing
the incidence of EV-A71–associated HFMD (29). The
data also emphasize the requirement for multivalent
vaccines to control HFMD. Our results offer evidence
that is essential for the development of intervention
strategies, especially multivalent vaccines, and the
design of seroepidemiologic studies. Figure 4. Neutralizing antibody titers (in binary logarithm) against
subgenogroups C4 and B5 in follow-up plasma samples collected
from 6 patients infected with EV-A71 subgenogroup B5 (p = 1.0)
in study of patients with hand, foot and mouth disease, Vietnam. Information about years of collection is shown alongside the EV-
A71 subgenogroup on the x-axis. EV, enterovirus. outbreak (18) followed by the predominance of B5
during 2013–2015 (10) and the reemergence of C4 in
2018 (6). Of note, the emergence of C4 in 2018 resulted
in a severe outbreak that caused >130,000 hospital
izations and 17 deaths. 1. Ooi MH, Wong SC, Lewthwaite P, Cardosa MJ, Solomon T.
Clinical features, diagnosis, and management of
enterovirus 71. Lancet Neurol. 2010;9:1097–105.
https://doi.org/10.1016/S1474-4422(10)70209-X
2. Solomon T, Lewthwaite P, Perera D, Cardosa MJ, McMinn P,
Ooi MH. Virology, epidemiology, pathogenesis, and control
of enterovirus 71. Lancet Infect Dis. 2010;10:778–90.
https://doi.org/10.1016/S1473-3099(10)70194-8 1. Ooi MH, Wong SC, Lewthwaite P, Cardosa MJ, Solomon T.
Clinical features, diagnosis, and management of
enterovirus 71. Lancet Neurol. 2010;9:1097–105.
https://doi.org/10.1016/S1474-4422(10)70209-X RESEARCH https://doi.org/10.1016/j.vaccine.2018.05.005 3. Österback R, Vuorinen T, Linna M, Susi P, Hyypiä T,
Waris M. Coxsackievirus A6 and hand, foot, and mouth
disease, Finland. Emerg Infect Dis. 2009;15:1485–8. https://doi.org/10.3201/eid1509.090438 18. Khanh TH, Sabanathan S, Thanh TT, Thoa PK, Thuong TC,
Hang V, et al. Enterovirus 71-associated hand, foot, and
mouth disease, southern Vietnam, 2011. Emerg Infect Dis. 2012;18:2002–5. https://doi.org/10.3201/eid1812.120929 4. Abedi GR, Watson JT, Nix WA, Oberste MS, Gerber SI. Enterovirus and parechovirus surveillance—United States,
2014–2016. MMWR Morb Mortal Wkly Rep. 2018;67:515–8. https://doi.org/10.15585/mmwr.mm6718a2 p
g
19. Thanh TT, Anh NT, Tham NT, Van HM, Sabanathan S,
Qui PT, et al. Validation and utilization of an internally
controlled multiplex real-time RT-PCR assay for
simultaneous detection of enteroviruses and enterovirus
A71 associated with hand foot and mouth disease. Virol J. 2015;12:85. https://doi.org/10.1186/s12985-015-
0316-2 5. Kimmis BD, Downing C, Tyring S. Hand-foot-and-mouth
disease caused by coxsackievirus A6 on the rise. Cutis. 2018;
102:353–6. 6. Nhan LNT, Hong NTT, Nhu LNT, Nguyet LA, Ny NTH,
Thanh TT, et al. Severe enterovirus A71 associated hand,
foot and mouth disease, Vietnam, 2018: preliminary report
of an impending outbreak. Euro Surveill. 2018;23. https://doi.org/10.2807/1560-7917.ES.2018.23.46.1800590 20. Nix WA, Oberste MS, Pallansch MA. Sensitive, seminested
PCR amplification of VP1 sequences for direct identification
of all enterovirus serotypes from original clinical specimens. J Clin Microbiol. 2006;44:2698–704. https://doi.org/10.1128/
JCM.00542-06 7. Anh NT, Nhu LNT, Van HMT, Hong NTT, Thanh TT,
Hang VTT, et al. Emerging coxsackievirus A6 causing
hand, foot and mouth disease, Vietnam. Emerg Infect Dis. 2018;24:654–62. https://doi.org/10.3201/eid2404.171298 21. Tan V, Tuyen NT, Thanh TT, Ngan TT, Van HM,
Sabanathan S, et al. A generic assay for whole-genome
amplification and deep sequencing of enterovirus A71. J
Virol Methods. 2015;215-216:30–6. https://doi.org/10.1016/
j.jviromet.2015.02.011 g
8. Hoang MTV, Nguyen TA, Tran TT, Vu TTH, Le NTN,
Nguyen THN, et al. Clinical and aetiological study of hand,
foot and mouth disease in southern Vietnam, 2013–2015:
inpatients and outpatients. Int J Infect Dis. 2019;80:1–9. https://doi.org/10.1016/j.ijid.2018.12.004 j j
22. Kroneman A, Vennema H, Deforche K, van der Avoort H,
Peñaranda S, Oberste MS, et al. An automated genotyping
tool for enteroviruses and noroviruses. J Clin Virol. 2011;51:121–5. https://doi.org/10.1016/j.jcv.2011.03.006 9. Huang J, Liao Q, Ooi MH, Cowling BJ, Chang Z, Wu P,
et al. Epidemiology of recurrent hand, foot and mouth
disease, China, 2008–2015. Emerg Infect Dis. 2018;24. https://doi.org/10.3201/eid2403.171303 p
g
j j
23. Tran CB, Nguyen HT, Phan HT, Tran NV, Wills B, Farrar J,
et al. RESEARCH The seroprevalence and seroincidence of enterovirus71
infection in infants and children in Ho Chi Minh City, Viet
Nam. PLoS One. 2011;6:e21116. https://doi.org/10.1371/
journal.pone.0021116 10. Van HMT, Anh NT, Hong NTT, Nhu LNT, Nguyet LA,
Thanh TT, et al. Enterovirus A71 phenotypes causing
hand, foot and mouth disease, Vietnam. Emerg Infect Dis. 2019;25:788–91. https://doi.org/10.3201/eid2504.181367 j
p
24. Takahashi S, Metcalf CJE, Arima Y, Fujimoto T, Shimizu H,
Rogier van Doorn H, et al. Epidemic dynamics,
interactions and predictability of enteroviruses associated
with hand, foot and mouth disease in Japan. J R Soc Interface
2018;15:20180507. https://doi.org/10.1098/rsif.2018.0507i 11. Xing W, Liao Q, Viboud C, Zhang J, Sun J, Wu JT, et al. Hand, foot, and mouth disease in China, 2008–12: an
epidemiological study. Lancet Infect Dis. 2014;14:308–18. https://doi.org/10.1016/S1473-3099(13)70342-6 25. Pons-Salort M, Grassly NC. Serotype-specific immunity
explains the incidence of diseases caused by human
enteroviruses. Science. 2018;361:800–3. https://doi.org/
10.1126/science.aat6777 p
g
(
)
12. Zhu F-C, Meng F-Y, Li J-X, Li XL, Mao QY, Tao H, et al. Efficacy, safety, and immunology of an inactivated
alum-adjuvant enterovirus 71 vaccine in children in China:
a multicentre, randomised, double-blind, placebo-
controlled, phase 3 trial. Lancet. 2013;381:2024–32. https://doi.org/10.1016/S0140-6736(13)61049-1 26. Huang SW, Tai CH, Fonville JM, Lin CH, Wang SM,
Liu CC, et al. Mapping enterovirus A71 antigenic
determinants from viral evolution. J Virol. 2015;89:11500–6. https://doi.org/10.1128/JVI.02035-15 13. Li R, Liu L, Mo Z, Wang X, Xia J, Liang Z, et al. An
inactivated enterovirus 71 vaccine in healthy children. N Engl J Med. 2014;370:829–37. https://doi.org/10.1056/
NEJMoa1303224i 27. Huang SW, Hsu YW, Smith DJ, Kiang D, Tsai HP, Lin KH,
et al. Reemergence of enterovirus 71 in 2008 in Taiwan:
dynamics of genetic and antigenic evolution from 1998 to
2008. J Clin Microbiol. 2009;47:3653–62. https://doi.org/
10.1128/JCM.00630-09 14. Zhu F, Xu W, Xia J, Liang Z, Liu Y, Zhang X, et al. Efficacy,
safety, and immunogenicity of an enterovirus 71 vaccine
in China. N Engl J Med. 2014;370:818–28. https://doi.org/
10.1056/NEJMoa1304923 /
28. Liu L, Mo Z, Liang Z, Zhang Y, Li R, Ong KC, et al. Immunity and clinical efficacy of an inactivated enterovirus
71 vaccine in healthy Chinese children: a report of further
observations. BMC Med. 2015;13:226. https://doi.org/
10.1186/s12916-015-0448-7 15. Fang CY, Liu CC. Recent development of enterovirus A
vaccine candidates for the prevention of hand, foot, and
mouth disease. Expert Rev Vaccines. 2018;17:819–31. https://doi.org/10.1080/14760584.2018.1510326 29. References 1. Ooi MH, Wong SC, Lewthwaite P, Cardosa MJ, Solomon T. Clinical features, diagnosis, and management of
enterovirus 71. Lancet Neurol. 2010;9:1097–105. https://doi.org/10.1016/S1474-4422(10)70209-X p
g
(
)
2. Solomon T, Lewthwaite P, Perera D, Cardosa MJ, McMinn P,
Ooi MH. Virology, epidemiology, pathogenesis, and control
of enterovirus 71. Lancet Infect Dis. 2010;10:778–90. https://doi.org/10.1016/S1473-3099(10)70194-8 Our study has some limitations. We based our
analysis on only the 4 predominant serotypes cur
rently responsible for the ongoing HFMD epidemics 305 Emerging Infectious Diseases • www.cdc.gov/eid • Vol. 26, No. 2, February 2020 Address for correspondence: Lam Anh Nguyet or Le Van Tan,
Oxford University Clinical Research Unit, Ho Chi Minh City,
Vietnam; email: nguyetla@oucru.org or tanlv@oucru.org RESEARCH Takahashi S, Liao Q, Van Boeckel TP, Xing W, Sun J,
Hsiao VY, et al. Hand, foot, and mouth disease in China:
modeling epidemic dynamics of enterovirus serotypes and
implications for vaccination. PLoS Med. 2016;13:e1001958. https://doi.org/10.1371/journal.pmed.1001958 g
16. Zhang W, Dai W, Zhang C, Zhou Y, Xiong P, Wang S, et al. A virus-like particle-based tetravalent vaccine for hand,
foot, and mouth disease elicits broad and balanced
protective immunity. Emerg Microbes Infect. 2018;7:1–12. https://doi.org/10.1038/s41426-018-0094-1 g
17. Lim H, In HJ, Lee JA, Sik Yoo J, Lee SW, Chung GT, et al. The immunogenicity and protection effect of an inactivated
coxsackievirus A6, A10, and A16 vaccine against hand,
foot, and mouth disease. Vaccine. 2018;36:3445–52. 306 Emerging Infectious Diseases • www.cdc.gov/eid • Vol. 26, No. 2, February 2020
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Comparison of analyses of the XVth QTLMAS common dataset III: Genomic Estimations of Breeding Values
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© 2012 Le Roy et al.; licensee BioMed Central Ltd. This is an Open Access article distributed under the terms of the Creative Commons
Attribution License (http://creativecommons.org/licenses/by/2.0), which permits unrestricted use, distribution, and reproduction in
any medium, provided the original work is properly cited. Abstract Background: The QTLMAS XVth dataset consisted of pedigree, marker genotypes and quantitative trait
performances of animals with a sib family structure. Pedigree and genotypes concerned 3,000 progenies among
those 2,000 were phenotyped. The trait was regulated by 8 QTLs which displayed additive, imprinting or epistatic
effects. The 1,000 unphenotyped progenies were considered as candidates to selection and their Genomic
Estimated Breeding Values (GEBV) were evaluated by participants of the XVth QTLMAS workshop. This paper aims at
comparing the GEBV estimation results obtained by seven participants to the workshop. Methods: From the known QTL genotypes of each candidate, two “true” genomic values (TV) were estimated by
organizers: the genotypic value of the candidate (TGV) and the expectation of its progeny genotypic values (TBV). GEBV were computed by the participants following different statistical methods: random linear models (including
BLUP and Ridge Regression), selection variable techniques (LASSO, Elastic Net) and Bayesian methods. Accuracy
was evaluated by the correlation between TV (TGV or TBV) and GEBV presented by participants. Rank correlation of
the best 10% of individuals and error in predictions were also evaluated. Bias was tested by regression of TV on
GEBV. Results: Large differences between methods were found for all criteria and type of genetic values (TGV, TBV). In
general, the criteria ranked consistently methods belonging to the same family. Conclusions: Bayesian methods - A<B<C<Cπ - were the most efficient whatever the criteria and the True Value
considered (with the notable exception of the MSEP of the TBV). The selection variable procedures (LASSO, Elastic
Net and some adaptations) performed similarly, probably at a much lower computing cost. The TABLUP, which
combines BayesB and GBLUP, generally did well. The simplest methods, GBLUP or Ridge Regression, and even
worst, the fixed linear model, were much less efficient. recently made operational by SNP chips which provide
tens of thousands genotypes per individual. The seminal
paper of Meuwissen et al. [2] presented a few statistical
approaches of these Genomic Estimated Breeding Values
(GEBV). A large literature followed, describing and com-
paring various methods. Comparison of analyses of the XVth QTLMAS
common dataset III: Genomic Estimations of
Breeding Values Pascale Le Roy1,2*, Olivier Filangi1,2, Olivier Demeure1,2, Jean-Michel Elsen3 From 15th European workshop on QTL mapping and marker assisted selection (QTLMAS
Rennes, France. 19-20 May 2011 Le Roy et al. BMC Proceedings 2012, 6(Suppl 2):S3
http://www.biomedcentral.com/1753-6561/6/S2/S3 Le Roy et al. BMC Proceedings 2012, 6(Suppl 2):S3
http://www.biomedcentral.com/1753-6561/6/S2/S3 PROCEEDINGS Open Access * Correspondence: Pascale.LeRoy@rennes.inra.fr
1INRA, UMR1348 PEGASE, Domaine de la Prise, 35590 Saint-Gilles, France
Full list of author information is available at the end of the article Computation of the true genotypic and breeding values “True” genetic values of the candidates to selection were
calculated from simulated QTL genotypes information. Two values were calculated for each candidate. Firstly, a
True Genotypic Value (TGV) defined as the sum of the
5 chromosomal genotypic values corresponding to the
candidate genotypes at each of these chromosomes. The
TGV of candidate i, TGVi depends on its QTL geno-
types (g1
i , g2
i ...g5
i ) and on the QTL effects (aj) given in
the Table 1 of Elsen et al. [8]: Variable selection procedures were proposed to better
fit this biological knowledge. In [2], a stepwise proce-
dure, including a QTL detection step through single
segments regression analyses, was envisaged in the least
square framework. The efficiency for genomic evaluation
of more advanced penalized regression approaches were
evaluated, like sparse PLS [4], LASSO [5] or Elastic Net
[6], which all allow the vast majority of loci to have null
regression coefficients. On the other hand, Bayesian methods were proposed to
take into account the between chromosome segments
variances heterogeneity. In BayesA [2], each chromosome
segment is given its own variance, all segments contribut-
ing to the variability. This last hypothesis is made free
with other Bayesian techniques which assume that only a
fraction π of the segments carry QTL: BayesB keeps the
between segments variance heterogeneity, while BayesC
considers a single variance for the active segments. In
BayesCπ, the proportion π is estimated from the data [7]. TGVi =
5
j=1
aj(gj
i) Secondly, the expectation of the genotypic value of
candidate’s progenies was calculated, according to the
same principle, i.e. as a sum of chromosomal genotypic
values. It depends on the QTL genotypes of the candi-
date, on the QTL effects and on the frequencies of QTL
genotypes in the population, i.e. the QTL genotypes
probabilities of the mate of the candidate. This breeding
value was noted TBVi: The QTLMAS XVth dataset consisted of the pedigree,
marker genotypes and quantitative trait performances of
animals with a sib family structure [8]. Pedigree and geno-
types concerned 3,000 progenies among those 2,000 were
phenotyped. The trait was regulated by 8 QTLs which dis-
played additive, imprinting or epistatic effects. The 1,000
unphenotyped progenies were considered as candidates to
selection. Simulated data The simulated data set was described by Elsen et al. [8]. Briefly, the population comprised 3,000 individuals born
from 20 sires and 200 dams , i.e. 10 dams per sire. Within
each family, 10 progenies were assigned phenotypes and
marker genotypes and 5 were assigned only marker geno-
types. A total of 10,000 SNPs carried by 5 chromosomes
of 1 Morgan each were simulated. Eight QTLs were
simulated: one quadri-allelic additive QTL with a large
effect on Chr1, two linked QTLs in phase on Chr2, two
linked QTLs in repulsion on Chr3, one imprinted QTL
on Chr4 and two interacting QTLs on Chr5. Random
noise was added giving an heritability coefficient of 0.30. Background In 1990, Lande and Thompson [1] defined a two steps
marker assisted selection procedure. Firstly, apparent
effects of markers were estimated in a reference popula-
tion. Secondly, during n generations, breeding values of
candidates to selection were calculated from these esti-
mated effects giving a so called Molecular Scores. These
ideas, which founded the genomic selection, were more These methods could be classified according to the
assumption made concerning the variance of chromosome
segments effects. The simplest assumption, assumed in
BLUP methodology [2] or Ridge Regression [3], is that the
variance of these effects is equal for all chromosome * Correspondence: Pascale.LeRoy@rennes.inra.fr
1INRA, UMR1348 PEGASE, Domaine de la Prise, 35590 Saint-Gilles, France
Full list of author information is available at the end of the article Le Roy et al. BMC Proceedings 2012, 6(Suppl 2):S3
http://www.biomedcentral.com/1753-6561/6/S2/S3 Page 2 of 6 The marker density, linkage disequilibrium (LD) and
minor allele frequency (MAF) were similar to real life
parameters. segments. However, this hypothesis is not consistent with
classical genetic prior, and observations, that only a few
chromosome segments contain QTL, with various extent
of their effects, while most chromosome segments do not
contain QTL. Computation of the true genotypic and breeding values Participants of the XVth QTLMAS workshop
were invited to predict GEBV of these 1,000 individuals
and to send to the organizers the description of their meth-
ods and results before the meeting. This paper aims at
comparing the GEBV estimations obtained by participants
to the workshop. Comparing the results obtained by the
different groups should provide insight into determining
which method is best fitted to analyze this kind of data set. TBVi =
5
j=1
n
gj=1
prob(gj/gj
i) ∗aj(gj) where the gj are the n QTL possible genotypes on the
chromosome j (n=(10,9,9,4,9) for the chromosomes 1 to
5 respectively), prob(gj/gj
i) is the probability of the geno-
type gj for the progeny of the candidate i given the can-
didate’s genotype and aj (gj) is the genotypic value
associated to that QTL genotype (Table 1 in [8]). Con-
cerning the QTL6 on chromosome 4, which was
imprinted, candidates were considered as those which
give the allele expressed by their progeny. Methods The participants were sent the TGV and TBV only
after the meeting. Methods used by the participants The participants estimated Genomic Estimated Breeding
Values, noted GEBV in the following, and sent them, with
a short description of the methods used, to organizers
before the meeting. A total of 27 methods were studied by
the participants (table 1). Most of them belong to the
three categories which were presented in the introduction:
(i) (G)BLUP methods - including Ridge regression [9],
GBLUP describing dominance effect [10] and TABLUP
[11] where the genomic matrix includes information about
the SNP effect variance (here estimated using BayesB) [12] Le Roy et al. BMC Proceedings 2012, 6(Suppl 2):S3
http://www.biomedcentral.com/1753-6561/6/S2/S3 Page 3 of 6 Table 1 Methods used by the participants to the XVth QTLMAS workshop
First
author
Label
Method
Description
Shariati
BayesS_1
2 steps (all SNP)
First step: a GBLUP giving estimation of SNP effects. Groups of size 150, 75 (SPNa) or 50 (SNPb) are made
assembling SNP of similar effect. Second step: BayesA with all or a limited (1500 or 450) number of SNP and a unique SNP effect variance
per group. BayesS_2
2 steps (1500
SNP)
BayesS_3
2 steps-Bayes
(450 SNPa)
BayesS_4
2 steps-Bayes
(450 SNPb)
Ogutu
RR
Ridge
regression
GBLUP_O
GBLUP
Qualified Ridge Regression BLUP by the authors
LASSO_O
LASSO
LASSO_ad
Adaptative
LASSO
Following Zou [21], data-driven weights are added to the penalty to force LASSO to be consistent
EN
Elastic net
EN_ad
Adaptative EN
Mixture of adaptative lasso and EN
Wang
BayesA_W
BayesA
BayesB_W
BayesB
BayesCπ_W BayesCπ
TABLUP
TABLUP
In the genomic matrix, loci IBD probability estimations are weighted by their effect variance estimated
from BayesB [11]
GBLUP_W
GBLUP
Mucha
AM
Animal model
All models are estimating haplotypes effects. Haplotypes are obtained using the PHASE software [18]. RM1 and RM2 differ by the estimation of the haplotype effect variance
FM
Fixed effect
RM1
Random model
1
RM2
Random model
2
Zeng
GBLUPa_Z
GBLUP1
Additive effect only
GBLUPd_Z
GBLUP2
Additive and dominance effect
BayesB _W
BayesB
BayesCπ_W BayesCπ
Usai
LASSO_Uc
LASSO-LARS
classic
The penalty is describes as ∑|bj|≤t. In the LASSO-LARS classic, the t parameter is the average number of
active SNP in 1000 simulations. Methods used by the participants In strategy 1, the number which occurred more than 5% of the times and
in strategy 2, which minimized a selection criteria
LASSO_Uc1 LASSO-LARS
strategy 1
LASSO_Uc2 LASSO-LARS
strategy 2
Schurink
BayesZ
BayesZ
Similar to BayesCπ, with a Bernoulli prior for π Table 1 Methods used by the participants to the XVth QTLMAS workshop Similar to BayesCπ, with a Bernoulli prior for π (ii) Selection variable procedures - LASSO and Elastic Net,
including adaptative versions which aim at forcing the
LASSO to be consistent, i.e. to correctly estimate the sub-
set of zero coefficients with a probability tending to 1
[9,13] and (iii) Bayesian approaches [12,10] - including the
BayesZ [14,15] and a new two-steps Bayes procedure
intermediate between the BayesA or B (one variance for (ii) Selection variable procedures - LASSO and Elastic Net,
including adaptative versions which aim at forcing the
LASSO to be consistent, i.e. to correctly estimate the sub-
set of zero coefficients with a probability tending to 1
[9,13] and (iii) Bayesian approaches [12,10] - including the
BayesZ [14,15] and a new two-steps Bayes procedure
intermediate between the BayesA or B (one variance for each SNP) and the BayesC (a single variance for the active
SNP), with a grouping of SNP based on their effect esti-
mated with a GBLUP [16]. This method will be given the
“BayesS” acronym in the following. Mucha et al. [17] used
simple linear models (fixed or random) with the idea of
estimating haplotype rather than SNP effects, the haplo-
types being inferred with the PHASE software [18]. Le Roy et al. Methods used by the participants BMC Proceedings 2012, 6(Suppl 2):S3
http://www.biomedcentral.com/1753-6561/6/S2/S3 Page 4 of 6 Table 3 Comparison of True Breeding Values estimations
First author
Label
r
rank
bias
MSE
Shariati
BayesS_1
0.84
0.48
0.33
12.92
BayesS_2
0.84
0.47
0.33
12.94
BayesS_3
0.83
0.49
0.33
13.37
BayesS_4
0.82
0.49
0.32
13.62
Ogutu
RR
0.83
0.52
0.45
5.55
GBLUP_O
0.81
0.51
0.39
8.23
LASSO_O
0.87
0.55
0.43
6.44
LASSO_ad
0.88
0.60
0.37
9.94
EN
0.87
0.52
0.44
5.86
EN_ad
0.81
0.48
0.33
12.01
Wang
BayesA_W
0.86
0.61
0.38
9.07
BayesB_W
0.89
0.66
0.38
9.12
BayesCπ_W
0.88
0.65
0.39
9.00
TABLUP
0.88
0.64
0.36
10.88
GBLUP_W
0.77
0.48
0.46
4.98
Mucha
AM
0.59
0.37
0.40
5.93
FM
0.47
0.44
0.13
43.01
RM1
0.70
0.34
0.68
2.54
RM2
0.70
0.34
0.65
2.68
Zeng
GBLUPa_Z
0.82
0.50
0.40
7.61
GBLUPd_Z
0.81
0.49
0.40
7.59
BayesB _W
0.89
0.66
0.38
9.22
BayesCπ_W
0.89
0.66
0.39
8.84
Usai
LASSO_Uc
0.86
0.53
0.45
5.66
LASSO_Uc1
0.86
0.62
0.37
9.54
LASSO_Uc2
0.87
0.55
0.43
6.48
Schurink
BayesZ
0.87
0.63
0.39
5.20
(r=Pearson correlation between TBV and GEBV, rank=rank correlation of the
best 10% TBV, bias = regression coefficient between TBV and GEBV, MSE=
mean squared error of prediction of TBV by GEBV) Results They are presented in table 2 (TGV) and 3 (TBV). The
ranking is nearly the same for those two values. Table 2 Comparison of True Genomic Values estimations
First author
Label
r
rank
bias
MSE
Shariati
BayesS_1
0.86
0.53
0.89
7.51
BayesS_2
0.86
0.53
0.89
7.52
BayesS_3
0.86
0.53
0.88
7.85
BayesS_4
0.85
0.55
0.87
8.00
Ogutu
RR
0.85
0.54
1.19
8.44
GBLUP_O
0.90
0.52
1.11
5.55
LASSO_O
0.92
0.63
1.09
4.67
LASSO_ad
0.92
0.62
1.02
4.30
EN
0.92
0.62
1.23
4.96
EN_ad
0.90
0.40
0.97
5.48
Wang
BayesA_W
0.92
0.65
1.06
4.15
BayesB_W
0.93
0.70
1.05
3.66
BayesCπ_W
0.93
0.70
1.06
3.63
TABLUP
0.91
0.68
0.97
4.59
GBLUP_W
0.78
0.37
1.20
11.71
Mucha
AM
0.61
0.36
1.06
17.57
FM
0.49
0.32
0.35
43.17
RM1
0.70
0.38
1.77
16.65
RM2
0.71
0.38
1.69
16.30
Zeng
GBLUPa_Z
0.82
0.53
1.04
8.94
GBLUPd_Z
0.81
0.52
1.04
9.46
BayesB _W
0.93
0.71
1.05
3.63
BayesCπ_W
0.94
0.72
1.07
3.41
Usai
LASSO_Uc
0.92
0.62
1.25
5.04
LASSO_Uc1
0.90
0.64
1.02
5.30
LASSO_Uc2
0.92
0.63
1.09
4.66
Schurink
BayesZ
0.90
0.60
1.06
5.20
r=Pearson correlation between TGV and GEBV, rank=rank correlation of the
best 10% TGV, bias = regression coefficient between TGV and GEBV, MSEP=
mean squared error of prediction of TGV by GEBV. Table 2 Comparison of True Genomic Values estimations (r=Pearson correlation between TBV and GEBV, rank=rank correlation of the
best 10% TBV, bias = regression coefficient between TBV and GEBV, MSE=
mean squared error of prediction of TBV by GEBV) Comparison criteria Table 3 Comparison of True Breeding Values estimations Results (GEBV as given by the participants) were com-
pared based on 4 criteria. For each criteria, the two
True Values (TGV and TBV) were considered. Accuracy
of GEBV was calculated as the Pearson’s correlation
between the TV and the GEBV. Ability to identify the
best individuals was assessed from the Spearman’s rank
correlation between the TV and the GEBV in the top
10% of TV. Bias was assessed from the linear regression
coefficient (named also the regression slope) of the TV
on the GEBV. Finally, mean squared error of prediction
was calculated on GEBV and TV centered on zero. Author details 1INRA, UMR1348 PEGASE, Domaine de la Prise, 35590 Saint-Gilles, France. 2Agrocampus OUEST, UMR1348 PEGASE, 65 rue de St Brieuc, 35042 Rennes,
France. 3INRA UR0631 SAGA, chemin de borde rouge, BP 52627, 31326
Castanet-Tolosan, France. Conclusions Even if all tendencies were observed for both groups of
correlations, the correlations between GEBV and the TBV
were always lower than the correlations between GEBV
and TGV. These last correlations were always lower than
the former. The very general tendency is a better ranking of the
Bayesian methods, in the alphabetic order (A<B<C<Cπ)
whatever the criteria and the True Value considered
(with the notable exception of the MSEP of the TBV). The Selection variable procedures (LASSO, Elastic Net
and some adaptations) performed similarly, probably at a
much lower computing cost. The TABLUP, which com-
bines BayesB and GBLUP, generally did well. The sim-
plest methods, GBLUP or Ridge Regression, and even
worst, the fixed linear model, were much less efficient. The approach followed by Mucha et al. [17] to incorpo-
rate haplotype information was not efficient. List of abbreviations used
l
l
d
l List of abbreviations used
SNP: Single Nucleotide Polymorphism; QTL: Quantitative Trait Locus; MAF:
Minor Allele Frequency; LD: Linkage Disequilibrium; GEBV: Genomic
Estimated Breeding Value; TBV: True Breeding Value; TGV: True Genomic
Value; LASSO: Least Absolute Shrinkage and Selection Operators; EN: Elastic
Net; MSEP: Mean Squared Error of Prediction; GBLUP: Genomic Best Linear
Unbiased Prediction. The rank correlation between GEBV and TBV is gen-
erally lower than the GEBV-TGV one, with some excep-
tions (GBLUP [12], animal and fixed models [17],
adaptative EN [9]). Mean squared error of prediction (MSEP) The results are still very consistent with the other cri-
teria. The Bayesian techniques (excluding BayesS) and
the selection variable techniques (LASSO or EN) gave
the more precise estimations of the TGV. TABLUP was
in the same range. The GBLUP and BayesS performed Authors’ contributions OD and OF collected and processed the data files. PLR analyzed the data. PLR and JME wrote the manuscript. All authors contributed to the ideas and
methods, and read and approved the manuscript. Accuracy The Pearson correlation between GEBV and the TV were
consistent within type of technique used. The range was
large, from 0.49 (GEBV- TGV correlation, 0.47 for
GEBV-TBV) for the Mucha et al. [15] fixed effect model
to 0.94 (GEBV- TGV correlation, 0.89 for GEBV-TBV)
for the Zeng et al. [10] BayesCπ. The highest correlations
were obtained with the Bayesian approaches, with a very
good performance of BayesCπ [10,12] which overper-
formed BayesZ, a similar approach based on an alterna-
tive prior. The very limited number of QTL simulated in
the dataset, a situation far from the BayesZ prior, is a
possible explanation for this difference. The same argu-
ment could explain the lower performance of the BayesS
[16], where SNP effects are assembled in groups of simi-
lar effects. The TABLUP, which mixes BayesB estimation
and GBLUP, was intermediate between the “classical”
and the new Bayesian approaches of Shariati et al. [16]. Le Roy et al. BMC Proceedings 2012, 6(Suppl 2):S3
http://www.biomedcentral.com/1753-6561/6/S2/S3 Le Roy et al. BMC Proceedings 2012, 6(Suppl 2):S3
http://www.biomedcentral.com/1753-6561/6/S2/S3 Page 5 of 6 not as well and Mucha et al. haplotypes models [17] did
very badly. The variable selection procedures can work nearly as
well as the BayesB or C, in particular the LASSO and
Elastic net [9,13]. However the adaptative Elastic Net
did not give the expected improvement. The MSEP of the TBV were quite different and were
above or under the TGV MSEP depending on the method. The more precise estimation was given by the Mucha et al. [17] random model. LASSO, EN and GBLUP were satisfy-
ing, while the Bayesian approaches (in particular the
BayesS) provided high Mean Squared Error of Prediction. The GBLUP performances were more variable with a
very low correlation given by the Mucha et al. [17] version
based on haplotypes, and higher values for the Zeng et al. [10] and Ogutu et al. [9] proposals. Finally, the fixed effect
linear model was far below all other methods. Regression coefficient (or regression slope) Unbiased estimators are supposed to have a regression
coefficient of 1. Most of the regression coefficients
observed were in the range 0.85-1.25. The ranking of the
Bayesian techniques were consistently correct, while the
coefficient were more variable for the other approaches. Three of the methods proposed by Mucha et al. [15]
clearly gave biased estimations (the fixed and both random
models). Acknowledgements This article has been published as part of BMC Proceedings Volume 6
Supplement 2, 2012: Proceedings of the 15th European workshop on QTL
mapping and marker assisted selection (QTL-MAS). The full contents of the
supplement are available online at http://www.biomedcentral.com/bmcproc/
supplements/6/S2. Rank correlation As compared to the Pearson’s correlation, this criteria,
which illustrates how methods can capture the best indivi-
duals, shows a similar range (0.32 to 0.72, i.e. 0.4 points of
correlation between extreme situations), i.e. the fixed
model and the BayesCπ. Globally the classification
between groups of methods is the same: Bayes methods
outperformed the selection variable approaches, the
GBLUP family arrived last in the classification. The only
exception was the TABLUP which was positioned between
the two first groups. However, within some groups, differ-
ences were exacerbated. This was particularly true for the
Bayes group, where the ranking BayesCπ > BayesB >
BayesA > BayesZ > BayesS was preserved, and even more
for the Ogutu et al. [9] selection variable, with a very low
correlation observed for the adaptative Elastic Net. Nota-
bly the random model proposed by Mucha et al. [17] fell
in the worst positions with this criterion. These observations are consistent with the results pre-
sented in the previous analyses of QTLMAS data [19-21],
even if the genetic architecture simulated was restricted
to a quite limited (8) number of QTL. It may be that this
oligogenic situation did not work in favor of methods
probably more suited to highly polygenic cases, such as
BayesS [16] or BayesZ [15]. References Ogutu JO, Schulz-Streeck T, Piepho HP: Genomic selection using
regularized linear regression models: ridge regression, lasso, elastic net
and their extensions. In Proceedings of the XVth QTLMAS Workshop: 19-20
May 2011; Rennes France Demeure O, Elsen JM, Filangi O, Le Roy P 2012. 10. Zeng J, Pszczola M, Wolc A, Strabel T, Fernando RL, Garrick DJ, Dekkers JCM:
Genomic Breeding Value Prediction and QTL mapping of QTLMAS2011
data using Bayesian and GBLUP methods. In Proceedings of the XVth
QTLMAS Workshop: 19-20 May 2011; Rennes France Demeure O, Elsen JM,
Filangi O, Le Roy P 2012. 11. Zhang Z, Liu J, Ding X, Bijma P, de Koning DJ, Zhang Q: Best Linear
Unbiased Prediction of Genomic Breeding Values Using a Trait-Specific
Marker-Derived Relationship Matrix. PLoS ONE 2010, 5(9):e12648. 12. Wang CL, Ma PP, Zhang Z, Ding XD, Liu JF, Fu WX, Weng ZQ, Zhang Q:
Comparison of five methods for genomic breeding value estimation for
the common dataset of the 15th QTL-MAS Workshop. In Proceedings of
the XVth QTLMAS Workshop: 19-20 May 2011; Rennes France Demeure O,
Elsen JM, Filangi O, Le Roy P 2012. 13. Usai MG, Carta A, Casu S: Alternative strategies for selecting subsets of
predicting SNPs by LASSO-LARS procedure. In Proceedings of the XVth
QTLMAS Workshop: 19-20 May 2011; Rennes France Demeure O, Elsen JM,
Filangi O, Le Roy P 2012. 14. Janss LLG: Bayz manual version 2.03 Leiden, The Netherlands, Janss
Biostatistics; 2010. 15. Schurink A, Janss LLG, Heuven HCM: Bayesian Variable Selection to
identify QTL affecting a simulated quantitative trait. In Proceedings of the
XVth QTLMAS Workshop: 19-20 May 2011; Rennes France Demeure O, Elsen
JM, Filangi O, Le Roy P 2012. 16. Shariati MM, Sorensen P, Janss L: A two step Bayesian approach for
genomic prediction of breeding values. In Proceedings of the XVth QTLMAS
Workshop: 19-20 May 2011; Rennes France Demeure O, Elsen JM, Filangi O,
Le Roy P 2012. Submit your next manuscript to BioMed Central
and take full advantage of:
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Submit your manuscript at
www.biomedcentral.com/submit Submit your next manuscript to BioMed Central
and take full advantage of: Submit your next manuscript to BioMed Central
and take full advantage of: 17. References 1. Lande R, Thompson R: Efficiency marker assisted selection in the
improvement of quantitative traits. Genetics 1990, 124:743-756. 1. Lande R, Thompson R: Efficiency marker assisted selection in the
improvement of quantitative traits. Genetics 1990, 124:743-756. 1. Lande R, Thompson R: Efficiency marker assisted selection in the
improvement of quantitative traits. Genetics 1990, 124:743-756. improvement of quantitative traits. Genetics 1990, 124:743-756. 2. Meuwissen THE, Hayes BJ, Goddard ME: Prediction of Total Genetic Value
using genome-wide dense marker maps. Genetics 2001, 157:1819-1829. 3. Piepho HP: Ridge regression and extensions for genome wide selection
in maize. Crop Science 2009, 49:1165-1176. 2. Meuwissen THE, Hayes BJ, Goddard ME: Prediction of Total Genetic Value
using genome-wide dense marker maps. Genetics 2001, 157:1819-1829. 22. Zou H: The adaptive lasso and its oracle properties. Journal of the
American Statistical Association 2006, 101:1418-1429. 22. Zou H: The adaptive lasso and its oracle properties. Journal of the
American Statistical Association 2006, 101:1418-1429. 3. Piepho HP: Ridge regression and extensions for genome wide selection
in maize. Crop Science 2009, 49:1165-1176. doi:10.1186/1753-6561-6-S2-S3
Cite this article as: Le Roy et al.: Comparison of analyses of the XVth
QTLMAS common dataset III: Genomic Estimations of Breeding Values. BMC Proceedings 2012 6(Suppl 2):S3. 4. Colombani C, Legarra A, Croiseau P, Guillaume F, Fritz S, Ducrocq V, Robert-
Granié C: Application of PLS and Sparse PLS regression in genomic
selection. In Proceedings of the 9th World Congress of Genetics Applied to
Livestock Production: 1-6 August 2010; Leipzig Germany Gesellschaft für
Tierzuchtwissenschaften 2010, 0439. 5. Usai MG, Goddard ME, Hayes BJ: LASSO with cross-validation for genomic
selection. Genet Res 2009, 91:427-436. 6. Croiseau P, Colombani C, Legarra A, Guillaume F, Fritz S, Baur A,
Dassonneville R, Patry C, Robert-Granié C, Ducrocq V: Improving genomic
evaluation strategies in dairy cattle through SNP selection. In Proceedings
of the 9th World Congress of Genetics Applied to Livestock Production: 1-6
August 2010; Leipzig Germany Gesellschaft für Tierzuchtwissenschaften 2010,
0360. 7. Habier D, Fernando RL, Kizilkaya K, Garrick DJ: Extension of The Bayesian
alphabet for genomic selection. In Proceedings of the 9th World Congress
of Genetics Applied to Livestock Production: 1-6 August 2010; Leipzig Germany
Gesellschaft für Tierzuchtwissenschaften 2010, 0468. 8. Elsen JM, Tesseydre S, Filangi O, Le Roy P, Demeure O: XVth QTLMAS:
simulated dataset. In Proceedings of the XVth QTLMAS Workshop: 19-20 May
2011; Rennes France Demeure O, Elsen JM, Filangi O, Le Roy P 2012. 9. Competing interests Published: 21 May 2012 Le Roy et al. BMC Proceedings 2012, 6(Suppl 2):S3
http://www.biomedcentral.com/1753-6561/6/S2/S3 Le Roy et al. BMC Proceedings 2012, 6(Suppl 2):S3
http://www.biomedcentral.com/1753-6561/6/S2/S3 Page 6 of 6 21. Lund M, Sahana G, de Koning D-J, Su G, Carlborg Ö: Comparison of
analyses of the QTLMAS XII common dataset. I: Genomic selection. BMC
Proceedings 2009, 3(Suppl 1):S1. 22. Zou H: The adaptive lasso and its oracle properties. Journal of the
American Statistical Association 2006, 101:1418-1429. doi:10.1186/1753-6561-6-S2-S3
Cite this article as: Le Roy et al.: Comparison of analyses of the XVth
QTLMAS common dataset III: Genomic Estimations of Breeding Values. BMC Proceedings 2012 6(Suppl 2):S3. 21. Lund M, Sahana G, de Koning D-J, Su G, Carlborg Ö: Comparison of
analyses of the QTLMAS XII common dataset. I: Genomic selection. BMC
Proceedings 2009, 3(Suppl 1):S1. References Mucha A, Wierzbicki H: Linear models for breeding values prediction in
haplotype-asssited selection - an analysis of QTLMAS Workshop 2011
Data. In Proceedings of the XVth QTLMAS Workshop: 19-20 May 2011; Rennes
France Demeure O, Elsen JM, Filangi O, Le Roy P 2012. 18. Stephens M, Smith N, Donnelly P: A new statistical method for haplotype
reconstruction from population data. American Journal of Human Genetics
2001, 68:978-989. 19. Pszczola M, Strabel T, Wolc A, Mucha S, Szydlowski M: Comparison of
analyses of the QTLMAS XIV common dataset. I: genomic selection. BMC
Proceedings 2011, 5(Suppl 3):S1. 20. Bastiaansen J, Bink M, Coster A, Maliepaard C, Calus M: Comparison of
analyses of the QTLMAS XIII common dataset. I: genomic selection. BMC
Proceedings 2010, 4(Suppl 1):S1.
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Thermal stress distribution in a laser array structure selectively grown on V-groove-patterned silicon
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RESEARCH ARTICLE | AUGUST 07 2018
Thermal stress distribution in a laser array structure
selectively grown on V-groove-patterned silicon Haiying Yin; Jun Wang
; Zeyuan Yang; Zhuo Cheng; Wei Wang; Yongqing Huang; Xiaomin Ren AIP Advances 8, 085007 (2018)
https://doi.org/10.1063/1.5042797 AIP Advances 8, 085007 (2018)
https://doi.org/10.1063/1.5042797 RESEARCH ARTICLE | AUGUST 07 2018 Thermal stress distribution in a laser array structure
selectively grown on V-groove-patterned silicon Haiying Yin, Jun Wang,a Zeyuan Yang, Zhuo Cheng, Wei Wang,
Yongqing Huang, and Xiaomin Ren
State Key Laboratory of Information Photonics and Optical Communications,
Beijing University of Posts and Telecommunications, Beijing 100876, China (Received 5 June 2018; accepted 28 July 2018; published online 7 August 2018) The thermal stress due to the thermal expansion mismatch could induce crystallo-
graphic defects such as buckling and cracking and degrade device performance. In
this paper, the thermal stress distribution in a laser array structure selectively grown
on V-groove-patterned Si substrates was investigated by two-dimension finite-element
method. Surprisingly, unexpected results are observed that the top of the InGaAs active
layer and the most region of the InP cap layer are in compression, which is far different
from the thermal stress distribution in planar structures. Two mechanisms have been
proposed and modeled to explain the difference—(i) the width of uncoalesced layers is
smaller than that of the Si substrate, which causes thermal stress to change in epitaxial
layers, and (ii) thermal stress in the InGaAs and InP layers is affected by the V-groove
structure. The results show that whether or not the epitaxial layers are coalesced has
significant effect on the thermal stress distribution. The effect of the height of the V-
groove, the height and the width of the SiO2 mask on the thermal stress distribution was
also studied. It is found that the height of V-groove and the height of SiO2 mask play a
critical role in the stress distribution. These findings are useful for the optimal designs
for the laser array and provide an important step towards the realization of photonic
integration circuits on silicon. © 2018 Author(s). All article content, except where
otherwise noted, is licensed under a Creative Commons Attribution (CC BY) license
(http://creativecommons.org/licenses/by/4.0/). https://doi.org/10.1063/1.5042797 24 October 2024 04:45:05 aAuthor to whom correspondence should be addressed. Electronic mail: wangjun12@bupt.edu.cn Articles You May Be Interested In Local strain, defects, and crystallographic tilt in GaN(0001) layers grown by maskless pendeo-epitaxy from
x-ray microdiffraction J. Appl. Phys. (December 2004) Spatially resolved distribution of dislocations and crystallographic tilts in GaN layers grown on Si(111)
substrates by maskless cantilever epitaxy Design of micro-nano grooves incorporated into suspended GaN membrane for active integrated optics
AIP Advances (November 2018) 24 October 2024 04:45:05 AIP ADVANCES 8, 085007 (2018) I. INTRODUCTION Low-defect growth of GaAs,15 InP,16,17 and InGaAs18 compounds on
pre-patterned Si substrates was achieved using SAG. Moreover, V-groove-patterned on-axis Si (001)
substrates were found to effectively eliminate the APBs.19 It is essential to eliminate the APBs in
order to integrate highly performing III–V semiconductors on the current Si standard process plat-
form. In addition, using V-groove-patterned substrates, many optoelectronic devices are fabricated. It is worth mentioning that long-wavelength lasers on Si have been achieved, which is essential to
the long-awaited missing piece of Si photonics: integrated laser sources on Si. Wang et al. achieved
room-temperature InP distributed feedback laser array directly grown on silicon by using V-groove
patterned Si substrates.5 And O-band DFB laser array directly grown on (001) silicon has been
reported.6 With the laser array structures they used, the dislocations induced by lattice mismatch
can be effectively confined to the region near the InP/Si interface, and the APBs were effectively
eliminated by the V-groove-patterned on-axis Si (001) substrates. 24 October 2024 04:45:05 However,theinfluenceofthermalstressresultedfromthermalexpansionmismatch,whencooling
from the growth temperature to room temperature, has not been paid attention by them. In fact, stress
free is desirable for the heteroepitaxy of the films, since the stress not only affects the quality of thin
films due to the formation of cracks, but also deteriorates the performance and lifetime of devices
fabricated on the epilayers. Moreover, a few reports have been found that the thermal stress of the patterned structure is far
different and complicated from that of unpatterned structure by finite-element method.20–23 While
the patterned substrates in these studies are some special patterned substrates, such as the sawtooth-
patterned Si substrate which may not be effective for reducing dislocation, rather than the most widely
used and promising V-groove Si substrates. In addition, the size of the structures in these studies are
usually in micron dimensions, while the current structures are all in nanometers, which may result
in different thermal stress distribution. Furthermore, the structures used in these studies are all sim-
ple patterned structure, not including the complete device structures. In fact, it is very necessary
to study the thermal stress distribution of the device, especially the laser array structure selectively
grown on V-groove-patterned silicon. On the one hand, the achievement of long-wavelength laser
arrays on Si is essential to the long-awaited missing piece of Si photonics: integrated laser sources
on Si. I. INTRODUCTION Integrating III–V compound semiconductors on silicon-based platform to achieve high perfor-
mance and energy-efficient optoelectronic device such as solar cells,1,2 photodetectors3,4 and lasers5,6
has attracted great interest in the past several years. III-V compound semiconductors integrated onto
Si chips not only would take advantage of direct-bandgap III-V compound semiconductors as a light
emitter, but also can leverage the well-established and advanced manufacturing processes developed
initially by the electronics industry, which is considered as promising candidates for the realization
of photonic integrated circuits. p
g
However, considerable difficulties which inhibit the development of the integration of III–V
compound semiconductors and silicon need to be overcome. When directly growing III–V semicon-
ductors on silicon, the mismatch of lattice constant, the difference of thermal expansion coefficients
and the different polarity between III–V materials and silicon lead to a high density of crystalline
defects, such as misfit and threading dislocations, stacking faults, twins, and anti-phase boundaries
(APBs), which can greatly degrade the performance and reduce the lifetime of fabricated devices.7 So
far, many planar growth methods have been proposed and taken to overcome these issues, such as the
two-step or three-step growth method,8,9 thermal cycle annealing,10 buffer layer method,11 strained-
layer superlattices (SLSs)12 and dislocation filter with quantum dots.13 Although these methods could © Author(s) 2018 8, 085007-1 2158-3226/2018/8(8)/085007/12 085007-2
Yin et al. AIP Advances 8, 085007 (2018) AIP Advances 8, 085007 (2018) reduce the defect density by orders of magnitude, they need to be less time-consuming before being
employed in industrial manufacturing process. In addition, several planar methods are usually used
together in heteroepitaxy growth, which leads to the complexity of the growth process.14 Selective
area growth (SAG), as an attractive method which can effectively reduce the dislocation density in
lattice-mismatched heteroepitaxy, has been demonstrated to obtain high quality materials.15–17 A
noteworthy advantage of SAG is that it is typically combined with the aspect ratio trapping (ART)
technique, which traps the threading dislocations due to the mismatch of lattice constant at the side-
walls of the dielectric mask. In addition, compared with the planar methods, the growth can be
achieved in specific regions by SAG, which is advantageous for us to achieve the preparation of
various devices, such as laser arrays. Significant successes have been achieved in direct growth of III–V/Si using SAG method com-
bined with the ART technique. II. LASER STRUCTURES AND SIMULATION MODE The focus of this section is to study the thermal stress distribution in the laser array structure. The geometry of the basic unit of a laser array used in simulation is show in Fig. 1. The structure is
made up of the V-groove-patterned InP/Si substrate, the SiO2 mask, the InGaAs active layer and the
InP cap layer. Note that a study of the effect of the parameters of the V-groove is done in the next
section, in which case the V-groove height of 250 nm and the width of the V-groove of 125 nm are
also analyzed. The aspect ratio of groove is supposed to be constant in the following studies. The
height and width of the SiO2 mask can also vary, but in this case, they are chosen to be 125 nm and
250 nm, respectively. The values of the InGaAs active layer and the InP cap layer thickness are 60 nm
and 20 nm, respectively. The width of the InGaAs and InP layers is equal to the V-groove width. The substrate thickness is set as 20 µm because the finite element results are not affected when its
thickness is thicker than 20 µm. The substrate width is set to be 20 µm, which is large enough to
mimick an infinite substrate. The boundary conditions are such that node A (indicated by the arrow in Fig.1) on the substrate
is fixed, and node B (indicated by the arrow) on the substrate is held constrained in the y direction. All other node in the structure then move freely according to the law of thermal expansion without
any external mechanical constraint or any internal dislocation. Another important factor affects the
finite-element calculation results is the meshing of finite elements. Taking into account the accuracy
of results and the consumption of simulation time, an extremely fine mesh is introduced to model
for the V-groove (between the InGaAs active layer and Si substrate) and appropriate mesh size is
modeled for other regions. For example, maximum element size of 5 nm and minimum element size
of 2 nm are used for the V-groove. Mesh of the V-groove consists of 168592 elements and 6720
boundary elements. 24 October 2024 04:45:05 y
The finite element simulations were carried out using a commercial software. I. INTRODUCTION On the other hand, the use of SAG method directly on standard (001) Si substrates facilitates
future integration of laser array with both photonic and electronic circuits. Lastly, to the best of
our knowledge, thermal stress distribution in V-groove-patterned structures has not been reported
to date. Therefore, it is necessary to conduct thermal stress analysis in nanoscale V-groove pat-
terned structures for the selective growth of III–V/Si. And it is important to study the thermal stress
distribution in laser array structures selectively grown on V-groove-patterned silicon for their opti-
mal designs to provide an important step towards the realization of photonic integration circuits on
silicon. In this article, we aim to study the thermal stress distribution in the laser array structure selectively
grown on V-groove-patterned silicon by finite-element method. First, we present the finite-element
method for 2D model of the simplified Ge grown on the patterned Si substrate structure to examine the
reliability of the procedure and methods used in simulation. Following this, we describe the modeling
of a 2D model with a laser array structure. Surprisingly, unexpected results are observed that the top
of the InGaAs active layer and the most region of the InP cap layer are in compression which is far
different from the thermal stress distribution in planar structures. Two mechanisms we have proposed AIP Advances 8, 085007 (2018) 085007-3
Yin et al. and modeled to explain this difference. Lastly, an investigation of the effect of parameters of the
V-groove on thermal stress is carried out. II. LASER STRUCTURES AND SIMULATION MODE In the following
calculations, the substrate and the epitaxial layers are assumed stress free at growth temperature of
600 ◦C, and thermal stress distribution are calculated at 20 ◦C. Values of Young’s modulus E, Poisson’s
ration ν, and thermal expansion coefficient α are given in Table I.24 The parameters of InGaAs are
derived from those of GaAs and InAs on the assumption of its linearity for the composition.25 Isotropy FIG. 1. Geometry of the basic unit of a laser array used for the FE calculation. FIG. 1. Geometry of the basic unit of a laser array used for the FE calculation. TABLE I. Material parameters used in simulation. Materials
Elastic Modulus (GPa)
Poisson’s ratio
Coefficient of thermal expansion (10-6/K)
Si
170.0
0.28
2.6
SiO2
70.0
0.17
0.5
InP
60.7
0.35
4.6
InAs
50.5
0.35
4.5
Ge
103
0.26
5.9 TABLE I. Material parameters used in simulation. AIP Advances 8, 085007 (2018) 085007-4
Yin et al. 085007-4 of the elastic constants is assumed. It is important to note that all our results shown in the legend of
figure and in the subsequent stress distribution figures are in MPa, unless mentioned otherwise. A. Verification of simulation procedure In order to examine the reliability of the procedure and method used in our simulation, we first
calculated the thermal stress distribution of the patterned substrate structure in Ref. 26. The schematic
2D geometry is shown in Fig. 2. Material parameters used in simulation are list in Table I. The SiO2
trench width and pitch are 200 nm and 400 nm respectively. The thickness of Ge epilayer and SiO2
mask are 1 um and 60 nm respectively. Temperature excursion of 600 K is calculated. The boundary
conditions are such that node A (indicated by the arrow in Fig. 2) on the substrate is fixed, and node
B (indicated by the arrow in Fig. 2) on the substrate is held constrained in the vertical direction. The
meshing of the 2D geometry is quite easy, as it is not a complex geometry. Appropriate mesh size
is introduced for the model. For example, maximum element size and minimum element size for
the SiO2 mask are 9 nm and 6 nm, respectively. Mesh of the SiO2 mask consists of 14066 domain
elements and 1974 boundary elements. Figure 3 demonstrates the comparison of stress distribution for Ge grown on the patterned GoS
substrate between Ref. 26 and our results. It can be seen that the overall agreement of stress distribution
is achieved. There are only small deviations in stress value between Fig. 3(a) and (b). For example,
the maximum stress occurred in Ge near the top corner of the SiO2 mask (indicated by arrows in
Fig. 3(a)) described in Ref. 26 is about ∼1.8×108 Pa, and the maximum stress we calculated is about
∼1.9×108 Pa. The comparison shows differences in the results within 5%. Thus, we can confirm that
the procedure and method used in our simulation is reliable. B. Thermal stress distribution of the laser array structure In this section we will discuss the thermal stress distribution on the laser array structure. The
thermal stress distribution for the 2D model in Fig. 1 was calculated as shown in Fig. 4. The thermal
stress values along the lines AB, BC, and CD in Fig. 4 are shown in Fig. 5. It is important to note
that two different thermal stress values are obtained for point B and point C, since they are located
in the interface of two different materials. It is found from Fig. 4 that the stress of most of the region in the V-groove below the InGaAs
layer are in tensile (positive), since the thermal expansion coefficient of InP is greater than that of Si. While the compressive stress (negative) is observed in a narrow region at the bottom of the V-groove
(indicated by the arrow in Fig. 4). It has been found from our in-depth analysis that this is due to the
extremely narrow width at the bottom of the V-groove. In addition, one can notice the stress at the
top of the V-groove near the InGaAs layer changes from tension to compression along the upward
direction of line AB, which is consistent with the observations of Lingunis et al.21 In their study for
thermal stress in the square-patterned GaAs/Si structure, tensile stress in the middle of the GaAs layer
and compressive stress in the top of the GaAs layer have been observed. Figure 5(a) shows the stress
values alone line AB in the V-groove. The stress values of point A1 and A2 are 0. we can observe FIG. 2. Geometry of Ge grown laterally on the patterned GoS substrate (Ge on Si). FIG. 2. Geometry of Ge grown laterally on the patterned GoS substrate (Ge on Si). AIP Advances 8, 085007 (2018) 085007-5
Yin et al. (
)
FIG. 3. Comparison of the thermal stress distribution for Ge grown on the patterned GoS substrate between (a) Ref. 26 and
(b) our results. 24 October 2024 04:45:05 IG. 3. Comparison of the thermal stress distribution for Ge grown on the patterned GoS substrate between (a) Ref. 26 and
) our results. hat the region between point A and point A1 is subjected to compression, and the compressive stress
ecreases monotonically with the distance from point A. It is clear seen from Fig. 5(a) that thermal stresses are tensile between point A1 and A2. B. Thermal stress distribution of the laser array structure The tensile
stress first gradually increases until it reaches the maximum value about 78 MPa. This corresponds FIG. 4. Thermal stress distribution in a laser array structure with uncoalesced InGaAs and InP layers. FIG. 4. Thermal stress distribution in a laser array structure with uncoalesced InGaAs and InP layers. 085007-6
Yin et al. AIP Advances 8, 085007 (201 AIP Advances 8, 085007 (2018) 085007-6
Yin et al. 7-6
Yin et al. AIP Advance 6
Yin et al. AIP Advances 8, 0
FIG. 5. Thermal stress values calculated along (a) line AB (b) line BC and (c) line CD. ncrease of width from bottom to top of the V-groove. However, the stress th
es, and finally changes from tension to compression. FIG 5
Th
l t
l
l
l t d l
( ) li
AB (b) li
BC
d ( ) li
CD FIG. 5. Thermal stress values calculated along (a) line AB (b) line BC and (c) line CD. to the increase of width from bottom to top of the V-groove. However, the stress then graduall
decreases, and finally changes from tension to compression. y
g
p
In the InGaAs active layer, the region near the V-groove is subject to tension, whereas the region
ear the InP cap layer is subject to compression (see Fig. 4). More detail can be seen in Fig. 5(b), 085007-7
Yin et al. AIP Advances 8, 085007 (2018) AIP Advances 8, 085007 (2018) which shows the stress values along line BC in InGaAs active layer. The stress value of point B1
in Fig. 5(b) is 0. It can be seen that the region between point B and B1 is subjected to tension and
the tensile stress decreases monotonically with the distance from point B. While the region between
point B1 and C is subjected to compression and the compressive stress increases monotonously as
the distance from point B1 increases. p
Most of the region of the InP cap layer (except for the corner) is in compression (see Fig. 4). The
stress values along line CD in InP layer can be seen in Fig. 5(c). The compressive stress along line CD
increases monotonously as the distance from point C increases. It has been found from our in-depth
analysis that the distribution of the compressive stress along the line CD is affected by the ratio of
the InP cap layer thickness to the InGaAs layer thickness. B. Thermal stress distribution of the laser array structure In fact, the stress of the film is greatly
affected by the neighbors. If the film is thin compared to the neighbors, the stress of the film caused
by the differential thermal expansion of the neighbors can be very large, and the change behavior of
the stress is different. In this case, the thickness of the InP cap layer (20 nm) is lower than that of
the InGaAs layer (60nm), the stress along line CD increases monotonously with the thickness and
the maximum stress is up to 92MPa. In contrast, the stress along line CD decrease monotonically
with the thickness, and the minimum stress is only 15MPa, while the thickness of the InP cap layer is
larger than that of the InGaAs layer. The stress of the InP cap layer changes little, when the thickness
of the InP cap layer is equal to the InGaAs layer thickness. According to the above description, we know that the top of the InGaAs layer and most of
the region of the InP cap layer are subjected to compression, which is different from the stress
distribution in planar structures.25,26 For example, Ge epitaxial layer is subjected to tension in planar
Ge/Si structure (Ge grown on Si without the SiO2 mask).26 We consider two probable mechanisms
responsible for this. The first mechanism is that the width of the InGaAs and InP layers are smaller
than that of the substrate owing to the fact that the InGaAs layer and the InP cap layer here are not
coalesced. The second mechanism is that the thermal stress distribution of the InGaAs and InP layers
is influenced by the V-groove structure. 24 October 2024 04:45:05 y
g
To explore the first mechanism, a laser with coalesced InGaAs and InP layers is modeled, and
the results of stress distribution are shown in Fig. 6. Apparent tensile stress can be observed both in
InGaAs active layer and InP cap layer. The big difference of stress distribution in InGaAs and InP
layers in Fig. 4 and Fig. 6 reveals that whether or not the epitaxial layers are coalesced has great
influence on the stress distribution. This is agreement with the first mechanism. We will discuss the
effect of V-groove parameters on the thermal stress in the following section, so the analysis of the
second mechanism will also be carried out in the following section. B. Thermal stress distribution of the laser array structure Previous experimental results showed that the quality of epitaxial layers are significantly influ-
enced by the parameters of the V-groove structure. For example, the deeper “V-groove” might induce
“aspect ratio trapping” of defects in the epitaxial layer.19,27 However, few papers have studied the FIG. 6. Thermal stress distribution in laser structure with coalesced InGaAs and InP layers. FIG. 6. Thermal stress distribution in laser structure with coalesced InGaAs and InP layers. 085007-8
Yin et al. AIP Advances 8, 085007 (201 085007-8
Yin et al. AIP Advances 8, 085007 (2018) AIP Advances 8, 085007 (2018) Yin et al. 085007-8 effect of V-groove structural parameters on thermal stress distribution. Therefore, it is necessary to
study the effect of the parameters of V-groove on thermal stress. Factors such as the height of the
V-groove, the height and the width of the SiO2 mask were studied. g
,
g
2
G. 7. Thermal stress values calculated along (a) line AB (b) line BC and (c) line CD with different heights of the V-groove. IG. 7. Thermal stress values calculated along (a) line AB (b) line BC and (c) line CD with different heights of the V-groove. 085007-9
Yin et al. 085007-9 AIP Advances 8, 085007 (2018) Figure 7 shows the effect of the height of the V-groove on the thermal stress. We can observe
that the stress value at point A changes little at different V-groove height (as indicated by the arrow
in Fig. 7(a)). The tensile stress increases as the height of the V-groove increases. This is consistent
with the variation of stress distribution in the V-groove we described above. G. 8. Thermal stress values calculated along (a) line AB (b) line BC and (c) line CD with different heights of the SiO
sk. FIG. 8. Thermal stress values calculated along (a) line AB (b) line BC and (c) line CD with different heights of the SiO2
mask. 085007-10
Yin et al. AIP Advances 8, 085007 (2018) The stress state at point B changing from compression to tension with the increase of the
V-groove height can be noticed in Fig. 7(b), and the stress value at point B also changes from
22 MPa (negative) at the V-groove height of 150 nm to 20 MPa (positive) at the V-groove height
of 350 nm. B. Thermal stress distribution of the laser array structure The change of the stress state at point B indicates that the height of the V-groove has groove height can be noticed in Fig. 7(b), and the stress value at point B also changes from
MPa (negative) at the V-groove height of 150 nm to 20 MPa (positive) at the V-groove height
350 nm. The change of the stress state at point B indicates that the height of the V-groove has
G. 9. Thermal stress values calculated along (a) line AB (b) line BC and (c) line CD with different widths of the SiO2 mask. al stress values calculated along (a) line AB (b) line BC and (c) line CD with different widths FIG. 9. Thermal stress values calculated along (a) line AB (b) line BC and (c) line CD with different widths of the SiO2 mask. 085007-11
Yin et al. AIP Advances 8, 085007 (2018) great influence on the thermal stress distribution of the InGaAs active layer, which is consistent with
our second mechanism. In addition, a special point B3 can be observed (indicated by the arrow in
Fig. 7(b)). The stress value at point B3 is constant at different V-groove heights. Moreover, we can
notice that the change behavior of thermal stress on both side of point B3 is different. So far, no
suitable reason has been found to explain this special point, and further studies are required to clarify
this question. q
Figure 7(c) shows the evolution of stress values along line CD at different heights of V-groove. It
can be seen that increasing the height of the V-groove resulted in enhanced thermal stress. In addition,
when the height of the V-groove is so small, the stress along line CD does not increase monotonically
with the distance from point C and the stress changes little. However, as the height of the V-groove
increases, the stress along line CD increases monotonously with the distance from point C. In fact,
in this case, the V-groove acts as the virtual substrate. The height of the substrate has great influence
on the stress distribution of the InP cap layer. Figure 8 shows the effect of the SiO2 mask height on the thermal stress. It can be seen from
Fig. 8(a) that the compressive stress at point A increases with the height of the SiO2 mask. However,
we can notice from the stress distribution above the dash-dot line in Fig. B. Thermal stress distribution of the laser array structure 8(a) that the tensile stress
decreases as the height of the SiO2 mask increases. Figure 8(b) shows the stress distribution along line BC for various heights of the SiO2 mask. It
is important to point out that the stress state at point B changes from tension to compression, and the
stress value changes from 20 MPa (positive) at the SiO2 mask height of 80nm to1.5 MPa (negative)
at the SiO2 mask height of 240 nm. This is also consistent with our second mechanism. Moreover, we
observe that as the height of the SiO2 mask increases, the height of the SiO2 mask has little effect on
the stress distribution along line BC. The maximum stress variation is only 1.5 MPa when the SiO2
mask height changes from 200nm to 240nm. 24 October 2024 04:45:05 Figure 8(c) shows that the compressive stress along line CD increases as the height of the SiO2
mask is increased. However, the increase in stress become smaller with the increase of the SiO2 mask
height. When the SiO2 mask height is 200 nm and 240 nm, the two curves are so close to each other. Finally, we study the effect of the SiO2 mask width on thermal stress along lines AB, BC and
CD. The results are shown in Figure 9. It can be seen that the width of the SiO2 mask has little effect
on the thermal stress. Maximum variation occurs in the point B in InGaAs layer with a variation of
about 13 MPa. Consequently, according to the calculation, the SiO2 mask is not expected to hinder
the relief of the stress. IV. SUMMARY AND OUTLOOK In summary, we performed thermal stress analysis on a laser array structure selectively grown
on the V-groove-patterned substrate by finite-element method. A patterned substrate structure was
first modeled to examine the reliability of the procedure and method used in simulation. Next, we
investigated the thermal stress distribution in a laser array structure consist of the V-groove InP/Si
substrate, the unpatterned InGaAs active layer and InP cap layer. Unexpected results are observed
that the top of the InGaAs active layer and the most region of the InP cap layer are in compression,
which is different from the thermal stress distribution in planar structures. Two mechanisms were
proposed and modeled to explain this result. On the one hand, the width of uncoalesced layers is
smaller than that of the Si substrate, which causes thermal stress to change in epitaxial layers. On
the other hand, stress in the InGaAs and InP layers is affected by the V-groove structure. The results
show that whether or not the epitaxial layers are coalesced has significant effect on the thermal stress
distribution and the height of V-groove and SiO2 mask has great influence on the thermal stress
distribution. Although we have conducted a detailed study for these differences, we acknowledge
that these mechanisms have so far only scratched the surface of these differences and more details
are needed to be further studied in the future. Various factors including the height of the V-groove,
the height and the width of the SiO2 mask which may affect thermal stress distribution were also
studied. The results indicated that the height of V-groove and SiO2 mask has significant effect on
the stress. These findings are important for the design of laser arrays and provide an important step
towards the realization of photonic integration circuits on silicon. 085007-12
Yin et al. AIP Advances 8, 085007 (2018) AIP Advances 8, 085007 (2018) AIP Advances 8, 085007 (2018) ACKNOWLEDGMENTS This work was supported by the Fund of State Key Laboratory of Information Photonics and
Optical Communications (Beijing University of Posts and Telecommunications), the National Natural
Science Foundation of China (Grant Nos. 61574019, 61474008, 61674020), the International Science
& Technology Cooperation Program of China (Grant 2011DFR11010), the Doctoral Program of
Higher Specialized Research Fund (Grant 20130005130001), and the 111Project of China (Grant
B07005). 1 M. Yamaguchi, Y. Ohmachi, T. Oh’hara, Y. Kadota, M. Imaizumi, and S. Matsuda, Progress in Photovoltaics Research &
Applications 9, 191 (2001). 2 ,
y
,
(
)
3 H. Park, A. W. Fang, R. Jones, O. Cohen, O. Raday, M. N. Sysak, M. J. Paniccia, and J. E. Bowers, Opt. Express 15, 6044
(2007). Y. Kang, H. Liu, M. Morse, M. J. Paniccia, M. Zadka, S. Litski, G. Sarid, R. Pauchard, Y.-H. Kuo, H.-W. Chen, W. S. Zaoui,
J. E. Bowers, A. Beling, D. C. McIntosh, X. Zheng, and J. C. Campbell, Nature Photonics 3, 59 (2009). 5 Z. Wang, B. Tian, M. Pantouvaki, W. Guo, P. Absil, J. V. Campenhout, C. Merckling, and D. V. Thourhout, Nat. Photonics
9, 837 (2015). B. Tian, Z. C. Wang, M. Pantouvaki, P. Absil, J. V. Campenhout, C. Merckling, and D. V. Thourhout, Nano Letters 17, 559
(2017). E. Ayers, Heteroepitaxy of Semiconductors: Theory, Growth, a 8 Q. Wang, J. Lu, D. Xiong, J. Zhou, H. Huang, A. Miao, and X. Ren, Chin. Opt. Lett. 5, 358 (2007). 9 9 Y. He, J. Wang, H. Hu, Q. Wang, Y. Huang, and X. Ren, Appl. Phys. Lett. 106, 202105 (2015). 10 10 N. Hayafuji, T. Kimura, N. Yoshida, N. Kaneno, M. Tsugami, and K. Mizuguchi, Jpn. J. Appl. Phys. 28, L1721 (1989). 11 S H Kim M Yokoyama R Nakane O Ichikawa T Osada M Hata M Takenaka and S Takagi J Appl Phys 11 y
j ,
,
,
,
g
,
g
, p
pp
y
,
(
)
11 S.-H. Kim, M. Yokoyama, R. Nakane, O. Ichikawa, T. Osada, M. Hata, M. Takenaka, and S. Takagi, J. Appl. Phys. 11
164512 (2013). 12 12 E. Peiner, H.-H. Wehmann, H. Iber, S. Mo, G.-P. Tang, A. Bartels, A. Schlachetzki, A. Koch, K. Dettmer, and M. Hollfelder,
J. Cryst. Growth 172, 44 (1997). y
13 H. Hu, J. Wang, Y. He, K. Liu, Y. Liu, Q. Wang, X. Duan, Y. Huang, and X. Ren, Appl. Phys. ACKNOWLEDGMENTS A 122, 588 (2016). 14 14 W. Guo, L. Date, V. Pena, X. Bao, C. Merckling, N. Waldron, N. Collaert, M. Caymax, E. Sanchez, E. Vancoille, K. Ba 14 W. Guo, L. Date, V. Pena, X. Bao, C. Merckling, N. Waldron, N. Collaert, M. Caymax, E. Sanchez, E. Vancoille, K. Barla,
A. Thean, P. Eyben, and W. Vandervorst, Appl. Phys. Lett. 105, 062101 (2014). W. Guo, L. Date, V. Pena, X. Bao, C. Merckling, N. Waldron, N. Collaert, M. Caymax, E. Sanchez, E. Vancoille, K. Barla,
A. Thean, P. Eyben, and W. Vandervorst, Appl. Phys. Lett. 105, 062101 (2014). A. Thean, P. Eyben, and W. Vandervorst, Appl. Phys. Lett. 105, 062101 (2014). 15 C. Merckling, N. Waldron, S. Jiang, W. Guo, O. Richard, B. Douhard, A. Moussa, D. Vanhaeren, H. Bender, N. Collaert,
M. Heyns, A. Thean, M. Caymax, and W. Vandervorst, J. Appl. Phys. 114, 033708 (2013). N. Waldron, S. Jiang, W. Guo, O. Richard, B. Douhard, A. Mo g,
,
g,
,
,
,
,
,
M. Heyns, A. Thean, M. Caymax, and W. Vandervorst, J. Appl. Phys. 114, 033708 (2013). 16 M. Heyns, A. Thean, M. Caymax, and W. Vandervorst, J. Appl. Phys. 114, 033708 (20
16 16 C. Merckling, N. Waldron, S. Jiang, W. Guo, K. Barla, M. Heyns, N. Collaert, A. Thean, and W. Vandervorst, ECS Tran
64, 513 (2014). 17 17 C. Merckling, N. Waldron, S. Jiang, W. Guo, N. Collaert, M. Caymax, E. Vancoille, K. Barla, A. Thean, M. Heyns, and
W. Vandervorst, J. Appl. Phys. 115, 023710 (2014). 17 C. Merckling, N. Waldron, S. Jiang, W. Guo, N. Collaert, M. Caymax, E. Vancoille, K. Barla, A. Thean, M. Heyns, an C. e c
g, N. Wa d o , S. J a g, W. Guo, N. Co ae t,
. Cay a ,
. Va co
e,
. a a,
. ea ,
. ey
W. Vandervorst, J. Appl. Phys. 115, 023710 (2014). 18 W. Vandervorst, J. Appl. Phys. 115, 023710 (2014). 18 pp
y
(
)
18 N. Waldron, C. Merckling, L. Teugels, P. Ong et al., IEEE Electron. Device Lett. 35, 1097 (2014). 19 g
g
g
19 M. Paladugu, C. Merckling, R. Loo, O. Richard, H. Bender, J. Dekoster, W. Vandervorst, M. Caymax, and M. Heyns, Cryst. G
th D
12 4696 (2012) 19 M. Paladugu, C. Merckling, R. Loo, O. Richard, H. Bender, J. Dekoster, W. Vandervorst, M. ACKNOWLEDGMENTS Caymax, and M. Heyns, Cry
Growth Des 12, 4696 (2012). 1 M. Yamaguchi, Y. Ohmachi, T. Oh’hara, Y. Kadota, M. Imaizumi, and S. Matsuda, Progress in Photovoltaics Research
Applications 9, 191 (2001). Growth Des 12, 4696 (2012). (
)
20 E. H. Lingunis, N. M. Haegel, and N. H. Karam, Mat. Res. Soc. Symp. Proc. 239, 157 (1991). 21 g
g
y p
21 E. H. Lingunis, N. M. Haegel, and N. H. Haegel, Appl. Phys. Lett. 59, 3428 (1991). 22 N. M. Haegel, and N. H. Haegel, Appl. Phys. Lett. 59, 3428 (19 E. H. Lingunis, N. M. Haegel, and N. H. Haegel, Appl. Phys. L 22 E. H. Lingunis, N. M. Haegel, and N. H. Karam, Appl. Phys. Lett. 61, 2202 (1992). 23 23 E. H. Lingunis, N. M. Haegel, and N. H. Karam, J. Appl. Phys. 74, 2779 (1993). 24 24 K. Nakajima, J. Cryst. Growth 126, 511 (1993). 25 C. H. Hsueh, Thin Solid Films 418, 182 (2002). 26 S. Ghosh, D. Leonhardt, and S. M. Han, Appl. Phys. Lett. 99, 181911 (2011). 27 26 S. Ghosh, D. Leonhardt, and S. M. Han, Appl. P 27 J. Bai, J.-S. Park, Z. Cheng, M. Curtin, B. Adekore, M. Carroll, A. Lochtefeld, and M. Dudley, Appl. Phys. Lett 90, 10190
(2007).
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English
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Lattice modulation spectroscopy of strongly interacting bosons in disordered and quasiperiodic optical lattices
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Physical review. A, Atomic, molecular, and optical physics/Physical review, A, Atomic, molecular, and optical physics
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I. INTRODUCTION signatures of the theoretically predicted transition from a su-
perfluid to the Bose-glass phase 19–21. A pioneering step
in this direction was recently taken by the Florence group by
using lattice modulation spectroscopy 11. This technique
consists in heating an ultracold gas loaded in an optical lat-
tice by periodically modulating the depth of the lattice
22–24. When perturbed in this way, the gas is driven out of
equilibrium and absorbs energy. When the perturbation is
switched off, and after rethermalization, the broadening of
the momentum distribution around zero momentum is taken
as a measure of the energy absorbed by the system during the
lattice modulation 22. On the theory side, for nondisor-
dered lattices, the calculation of the energy absorption rate
due to the lattice modulation was first performed analytically
within linear-response theory by some of the present authors
23. These results were confirmed and extended beyond lin-
ear
response
using
time-dependent
density-matrix
renormalization-group methods, both for the case of bosons
24 and fermions 25. More recently, for disordered optical
lattices, the energy absorption rate has been numerically cal-
culated using full diagonalization in small systems 26,27. Other methods that have also been discussed in the literature
for detecting signatures of the effect of disorder or quasip-
eriodicity on interacting boson systems in one dimension
focus on the momentum distribution 16,28, the expansion
dynamics in quasiperiodic potentials 15, and the dipole os-
cillations in the presence of defects 29. In recent years, developments in the field of ultracold
atomic gases have considerably enlarged the possibilities for
exploring the physics of strongly correlated systems 1. For
instance, the study of quantum phase transitions, a subject of
continuous theoretical interest, has been strongly stimulated
by the experimental observation of the superfluid to Mott
insulator transition using optical lattices 2. Indeed, ultra-
cold atom systems offer us an unprecedented control over the
system parameters, which can allow us to ultimately under-
stand the physics of very hard problems such as the phase
diagram of the Hubbard model in two dimensions 3. A particularly interesting and fertile arena is the study of
disordered ultracold atoms. Random potentials can be intro-
duced in a controlled way by laser beams generating speckle
patterns 4–9 or by loading in an optical lattice a mixture of
two kinds of atoms, one heavy and one light. DOI: 10.1103/PhysRevA.80.033625 DOI: 10.1103/PhysRevA.80.033625 PHYSICAL REVIEW A 80, 033625 2009 PHYSICAL REVIEW A 80, 033625 2009 Lattice modulation spectroscopy of strongly interacting bosons in disordered and quasiperiodic
optical lattices G. Orso,1 A. Iucci,2,3 M. A. Cazalilla,4,5 and T. Giamarchi3 1Laboratoire Physique Théorique et Modèles Statistiques, Université Paris Sud, Bat. 100, 91405 Orsay Cedex, France
nstituto de Física la Plata (IFLP)–CONICET and Departamento de Física, Universidad Nacional de La Plata, CC 67, 1900 La Plata
Argentina
3 3DPMC-MaNEP, University of Geneva, 24 Quai Ernest Ansermet, CH-1211 Geneva 4, Switzerland
4Centro de Física de Materiales (CSIC-UPV/EHU), Edificio Korta, Avenida de Tolosa 72, 20018 San Sebastián, Spain
5Donostia International Physics Center (DIPC), Manuel de Lardizábal 4, 20018 San Sebastián, Spain
Received 21 July 2009; published 30 September 2009 3DPMC-MaNEP, University of Geneva, 24 Quai Ernest Ansermet, CH-1211 Geneva 4, Switzerland
4Centro de Física de Materiales (CSIC-UPV/EHU), Edificio Korta, Avenida de Tolosa 72, 20018 San Sebastián, Spain
5Donostia International Physics Center (DIPC), Manuel de Lardizábal 4, 20018 San Sebastián, Spain
Received 21 July 2009; published 30 September 2009 We compute the absorption spectrum of strongly repulsive one-dimensional bosons in a disordered or
quasiperiodic optical lattice. At commensurate filling, the particle-hole resonances of the Mott insulator are
broadened as the disorder strength is increased. In the noncommensurate case, mapping the problem to the
Anderson model allows us to study the Bose-glass phase. Surprisingly, we find that a perturbative treatment in
both cases, weak and strong disorders, gives a good description at all frequencies. In particular, we find that the
infrared-absorption rate in the thermodynamic limit is quadratic in frequency. This result is unexpected since
for other quantities, like the conductivity in one-dimensional systems, perturbation theory is only applicable at
high frequencies. We discuss applications to recent experiments on optical lattice systems and, in particular, the
effect of the harmonic trap. PACS numbers: 03.75.Lm, 71.23.k, 61.44.Fw PACS numbers: 03.75.Lm, 71.23.k, 61.44.Fw ©2009 The American Physical Society II. ENERGY ABSORPTION: LINEAR-RESPONSE THEORY For weak perturbations, corresponding to J J, the en-
ergy absorption rate E˙ can be calculated using the linear-
response theory. The general formula has been first derived
in Ref. 23 and in the presence of disorder it takes the form In the thermodynamic limit, both the number N of bosons
and the length M of the chain diverge. The ratio =N/M is
instead finite and corresponds to the filling factor, i.e., the
average number of bosons per lattice site. We must distin-
guish between two physically different situations. For incom-
mensurate fillings
1, the system has gapless excitations. Thus, a good approximation to the absorption rate at fre-
quencies U can be obtained by formally taking U→+
and mapping the resulting hard-core bosons to noninteracting
fermions using a Jordan-Wigner transformation see, e.g.,
Ref. 30. The resulting single-particle problem can be eas-
ily solved for a given choice of i and Vho and the energy
absorption obtained. On the other hand, for unit filling
=1, the ground state is a Mott insulator with a gap. In this
case, the elementary excitations are particles and holes 23
and, in a homogeneous system, the absorption can only occur
at frequencies U. In the absence of disorder, the response
of the system to the lattice modulation has been computed
using degenerate perturbation theory within the subspace of
particle and hole excitations 23. The same methods can be
generalized to deal with disordered case, as shown below. E˙ = 1
2J0
2 Im−K,
4 4 where K is the Fourier transform of the retarded corre-
lation function Kt=−itKt,K0 of the hopping
operator K=−jbj+1
† bj+H.c., being t the step function. In Eq. 4, the bar means average over different disorder
Sec. IV or quasiperiodic Sec. III realizations. In general, the calculation of the correlation function in
Eq. 4 is a complicated many-body problem. However, in
the limit of strong repulsion where U
J,, calculations are
considerably simplified by the fact that we can accurately
restrict ourselves to work within a subspace of the total Hil-
bert space, whose detailed structure depends on the filling. In
the case of an incommensurate filling i.e.,
1, this sub-
space can be described in terms of noninteracting fermion
states that is, Slater determinants. II. ENERGY ABSORPTION: LINEAR-RESPONSE THEORY For commensurate filling
i.e., unit filling, =1, we can restrict ourselves to the sub-
space with one particle and one hole excitation, as described
below. The resulting general picture of the energy absorption is
depicted in Fig. 1. The low frequency 0
W, where W
max4J,2 is the effective bandwidth, is only present for
incommensurate fillings,
1. A second distribution is cen-
tered at frequency =U and comes from particle-hole exci-
tations generating doubly occupied sites. The width of this
absorption line is also given by W. I. INTRODUCTION In this work, we extensively compare two
cases aj uniformly distributed in−,,
2
bj = cos2j,
irrational,
3 FIG. 1. Sketch of the full absorption spectrum at incommensu-
rate filling. Here, Wmax4J,2 is the effective bandwidth. The
peak at U stems from particle-hole excitations, whereas the
low-frequency absorption appears as a consequence of the forma-
tion of a Bose glass at incommensurate filling. 2 3 bj = cos2j,
irrational, where measures the strength of the disorder. From the
experimental point of view, speckle patterns and lattice con-
taining heavy atom impurities can be modeled by case a,
whereas quasiperiodic potentials obtained by superimposing
two optical potentials with incommensurate periodicities
d1/d2= are described by case b. The paper is organized as follows. In Sec. II, we present
the general formalism needed to calculate the absorption rate
for incommensurate and unit filling. In Secs. III and IV, we
present our analytical and numerical results obtained for the
random and the quasiperiodic potential, respectively. In Sec. V, we discuss the effects of a trapping potential. Finally in
Sec. VI, we provide our conclusions. A derivation of the
general formula see Eq. 9 for the absorption rate valid for
weak disorder is given in the Appendix. In this work, we assume that the hopping amplitude J in
Eq. 1 is modulated periodically in time according to Jt
=J+J cos t, where is the modulation frequency. We cal-
culate the energy absorption rate within linear-response
theory, which is valid for weak lattice modulations J J. We shall restrict ourselves to the strongly repulsive re-
gime of Eq. 1, where the on-site repulsion is large com-
pared to both the hopping amplitude and the disorder
strength U
J,. We first discuss systems in the thermo-
dynamic limit by setting Vj
ho=0. Effects of the harmonic
trapping potential will be discussed later, in Sec. V. We also
set =1 to simplify the notation. I. INTRODUCTION When the
heavy atoms become randomly localized in the lattice, they
will act as impurities for the lighter atoms 10. Another
available technique is to superimpose two optical lattices
with incommensurate periodicities, thus, generating a quasi-
periodic potential 11. The quasiperiodic lattices as well as
the speckle patterns have been recently used in the experi-
mental efforts to observe the effects of Anderson localization
in dilute Bose gases expanding in highly elongated traps
12,13. Since Anderson localization is a single-particle ef-
fect, the next logical step is to study the interplay of disorder
and interactions in strongly interacting ultracold atomic sys-
tems 14–17. The latter may be accessible by tuning inter-
particle interactions using Feshbach resonances 18 or by
loading the atoms in sufficiently deep optical lattices 9
and/or strongly confining them to low dimensions in tight
traps 1. Let us consider a one-dimensional disordered Bose gas
described by the following Hamiltonian: H = −J
j
bj+1
† bj + H.c. + U
2
j
njnj −1 +
j
j + Vj
honj,
1 1 where bj denotes the boson annihilation operator at sites j,
nj=bj
†bj being the local density. Here J and U are the usual where bj denotes the boson annihilation operator at sites j,
nj=bj
†bj being the local density. Here J and U are the usual In the context of the efforts described above, one of the
experimental challenges is to observe in ultracold gases clear 033625-1 1050-2947/2009/803/03362510 ©2009 The American Physical Society PHYSICAL REVIEW A 80, 033625 2009 ORSO et al. 0
W
W
U
ω
F
FIG. 1. Sketch of the full absorption spectrum at incommensu-
rate filling. Here, Wmax4J,2 is the effective bandwidth. The
peak at U stems from particle-hole excitations, whereas the
low-frequency absorption appears as a consequence of the forma-
tion of a Bose glass at incommensurate filling. parameters of the Bose-Hubbard model corresponding to the
tunneling rate and the on-site repulsion U0. The last
term in the right-hand side of Eq. 1 accounts for the pres-
ence of both the harmonic trap Vj
ho and the disorder potential
j. 0
W
W
U
ω
F j
The distribution of the on-site energies j in Eq. 1 de-
pends on the specific choice of the random or pseudoran-
dom potential. B. Unit filling K =
j
*j + 1j + *jj + 1
2. 8 We next turn our attention to the commensurate case with
=1. In the strong-coupling regime U
J,, the system is
deep in the Mott insulator phase, corresponding to exactly
one particle per site. In Ref. 23, it was shown that for clean
systems the absorption rate is zero at low frequencies and
exhibits a narrow peak of width J centered about =U. In
this section, we consider the broadening of such peak due to
a disorder or quasiperiodic potential i. 8 In the previous expressions and j are the eigenvalues
and eigenfunctions of H, respectively. In Eq. 7, f
=exp−/T+1−1 is the Fermi-Dirac distribution func-
tion at a temperature T and chemical potential . The latter is
fixed by the normalization condition =f. At zero
temperature, the only relevant processes in Eq. 7 corre-
spond to transitions from an occupied level with energy
T=0 to an unoccupied level T=0. In par-
ticular, for unit filling the absorption 7 vanishes, consis-
tently, with the fact that a Mott insulator can only absorb at
much higher frequencies U. In the previous expressions and j are the eigenvalues
and eigenfunctions of H, respectively. In Eq. 7, f
=exp−/T+1−1 is the Fermi-Dirac distribution func-
tion at a temperature T and chemical potential . The latter is
fixed by the normalization condition =f. At zero
temperature, the only relevant processes in Eq. 7 corre-
spond to transitions from an occupied level with energy
T=0 to an unoccupied level T=0. In par-
ticular, for unit filling the absorption 7 vanishes, consis-
tently, with the fact that a Mott insulator can only absorb at
much higher frequencies U. In order to obtain the energy absorption rate within linear
response, we first use the spectral decomposition of the cor-
relation function K in terms of the exact eigenstates of
the unperturbed Hamiltonian. This yields the following ex-
pression for the energy absorption: E˙ = J0
2
2
n
nK02 + E0 −En,
11 In the absence of disorder i.e., for i=0 in Eq. 6, the
hopping modulation commutes with the Hamiltonian H and,
therefore, the absorption rate vanishes to all orders, even
beyond linear response. A. Incommensurate filling For filling
1 and large on-site repulsion J, U, we
take the hard-core limit U→+. Bosons are then mapped
onto noninteracting spinless fermions via the Jordan-Wigner
transformation, 033625-2 LATTICE MODULATION SPECTROSCOPY OF STRONGLY… PHYSICAL REVIEW A 80, 033625 2009 cj = exp i
k=1
j−1
nk
bj,
5 From Eq. 8, we find Kjj=1 if j and j are nearest neighbor
and zero otherwise. The absorption rate 7 thus reduces to 5 E˙ = J0
2
2
r=1
j=0
L−1
fj −fj+r + j −j+r. where cj satisfy fermionic commutation relations cj,cj=0
and cj,cj
†=1. Under the above transformation, the Hamil-
tonian 1 is mapped onto the single-particle Hamiltonian j
10 10 H = −J
j
cj+1
† cj + H.c. +
j
jcj
†cj,
6 6 In Sec. III, we shall explicitly compare the results obtained
using exact numerical diagonalization with the above results
obtained both in the limit of weak 9 and strong 10 disor-
ders. Finally, it is important to emphasize that Eq. 7 does
not account for particle-hole excitations, which are relevant
at much higher frequencies U. These excitations become
particularly important at unit filling =1, when the strongly
repulsive Bose gas becomes a Mott insulator and the absorp-
tion at low frequency U predicted by Eq. 7 vanishes
because there are no empty sites i.e., holes in the ground
state. The contribution to the absorption from particle-hole
excitations at unit filling will be discussed next. where the on-site repulsion U has disappeared and the hop-
ping operator K in Eq. 4 is now given by K=−jcj+1
† cj
+H.c.. Notice that the mapping of observables that are non-
local in space is far less trivial, an example is the momentum
distribution studied in Ref. 28 for disordered hard-core
bosons in one dimension. After some algebra, the absorbtion rate 4 becomes E˙ = J0
2
2
,
Kf −f + −,
7 where the matrix K is defined as where the matrix K is defined as B. Unit filling In the above expression, this is re-
flected in that, for i=0, the eigenstates of H become plane
waves, kjeikj, with energy dispersion k=−2J cos k k
being the lattice momentum. Thus, the matrix 8 is diago-
nal, i.e., Kkk=4k,kcos2 k, which, together with the factor
fk−fk in Eq. 7 makes E˙ vanish. 11 where n are the eigenstates of the original Hamiltonian
1 with energies En, and 0=1,1, ... ,1 is the ground
state in the Fock representation corresponding to one boson
per lattice site. The low-energy states are particle-hole exci-
tations m, j= 1
2bm
† bm+j0 corresponding to double oc-
cupation at site m and an empty site m+ j. These excitations
are all degenerate with energy U in the absence of tunneling
and i.e., for =J=0. At weak disorder i.e., J
, the absorption rate 7 can
be evaluated using the perturbation theory the details can be
found in the Appendix, which yields For finite values of and J, the eigenstates n can be
calculated using degenerate perturbation theory by writing
n=m,jfm,jm, j, where the coefficients satisfy E˙ = J0
2
2M
k,k
Vk−k2
J2
fk −fk + k −k, 9
m,j
m,jHm,jfm,j = Efm,j. 12 12 where Vk= 1
Mj=0
M−1eikjj is the Fourier transform of the dis-
order potential. Equation 9 shows that the perturbation ex-
pansion in disorder is well defined provided the Fourier
transform Vk is finite. The above matrix element and the energy absorption can be
computed by taking into account that m, jK0=
−2j,1, within the subspace containing just one particle
and one hole. Hence, the matrix elements in Eq. 11 corre-
spond to nK0=−m,r=12fm,r. Notice that a similar
technique has been recently employed in Ref. 31 to calcu- Let us finally consider the so-called atomic limit, which
corresponds to J yet U. In this limit, tunneling can
be neglected and the eigenstates are given by mj=jm. 033625-3 PHYSICAL REVIEW A 80, 033625 2009 ORSO et al. III. RESULTS FOR A DISORDER POTENTIAL late the dynamic structure factor of a one-dimensional Mott
insulator in a parabolic trap. In this section, we assume that the on-site energy i in Eq. 1 are random numbers uniformly distributed within the in-
terval −,. The absorption rate 4 can thus be conve-
niently recast as In the “atomic limit” where the tunneling can be ne-
glected, Eq. 11 simplifies considerably. Localized particle-
hole
excitations
become
the
exact
eigenstates
n
=m, j with energy E0+U+m−m+j, where E0=i=1
M i is
the energy of the ground state for a given realization of i. The absorption rate 11 then takes the form E˙ = MJ0
2F,
14 14 where F is a dimensionless function that can be numerically
evaluated. The results for incommensurate and commensu-
rate cases are described below. E˙ = J0
2
r=1
m=1
M
−U + m −m+r,
13 13 B. Unit filling 0
0.0005
0.001
0.0015
0
1
2
3
4
5
F
ω/J
∆= 0.1J
ν = 0.1
ν = 0.2
ν = 0.3
ν = 0.4
ν = 0.5
0
0.05
0.1
0.15
0
1
2
3
4
5
F
ω/J
∆= J
ν = 0.1
ν = 0.2
ν = 0.3
ν = 0.4
ν = 0.5
0
0.2
0.4
0.6
0.8
0
5
10
F
ω/J
∆= 5J
ν = 0.1
ν = 0.2
ν = 0.3
ν = 0.4
ν = 0.5
(b)
(a)
(c)
FIG. 2. Color online Energy absorption rate of hard-core bosons in a random potential: the response function F see Eq. 14 is plotted
versus modulation frequency for different filling factors and increasing values of disorder strength: =0.1J top panel, = J, and =5J. Calculations are done on a ring of M=500 lattice sites yielding negligible finite-size effects. The number of disorder realizations used was
Nr=500. 0
0.0005
0.001
0.0015
0
1
2
3
4
5
F
ω/J
∆= 0.1J
ν = 0.1
ν = 0.2
ν = 0.3
ν = 0.4
ν = 0.5
0
0.05
0.1
0.15
0
1
2
3
4
5
F
ω/J
∆= J
ν = 0.1
ν = 0.2
ν = 0.3
ν = 0.4
ν = 0.5
(b)
(a) (a) 0
0.2
0.4
0.6
0.8
0
5
10
F
ω/J
∆= 5J
ν = 0.1
ν = 0.2
ν = 0.3
ν = 0.4
ν = 0.5
(c) (c) (c) FIG. 2. Color online Energy absorption rate of hard-core bosons in a random potential: the response function F see Eq. 14 is plotted
versus modulation frequency for different filling factors and increasing values of disorder strength: =0.1J top panel, = J, and =5J. Calculations are done on a ring of M=500 lattice sites yielding negligible finite-size effects. The number of disorder realizations used was
Nr=500. A. Incommensurate filling 18, the following low-frequency
behavior is obtained: y
=2J1−2/4J2−1, we find F = 2
24J4
a
b
d
1 −2/4J21 − + 2/4J2 ,
16 F =
42min¯ , − −max−,¯ −. 19 19 16 This behavior is exhibited by the numerics, as shown in Fig. 2 lower panel, see also discussion further below. Further-
more, in the low-frequency limit 19, we again recover the
quadratic behavior described above on general grounds where a=max−2J,− and b=min,2J−. Here the
chemical potential is related to the filling factor by =
−2J cos . By expanding Eq. 16 at low frequencies, we
again obtain that the quadratic behavior discussed above F = 2
6J2 22 =
2
24J4
2
sin2 . 17 F =
422. 20 20 17 Notice however that the proportionality constant is now in-
dependent of the filling factor. In Fig. 4, a more detailed
comparison of the numerics with the analytical result of Eq. It should be noticed that the right-hand side of Eq. 17 di-
verges in the limit of vanishing lattice filling →0 because
the density of states has a Van Hove singularity at zero
energy in one dimension. Thus, the low filling limit, the qua-
dratic behavior of Eq. 17 is only recovered at increasingly
low frequencies, as shown in Fig. 2 upper panel. 0
50
100
150
200
ω/J
0
0.2
0.4
0.6
0.8
1
F
ν=0.3
ν=0.5
0
200
0.03
FIG. 4. Color online Comparison between numerics symbols
and analytics solid line, Eq. 19 for strong disorder. The value of
the disorder is /J=100 and the filling factors are =0.3 and
=0.5. The length of the chain is M=2000 and the number of disor-
der realizations is Nr=2000. In the inset, we compare our numerics
with the quadratic expansion 20 expected at low frequency. In
both cases, the agreement is quite good. 0
50
100
150
200
ω/J
0
0.2
0.4
0.6
0.8
1
F
ν=0.3
ν=0.5
0
200
0.03 In Fig. 3, we show a comparison, in the limit of weak
disorder =0.01J, of the numerical results open symbols
obtained using exact diagonalization with the analytical ex-
pression of Eq. 16 continuous lines. The agreement is
indeed very good over the entire frequency range. In the
inset, it is demonstrated that numerical results are consistent
with the quadratic behavior of Eq. 17, expected at low fre-
quencies. A. Incommensurate filling 7 become irrel-
evant, and thus any dependence on the value chemical po-
tential disappears. However, at low frequencies, the absorption rate vanishes
quadratically with frequency for any strength of the dis-
order. To understand this, let us expand in Eq. 7 the distri-
bution functions f−f−f. Taking into
account that, at zero temperature, f=−−, we find
that FC2, where the constant C =
2
K − −
15 15 FIG. 3. Color online Comparison between numerics symbols
and analytics Eq. 9, solid line for weak disorder. Here, /J
=0.01 and we consider two filling factors =0.3 and =0.5. The
length of the chain is M=2000 and the number of disorder realiza-
tions is Nr=2000. The inset is a zoom of the low-frequency regime,
where the absorption rate is quadratic in frequency as given by Eq. 17. FIG. 3. Color online Comparison between numerics symbols
and analytics Eq. 9, solid line for weak disorder. Here, /J
=0.01 and we consider two filling factors =0.3 and =0.5. The
length of the chain is M=2000 and the number of disorder realiza-
tions is Nr=2000. The inset is a zoom of the low-frequency regime,
where the absorption rate is quadratic in frequency as given by Eq. 17. FIG. 3. Color online Comparison between numerics symbols
and analytics Eq. 9, solid line for weak disorder. Here, /J
=0.01 and we consider two filling factors =0.3 and =0.5. The
length of the chain is M=2000 and the number of disorder realiza-
tions is Nr=2000. The inset is a zoom of the low-frequency regime,
where the absorption rate is quadratic in frequency as given by Eq. 17. can be evaluated numerically. From Eq. 15, it can be seen
that the constant C is nonzero provided there are nonvanish-
ing matrix elements K connecting two states and at
the Fermi level ==.
In the limit of weak disorder corresponding to J, the
absorption can be evaluated using Eq. 9, where Vk2
=2/3M, as follows from the expression for the Fourier
transform of the disorder potential Vk. Going to the thermo-
dynamic limit and introducing the density of states
and density of states, respectively. In the random potential,
the latter is constant and given by ¯=1/2, and therefore
¯ =2−1. Using Eq. A. Incommensurate filling which can be readily evaluated numerically once the disorder
potential is known. We emphasize that Eq. 13 assumes that
the system is a Mott insulator with exactly one atom per site. This condition is easily satisfied in the strong-coupling re-
gime J, U, where the disorder only broadens the absorp-
tion spectrum without affecting the nature of the ground
state. A finite response at low frequency only occurs for
stronger U, where the system is close to the Bose-glass
transition. In this limit, however, the random or quasiperi-
odic potential changes the occupation numbers at different
sites, creating holes and doublons, so the ground state is no
longer given by the Fock state 0 and Eq. 13 ceases to be
valid. As stated above, the absorption rate is calculated numeri-
cally at zero temperature starting from Eqs. 7 and 8. In
Fig. 2, we plot the frequency dependence of the response
function F for different fillings and increasing values of dis-
order =0.1J upper panel, =J central panel, and
=5J lower panel. Since, in the fermionic representation, the
Hamiltonian of Eq. 6 is particle-hole symmetric, the ab-
sorption rate in Eq. 7 is unchanged under the transforma-
tion →1−, so we restrict our discussion to fillings
1/2. A noticeable feature of Fig. 2 is that the response at high
frequencies is independent of the filling factor. In this limit,
the relevant processes contributing to the absorption mainly 033625-4 PHYSICAL REVIEW A 80, 033625 2009 LATTICE MODULATION SPECTROSCOPY OF STRONGLY… 0
1
2
3
4
ω/J
0
5e−06
1e−05
1.5e−05
2e−05
ν=0.5
ν=0.3
0
0.1
0.2
0
5e−08
1e−07
FIG. 3. Color online Comparison between numerics symbols
and analytics Eq. 9, solid line for weak disorder. Here, /J
=0.01 and we consider two filling factors =0.3 and =0.5. The
length of the chain is M=2000 and the number of disorder realiza-
tions is Nr=2000. The inset is a zoom of the low-frequency regime,
where the absorption rate is quadratic in frequency as given by Eq. 17. 0
1
2
3
4
ω/J
0
5e−06
1e−05
1.5e−05
2e−05
ν=0.5
ν=0.3
0
0.1
0.2
0
5e−08
1e−07 involve transitions from states far below the Fermi level i.e.,
into empty states far above it i.e.,
. As a
result, the Fermi-Dirac distributions in Eq. B. Unit filling The absorption rate for =1 is calculated numerically
starting from Eqs. 11 and 12. The result is shown in Fig. 5 as a function of frequency for different values of the dis-
order strength and J=0.01U. In Fig. 6 we plot the frequency dependence of the re-
sponse function 14 for increasing values of the disorder
strength . Compared to Fig. 2, we see that the absorption
spectra in quasiperiodic potential exhibit a much richer struc-
ture. Interestingly, the response function becomes very large
and actually diverges when matches special values. Moreover, for a given filling factor, the absorption rate is
nonzero only within a certain range of frequencies. In the absence of disorder =0, the absorption rate can
be evaluated analytically and the dimensionless function F in
Eq. 14 is given by 23 F = 2
3J
sin cos−1
−U
6J
,
for −U
6J, 21 These features can again be understood in the limits of
weak and at strong disorder, where results can be obtained
analytically. In the limit J, the absorption rate can be
calculated starting from Eq. 9 and taking the thermody-
namic limit. This yields k=−2J cos k 21 and vanishes otherwise. The dashed line in Fig. 5 corre-
sponds to our numerical result for =0, which fully agrees
with the above formula. F =
2
dk
2
dk
2
Vk −k2
J2
+ k −k
−kk −,
24 F =
2
dk
2
dk
2
Vk −k2
J2
+ k −k As the strength of disorder is increased, we see from Fig. 5 that the absorption spectrum becomes broader and progres-
sively develops a trianglelike shape as the limit J is ap-
proached. This behavior can be obtained analytically starting
from Eq. 13. In the J limit, since the on-site energies at
different lattice sites are uncorrelated, we obtain −kk −,
24 24 where the integration over momenta is restricted to 0,2. Using that the modulus square of the Fourier transform of
the disorder potential is Vk2=limM→ VMk2, where F
22
−
d
−
d −U + −,
22 22 VMk2 = 2
4M
eik+k0M −1
eik+k0 −1 + eik−k0M −1
eik−k0 −1
2
,
25 25 where ¯=1/2 is the disorder-averaged density of states
in the atomic limit introduced above. Upon integration, Eq. IV. QUASIPERIODIC POTENTIAL In this section, we assume that the external potential in
Eq. 1 is j= cos2j 15–17, being an irrational
number. This quasiperiodic potential distribution is realized
experimentally by superimposing two different periodic po-
tentials with incommensurate lattice periods 11. Differently
from the disorder potential considered in the previous sec-
tion, where all states are localized in the thermodynamic
limit for an arbitrarily small amount of disorder, in the qua-
siperiodic case there is a phase transition 32 at c=2J: for
2J all states are extended while for 2J all states are
exponentially localized. FIG. 5. Color online Energy absorption rate in the Mott insu-
lator phase for hard-core bosons in a random potential: the response
function F see Eq. 14 is plotted versus modulation frequency for
fixed J=0.01U and increasing values of the disorder strength
/U=0black dotted line,0.03,0.06,0.1. The length of the chain
is M=60 and the number of disorder realizations is Nr=200. A
broadening of the absorption peak is observed for increasing
disorder. FIG. 5. Color online Energy absorption rate in the Mott insu-
lator phase for hard-core bosons in a random potential: the response
function F see Eq. 14 is plotted versus modulation frequency for
fixed J=0.01U and increasing values of the disorder strength
/U=0black dotted line,0.03,0.06,0.1. The length of the chain
is M=60 and the number of disorder realizations is Nr=200. A
broadening of the absorption peak is observed for increasing
disorder. FIG. 5. Color online Energy absorption rate in the Mott insu-
lator phase for hard-core bosons in a random potential: the response
function F see Eq. 14 is plotted versus modulation frequency for
fixed J=0.01U and increasing values of the disorder strength
/U=0black dotted line,0.03,0.06,0.1. The length of the chain
is M=60 and the number of disorder realizations is Nr=200. A
broadening of the absorption peak is observed for increasing
disorder. As described below, we find that the absorption spectra of
bosons in the quasiperiodic potential are remarkably differ-
ent from the spectra described in Sec. III for the bosons
moving on a disorder potential. 19 for the limit of strong disorder is shown. In the inset, we
also compare our numerical results with the quadratic behav-
ior 20 expected at low frequency. In both cases, the agree-
ment is remarkably good. A. Incommensurate filling For lattice fillings
1 i.e., less than a boson per site,
we calculate the absorption rate numerically starting from
Eqs. 7 and 8. We restrict to zero temperature and fix
=0.771 452 45, which is relevant to the experiments carried
out by the Florence group. A. Incommensurate filling On the other hand, in the opposite limit of strong disorder
J, the tunneling can be neglected. In this limit, the ab-
sorption rate can be evaluated directly from Eq. 10. Taking
into account that the on-site energies j at different sites are
completely uncorrelated, we find FIG. 4. Color online Comparison between numerics symbols
and analytics solid line, Eq. 19 for strong disorder. The value of
the disorder is /J=100 and the filling factors are =0.3 and
=0.5. The length of the chain is M=2000 and the number of disor-
der realizations is Nr=2000. In the inset, we compare our numerics
with the quadratic expansion 20 expected at low frequency. In
both cases, the agreement is quite good. FIG. 4. Color online Comparison between numerics symbols FIG. 4. Color online Comparison between numerics symbols
and analytics solid line, Eq. 19 for strong disorder. The value of
the disorder is /J=100 and the filling factors are =0.3 and
=0.5. The length of the chain is M=2000 and the number of disor-
der realizations is Nr=2000. In the inset, we compare our numerics
with the quadratic expansion 20 expected at low frequency. In
both cases, the agreement is quite good. F =
−
¯
d¯
¯
d¯ + −,
18 18 where ¯ and ¯ are the disorder-averaged chemical potential 033625-5 PHYSICAL REVIEW A 80, 033625 2009 ORSO et al. 0.7
0.8
0.9
1
1.1
1.2
1.3
ω/U
0
20
40
60
80
F
∆=0U
∆=0.03U
∆=0.06U
∆=0.1U
J=0.01U
FIG. 5. Color online Energy absorption rate in the Mott insu-
lator phase for hard-core bosons in a random potential: the response
function F see Eq. 14 is plotted versus modulation frequency for
fixed J=0.01U and increasing values of the disorder strength
/U=0black dotted line,0.03,0.06,0.1. The length of the chain
is M=60 and the number of disorder realizations is Nr=200. A
broadening of the absorption peak is observed for increasing
disorder. 0.7
0.8
0.9
1
1.1
1.2
1.3
ω/U
0
20
40
60
80
F
∆=0U
∆=0.03U
∆=0.06U
∆=0.1U
J=0.01U F
222 − −U,
23 23 showing that the line shape of the absorption rate in the
atomic limit is approximately triangular and vanishes at
−U=2 for J . LATTICE MODULATION SPECTROSCOPY OF STRONGLY… 24, we obtain F = 2
4J2
0
2 dk
2 + k −k+k0 −kk+k0 −. 27 27 F =
0
2 dy
2 + cos y − cosy + 2 The integral in Eq. 27 can be evaluated using the identity
a sin k+b cos k=c cosk+, where c=a2+b2 and tan =
−a/b. Since
a=sin k0
and
b=1−cos k0,
we
obtain
c
=2 sink0/2 and tan =−1/tank0/2. The zeroes of the
function in Eq. 27 occur at k=k=−arccos/2Jc. Hence, we obtain − cos y + cos y −. 29 29 The integral in Eq. 29 becomes the integral in Eq. 27 after
a change of variable k=y+. We thus obtain The integral in Eq. 29 becomes the integral in Eq. 27 after
a change of variable k=y+. We thus obtain F = 2
4J2
/2
2Jc2 −2
r=
−r + r,
28 F =
/2
c2 −2
r=
+ cos kr − cos kr −, 28 where r=kr−=−2J cos kr−. Equation 28 shows that
the absorption is finite only in a range of frequencies given
by the conditions r
0 and r+0, where r itself de-
pends on through the dependence of kr. Moreover, the
response diverges for =2Jc, provided this frequency value
is allowed for a given filling factor. Since c=2 sin
=1.315 76, the divergence occurs at =2.631 5J, as found
numerically and shown in Fig. 6 upper panel. 30 showing that the behavior of the absorption rate at strong
quasiperiodic potential can be obtained from Eq. 28 by
simply replacing 2J with . LATTICE MODULATION SPECTROSCOPY OF STRONGLY… PHYSICAL REVIEW A 80, 033625 2009 0
1
2
3
4
ω/J
0
0.001
0.002
0.003
0.004
0.005
F
ν=0.1
ν=0.2
ν=0.3
ν=0.4
ν=0.5
∆=0.1J
0
1
2
3
4
5
ω/J
0
0.2
0.4
0.6
0.8
F
ν=0.1
ν=0.2
ν=0.3
ν=0.4
ν=0.5
∆=J
0
4
8
12
16
20
ω/J
0
0.4
0.8
1.2
1.6
2
F
ν=0.1
ν=0.2
ν=0.3
ν=0.4
ν=0.5
∆=10J
(b)
(a)
(c)
FIG. 6. Color online Energy absorption rate of hard-core bosons in a quasiperiodic potential with =0.771 452 45: the response
function F see Eq. 14 is plotted versus modulation frequency for different filling factors and increasing values of disorder strength:
=0.1J top panel, =J, and =10J. Calculations are done on a ring of M=1200 lattice sites yielding almost negligible finite-size effects. The number of disorder realization is Nr=500. 0
1
2
3
4
ω/J
0
0.001
0.002
0.003
0.004
0.005
F
ν=0.1
ν=0.2
ν=0.3
ν=0.4
ν=0.5
∆=0.1J
0
1
2
3
4
5
ω/J
0
0.2
0.4
0.6
0.8
F
ν=0.1
ν=0.2
ν=0.3
ν=0.4
ν=0.5
∆=J
(b)
(a) 0
4
8
12
16
20
ω/J
0
0.4
0.8
1.2
1.6
2
F
ν=0.1
ν=0.2
ν=0.3
ν=0.4
ν=0.5
∆=10J
(c) (c) FIG. 6. Color online Energy absorption rate of hard-core bosons in a quasiperiodic potential with =0.771 452 45: the response
function F see Eq. 14 is plotted versus modulation frequency for different filling factors and increasing values of disorder strength:
=0.1J top panel, =J, and =10J. Calculations are done on a ring of M=1200 lattice sites yielding almost negligible finite-size effects. The number of disorder realization is Nr=500. Vk2 = 2
2
n=−
+
k + k0 + 2n + k −k0 + 2n. 26 peaks as shown in the central panel of Fig. 6. These peaks
gradually disappear as increases and becomes much larger
than J. In this regime, however, the energy absorption spec-
trum becomes indeed rather similar to the case of weak qua-
siperiodic potential, as can seen by comparing the upper and
lower panels of Fig. 6. This peculiar effect can be explained
analytically starting from Eq. 10, which applies in the
atomic limit. Introducing the variable y=2n, in the ther-
modynamic limit, we obtain Inserting Eq. 26 into Eq. 24, we obtain Inserting Eq. 26 into Eq. B. Unit filling 22 yields and k0=2, for M→, the right-hand side of Eq. 25
becomes a series of delta functions 033625-6 LATTICE MODULATION SPECTROSCOPY OF STRONGLY… B. Unit filling We have obtained the absorption spectrum at unit filling
numerically using Eqs. 11 and 12, for the same value of For a potential strength comparable to the tunneling rate,
i.e., J, the absorption spectrum develops very sharp 033625-7 PHYSICAL REVIEW A 80, 033625 2009 ORSO et al. 0
0.5
1
1.5
2
2.5
0
5
10
15
F
ω /J
0
5
10
15
20
25
0
0.5
1
1.5
2
2.5
F
ω /J
0
0.05
0.1
0.15
0.2
0
1
2
3
4
F
0
1
2
3
4
5
0
0.05
0.1
0.15
0.2
F
N = 100
N = 200
N = 300
N = 400
0
0.001
0.002
0.003
0.004
0.005
0
1
2
3
4
F
Quasi-periodic
0
1
2
3
4
5
0
0.001
0.002
0.003
0.004
0.005
F
Disordered
∆= 10J
∆= J
∆= 0.1J
0
0.002
0.004
0
1
2
F
∆= 10J
∆= J
∆= 0.1J
N = 200
∆= 0
FIG. 8. Color online Energy absorption rate of disordered and
quasidisordered hard-core bosons in a parabolic trap. The response
function F is plotted versus modulation frequency for different fill-
ings. Upper panel: =0.1J, middle panel: =J, and lower panel:
=10J. The system size is M=500, the number of disorder realiza-
tions is Nr=4000, and ho=2.8810−4J. The inset in the upper
panel shows the low-frequency absorption in the absence of disor-
der, which is finite for trapped gases. As increases, this sharp
peak fragments out and is no longer visible on the scale of the bulk
contribution. 0.7
0.8
0.9
1
1.1
1.2
1.3
ω/U
0
20
40
60
80
F
∆=0 U
∆=0.03U
∆=0.06U
∆=0.1U
J=0.01U
FIG. 7. Color online Energy absorption in the Mott insulator
phase
for
bosons
in
a
quasiperiodic
potential
with
=0.771 452 45: the response function F see Eq. 14 is plotted
versus modulation frequency for fixed J=0.01U and increasing dis-
order strength /U=0black dotted line,0.03,0.06,0.1. Here,
convergence is achieved for system size L=70. As disorder in-
creases, the response function broadens and changes convexity, as
predicted by Eq. 32. B. Unit filling As increases, this sharp
peak fragments out and is no longer visible on the scale of the bulk
contribution. FIG. 8. Color online Energy absorption rate of disordered and
quasidisordered hard-core bosons in a parabolic trap. The response
function F is plotted versus modulation frequency for different fill-
ings. Upper panel: =0.1J, middle panel: =J, and lower panel:
=10J. The system size is M=500, the number of disorder realiza-
tions is Nr=4000, and ho=2.8810−4J. The inset in the upper
panel shows the low-frequency absorption in the absence of disor-
der, which is finite for trapped gases. As increases, this sharp
peak fragments out and is no longer visible on the scale of the bulk
contribution. We see that the shape of the absorption spectrum changes
considerably as increases. For sufficiently weak quasiperi-
odic potential 3 J, the spectrum does not become broad,
but instead satellite peaks appear on the sides of the central
absorption feature. For stronger quasiperiodic potentials, the
central peak disappears and the spectrum develops a two
hump structure. To understand these features, let us again
focus on the atomic limit, where the absorption rate can be
obtained analytically using Eq. 13. Introducing the variable
y=2n and passing to the continuum limit, we obtain the
result B. Unit filling 0
0.5
1
1.5
2
2.5
0
5
10
15
F
ω /J
0
5
10
15
20
25
0
0.5
1
1.5
2
2.5
F
ω /J
0
0.05
0.1
0.15
0.2
0
1
2
3
4
F
0
1
2
3
4
5
0
0.05
0.1
0.15
0.2
F
N = 100
N = 200
N = 300
N = 400
0
0.001
0.002
0.003
0.004
0.005
0
1
2
3
4
F
Quasi-periodic
0
1
2
3
4
5
0
0.001
0.002
0.003
0.004
0.005
F
Disordered
∆= 10J
∆= J
∆= 0.1J
0
0.002
0.004
0
1
2
F
∆= 10J
∆= J
∆= 0.1J
N = 200
∆= 0 0.7
0.8
0.9
1
1.1
1.2
1.3
ω/U
0
20
40
60
80
F
∆=0 U
∆=0.03U
∆=0.06U
∆=0.1U
J=0.01U FIG. 7. Color online Energy absorption in the Mott insulator
phase
for
bosons
in
a
quasiperiodic
potential
with
=0.771 452 45: the response function F see Eq. 14 is plotted
versus modulation frequency for fixed J=0.01U and increasing dis-
order strength /U=0black dotted line,0.03,0.06,0.1. Here,
convergence is achieved for system size L=70. As disorder in-
creases, the response function broadens and changes convexity, as
predicted by Eq. 32. FIG. 7. Color online Energy absorption in the Mott insulator
phase
for
bosons
in
a
quasiperiodic
potential
with
=0.771 452 45: the response function F see Eq. 14 is plotted
versus modulation frequency for fixed J=0.01U and increasing dis-
order strength /U=0black dotted line,0.03,0.06,0.1. Here,
convergence is achieved for system size L=70. As disorder in-
creases, the response function broadens and changes convexity, as
predicted by Eq. 32. =0.771 452 45. The result is plotted in Fig. 7 for fixed
J/U=0.01 and increasing values of the quasiperiodic poten-
tial strength . The dashed line corresponds to the clean case
=0, where the absorption rate is given by Eq. 21. FIG. 8. Color online Energy absorption rate of disordered and
quasidisordered hard-core bosons in a parabolic trap. The response
function F is plotted versus modulation frequency for different fill-
ings. Upper panel: =0.1J, middle panel: =J, and lower panel:
=10J. The system size is M=500, the number of disorder realiza-
tions is Nr=4000, and ho=2.8810−4J. The inset in the upper
panel shows the low-frequency absorption in the absence of disor-
der, which is finite for trapped gases. VI. CONCLUSIONS For J, we formally expand the right-hand side of Eq. A2 in powers of the disorder strength Ak,k=Akk
0 +Akk
1
+Akk
2 +O3, so the matrix K takes the form In conclusion, we have investigated the energy absorbed
by a disordered strongly interacting Bose gas in the presence
of periodically modulated optical lattices. For filling factor
less than one, the absorption rate has been calculated exactly
in the hard-core limit via the Bose-Fermi mapping. For com-
mensurate filling, corresponding to one boson per lattice site,
the gas is a Mott insulator and can only absorb energy at
much higher frequency on the order of the repulsive inter-
action U. The disorder-induced broadening of the absorption
spectrum has been calculated by restricting to the subspace
of particle-hole excitations. Kk,k = Kkk
0
+ Akk
0 Akk
1
+ Akk
1
+ Akk
2
+ Akk
2 + Akk
1 2 + O3. Kk,k = Kkk
0
+ Akk
0 Akk
1
+ Akk
1
+ Akk
2
+ Akk
2 + Akk
1 2 + O3. A4 A4 Taking Eq. A3 into account, we see that the only nondiago-
nal term appearing in the expansion A4 is Akk
1 2, which is
on the second order in . This term can be readily evaluated
from Eq. A2 by applying the first-order perturbation theory
for the eigenstates Taking Eq. A3 into account, we see that the only nondiago-
nal term appearing in the expansion A4 is Akk
1 2, which is
on the second order in . This term can be readily evaluated
from Eq. A2 by applying the first-order perturbation theory
for the eigenstates We have performed extensive calculations comparing two
different sources of disorder: a random potential, which is
relevant for current experiments based on speckle patterns,
and a quasiperiodic potential, which is obtained by superim-
posing two optical lattices with incommensurate periods. Our results indicate that the response of the gas to the lattice
modulation significantly depends on the chosen source of
randomness. k = k
0 +
qk
q
0Vk
0
k
0 −q
0 q
0. A5 A5 After a simple algebra, we obtain After a simple algebra, we obtain Akk
1
=
k
0Vk
0
k
0 −k
0
2cos k −cos k,
A6 A6 which is valid up to the linear order in . APPENDIX In this appendix, we shall derive the asymptotic formula
9 based on the perturbation theory for weak disorder. For
clarity, we rewrite the general expression 7 We also see in Fig. 8 that the behavior of the absorption
spectrum at frequencies close to the bandwidth crucially de-
pends on whether the applied potential is truly random or
quasiperiodic. Whereas the disordered case exhibits a smooth
behavior in the absorption up to the bandwidth 4J where it
falls to zero, the quasiperiodic one shows a sharp peak lo-
cated at the bandwidth 4Jc, which resembles the divergence
found in the corresponding homogeneous case. Note that the
position of this peak is almost independent on the number of
atoms in the tube and, therefore, the peak should be visible in
a realistic experimental situation, where an average over a
multiple tube setup with variable filling is performed 33. The same conclusion applies to the system with strong dis-
order or quasiperiodic potential as can be observed in the
lower panel in Fig. 8. For J Fig. 8, middle panel, the
peak structure in the quasiperiodic case is more complex
and, thus, the averaging procedure will produce some round-
ing off of the peaks. Still, the absorption can be considerably
larger than in the disordered case and this difference should
be clearly visible. E˙ = J0
2
2
k,k
Kkkfk −fk + k −k, A1 A1 using new indices k and k. Moreover, we find convenient to
introduce the matrix elements using new indices k and k. Moreover, we find convenient to
introduce the matrix elements Akk =
j
k
j + 1kj + k
jkj + 1,
A2 A2 so that Kk,k=Ak,k2. k,k
k,k
In the absence of disorder =0, the eigenstates are plane
waves k
0n=eikn/L with energy k
0=−2J cos k. Therefore,
from Eq. A2, we find Akk
0
= 2kk cos k,
A3 A3 showing that the matrix A is diagonal in momentum space. Since the matrix Kkk
0 =4k,k cos2 k is also diagonal, the ab-
sorption rate 7 vanishes. VI. CONCLUSIONS Finally, by using
the dispersion relation k
0=−2J cos k, Eq. A6 further sim-
plifies yielding No. PIE 200760/007. insulator at the center of the trap cannot absorb energy at low
frequency, so the only contribution comes from the outer
shell, where the filling factor is less than unity. In particular,
the low-frequency peak arising from edge excitations frag-
ments in multiple peaks with little spectral weight compared
to the response from the bulk discussed in Secs. III and IV. V. EFFECTS OF A PARABOLIC TRAP F = 2
0
2 dy
2 −U + cos y − cosy + 2. 31 F = 2
0
2 dy
2 −U + cos y − cosy + 2. In this section, we discuss the effects of a harmonic trap-
ping potential Vz=mho
2 z2/2 on the absorption spectrum. Here, m is the atom mass and ho is the trapping frequency. In this case, Vj
ho in Eq. 1 is nonzero and given by Vj
ho
=hoj−M/22, where ho=mho
2 d2/2, d being the lattice pe-
riod. 31 The integral 31 can be readily evaluated using the identity
a sin y+b cos y=c cosy+,
where
tan =−a/b
and
c
=a2+b2. From Eq. 31 we have that c=2 sin and,
therefore, We have repeated the calculations of the absorption spec-
trum including Vj
ho and the result is shown in Fig. 8. For a
system of hard-core bosons in the absence of disorder or
quasiperiodic potential, the trap favors the formation of a
Mott insulator in the center surrounded by a superfluid re-
gion at the trap edges. This gives rise to a finite absorption at
low frequency see inset in the upper panel, which is related
to the creation of excitations at the edge of the trap. By
contrast, in a uniform system of hard-core bosons, as we
have described in Sec. II, the energy absorption vanishes to
all orders because the hopping operator K commutes with the
Hamiltonian. F =
2
c2 − −U2 ,
32 32 showing that the absorption rate diverges at the edge, where
−U=c. This means that the shape of the absorption
spectrum changes completely going from weak to strong
quasiperiodic potential, as obtained numerically and shown
in Fig. 7. Finally, in comparing Eqs. 23 and 32, we see
that in a quasiperiodic potential the absorption spectrum is
at least in the atomic limit narrower because c
2. Let us next consider the effect of a small amount of dis-
order or a weak quasiperiodic potential. Clearly, the Mott 033625-8 PHYSICAL REVIEW A 80, 033625 2009 LATTICE MODULATION SPECTROSCOPY OF STRONGLY… No. PIE 200760/007. ACKNOWLEDGMENTS This work was partly supported by ANR under Grant No. 08-BLAN-0165-01 and by the Swiss National Fund under
MaNEP and Division II. A.I. gratefully acknowledges finan-
cial support from CONICET and UNLP. During the initial
stage of this project, G.O. was also supported by the Euro-
pean
Commission
under
Contract
No. EDUG-038970. M.A.C. was supported by MEC Spain under Grant No. FIS2007-066711-C02-02 and CSIC Spain through Grant Akk
1
=
k
0Vk
0
J
. A7 A7 Substituting Eq. A6 into Eq. A1 and replacing the
eigenstates by their zero-order values k=k
0, we recover the
asymptotic formula 9. 033625-9 PHYSICAL REVIEW A 80, 033625 2009 PHYSICAL REVIEW A 80, 033625 2009 ORSO et al. 1 I. Bloch, J. Dalibard, and W. Zwerger, Rev. Mod. Phys. 80,
885 2008. 78, 013625 2008. 17 T. Roscilde, Phys. Rev. A 77, 063605 2008. 2 M. Greiner, O. Mandel, T. Esslinger, T. W. Hänsch, and I. Bloch, Nature London 415, 39 2002. 18 G. Roati, M. Zaccanti, C. D’Errico, J. Catani, M. Modugno, A. Simoni, M. Inguscio, and G. Modugno, Phys. Rev. Lett. 99,
010403 2007. 3 A. F. Ho, M. A. Cazalilla, and T. Giamarchi, Phys. Rev. A 79,
033620 2009. 19 T. Giamarchi and H. J. Schulz, Phys. Rev. B 37, 325 1988. 4 J. E. Lye, L. Fallani, M. Modugno, D. S. Wiersma, C. Fort, and
M. Inguscio, Phys. Rev. Lett. 95, 070401 2005. 20 M. P. A. Fisher, P. B. Weichman, G. Grinstein, and D. S. Fisher, Phys. Rev. B 40, 546 1989. 21 D. Delande and J. Zakrzewski, Phys. Rev. Lett. 102, 085301
2009. 5 D. Clément, A. F. Varón, M. Hugbart, J. A. Retter, P. Bouyer,
L. Sanchez-Palencia, D. M. Gangardt, G. V. Shlyapnikov, and
A. Aspect, Phys. Rev. Lett. 95, 170409 2005. L. Sanchez-Palencia, D. M. Gangardt, G. V. Shlyapnikov, and
A. Aspect, Phys. Rev. Lett. 95, 170409 2005. 22 T. Stöferle, H. Moritz, C. Schori, M. Köhl, and T. Esslinger,
Phys. Rev. Lett. 92, 130403 2004. 6 C. Fort, L. Fallani, V. Guarrera, J. E. Lye, M. Modugno, D. S. Wiersma, and M. Inguscio, Phys. Rev. Lett. 95, 170410
2005. 23 A. Iucci, M. A. Cazalilla, A. F. Ho, and T. Giamarchi, Phys. Rev. A 73, 041608R 2006. 7 T. Schulte, S. Drenkelforth, J. Kruse, W. Ertmer, J. Arlt, K. Sacha, J. Zakrzewski, and M. Lewenstein, Phys. Rev. Lett. 95,
170411 2005. 24 C. Kollath, A. Iucci, T. Giamarchi, W. Hofstetter, and U. Schollwöck, Phys. Rev. Lett. 97, 050402 2006. 25 C. Kollath, A. Iucci, I. P. McCulloch, and T. Giamarchi, Phys. Rev. A 74, 041604R 2006. 8 Y. P. Chen, J. Hitchcock, D. Dries, M. Junker, C. Welford, and
R. G. Hulet, Phys. Rev. A 77, 033632 2008. 26 M. Hild, F. Schmitt, and R. Roth, J. Phys. B 39, 4547 2006. 9 M. White, M. Pasienski, D. McKay, S. Q. Zhou, D. Ceperley,
and B. DeMarco, Phys. Rev. Lett. 102, 055301 2009. 27 M. Hild, F. Schmitt, I. Türschmann, and R. Roth, Phys. Rev. A
76, 053614 2007. 9 M. White, M. Pasienski, D. McKay, S. Q. Zhou, D. Ceperle
and B. DeMarco, Phys. Rev. Lett. 102, 055301 2009. and B. DeMarco, Phys. Rev. Lett. 78, 013625 2008. 102, 055301 2009. 10 U. Gavish and Y. Castin, Phys. Rev. Lett. 95, 020401 2005. 28 A. De Martino, M. Thorwart, R. Egger, and R. Graham, Phys. Rev. Lett. 94, 060402 2005. 11 L. Fallani, J. E. Lye, V. Guarrera, C. Fort, and M. Inguscio,
Phys. Rev. Lett. 98, 130404 2007. 29 M. Albert, T. Paul, N. Pavloff, and P. Leboeuf, Phys. Rev. Lett. 100, 250405 2008. 12 J. Billy, V. Josse, Z. Zuo, A. Bernard, B. Hambrecht, P. Lugan,
D. Clement, L. Sanchez-Palencia, P. Bouyer, and A. Aspect,
Nature London 453, 891 2008. 30 M. A. Cazalilla, Phys. Rev. A 70, 041604R 2004. 31 V. Golovach,
A. Minguzzi,
and
L. Glazman,
e-print
arXiv:0907.0483. 13 G. Roati, C. D’Errico, L. Fallani, M. Fattori, C. Fort, M. Zac-
canti, G. Modugno, M. Modugno, and M. Inguscio, Nature
London 453, 895 2008. 32 J. B. Sokoloff, Phys. Rep. 126, 189 1985. 33 In current experiments, the lattice modulation technique re-
quires a large modulation amplitude, which goes beyond the
linear-response regime. These effects can be studied numeri-
cally using DMRG as done in Ref. 24 for the clean case. We
leave that for future work. 14 G. Orso, Phys. Rev. Lett. 99, 250402 2007. 15 G. Roux, T. Barthel, I. P. McCulloch, C. Kollath, U. Scholl-
wöck, and T. Giamarchi, Phys. Rev. A 78, 023628 2008. wöck, and T. Giamarchi, Phys. Rev. A 78, 023628 16 X. Deng, R. Citro, A. Minguzzi, and E. Orignac, Phys. Rev. A 033625-10
|
https://openalex.org/W4248714794
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https://zenodo.org/record/1997587/files/article.pdf
|
English
| null |
ORDINARY MEETING: 11th March, 1921
|
Journal of molluscan studies
| 1,921
|
public-domain
| 1,151
|
s s From these records Mr. Clarke thought valuable reports might I'e
drawn up, from time to time, which would exhibit the progress of
geological knowledge; and that thus a really useful work would ilL'
effected by the Association. Several promises of Papers were announced. Ol'dina1'y 11feeting, 8th .1Jfarch, 1859. The Rev. Thomas Wiltshire, M.A., F.G.S., in the Chair. The Rev. Thomas Wiltshire, M.A., F.G.S., in the Chair. It was stated by Mr. Wakefield, one of the Honorary SecretaJ'ies
that in consequence of the resignation of the Presidency by Toulmiu
Smith, Esq., it had devolved upon the General Committee to exercise
the power conferred on them by Rule XXXII. for the filling up of
vacancies which might occur in the offices of the Association, awl
that they had accordingly requested the Rev. Thomas Wiltshire, one
of the Vice-Presidents, to accept the office of President, and that he
had much pleasure in stating that that gentleman had acceded to
their request. The Chair was then taken by the President. After the reading of the Minutes of the Meeting of the 8th
February, The President stated that it had been considered necessary, in
consequence of the urgent representations of several of the Country
Members, to rescind Rule V., which excludes Country Members from
the Ordinary Meetings, and to vary Rule VI. by the omission of blu-
word "Town" at the beginning. The Rule so altered would then
state the privileges of all the Members, whether Town or Country. The Requisition, duly signed, calling on the Secretary to convene
the Meeting with a view to this and to an alteration as to the day of
meeting having been read, the question as to rescinding Rule V. and
the modification of Rule VI. was put to the vote and carried unani-
mously. It was then put to the Meeting that Rule XXIX., as to the 6 day for the Ordinary Meetings of the Association, be altered by
the substitution of the words First llIonday for Second Tuesday;
which was also carried, and the Rules were declared to be amended
accordingly. The following ladies and gentlemen were elected Members of
the Association: -
W. S. Cross, E8q.; Joseph Yellowly Watson,
Esq.,
F.G.S.;
Mr. R. C. Taylor;
the Rev. J. Alloway, B.A.;
Mr. G. E. Boggis ;
G. R. Ritchie, Esq.;
Mr. T. Bennett; John
Noyes, Esq.; Mr. T. V. Robson; Mr. W. T. Sutton; Mr. John Cliff;
J\l1'. \V. Myers;
Mr. G. Jackson; W. Cunnington, Esq., F.G.S.;
1\11'. O. "V. Crocker; E. P. Wilkins, Esq., F.G.S.; Rev. G. B. Adam,
B.A.; Richard T. Manson, Esq.;
I. N. Lockyer, Esq.; Rev. J. S. Henslow,F.G.S., &c., &c., Professor of Botany in the University of
Cambridge; Mr. Enoch Walker; Rev. J. S. Marsden; Mr. J. R. Gregory; Mr. Thomas Purdue; Mr. Dow; Rev. Thomas H. The Rev. Thomas Wiltshire, M.A., F.G.S., in the Chair. Brown;
P. L. Simmonds, Esq., F.R.S.S.; H. Duckworth, EBq., F.G.S.; John
Darlington, Esq.; Rev. L. H. Mordargue;
C. F. Pocock, Esq;
G. Henslow, Esq.; Rev. T. F. fitatham, M.A., F.G.S.; Mr. Cruick-
shank;
Mr. Michael Carty;
Miss Ann Tayler Slatter;
Richard
J ames, Esq.; G. T. Chambers, Esq.; J. Cumming, Esq.; H. L. Her-
roun, Esq.;
Mr. John Lambley;
P. Badcock, Esq.; James Yate
Johnson, Esq.; Miss Mac Neill; W. H. Smith, EEq.; Mrs. Jane
Bowles; Mr. James Taylor. The following donations to the Library, from Hyde Clarke, Esq.,
V.P., were announced :-" A Treatise on Copper
Smelting."
By
Hyde Clarke, Esq. "The Progress of Mining in 1855."
By J. Yellowly Watson, F.G.S. "The Recent Brachiopoda."
By S. B. Sowerby, F.L.S. "The Geologist," for March, 1859. From S. J. Mackie, EBq., F.G.S. Professor J. Tennant gave a lecture on Mineralogy applied to
Geology. The lecturer stated that as many as 520 species of minerals
were described in one English treatise on the science; and, when any
one looked at a map of the world and compared the small area of the
British Isles and their mineral wealth with the extent of such terri-
tories as that of Canada and Hudson's Bay, and the treasures to be
there probably discovered, he must perceive the importance of some Professor J. Tennant gave a lecture on Mineralogy applied to
Geology. The lecturer stated that as many as 520 species of minerals
were described in one English treatise on the science; and, when any
one looked at a map of the world and compared the small area of the
British Isles and their mineral wealth with the extent of such terri-
tories as that of Canada and Hudson's Bay, and the treasures to be
there probably discovered, he must perceive the importance of some 7 acquaintance with the science of mineralogy. Australia, a few years
since. was only known as containing a few sheep-walks, and as a penal
settlement. In 1851, a piece of stone was received in London and
placed in the Great Exhibition, where it created much sensation. It was a gold nugget. Such nuggets had been frequently picked up
in Australia; stones containing the yellow metal had been built into
walls and houses j but no one had, previously to this time, regarded
them. The Rev. Thomas Wiltshire, M.A., F.G.S., in the Chair. Some thought the metalliferous substance to be iron-pyrites,
others that it was copper-pyrites; but if these persons had been
acquainted with a very simple test-a common file-they could have
easily ascertained the difference between pyrites and gold. The rapid progresi:! of the colony since this discovery was familiar
to every one, and the history of the gold-nugget trade would display
prominently the value of observant habits. The lecturer then de-
scribed the various large nuggets which had been brought into this
country, the largest heing four feet two inches long by ten inches
wide. This was melted and produced fine gold of the value of
6,905l. 128. gel., only twenty-one ounces of stony matter remaining. Diamonds in the rough state had been thrown aside by the gold-
seekers, and many other valuable substances were frequently wasted
in ignorance of their nature and properties. The most interesting part of mineralogy was crystallography, and
the lecturer gave illustrations of the methods of distinguishing crys-
tals by their forms, fracture, frangibility, degrees of hardness, &c. Some specimens of cryolite from Greenland, were exhibited, to
show the importance of the study of mineralogy, in developing the
means of cheapening useful commodities. Aluminium, at the time of
the Paris Exhibition, could not be obtained for less than 4l. per
ounce. It was soon afterwards offered for 2l. per ounce; but, since
cryolite had been used, it was reduced to less than 158. per ounce. This was an important metal, and although hitherto only known as a
curiosity in the laboratory, would probably, before long, become of
the highest commercia! importance. The lecturer concluded with some statistical accounts of the
values and annual produce of the chief British minerals.
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English
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Survivorship of Anopheles darlingi (Diptera: Culicidae) in Relation with Malaria Incidence in the Brazilian Amazon
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PloS one
| 2,011
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cc-by
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Introduction Malaria remains one of the most important infectious diseases
in the world, and has reemerged in tropical regions that
experience rapid population growth [1]. The understanding of
age composition of anopheline mosquito populations has been
considered crucial for explaining transmission and evaluating the
success of control efforts [2]. The probability of survival of the
vector may be the most critical factor in the transmission cycle of
arthropod-borne diseases [3–4]. A considerable number of
individuals of a given vector species must survive long enough
to allow sporogonic development of Plasmodium spp. for it to be an
efficient vector. However, little is known of age composition and
survival rates of anopheline species in the Amazon region. We
have reported parous rates and methods for determining parity
status, as well as dispersal, of Amazonian anophelines [5–6]. Recently, Fouque et al. [7] have observed that peak malaria
incidence in the Maroni region of French Guiana was associated
with higher Anopheles darlingi survival rates, the most important
vector in the Amazon [8–10] but data were not statistically
significant. In this paper, we present longitudinal variations in the
age structure and survivorship of An. darlingi in a frontier zone of
the State of Roraima, in the northern Brazilian Amazon. The Materials and Methods The protocol was approved by the ethics committee of the
Oswaldo Cruz Foundation. Abstract The funders had no role in study design, data collection and analysis,
decision to publish, or preparation of the manuscript. Competing Interests: The authors have declared that no competing interests exist. * E-mail: fsaito1@yahoo.com.br * E-mail: fsaito1@yahoo.com.br association of survival rates with malaria incidence was studied in
detail. Abstract We performed a longitudinal study of adult survival of Anopheles darlingi, the most important vector in the Amazon, in a
malarigenous frontier zone of Brazil. Survival rates were determined from both parous rates and multiparous dissections. Anopheles darlingi human biting rates, daily survival rates and expectation of life where higher in the dry season, as
compared to the rainy season, and were correlated with malaria incidence. The biting density of mosquitoes that had
survived long enough for completing at least one sporogonic cycle was related with the number of malaria cases by linear
regression. Survival rates were the limiting factor explaining longitudinal variations in Plasmodium vivax malaria incidence
and the association between adult mosquito survival and malaria was statistically significant by logistic regression (P,0.05). Survival rates were better correlated with malaria incidence than adult mosquito biting density. Mathematical modeling
showed that P. falciparum and P. malariae were more vulnerable to changes in mosquito survival rates because of longer
sporogonic cycle duration, as compared to P. vivax, which could account for the low prevalence of the former parasites
observed in the study area. Population modeling also showed that the observed decreases in human biting rates in the wet
season could be entirely explained by decreases in survival rates, suggesting that decreased breeding did not occur in the
wet season, at the sites where adult mosquitoes were collected. For the first time in the literature, multivariate methods
detected a statistically significant inverse relation (P,0.05) between the number of rainy days per month and daily survival
rates, suggesting that rainfall may cause adult mortality. Citation: Barros FSMd, Hono´rio NA, Arruda ME (2011) Survivorship of Anopheles darlingi (Diptera: Culicidae) in Relation with Malaria Incidence in the Brazilian
Amazon. PLoS ONE 6(8): e22388. doi:10.1371/journal.pone.0022388
Editor: Nirbhay Kumar Tulane University United States of America Received March 6, 2011; Accepted June 20, 2011; Published August 8, 2011 Received March 6, 2011; Accepted June 20, 2011; Published August 8, 2011 Copyright: 2011 Barros et al. This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits
unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. Copyright: 2011 Barros et al. This is an open-access article distributed unde
unrestricted use, distribution, and reproduction in any medium, provided the origin Funding: The Interamerican Institute for Global Change Research, grant CRN no. 048. Fa´bio Saito Monteiro de Barros1*, Nildimar Alves Hono´ rio2, Me´rcia Eliane Arruda3 1 Departamento de Zoologia, Universidade Federal de Pernambuco, Recife, Brazil, 2 Laborato´rio de Imunoepidemiologia, Centro de Pesquisas Aggeu Magalha˜es,
Fundac¸a˜o Oswaldo Cruz, Recife, Brazil, 3 Laborato´rio de Transmissores de Hematozoa´rios, Departamento de Entomologia, Instituto Oswaldo Cruz-Fiocruz, Rio de Janeiro,
Brazil Climate and rainfall In the study area, only two seasons can be distinguished, the dry
season and the rainy season. A well-defined six month-long dry
period lasts from November or December to April or May, with
55–60% of the precipitation occurring from May to July [13]. A
pluviometer was installed in the study site for daily monitoring of
rainfall throughout the collection period, from August, 2003, to
July, 2004. Annual rainfall was 1367 mm/m2. Total monthly
rainfall for the collection period is shown in Table 1. Temperature
and humidity were measured by digital devices during the
collection periods. Mean temperature was 28.0uC (SD = 1.11),
and relative humidity was around 58% (SD = 2.88), with little
yearlong variation. Human malaria data If the time for egg-development is known or accounted for, the
approximate duration of the gonotrophic cycle, i.e. the time
elapsed from one blood-feeding to the next, would vary as a
function of the time elapsed from oviposition to blood-feeding. The time from oviposition to blood-feeding can be estimated by
examining the condition of the terminal portions of the ovarioles,
i.e. the ovariolar stalks, after passage of the eggs [2], in females in
Sella’s stage 1, 2 or 3 [16]. When the female oviposits, the eggs
pass through the terminal portions of the ovarioles. These
previously narrow conducts stretch to many times their original
size to allow passage of eggs. In females that have recently
oviposited (,24 h), the ovarioles still presents sac-like distensions
due to this stretching. Within one day, the dilated portions return
to their original size through progressive stages. It should be noted
that there is no way of recognizing if the females have taken more
than 24 h to find a host, since oviposition. To explore seasonal incidences and spatial distribution, the
number of cases within the period from January, 2002, to
December, 2004, was analyzed. Malaria morbidity data was
collected retrospectively from the Roraino´polis Municipal Health
Service. Facilities were permanently available for diagnosis of cases
through microscopic examination of blood smears. Only the
number of patients with malaria per month was used in the study
and there was no need for storage of patient information in the
hospital database, which means written consent for research was
not needed. Thick films were stained with 10% Giemsa solution
and examined at 61,000 under oil immersion by an expert
microscopist with over 5 years of experience. Every 1–2 weeks,
health agents would periodically perform thick blood smears in
residents presenting non-specific acute febrile symptoms and their
household contacts. All new positive malaria cases, irrespective of
age, were enrolled for the study. Plasmodium vivax malaria cases
were promptly treated with chloroquine and primaquine and P. falciparum with quinine or mefloquine. Cases that occurred less
than 50 days after the first day of drug treatment were excluded
from the study because it was unclear if they represented new
cases, treatment failure or disease relapse. Mosquito Survivorship and Malaria in the Amazon lined up near the sideroad. The sideroad branches perpendicularly
from the main road for 18.8 km into the rainforest. Mosquito collections Adult collections were conducted during six bimestrial collecting
excursions from August, 2003 to July, 2004, including November,
2003; January, 2004; March, 2004; and May, 2004. Captures
were performed in six collecting stations, during four consecutive
days. Adult mosquitoes were collected on the act of landing and
identified using Consoli and Lourenc¸o-de-Oliveira (1994) [14]. Residual spraying was performed irregularly and with large
intervals between applications. Collections were not performed
within three months of residual spraying. Bednets, which were
unimpregnated, were used irregularly by only three families in the
Sideroad. Collections were not performed in houses with bednets. Further methodological details have been previously described
[15]. Study site The study was conducted within an agricultural frontier settlement
of Roraino´polis, 300 km south of Boa Vista, the capital of the
Province of Roraima, in the northern Brazilian Amazon. Climate
and ecoregional characteristics of Roraima have also been previously
reported [11]. Located deep inside the rainforest, most settlements in
the area are recent (,ten years, at the time of study) and composed of
multiple sideroads that run perpendicular to a main road, forming a
characteristic fish-bone pattern. Malaria in the area is unstable and
hypoendemic, predominantly due to Plasmodium vivax [12]. Sideroad
19 (00u519N, 60u219W) was chosen due to its higher malaria
endemicity, in comparison with neighboring sideroads (Roraino´polis,
Municipal Health Service, data not shown). Sideroad 19 is a typical secondary road composed of 66
inhabited houses. Residences are spaced at 300 m intervals and PLo August 2011 | Volume 6 | Issue 8 | e22388 August 2011 | Volume 6 | Issue 8 | e22388 1 PLoS ONE | www.plosone.org Mosquito Survivorship and Malaria in the Amazon PLoS ONE | www.plosone.org
2
August 2011 | Volume 6 | Issue 8 | e22388 The cumulative number of malaria cases per month diagnosed from January 2002 to December 2004 are also shown.
doi:10.1371/journal.pone.0022388.t001 Human malaria data If egg-development is assumed to take two days [17–18], the
duration of the gonotrophic cycle (n), in days, can be estimated
from the ratio of mosquitoes with contracted ovariolar stalks (c)
and the total number collected (t) as follows: n~2z c
t. This
methodology has been previously used [19–21] and it will be
referred to, in this article, as ‘‘Charlwood’s minimum cycle Table 1. Total monthly rainfall (mm/m2), number of wet days, from August 2003–July, 2004. Month
Rainfall (mm)
No. wet days
Cumulative malaria cases (P. vivax)
Mean daily temperatures (6C)
Aug
106
19
7
27.4
Sep
103
20
10
27.8
Oct
99
18
16
28.4
Nov
85
17
20
28.8
Dec
5
8
23
29.0
Jan
23
1
25
28.9
Feb
39
4
16
28.8
Mar
2
3
21
29.0
Apr
150
8
18
28.4
May
364
11
13
26.6
Jun
278
18
10
26.4
Jul
113
20
7
26.0
Total
1367
147
186
The cumulative number of malaria cases per month diagnosed from January 2002 to December 2004 are also shown. doi:10.1371/journal.pone.0022388.t001 Table 1. Total monthly rainfall (mm/m2), number of wet days, from August 2003–July, 2004. August 2011 | Volume 6 | Issue 8 | e22388 2 Mosquito Survivorship and Malaria in the Amazon method’’ because only the minimum duration of the gonotrophic
cycle can be reliably determined and cycles longer than three days
cannot be detected. constant densities year-round [25]. In frontier zones, dams are
built for creating readily available water collections, which are
used for bathing, washing, recreation and fishing. They are
created by blocking small streams with raised wooden and earth
barriers. Apparently, predation by introduced or native fish species
in these dams is not sufficient for controlling anopheline larval
densities. Mosquitoes collected within 1,000 m of the temporary
river were excluded from the study. This distance was chosen
based on the proposed flight range of An. darlingi mosquitoes [5],
only 4.5% of mosquitoes emerging in the river would be expected
to fly more than 1000 m. Detinova (1945) [2] classified ovariolar stalk distension into five
categories, from A to E, where A is the most dilated and E the
most contracted. In A there is ‘‘no contraction’’; B represents
‘‘first signs of contraction’’; C ‘‘noticeable contraction’’; in D
‘‘large dilatations’’ have formed; and E corresponds to ‘‘well
defined
dilatations’’. Types
A
to
C
were
considered
as
representing recently oviposited females. Comparison between parous rates in different collection
periods To determine if collection periods differed significantly in the
proportion of the binomial parameter ‘‘mosquito parity’’, a Chi-
square statistic test with Yates correction for continuity was
performed using the 262 table describing the binomial variables
number of nulliparous and parous females in each month of
collection [27]. Statistical significance levels for multiple testing
were adjusted using Bonferroni correction for multiple compar-
isons, where a~ 0:05
k
and k = the number of comparisons within
subgroups [28]. Data for determining gonotrophic cycle duration was collected
twice, in January, 2004, and July, 2004. Gonotrophic cycle
duration during other dry season collections (January and May)
were considered similar to that determined in January. Cycle
duration
during
other
wet
season
collections
(August
and
November) were considered similar to that determined in July. Dissections
were
performed
using
a
binocular
dissecting
microscope (406) and a fiber-optics light source. Ovarian
observations were performed with a binocular conventional
clinical microscope (100–1,0006), in a field laboratory. Dissections
were performed immediately after identification and determina-
tion of Sella’s stage and only mosquitoes dissected less than six
hours after the moment of capture were considered for estimating
gonotrophic cycle durations. Human malaria data Females with A, B or
C type sacs were assumed to have returned to feed on the same
day they had laid eggs (a 2 day cycle) while those with type D or
E dilations were assumed to have delayed one day before
attempting to re-feed. Therefore, c
t ~
AzBzC
AzBzCzDzE, i.e. corresponds to the number of recently oviposited An. darlingi
females, divided by the total number of An. darlingi females
captured in that collection period. Density of mosquitoes of potentially dangerous age and
P. vivax sporogonic cycle duration p
g
y
Using daily survival rates, the proportion of An. darlingi which
would survive long enough for the complete development of P. vivax in the mosquito can be calculated. First the duration of the
sporogonic cycle, or extrinsic incubation period, must be known. This represents the time required from the moment of infection in
the mosquito to complete maturation of sporozoites in the salivary
glands. The time for sporogonic development of Plasmodium spp. in
An. darlingi has not been specifically investigated. It is usually
presumed to vary according to temperature. For P. vivax it would
be around 10 days (range 8 to 13 days) at 27–28uC [29]. The
duration of the sporogonic cycle can be indirectly estimated by the
Moshkovsky method [30–31] which makes use of the Blunck
hyperbolic equation and the Bodenheimer formula for demon-
strating the relationship between temperature and gonotrophic
cycle duration. In this method, first the mean daily temperatures
during the period of study must be known (Table 1). The duration
of the sporogonic cycle for P. vivax corresponds to the amount of
days required for the sum of degrees Celsius above the base
outdoor temperature, 14.5uC, on each day, to reach 105, the
degree-days. The Moshkovsky correction factor between the
mosquito
resting
place
and
the
outdoor
temperature
was
considered to be 1.0. Once the duration of the sporogonic cycle
(n) is known, the percentage of mosquitoes surviving long enough
for complete maturation of P. vivax can be calculated by pn. Base
temperatures and degree-days for P. falciparum are 16uC and 111,
respectively. For P. malariae, these figures are 16uC and 144,
respectively. Parous rates and survivorship Parity was determined by checking multiple parameters, such
as tracheole structure, presence of yellow bodies, presence of
pedicular dilations or the appearance of the ovariolar stalks. Daily
survival rates (p) were calculated by Davidson’s method as
p~
ffiffiffiffiffiffiffiffiffiffiffiffiffi
parity
gp
, where parity represents the ratio between the
number of parous mosquitoes and the total number of females
collected, and g = the duration of the gonotrophic cycle in days
[22]. Ninety five percent confidence intervals (95% CI) for the
proportions of parous females where obtained, as proposed by
Bliss (1967) [23]. Data analysis: comparing ovariolar stalk dilations in
different collections A Chi-square test was also performed on the 562 contingency table
for comparing types of ovariolar stalk dilations (A to E) in two collection
periods, but categories were grouped for obtaining cells .5. PLoS ONE | www.plosone.org Mosquito Survivorship and Malaria in the Amazon Expectation of life, expectation of infective life and
changes in longevity/density factors
1 per gonotrophic cycle. Dissections for studying follicular dilata-
tions were performed either on the same night of capture or on the
following day, in order to decrease the number of recently
oviposited females. In females that have recently oviposited, i.e.,
types A or B ovariolar stalks where encountered, Polovodova’s
technique can only be applied to follicles that have degenerated in
an early stage of egg development [34]. Several of these non-
functional follicles had to be visualized for a good estimate to be
made. Counting follicular dilatations in these recently oviposited
females is difficult and occasionally could not be performed. These
mosquitoes were tentatively classified as having one or two
dilatations and treated as ‘‘censored data’’ in the survival analysis
procedure. Multiparous dissections were performed in two study
occasions, in January and July 2004. Expectation of life was determined by
1
{loge p and expectation
of infective life, i.e. the average number of days of infective life per
infected mosquito, was determined as
pn
{loge p [32]. To determine
the relative contributions of changes in density and longevity on
the impact of residual insecticidal spraying, Garret-Jones & Grab
(1964) [32] formulated the density factor (d) and the longevity
factor (l). The density factor reflects how many times the density of
females was affected and can be calculated as the ratio between pre and
post-spraying expectations of life: d~ loge(ppost{spraying)
loge(ppre{spraying). The longev-
ity factor is the ratio of the mosquitoes’ expectation of infective lives,
calculated as: l~
pn
pre{spraying
loge(ppre{spraying) | loge(ppost{spraying)
pnpost{spraying
. The total
impact of residual insecticide spraying is given by the product d6l. We
postulated that the similar principles could be used to study seasonal
variations of An. darlingi. Since HBR is a function of the proportion of
mosquitoes biting man and the total population, it will vary with
breeding rates, survival rates [33] and sampling error. Assuming
sampling error was small and the proportion biting man is a species-
specific constant [15] we attempted to determine the relative
contribution of survival and breeding by verifying how much of the
density variation was due to survival rates. Survival and density are
interrelated factors and if both parameters vary concurrently, an
observed decrease in parous proportion will have an expected decrease
in HBR [32], because the equations imply that recruitment was kept
constant. Survival curves obtained with the exponential model The fit with the highest Komolgorov-Smirnoff d statistic and P-
value was the unweighted exponential model (d = 0.076; P,0.05). The exponential model was therefore adopted for further study
and survival curves were obtained by a least squares fit regression
of the exponential function y = bNexp(aNx), where b and a are
independent parameters, as described by Service (1993) [22]. A
weighted regression fit was used to account for the different sample
sizes in each age group. Mosquito Survivorship and Malaria in the Amazon A reduction in daily survival rates from 0.9 to 0.8
(exemplifying on a parasite with a 12 day sporogonic cycle), should
cause a 2.11 times reduction in adult mosquito density. Field
measurements can measure the amount of reduction in HBR that
actually occurred: if the observed equals the expected, it would be
assumed that only survival rates were affected. If the measured HBR
was less than expected, it would be assumed that breeding rates were
negatively affected, and if HBR is more than expected, then breeding
rates and recruitment would have increased. We compared the
expected decreases in mosquito density to actual decreases observed in
human biting rates. Changes in the longevity factor formula had to be
introduced to account for varying sporogonic cycle durations from the
dry to the wet season: l~ pn1 dry
loge pdry
| loge pwet
pn2 wet
, where n1 and n2 are
the sporogonic cycle durations in the dry and wet seasons, respectively. Survival and failure time analysis: Kaplan-Meier product-
limit method and comparison between survival curves The probability of a mosquito surviving the duration of the
sporogonic cycle varies with the Plasmodium spp. being considered. We determined sporogonic cycle durations for P. falciparum and P. malariae, for each collecting period with the Moshkovsky method. For comparing transmission with that of P. vivax, we developed a
relative transmission ratio by dividing the probabilities of surviving
sporogony (PSS) of each species. The ratio of ‘‘probability of
surviving P. falciparum sporogony’’ divided by the ‘‘probability of
surviving P. vivax sporogony’’ estimates the degree to which a
mosquito population will survive to transmit falciparum malaria as
compared to vivax malaria. For survival analysis, we used the ‘‘survival and failure time
analysis’’ module supplied in StatisticaTM version 6.0 (StatSoft,
Inc., Tulsa, OK). The survival function was estimated using the
product-limit estimator method, as described by Kaplan and
Meier (1958) [37]. A life table was created so that each time
interval contains exactly one case. Multiplying out the survival
probabilities across the ‘‘intervals’’ (i.e., for each single observa-
tion) the estimates survival function (S(t)) was calculated directly
from the continuous survival times as the non-parametric maximum
d p
likelihood estimate using S(t)~ P
ti~1
i{j
i{jz1
d(j)
, where P denotes
the multiplication (geometric sum) across all cases less than or equal
to t; i is the total number of cases, d(j) is a constant that is either 1 if
the j’th case is uncensored (complete), and 0 if it is censored. likelihood estimate using S(t)~ P
ti~1
i{j
i{jz1
d(j)
, where P denotes
the multiplication (geometric sum) across all cases less than or equal
to t; i is the total number of cases, d(j) is a constant that is either 1 if
the j’th case is uncensored (complete), and 0 if it is censored. Fitting of survival times with weighted least squares fit
and survival-failure analysis Mosquitoes were grouped according to age (x) by counting the
number of dilatations in the ovarioles and the number of specimens
(y) in each category was determined. A regression procedure
attempted fitting of the life table into four theoretical distributions
(exponential, Weibull, Gompertz, and linear hazard) based on
algorithms proposed by Kennedy and Gehan (1971) [35]. The
logarithmic transforms of the hazard functions of all four theoretical
distributions were considered linear functions of the log-trans-
formed survival times. Fitting was performed using unweighted least
squares goodness of fit, as well as two methods of weighted least
squares, as proposed by Gehan and Siddiqui (1973) [36]. Fitting was
evaluated by observing the Kolmogorov-Smirnoff goodness-of-fits
statistics and P-values, using a significance level of a = 0.01. The
presence of few categories and small sample sizes in older groups
(.4 parous mosquitoes providing cell counts under 5) prevented
distribution fitting using chi-square goodness-of-fit. PLoS ONE | www.plosone.org Accounting for recruitment fluctuations Survival rates based on the proportion parous are only reliable
when there is constant recruitment [22]. For example, if one
increases the number of emerging adults, parous rates will tend to
decrease, if mortality is kept constant. Larval density may also
influence adult mosquito survival because high densities decrease
pupal and adult size and fitness [24]. Concomitant larval studies
verified that the quantity of larval habitats and larval densities
were high during the dry season in a temporary river. On the
contrary, larval densities were low during the wet season and the
species apparently disappeared for one month in the river,
presumably due to flushing away of larvae [25–26]. Meanwhile,
small dams provided stable yearlong larval habitats with almost Anopheles darlingi mosquitoes of potentially dangerous age are
here defined by those females surviving long enough for complete
development of P. vivax to an infective stage in their salivary glands
(i.e. the time needed for completion of at least one sporogonic
cycle). The density of dangerously aged mosquitoes (q) can be
estimated by q~HBR|pn, where HBR = human biting rate
(mosquitoes
per
man/night). Biting
densities
were
directly
measured using the mean number of mosquitoes retrieved in
12 hour collections and are indicated in/man/night. PLoS ONE | www.plosone.org August 2011 | Volume 6 | Issue 8 | e22388 August 2011 | Volume 6 | Issue 8 | e22388 3 Mosquito Survivorship and Malaria in the Amazon August 2011 | Volume 6 | Issue 8 | e22388 analysis: miscellaneous tests and associations Two-tailed Mann-Whitney U tests were used for comparing the
means of variables, with the wet and dry seasons as the grouping
variable. Spearman’s rank correlation was used for studying the
association of various variables. Forward multiple regressions were
used for exploring the association of daily survival rates with
meteorological variables and of log(n+1) malaria cases with adult
mosquito variables. For describing pluviometry, three different
parameters were compared: monthly pluviometry, the number of
wet days, and degree of wetness. The number of wet days was
defined as the number of days per month with more than 1 mm/m2. The degree of wetness was calculated by the product of monthly
rainfall and total number of rainy days. Log transformations were
performed when necessary for meeting assumptions on the normal
distribution of residuals. Appearance of the ovariolar stalks after oviposition and
duration of the gonotrophic cycle The appearance of ovariolar stalks after oviposition is shown in
Table 2, as well as gonotrophic cycle duration. For obtaining cells
.5, grouping of categories A–C and D–E was necessary, resulting
in a 262 table for January and July 2004. A Yates corrected chi-
square test of the table determined that the two groups differed
significantly (X2 = 10.07; P,0.005). A generalized simple linear regression model was used for
exploring the association of the density of dangerously aged
mosquitoes with the log(n+1) malaria cases. Parous rates and survivorship of dangerously aged
mosquitoes Daily survival rates, expectations of life, and expectations of
infective life (for P. vivax) for An. darlingi in each collection period
are presented in Table 3. For modeling percentages, the logit model was preferred over
linear regression, because it is not based on any assumptions
regarding the variance among collections periods. Additive logistic
regression modeling was used for exploring the association of the
dichotomic variable parity status (nulliparous or parous output)
with the number of wet days per month. Since daily survival rates
are derived from a transformation of parous percentages, a logit
model was also used for associating daily survival rates with the
log(n+1) malaria cases. The sporogonic cycle durations and PSS of An. darlingi for the
complete development of P. vivax varied from 0.52% in August to
50.41% in January, as shown in Table 3. The proportion of
mosquitoes surviving through 10 days is also given. The mean
biting density of An. darlingi is indicated, as well as the estimated
biting density of dangerously aged mosquitoes, which varied from
0.004 to 2.057 mosquitoes/man/night in August and January,
respectively. Polovodova’s technique To confirm the accuracy of survival rates determined by
Davidson’s method, survival was estimated using multiparous
dissections. We
performed
Polovodova’s
technique
[2]
for
counting follicular stalk dilatations and determining survival rates For comparing survival curves obtained in January with July,
both Breslow-Gehan’s generalized Wilcoxon test and the Cox’s F
test were performed. PLoS ONE | www.plosone.org August 2011 | Volume 6 | Issue 8 | e22388 4 Mosquito Survivorship and Malaria in the Amazon Mosquito Survivorship and Malaria in the Amazon Data analysis: miscellaneous tests and associations Data analysis: miscellaneous tests and associations Longitudinal variations of rainfall, daily survival rates, adult
mosquito human biting rates, and density of dangerously aged
mosquitoes are graphically shown in Figure 1. Rainfall appeared
to be inversely related with daily survival rates, density of
dangerously aged mosquitoes and malaria cases. General results (%)
A (no contraction)
58 (50.88)
54 (80.6)
B (first signs of contraction)
4 (3.51)
0 (0)
C (noticeable contraction)
2 (1.75)
0 (0)
D (large dilatations formed)
1 (0.88)
0 (0)
E (well defined dilatations)
49 (42.98)
13 (19.4)
Total
114 (100)
67 (100)
Gonotrophic cycle duration [2+(A+B+C)/
(A+B+C+D+E)]
2.43
2.19
doi:10.1371/journal.pone.0022388.t002 November
January
March
May
July
August
0.48
57.46**
9.05*
17.99**
0.11
November
48.35**
4.90
12.22**
0.23
January
23.29**
13.03**
97.97**
March
1.38
13.43**
May
29.79** longer the sporogonic cycle of the parasite, the more it will be
affected by a decrease in daily survival rates. from the other three collections, i.e. January, March and May. Also
March and May had similar rates among each other, but that
differed from other months. January differed from all the other
months. The Chi-square statistic together with the parous
proportions and Bliss 95% CI permitted identification of two
groups: one comprising January, March and May; and a second
group August, November and July. The first group was considered
as representing the dry season collections and the second group, the
wet season. May was grouped as dry season presumably because
collections were performed during the first half of the month, while
heavy raining started mainly after the middle half of the month. Estimated and observed density factors: determining
constant or variable recruitment The longevity factor between January and July was determined
as 708.63. The density factor expected by the ratio of life
expectations was 6.30, which means that mosquito density was
expected to have decreased 6.3 times, i.e., from 4.08 mosquitoes/
man/night, in January, to 0.65 mosquitoes/man/night in July. In
July, the measured mosquito density was 0.60 mosquitoes/man/
night, which corresponds to a 6.80 times decrease, almost equal to
the predicted value by life expectation ratios. This suggests that the
observed changes in density were secondary to decreased survival
rates alone and not decreased breeding. The data is consistent with
no significant variation in recruitment between the two periods. The data also mean that variations in survival rates were over two
orders of magnitude more important than variations in density, in
reducing the capacity to transmit malaria. Probabilities of surviving sporogony of different
Plasmodium spp pp
The PSS in each collecting period, for P. falciparum and P. malariae are shown in Table 5. Also shown are the PSS ratios
between these species and P. vivax. A PSS ratio of 1.0 would
predict similar malaria transmission rates and ,1.0 less efficient
transmission than that of P. vivax. This ratio was not constant but
varied along the year, reaching minimum values (less efficient
transmission) in August and July. This means that variations in
mosquito survival rates affect the transmission of Plasmodium spp. differently, according to the duration of the sporogonic cycles. The doi:10.1371/journal.pone.0022388.t003 General results Yates corrected chi-square statistic test between parous rates of
An. darlingi in different collection periods are shown in Table 4. The number of nulliparous and parous females were relatively
similar in July, August and November, as deduced from the non-
significant chi-square statistics between July–August, July–Novem-
ber and August–November. However, these differed significantly A total of 2,193 An. darlingi were captured and 756 (34.47%)
were dissected for determining daily survival rates and/or
gonotrophic cycle duration. The number of malaria cases per
month in this area is shown in Table 1. In total, 186 malaria cases
of P. vivax malaria were reported. Only two P. falciparum cases were
encountered and none of P. malariae. Figure 1. Davidson’s survival rates for Anopheles darlingi females dissected, number of malaria cases, log rainfall, density of adult
female mosquitoes and of epidemiologically dangerous mosquitoes. Data was obtained in Sideroad 19, from different collection periods,
from August, 2003, to July, 2004. Number of malaria cases were obtained from January 2002 to December 2004. doi:10.1371/journal.pone.0022388.g001 Figure 1. Davidson’s survival rates for Anopheles darlingi females dissected, number of malaria cases, log rainfall, density of adult
female mosquitoes and of epidemiologically dangerous mosquitoes. Data was obtained in Sideroad 19, from different collection periods,
from August, 2003, to July, 2004. Number of malaria cases were obtained from January 2002 to December 2004. doi:10.1371/journal.pone.0022388.g001 August 2011 | Volume 6 | Issue 8 | e22388 PLoS ONE | www.plosone.org August 2011 | Volume 6 | Issue 8 | e22388 5 Mosquito Survivorship and Malaria in the Amazon Table 4. Yates-corrected chi-square statistics between
number of nulliparous and parous Anopheles darlingi in
different collection periods. November
January
March
May
July
August
0.48
57.46**
9.05*
17.99**
0.11
November
48.35**
4.90
12.22**
0.23
January
23.29**
13.03**
97.97**
March
1.38
13.43**
May
29.79**
Significant results are indicated:
*Bonferroni corrected P,0.05;
**Bonferroni corrected P,0.001. doi:10.1371/journal.pone.0022388.t004 Table 2. Appearance of ovariolar stalks of An. darlingi after
oviposition determined in January and July 2004. Appearance of ovariolar stalks
January
No. (%)
July
No. Survival curves The number of mosquitoes in each multiparous dissection age
category is summarized in Table 6. Weighted linear regression
demonstrated significant fitting of the exponential curves shown in Table 3. Number of nulliparous and parous Anopheles darlingi females dissected in different collection periods, from August, 2003,
to July, 2004. No. of
nulliparous
females
dissected
No. of
parous
females
dissected
Total
dissected
Proportion
parous
(Bliss 95% CI)
Daily
survival
rates
P. vivax
sporogonic
cycle
duration, in
days
Probability of
surviving
sporogony
(probability
of surviving 10
days) in %
Expectation
of life
(expectation
of infective
life), in days
Mean An. darlingi biting
density (estimated mean
biting density of mosquitoes
surviving .1 sporogonic
cycle) in mosquitoes/man/
night
Aug
53
17
70
0.25 (0.15–0.36)
0.524
8.14
0.52 (0.16)
1.55 (0.01)
0.72 (0.004)
Nov
54
24
78
0.31 (0.20–0.41)
0.571
7.34
1.64 (0.37)
1.86 (0.04)
0.84 (0.014)
Jan
30
114
144
0.80 (0.72–0.86)
0.911
7.29
50.41 (39.43)
10.40 (5.16)
4.08 (2.057)
Mar
50
47
97
0.48 (0.38–0.59)
0.742
7.24
11.54 (5.07)
3.35 (0.39)
5.64 (0.650)
May
48
65
113
0.57 (0.48–0.67)
0.812
8.68
13.88 (10.27)
4.39 (0.61)
6.24 (0.866)
Jul
185
69
254
0.27 (0.24–0.31)
0.557
9.13
0.45 (0.29)
1.68 (0.01)
0.6 (0.003)
Total
420
336
756
Percent parous, Davidson’s survival rates, probabilities of surviving Plasmodium vivax sporogony, expectations of life and mean An. darlingi biting densities were
determined. doi:10.1371/journal.pone.0022388.t003 s and parous Anopheles darlingi females dissected in different collection periods, from August, 2003, Table 3. Number of nulliparous and parous Anopheles darlingi females dissected in different collection periods, from August, 2003,
t
J l
2004 Table 3. Number of nulliparous and parous Anopheles darlingi females dissected in different collection pe
to July, 2004. Percent parous, Davidson’s survival rates, probabilities of surviving Plasmodium vivax sporogony, expectations of life and mean An. darlingi biting densities were
determined. doi:10.1371/journal.pone.0022388.t003 August 2011 | Volume 6 | Issue 8 | e22388 6 Mosquito Survivorship and Malaria in the Amazon Table 5. Sporogonic cycle durations for Plasmodium falciparum and P. malariae, probability of surviving sporogony, density of
dangerously aged Anopheles darlingi and probability of surviving sporogony ratios between these species and P. vivax. Plasmodium falciparum
Plasmodium malariae
Sporogonic
cycle duration
(days)
Probability of
surviving
sporogony (PSS)
Dangerously aged
An. Additive logistic model of parous rates and the number
of wet days Cox’s F-Test revealed significant differences between survival
rates per gonotrophic cycle in January and July (F (500, 288) = 1.92;
T1 = 186.9; T2 = 207.1; P,,0.0001), with higher survival rates in
January. Similarly Gehan’s Wilcoxon Test was also significant (test
statistic = 27.52; P,,0.0001) for differences between these two
months. Logit regression was performed using parity status as the dependant
variable, the number of wet days as the independent variable, and the
percent parous or nulliparous mosquitoes as the count variable. The
regression equation obtained was y=0.92120.097Nx (X2=73.50
p,,0.001). This permits calculating the estimated %parous
according to the number of wet days (x). If x=30, y=21.99, for
example, parity can be obtained by inverting the logit equation as
follows: parity~
ey
1zey
=0.12, i.e. a parous rate of 12%. If the
number of wet days is 0, parous rates of 72% would be obtained, while
15 wet days correspond to a 37% parous rate. Survival curves darlingi biting
density (mosquitoes/
man/night)
falciparum/vivax
probability of
surviving
sporogony ratio
Sporogonic
cycle duration
(days)
Probability of
surviving
sporogony
malariae/vivax
probability of
surviving
sporogony ratio
Aug
9.740
0.002
0.001
0.356
12.630
0.000
0.055
Nov
8.670
0.008
0.007
0.475
11.250
0.002
0.112
Jan
8.600
0.446
1.818
0.884
11.160
0.350
0.695
Mar
8.540
0.078
0.442
0.679
11.080
0.037
0.319
May
10.470
0.092
0.576
0.665
13.580
0.045
0.327
Jul
11.100
0.001
0.001
0.311
14.400
0.000
0.044
doi:10.1371/journal.pone.0022388.t005 Table 5. Sporogonic cycle durations for Plasmodium falciparum and P. malariae, probability of surviving sporogony, density of
dangerously aged Anopheles darlingi and probability of surviving sporogony ratios between these species and P. vivax. Table 5. Sporogonic cycle durations for Plasmodium falciparum and P. malariae, probability of surviving sporogony, density of
dangerously aged Anopheles darlingi and probability of surviving sporogony ratios between these species and P. vivax. Number of malaria cases in dry and wet seasons The number of malaria cases in the dry and wet seasons differed
significantly by Mann-Whitney U test (U = 4.50; P,0.05). The
number of malaria cases was higher during the dry season. Forward stepwise multiple regression for associating
malaria cases with adult mosquito variables To
explore
the
association
of
daily
survival
rates
with
meteorological parameters, survival rates in each month were
used as the dependant variable in a forward multiple stepwise
regression. Independent variables were the number of mosquitoes
dissected, the number of wet days in the month of collection, adult
densities, monthly rainfall, degree of wetness, temperature and
humidity. The only significant variable to enter the model was the
number of wet days (R2 = 0.80; F (1, 4) = 16.16; b = 20.89, SE
b = 0.22; B = 20.01; P,0.05). A forward stepwise multiple regression was performed using the
log(n+1) number of malaria cases as the dependent variable. Independent predictor variables were daily survival rate, parity ratio,
adult densities, rainfall, number of mosquitoes surviving more than 10
days, temperature, and humidity. The only variable to be admitted in
the model was daily survival rate (R2= 0.92; F (1, 4)= 23.36; b =0.92,
SE b =0.19; B =1.65; P,0.01). Spearman’s rank correlation of daily survival rates with
meteorological variables the Kaplan-Meier diagram (Figure 2). The observed number of
mosquitoes is shown as the cumulative proportion surviving and a
logarithmic % survival scale was used for obtaining linear regression
curves. For January, R2 = 0.91, F(1, 142) = 755.31 (P,,0.001). For
July, R2 = 0.97, F(1, 248)= 6985.55 (P,,0.001). The regression
equation, determined in January, was y = 4.087Ne(xN-0.426), where x
corresponds to the number of gonotrophic cycles that have already
been completed. The regression equation, determined in July, was
y = 5.177Ne(xN-1.148). Survival rates per gonotrophic cycle and per day
were determined as shown in Table 6. Spearman’s rank correlation between daily survival rates and
the number of wet days was significant with non-corrected P-levels
(r = 20.88; P,0.05), but only marginally significant with Bonfer-
roni adjusted significance (P = 0.07). Spearman’s rank correlation
was not significant between daily survival rates and temperature
(r = 0.02;
Bonferroni
adjusted
P.1.0),
humidity
(r = 20.42;
Bonferroni adjusted P.1.0) or degree of wetness (r = 20.25;
Bonferroni adjusted P.1.0). Comparison of multiparous survival curves with daily
survival rates With Davidson’s method we determined daily survival rates of
91% and 55% in January and July, respectively. The survival rate
for completing one sporogonic cycle (pn) corresponds to 79.1% in
January and 27.1% in July, while the survival rates determined by
multiparous dissections for each sporogonic cycle were 65% in
January and 30% in July (Table 6). Parity in wet and dry seasons A two-tailed Mann-Whitney U test of the percent parous in the
dry and rainy seasons revealed significant differences (P,0.05),
with higher parous rates in the dry season. Spearman’s rank correlation between adult densities and the
log(n+1) of malaria cases in Sideroad 19 was not significant PLoS ONE | www.plosone.org August 2011 | Volume 6 | Issue 8 | e22388 7 Mosquito Survivorship and Malaria in the Amazon Table 6. Number of dilatations in collections of Anopheles
darlingi collected in January and July, 2004. No. of dilatations
January 2004
No. (%)
July 2004
No. (%)
0
53 (30.4)
185 (71.4)
1
40 (22.9)
38 (14.7)
2
30 (17.2)
18 (6.9)
3
17 (9.8)
8 (3.1)
4
3 (1.7)
1 (0.4)
5
1 (0.6)
0 (0)
Uncountable*
30 (17.2)
9 (3.5)
Total
174 (100)
259 (100)
Survival rate per cycle (per day**)
0.65 (0.83)
0.30 (0.58)
* = Presented sac-like dilatations and counting could not be performed because
abortive ovarioles were not encountered. ** = using a 2.43 and 2.19 day long cycle in January and July, respectively. doi:10.1371/journal.pone.0022388.t006 per year (30 cases in three years) would be expected if parous rates
were around 71%, but only 1 case per year if parous rates were
around 16%. Defining the importance of adult density and daily
survival rates: forward multiple regression (r = 0.70; Bonferroni adjusted P.0.72). But rank correlation was
significant between daily survival rates and the log(n+1) of malaria
cases in Sideroad 19 (r = 0.88; Bonferroni adjusted P,0.05). For differentiating adult densities from daily survival rates a
forward multiple stepwise regression was performed using the
log(n+1) malaria cases as the dependent variable and adult
densities (human An. darlingi biting rate) and daily survival rates as
predictor variables. A significant model (R2 = 0.81, F(1,4) = 16.98;
P,0.05) was achieved only if daily survival rates was the only
variable to be admitted. Also, higher b was found with daily
survival rates (b = .072) than with adult densities (b = 0.21) in the
two variable marginally significant model (R2 = 0.82, F(2,3) = 7.03,
P = 0.07). This suggests that malaria incidence is better explained
by daily survival rates than adult mosquito density. Simple regression of log malaria cases and biting density
of dangerously aged mosquitoes A simple regression between the log(n+1) of malaria cases as the
dependant
variable
and
the
density
of
dangerously
aged
mosquitoes
as
the
grouping
variable
showed
a
significant
association between the two parameters (R2 = 0.71, F(1, 4) = 9.97;
P,0.05). The regression equation obtained, converted from
log(n+1) cases to number of malaria cases, was the following:
no:malaria~100:916zx:0:294{1, where x = density of dangerously
aged mosquitoes. This means that a density of one dangerously
aged An. darlingi per night would be associated with 5 cases of
malaria per year in Sideroad 19 (15 in three years). For every
increase in one dangerously aged mosquito per night the number
of malaria cases doubles: two is associated with 10 cases per year,
three with twenty etc. * = Presented sac-like dilatations and counting could not be performed because
abortive ovarioles were not encountered. ** = using a 2.43 and 2.19 day long cycle in January and July, respectively. doi:10.1371/journal.pone.0022388.t006 Detinova’s classification There is still incomplete knowledge of the time needed for
moving between each stage of sac-like dilations after oviposition
occurs. Studies have traditionally considered sacular dilation to be
present or absent. In this study we arbitrarily considered types A to
C as representing recently oviposited females. Confusion could arise
when classifying C and D dilations as recently oviposited or not, but
these represented together less than 3% of dissected females. A, B
and E types accounted for the majority of mosquitoes dissected. To
our knowledge, this is the first attempt to relate Detinova’s sacular
classification to gonotrophic cycle duration. We propose that the use
of this classification may be advantageous, compared to the two
category method, since it permits regression modeling and more
accurate weighted means can be obtained. An accurate gonotrophic
cycle determination is particularly important due to the sensibility of
survival data to this estimate. On assuming constant gonotrophic cycles in longitudinal
studies To our knowledge, this is the first study to document seasonal
variation in gonotrophic cycle duration, for a Neotropical
anopheline. We caution that using a constant gonotrophic cycle
duration for fitting parous rate data must be performed with care. It
may obscure changes in breeding site availability that may occur in
accordance to rainfall. However, in our study, the gonotrophic cycle
variations estimated in the dry and wet seasons was not important
and controlling for cycle duration with a constant parameter would
not change any of the observations, since very similar results would
have been obtained if any constant gonotrophic cycle from 2.5 to
4.5 days was to be used. Shorter gonotrophic cycle durations in each
season could reflect the increased abundance of larval habitats in the
wet season, which appears to have been more determinant than the Methodological limitations: spatial distribution of larval
habitats; possible subtle temporal variations in
gonotrophic cycle duration; and sample size
considerations For estimating adult survival rates, first the durations of the
gonotrophic cycles must be accurately known. Limited informa-
tion is available on the duration of the gonotrophic cycle of An. darlingi and methodological aspects have not been well defined. In
Aripuana˜, Mato Grosso State, Central Brazil, Charlwood &
Wilkes (1979) [38], reported that only a few parous females
presented unstretched ovariolar terminals, and interpreted this as
indicating that the gonotrophic cycle duration required at least
three days. Charlwood’s minimum cycle method compared well
with capture-recapture experiments in Jaru, Rondonia, Western
Amazon, where Charlwood & Alecrim (1989) [20] determined
that An. darlingi had an approximate 2.3 day oviposition cycle. The
same authors also proposed a re-analysis of the data presented by
Roberts et al. (1983) [17] arriving at a 2.6 day long cycle, but the
data from the latter authors may have been slightly skewed
because dissections were performed the following morning after
collection. Our estimates of gonotrophic cycle durations for An. darling are within the range observed in the literature. We determined the gonotrophic cycle duration only twice
during the year, by performing dissections soon after capture on a
large number of mosquitoes. It is possible that short term temporal
variations in cycle duration may have been overlooked. Also,
minimal sample sizes for Charlwood’s minimum cycle method and
the scale of temporal variations are not yet understood. More
studies are necessary to better characterize the relative role of
meteorological and geographic variables and to demonstrate how
cycle durations vary in time. We suggest that capture-recapture
experiments or laboratory studies focusing on the time needed for
ovariolar stalk contraction may be particularly instructive. It is possible that the presence or proximity to dams may have
biased the data. Dams may maintain constant recruitment because
they form stable larval habitats, as compared to rivers. Adult
density and survival rates near temporary rivers were not
evaluated in this study. The proximity to fish-farming dams may
also increase the proportion of parous to nulliparous mosquitoes,
because ovipositing females tend to actively seek and concentrate
at these areas [40]. The existence of spatial heterogeneity of
parous rates was not evaluated in the presence study. Logistic regression of malaria cases and daily survival
rates Logit regression was performed using parity status as the
dependant variable, the log(n+1) number of malaria cases per
month as the independent variable, and the percent parous or
nulliparous mosquitoes as the count variable. The regression
equation
obtained
was
y = 23.344+2.851Nx
(X2 = 73.75;
P,,0.001). This means that approximately 10 cases of malaria Figure 2. Kaplan-Meier cumulative proportions plot with weighted least squares exponential regression fitting for Anopheles
darlingi caught in January (unbroken line and circles) and July 2004 (dotted line and squares). doi:10.1371/journal.pone.0022388.g002 Figure 2. Kaplan-Meier cumulative proportions plot with weighted least squares exponential regression fitting for Anopheles
darlingi caught in January (unbroken line and circles) and July 2004 (dotted line and squares). doi:10.1371/journal.pone.0022388.g002 August 2011 | Volume 6 | Issue 8 | e22388 PLoS ONE | www.plosone.org PLoS ONE | www.plosone.org 8 Mosquito Survivorship and Malaria in the Amazon relatively lower mean daily temperatures in the wet season (26uC, as
compared to 29uC). Notes on the accuracy of Charlwood’s minimum cycle
method Notes on the accuracy of Charlwood’s minimum cycle
method Although Charlwood’s minimum cycle method appears to be of
limited applicability because the possibility of the real cycle being
longer than the estimate, the simplicity of the method is
particularly useful for repeated measures studies. The method
makes the following assumptions: 1- all females with well defined
dilations (type E) have returned to bite no more than 24 hours
after oviposition, i.e. have gonotrophic cycles of three days; 2-
there is no delay between blood-feeding and oviposition; 3- the
duration of egg development is constant. To account for the
possibility of longer cycles, we performed the same statistical
analyses assuming that these females had returned 2, 3, 4… up to
10 days after oviposition. Longer gonotrophic cycles increase the
daily survival rates during the wet season disproportionally more
than in the dry season, decreasing the overall magnitude of
variance between seasons. However, non-significant statistical
levels for the analyses performed (P.0.05) could only be obtained
if one assumed that mosquitoes with well defined dilations had
taken at least 4–5 days to find a host after oviposition, i.e. had
gonotrophic cycles of 6–7 days. This is a highly unlikely scenario,
since the variation in the literature has ranged from 2.3 to 4.4 days
for this species, with different sampling methods [7] and the
longest reported Nyssorhyncus cycle is 5 days [39]. Sideroad 19 differs from other sideroads in the area by the
quantity of dams, and this may cause variation in gonotrophic
cycle duration. Fish-farming dams are known important An. darlingi
larval habitats [41]. While 10 dams were present in Sideroad 19,
neighboring sideroads had a mean of only 4.25 dams (SD = 2.2). The mean distance between fish-farms and adult collecting
stations used in the study was only 110 m (SD = 26.4 m). This
distance decreased by 5–10 m during the wet season. More studies
are necessary to demonstrate if gonotrophic cycle durations vary in
different geographical areas. We caution that parity studies that
make exclusive use of parous rates, instead of multiparous
dissections, should attempt to control for recruitment fluctuations. To enable this, knowledge of larval binomics in the study area is
highly recommended. Mosquito Survivorship and Malaria in the Amazon Mosquito Survivorship and Malaria in the Amazon predictor of daily survival rate was the number of wet days per
month. We suggest that heavy rainstorms may cause increased
adult mortality by direct impact of droplets on resting or flying
mosquitoes. The frequency of raining may be more important
than the amount of rain, but more studies are necessary to better
evaluate this. Rainfall in Southern Roraima is of the convective
type, with large drop size, high rain-rates and large amounts of
water per downpour, typically reaching 20 to 40 mm/m2 in 2–
3 hours. Wind speed was not systematically measured in this
study, but values from 12 to 18 km/h were common, as measured
visually by the Beaufort scale, and could influence mosquito flight,
dispersal [42] or even survival. significant with daily survival rates but not with density. This data
suggests that malaria incidence in Sideroad 19 was better
explained by daily survival rates than adult densities. To our
knowledge, this paper is the first statistical study of variation of
survival rates of Neotropical malaria vectors in relation to malaria
incidence. Variations in malaria transmission have been related to
mosquito survival rates per extrinsic incubation period, but not
survivorship per feeding cycle [44]. In the Maroni River, French
Guiana, we performed a reanalysis of the entomological data
collected by Fouque et al. (2010) [7] with permission of the author,
comprising almost 2,700 dissections during two years. The total
number of mosquitoes, the number of parous mosquitoes and the
number of malaria cases were significantly higher during the dry
season, as compared to the wet season, by Mann Whitney U tests
(P,0.001). Spearman rank correlation was significant (P,,0.001)
between the number of malaria cases in Maripasoula and the
number of parous mosquitoes per month. The simple linear
regression equation between the number of malaria cases and the
number of parous mosquitoes was also significant (P,,0.001),
although neither survival rates alone nor mosquito density alone
produced significant regressions with malaria incidence. We
verified that recruitment fluctuations, secondary to decreased
breeding rates, were likely to have occurred because decreases in
adult density were higher than that explained by decreases in
survival alone. These results suggest that, in the riverine Maroni
region, where there are no dams, both survival rates and density
variations caused by changes in larval breeding rates may be
correlated to malaria incidence. Mathematical basis for comparisons of survival and
density The greater influence of parous rates in determining transmis-
sion can be explained by analyzing classic malaria modeling
formulae [43]. Malaria incidence varies in a 1:1 proportion to the
density of vectors and in a 1:1 proportion to the expectation of
infective life (
pn
{loge p). In this sense, a 16 fold increase in
entomological inoculation rate could be brought about by an
increase in 16 times in the man-biting rate or by an increase in
20% in survival rate [4]. Wet season-predominant alluvial malaria appears to
differ epidemiologically from frontier zone or highland
dry season malaria Parity studies may be particularly useful for explaining malaria
incidence in areas where there is little seasonal change in
anopheline biting rates. In this sense, malaria transmission in
frontier zones appears to be epidemiologically distinct from
alluvial malaria [45–46]. In frontier zones, the absence of large
rivers and seasonal flooding, mean that larval habitats are
relatively scarce and mosquito densities are lower. Vector breeding
is dependent on the natural or artificially created water collections,
being less dependent on the level of the water table. Malaria
transmission occurs during the dry season [8,46–47] or the dry-wet
and wet-dry transitions [9,21,48]. Meanwhile, near large rivers,
the role of female mosquito density could be more important than
survival because flooding occurs during the wet season, increasing
the larval population and high adult densities are obtained [49–
51]. Longitudinal survival studies should keep this geographical Mosquito Survivorship and Malaria in the Amazon It is possible that in areas near
year-round stable water collections only survival rates will be
important for malaria incidence, while near small temporary
rivers, where breeding may vary due to wet season flushing of
larvae, both variations in survival rates and breeding will influence
transmission. Capture-recapture experiments performed by Charlwood &
Alecrim (1989) [20], at the beginning of the rainy season in that
region of the Amazon, yielded daily survival rates of 83%. For the
same period, we reported 81%, in May. A reanalysis of
Charlwood’s (1980) [21] data from Mato Grosso, during the end
of the rainy season in that region, was performed. Exponential
regression models using the table provided by these authors,
calculated daily survival rates of 63% with Davidson’s method,
using the 2.3 day long cycle proposed by Charlwood & Alecrim
(1989) [20]. We report 57% for the same season in Roraima. Fouque et al. (2010) [7] have also reported higher survival rates in
the dry season than the wet season, in the Maroni area of French
Guiana. Studies suggest that An. darlingi survival rates may vary as a
function of seasonal influences. Variations may occur synchro-
nously throughout areas of the Amazon with similar rainfall
patterns, but more studies are necessary to verify this. Methodological limitations: possible subtle temporal
variations in parous rates Parous rates were only determined once every two months. It is
possible that transient variations in Davidson’s parous rates, in the
order of weeks, could have been missed in the study. Fouque et al. 2010 [7], reported variations around 10–30% (SD = 12–24%)
from one month to the next, but the possibility of recruitment
fluctuation hindered better evaluation. More studies, with smaller
sampling intervals and larger samples, are needed to verify more
precisely how these rates vary in time. Fouque et al. (2010) [7] have proposed, as an alternative to the
vectorial capacity for longitudinal studies, the use of a more
simplified parameter describing the number of infected mosquitoes
able to transmit malaria (IMT), calculated by IMT~HBR:pn:b,
where b = proportion of infected mosquitoes. However, longitudi-
nal studies frequently fail to encounter infected mosquitoes on
many
occasions
and
entolomological
inoculation
rates
are
determined with pooled data for the entire period of observation. We believe that b should be omitted from the equation, as was
done in this study, to arrive at the simpler dangerously aged
mosquitoes equation: q~HBR:pn. Variation in daily survival rates appears to be related to
rainfall In our study, daily survival rates were lower during the wet
season, as compared to the dry season. The best meteorological PLoS ONE | www.plosone.org PLoS ONE | www August 2011 | Volume 6 | Issue 8 | e22388 PLoS ONE | www.plosone.org 9 August 2011 | Volume 6 | Issue 8 | e22388 Mosquito Survivorship and Malaria in the Amazon heterogeneity in mind. Parous rate studies using Davidson’s
method may yield incorrect results near large rivers, where
recruitment fluctuations are important. decreases in daily survival rates than P. vivax. This is compatible
with the prevalence of Plasmodium spp. in Sideroad 19, where only
two cases of P. falciparum malaria were detected, both in the dry
season, and no cases of P. malariae, based on thick smears only. These results were not confirmed with Polymerase Chain Reaction
(PCR) and asymptomatic subjects were not regularly sampled. Final comments Our results indicate that survival rates of An. darlingi may vary in
accordance to rainfall and the wet season could be associated with
lower
adult
survival
rates,
resulting
in
decreased
malaria
transmission. More studies are necessary to better evaluate the
influence of meteorological parameters with survival rates. In small temporary rivers, An. darlingi breeding may be limited to
the dry season [25–26]. Rainfall may cause larval mortality in
small rivers by the following mechanisms: flushing out larvae with
strong currents, direct impact of raindrops on the water,
depending on the size of raindrops; ejection of immature stages
onto muddy surroundings; and exhaustion of larvae by constantly
moving away from the surface to avoid being struck by raindrops
[58]. Malaria transmission in this setting would be limited by both
mosquito survival and breeding rates. But the construction of small
dams, blocking small waterways, may enable breeding throughout
the year [25–26]. Dams permit constant recruitment of relatively
small densities of An. darlingi and Barros et al (2011) [26] have
proposed that the species prefers areas with obstructions to river
flow, decreased luminance (shade) and proximity to human
dwellings. Malaria transmission in this setting would be basically
limited by mosquito survival alone. It appears that anthropic
modification of the environment may remove the natural balance
of limiting factors such as river currents caused by heavy raining
[58]. Determining key transmission factors may help direct control
efforts. If survival is the limiting factor, residual insecticide
spraying would be particularly useful. If larval and/or adult Multiparous dissections can be used to validate
Davidson’s daily survival rates and gonotrophic cycle
durations Hypoendemic frontier malaria in the Amazon, the second
colonization phase of frontier malaria [45], is composed mainly of
P. vivax, followed by P. falciparum. Cases of P. malariae are
considered to be relatively uncommon, when only thick smears
are analyzed. We postulate that the more efficient transmission of
P. vivax could be secondary to a vector survival-dependent limiting
factor for disease transmission, compatible with sporogonic cycle
durations of Plasmodium spp. It is possible that performing effective
insecticide spraying increases the P. vivax to P. falciparum malaria
ratios. The relative prevalence of Plasmodium spp. in the human
population may also aid in identifying localities where mosquito
survival is the limiting factor in disease transmission, but more
studies are necessary to verify this. By comparing multiple methods of age determination in
Anopheles farauti, Charlwood (1986) [52] suggested that rates based
on
multiparous
dissections
were
more
reliable
than
rates
determined by parous dissections. This method does not require
calculating gonotrophic cycle durations. For this reason, we
dissected mosquitoes for obtaining survival curves. In our study,
daily survival rates obtained by Davidson’s method compared well
to the survival curves by multiparous dissections. The good
correlation between the two data sets suggests that the gonotrophic
cycle durations and daily survival rates that were determined with
Davidson’s method were relatively accurate. Duration of the sporogonic cycle of Plasmodium spp Duration of the sporogonic cycle of Plasmodium spp
The duration of the sporogonic cycle of P. vivax and other
Plasmodium spp. in An. darlingi is poorly characterized. Although
long experience with the Moshkovsky method in the former USSR
has shown that it is useful for epidemiological analysis in temperate
climates, we are unaware of any systematized validation with
tropical malaria strains. For this reason, when we report the
estimated percent of mosquitoes surviving enough to transmit
malaria, both the percentage that would survive one or more
cycle, as estimated by the Moshkovsky method, as well as the
percentage that would survive 10 days is given, to show the results
if temperature-dependant changes in sporogonic cycle duration
were ignored. Relatively similar data were obtained with either
method, with more dangerously aged mosquitoes in the dry
season. However, the density of dangerously aged mosquitoes was
better associated with malaria incidence than the 10 day old
densities. For the latter parameter, the simple linear regression
with log(n+1) malaria was not significant (P.0.1). Survival curves and constant versus age-dependant
survival Many investigators have encountered problems while perform-
ing the Polovoda technique for age-grading [53] and Hugo et al. [54] have found that it enabled correct classification of only 57.5%
nulliparous and 1, 2 or 3-parous Ae. vigilax females. Hoc & Wilkes
(1995) [55] have proposed that ovariole sacs contract to form basal
distentions which are larger than the typical dilatations. These
distensions would obscure signs of the typical dilatations, i.e. previous gonotrophic activity. The typical dilatations described by
Polovodova would form only when follicles degenerate at an early
stage during egg development. This means that in parous
mosquitoes, multiple ovarioles must be checked to find those with
one or more typical dilatations, as was performed in this study. The availability of the new molecular methods may help solve the
problem of an adequate age-grading technique [54]. Fitting of the exponential model of survival curves initially
suggest constant mortality rates in the different age groups of the
mosquito population, rather than age dependant survival rates. However, studies with larger samples are needed to verify this and
the existence of age-dependant survival rates is possible. Age-
dependant survival would be suggested if the data fitted better a
Gompertz
[56]
or
a
Weibull
distribution
rather
than
an
exponential distribution. If mortality is, in fact, age-dependant,
models will be more complex, p cannot be regarded as a constant,
mathematical equations must be adapted and values recalculated. Age-independent models tend to overestimate the transmission
potential of older mosquitoes, overestimating vectorial capacity
[57]. Malaria incidence was better related to daily survival
rates than adult densities Parous rates and adult densities were well correlated (0.82
correlation). This occurred because the changes observed in
density were basically those expected by the decrease in survival
rates, suggesting that survival, and not breeding, was the limiting
factor determining density. Also, the longevity factor was much
higher than the density factor and daily survival rates explained
better malaria incidence than adult densities with multivariate
analysis. Spearman’s rank correlation of malaria cases was also PLoS ONE | www.plosone.org August 2011 | Volume 6 | Issue 8 | e22388 August 2011 | Volume 6 | Issue 8 | e22388 10 Mosquito Survivorship and Malaria in the Amazon References Consoli RAGB, Lourenc¸o-de-Oliveira R (1994) P 42. Kakitani I, Forattini OP (2000) Paridade e desenvolvimento ovariano de
Anopheles albitarsis s.l. em a´rea de agroecossistema irrigado. Rev Sau´de Pub 34:
33–38. 15. Barros FSM, Arruda ME, Hono´rio NA (2010) Mosquito Anthropophily:
Implications on Malaria Transmission in the Northern Brazilian Amazon. Neotropical Entomology 39: 1039–1043. 43. Macdonald G (1957) The Epidemiology and Control of Malaria. London:
Oxford University Press. pp 201. p
gy
16. WHO (World Health Organization) (1975) Manual on Practical Entomology in
Malaria, Part II. Geneva: World Health Organization. Malaria, Part II. Geneva: World Health Organization. 44. Burkot TR, Graves PM, Paru R, Battistutta D, Barnes A, Saul A (1990)
Variations in malaria transmission rates are not related to Anopheline
survivorship per feeding cycle. Am J Trop Med Hyg 43: 321–327. 17. Roberts DR, Alecrim WD, Tavares AM, McNeill KM (1983) Field observations
on the gonotrophic cycle of Anopheles darlingi (Diptera: Culicidae). J Med Entomol
20: 189–92. 45. Sawyer DR (1988) Frontier Malaria in the Amazon Region of Brazil: Types of
Malaria Situations and Some Implications for Control. Brası´lia: Pan American
Health Organization/WHO/Special Programme for Research Training in
Tropical Diseases. 18. Lounibos LP, Couto-Lima D, Lourenc¸o-de-Oliveira R, Escher RL, Nishimura N
(1998) Egg maturation in Neotropical malaria vectors: one blood meal is usually
enough. J Vect Ecol 23: 195–201. 19. Charlwood JD, Smith T, Billingsley PF, Takken W, Lyimo EOK,
Meuwissen JHET (1997) Survival and infection probabilities of anthropophagic
anophelines from an area of high prevalence of Plasmodium falciparum in humans. Bull Entomol Res 87: 455–453. 46. Gil LHS, Alves FP, Zieler H, Salcedo JMV, Durlacher RR, et al. (2003)
Seasonal malaria transmission and variation of anopheline density in two distinct
endemic areas in Brazilian Amazon. Journal of Medical Entomology 40:
636–641. 20. Charlwood JD, Alecrim WA (1989) Capture-recapture studies with the South
American malaria vector Anopheles darlingi, Root. Ann Trop Med Parasitol 83:
569–576. 47. Camargo LM, dal Colletto GM, Ferreira MU, Gurgel S, Escobar AL, et al. (1996) Hypoendemic malaria in Rondonia (Brazil, western Amazon region):
seasonal variation and risk groups in an urban locality. Am J Trop Med Hyg 55:
32–8. 21. Charlwood JD (1980) Observations on the binomics of Anopheles darlingi Root
(Diptera: Culicidae) from Brazil. Bull Entomol Res 70: 685–692. Charlwood JD (1980) Observations on the binomics of Anopheles dar 48. References 1. World Health Organization (1997) World malaria situation in 1994. WHO
Weekly Epidemiol Record 22: 161–167. flow in frontier malaria. Bull Entomol Res, Available: http://dx.doi.org/dx. doi:10.1017/S0007485311000265. Accessed 2011 Jun 4. 2. Detinova TS (1945) Determination of the physiological age of female Anopheles
from the changes of the tracheal system of the ovaries. Med Parazitol Parazitarn
Bolezni 14: 45–49. 2. Detinova TS (1945) Determination of the physiological age of female Anopheles
from the changes of the tracheal system of the ovaries. Med Parazitol Parazitarn
Bolezni 14: 45–49. J
27. Zar JH (1999) Biostatistical Analysis. New Jersey: Prentice Hall. 28. Holm S (1979) A simple sequentially rejective multiple test procedure. Scandin J Statist 6: 65–70. 3. Moor PP, Steffens FE (1970) A computer-simulated model of an arthropod-
borne virus transmission cycle, with special reference to Chikungunya virus. Trans R Soc Trop Med Hyg 64: 927–34. 29. Pampana E (1963) A textbook of malaria eradication. London: Oxford
University Press. 30. Moshkovsky SD, Rashina MG (1951) Epidemiology and Medical Parasitology
for Entomologists [in Russian]. Moscow: Medgiz. p
yg
4. Onori E, Grab B (1980) Indicators for the forecasting of malaria epidemics. Bull
World Health Organization 58: 91–98. 31. Molineaux L, Muir DA, Spencer HC, Wernsdorfer WH (1988) The
epidemiology of malaria and its measumetrent. In: Wernsdorfer WH,
McGregor I, eds. Malaria: principles and practice of malariology. Edinburgh:
Churchill Livingstone. pp 999–1088. 5. Barros FSM, Arruda ME, Vasconcelos SD, Luitgards-Moura JF, Confalonieri U,
et al. (2007) Parity and age composition for Anopheles darlingi Root (Diptera:
Culicidae) and Anopheles albitarsis Lynch-Arriba´lzaga (Diptera: Culicidae) of the
northern Amazon basin, Brazil. J Vector Ecol 32: 54–68. 32. Garret-Jones C, Grab B (1964) The assessment of insecticidal impact on the
malaria mosquitoes vectorial capacity, from data on the proportion of parous
females. Bull World Health Organization 31: 71–86. 6. Barros FSM, Hono´rio NA (2007) Man biting rate seasonal variation of malaria
vectors in Roraima, Brazil. Mem do Inst Osw Cruz 102: 299–302. vectors in Roraima, Brazil. Mem do Inst Osw Cruz 102: 299–30 7. Fouque F, Gaborit P, Carinci R, Issaly J, Girod R (2010) Annual variations in
the number of malaria cases related to two different patterns of Anopheles darlingi
transmission potential in the Maroni area of French. Guiana, Malaria Journal 9:
80. Available: http://www.malariajournal.com/content/9/1/80. Accessed 2011
Jun 4. 33. Smith DL, McKenzie FE (2004) Statics and dynamics of malaria infection in
Anopheles mosquitoes. Malar J 3: 13. Probability of surviving sporogony ratios and duration of
the sporogonic cycles The duration of the extrinsic incubation periods of Plasmodium
spp. are, in decreasing order: P. malariae.P. falciparum.P. vivax. Longer cycles decrease the probability that a mosquito will survive
sporogony. For every day increase in extrinsic incubation cycles
the
probability
of
surviving
sporogony
decreases
by
pn+1. Plasmodium spp. with longer extrinsic incubation periods, such as
P. falciparum and P. malariae, were more affected by seasonal PLoS ONE | www.plosone.org August 2011 | Volume 6 | Issue 8 | e22388 11 Mosquito Survivorship and Malaria in the Amazon their field data for analysis and for the discussions that helped shape this
paper. density is determinant, larvicidal methods or increasing the
distance between larval habitats and humans should be favored. Acknowledgments Conceived and designed the experiments: FSB MA NH. Performed the
experiments: FSB NH. Analyzed the data: FSB. Contributed reagents/
materials/analysis tools: FSB NH MA. Wrote the paper: FSB NH MA. Conceived and designed the experiments: FSB MA NH. Performed the
experiments: FSB NH. Analyzed the data: FSB. Contributed reagents/
materials/analysis tools: FSB NH MA. Wrote the paper: FSB NH MA. To Jose´ Francisco Luitgards Moura, for the kind support and for helping
our group with logistical problems. To Wanderli P. Tadei for the insightful
comments that inspired this work. To Dr. Florence Fouque for providing References q
34. Hoc JQ, Charlwood JD (1990) Age determination of Aedes cantans using the
ovarian oil injection technique. Med Vet Entomol 4: 227–33. 35. Kennedy AD, Gehan EA (1971) Computerized simple regression methods for
survival time studies. Computer Programs in Biomedicine 1: 235–244. 8. Oliveira-Ferreira JR, Lourenc¸o-de-Oliveira R, Teva A, Deane LM, Ribeiro CT
(1990) Natural malaria infections in anophelines in Rondonia State, Brazilian
Amazon. Am J Trop Med Hyg 43: 6–10. 36. Gehan EA, Siddiqui MM (1973) Simple regression methods for survival time
studies. J Amer Stat Asscn 68: 848–856. 9. Tadei WP, Thatcher BD, Santos JMM, Scarpassa VM, Rodrigues IB, et al. (1998) Ecologic observations on anopheline vectors of malaria in the Brazilian
Amazon. American Journal of Tropical Medicine and Hygiene 59: 325–335. 37. Kaplan EL, Meier P (1958) Nonparametric estimation from incomplete
observations. J Amer Statist Asscn 53: 457–481. 38. Charlwood JD, Wilkes TJ (1979) Studies on the age-composition of samples of
Anopheles darlingi Root (Diptera: Culicidae) in Brazil. Bull Entomol Res 69:
337–42. 10. Galardo AKR, Arruda M, Couto AARD, Wirtz R, Lounibos LP, et al. (2007)
Malaria vector incrimination in three rural riverine villages in the Brazilian
Amazon, Am J Trop Med Hyg 76: 461–469. 39. dos Santos RLC, Forattini OP, Burattini MN (2002) Laboratory and field
observations on duration of gonotrophic cycle of Anopheles albitarsis s.l. (Diptera:
Culicidae) in southeastern Brazil. J Med Entomol 39: 926–930. 11. Rosa-Freitas MG, Tsouris P, Peterson AT, Hono´rio NA, Barros FSM, et al. (2007) An ecoregional classification for the State of Roraima, Brazil. The
importance of landscape in malaria biology. Mem Inst Oswaldo Cruz 102:
349–356. 40. Menach AL, McKenzie FE, Flahault A, Smith DL (2005) The unexpected
importance of mosquito oviposition behaviour for malaria: non-productive larval
habitats can be sources for malaria transmission. Malaria J 4: 23. 12. Chaves SS, Rodrigues CL (2000) An initial examination of the epidemiology of
malaria in the state of Roraima, in the Brazilian Amazon basin. Rev Inst de Med
Trop de Sa˜o Paulo 42: 269–275. 41. Vittor AY, Pan W, Gilman RH, Tielsch J, Glass G, Shields T, et al. (2009)
Linking Deforestation to Malaria in the Amazon: Characterization of the
Breeding Habitat of the Principal Malaria Vector, Anopheles darlingi, Am J Trop
Med Hyg 81: 5–12. 13. Furley PA The Forest Frontier, Routledge, London. 14. Consoli RAGB, Lourenc¸o-de-Oliveira R (1994) Princ
importaˆncia sanita´ria no Brasil. Rio de Janeiro: Fiocruz. 14. p p
q
pp
57. Bellan SE (2010) The importance of age dependent mortality and the extrinsic
incubation period in models of mosquito-borne disease transmission and control,
PLoS ONE 5: Available: http://www.plosone.org/article/info:doi/10.1371/
journal.pone.0010165. Accessed 2011 Jun 4. 52. Charlwood JD (1986) Survival rate variation of Anopheles farauti (Diptera:
Culicidae) between neighboring villages in coastal Papua New Guinea. J Med
Entomol 23: 361–365. 53. Fox AS, Brust RA (1994) How do dilatations form in mosquito ovarioles?
Parasitol Today 10: 19–23. 55. Hoc JQ, Wilkes TJ (1995) Age grading in the black fly Simulium woodi (Diptera:
Simuliidae), a vector of onchocerciasis in Tanzania. Medical and Veterinary
Entomology 9: 16–24. y
54. Hugo RL, Quick-Mile S, Kay BH, Ryan PA (2008) Evaluations of Mosquito
Age Grading Techniques Based on Morphological Changes. Journal of Medical
Entomology 453: 353–369. 56. Clements AN, Paterson GD (1981) The analysis of mortality and survival rates in
wild populations of mosquitoes. J Appl Ecol 18: 373–399. 58. Paaijmans KP, Wandago MO, Githeko AK, Takken W (2007) Unexpected high
losses of Anopheles gambiae larvae due to rainfall. Plos ONE 11: 1–7. Available:
http://www.plosone.org/article/info:doi/10.1371/journal.pone.0001146. Ac-
cessed 2011 Jun 4. References Souza-Santos R (2002) Distribuic¸a˜o sazonal de vetores da mala´ria em
Machadinho d’Oeste, Rondoˆnia, Regia˜o Amazoˆnica, Brasil. Cad Sau´de Pu´b
18: 1813–1818. 22. Service MW (1993) Mosquito Ecology: Field Sampling Methods, second ed. London: Chapman and Hall. 23. Bliss CI (1967) Statistics in Biology. New York: McGraw-Hill. 49. Guarda JA, Sayag CR, Witzig R (1999) Malaria reemergence in the Peruvian
Amazon region. Emerg Infect Dis 5: 209–215. 24. Hawley WA (1985) The effect of larval density on adult longevity of a mosquito,
Aedes sirrensis: epidemiological consequences. J Animal Ecol 54: 955–964. 50. Klein TA, Lima JBP (1990) Seasonal distribution and biting patterns of Anopheles
mosquitoes in Costa Marques, Rondonia, Brazil. J Amer Mosq Control Assoc 6:
700–707. 25. Barros FSM, Hono´rio NA, Arruda ME (2011) Temporal and spatial distribution
of malaria within an agricultural settlement of the Brazilian Amazon. J Vect Ecol
36: 159–169. 51. Magris M, Rubio-Palis Y, Menares C, Villegas L (2007) Vector bionomics and
malaria transmission in the Upper Orinoco River, Southern Venezuela. Mem
Inst Osw Cruz 102: 303–312. 26. Barros FSM, Arruda ME, Gurgel HC, Hono´rio NA (2011) Spatial clustering
and longitudinal variation of Anopheles darlingi (Diptera: Culicidae) larvae in a
river of the Amazon: the importance of the forest fringe and of obstructions to PLoS ONE | www.plosone.org August 2011 | Volume 6 | Issue 8 | e22388 August 2011 | Volume 6 | Issue 8 | e22388 12 56. Clements AN, Paterson GD (1981) The analysis of mortality and survival rates in
wild populations of mosquitoes. J Appl Ecol 18: 373–399.
57. Bellan SE (2010) The importance of age dependent mortality and the extrinsic
incubation period in models of mosquito-borne disease transmission and control,
PLoS ONE 5: Available: http://www.plosone.org/article/info:doi/10.1371/
journal.pone.0010165. Accessed 2011 Jun 4.
58. Paaijmans KP, Wandago MO, Githeko AK, Takken W (2007) Unexpected high
losses of Anopheles gambiae larvae due to rainfall. Plos ONE 11: 1–7. Available:
http://www.plosone.org/article/info:doi/10.1371/journal.pone.0001146. Ac-
cessed 2011 Jun 4. Mosquito Survivorship and Malaria in the Amazon Mosquito Survivorship and Malaria in the Amazon PLoS ONE | www.plosone.org August 2011 | Volume 6 | Issue 8 | e22388 13
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Glacier response to North Atlantic climate variability during the Holocene
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Glacier response to North Atlantic climate variability
during the Holocene N. L. Balascio1,2, W. J. D’Andrea1, and R. S. Bradley3
1Lamont-Doherty Earth Observatory of Columbia University, Palisades, NY 10964, USA
2Department of Geology, College of William & Mary, Williamsburg, VA 23187, USA
3Department of Geosciences, University of Massachusetts, Amherst, MA 01003, USA N. L. Balascio1,2, W. J. D’Andrea1, and R. S. Bradley3
1Lamont-Doherty Earth Observatory of Columbia University, Palisades, NY 10964, USA
2Department of Geology, College of William & Mary, Williamsburg, VA 23187, USA
3Department of Geosciences, University of Massachusetts, Amherst, MA 01003, USA Correspondence to: N. L. Balascio (nbalascio@wm.edu) Correspondence to: N. L. Balascio (nbalascio@wm.edu) Received: 16 April 2015 – Published in Clim. Past Discuss.: 27 May 2015
Revised: 23 October 2015 – Accepted: 27 October 2015 – Published: 4 December 2015 Received: 16 April 2015 – Published in Clim. Past Discuss.: 27 May 2015
Revised: 23 October 2015 – Accepted: 27 October 2015 – Published: 4 December 2015 Abstract. Small glaciers and ice caps respond rapidly to
climate variations, and records of their past extent provide
information on the natural envelope of past climate vari-
ability. Millennial-scale trends in Holocene glacier size are
well documented and correspond with changes in North-
ern Hemisphere summer insolation. However, there is only
sparse and fragmentary evidence for higher-frequency varia-
tions in glacier size because in many Northern Hemisphere
regions glacier advances of the past few hundred years were
the most extensive and destroyed the geomorphic evidence
of ice growth and retreat during the past several thousand
years. Thus, most glacier records have been of limited use
for investigating centennial-scale climate forcing and feed-
back mechanisms. Here we report a continuous record of
glacier activity for the last 9.5 ka from southeast Greenland
derived from high-resolution measurements on a proglacial
lake sediment sequence. Physical and geochemical param-
eters show that the glaciers responded to previously docu-
mented Northern Hemisphere climatic excursions, including
the “8.2 ka” cooling event, the Holocene Thermal Maximum,
Neoglacial cooling, and 20th century warming. In addition,
the sediments indicate centennial-scale oscillations in glacier
size during the late Holocene. Beginning at 4.1 ka, a series of
abrupt glacier advances occurred, each lasting ∼100 years
and followed by a period of retreat, that were superimposed
on a gradual trend toward larger glacier size. Glacier response to North Atlantic climate variability
during the Holocene Thus, while
declining summer insolation caused long-term cooling and
glacier expansion during the late Holocene, climate system
dynamics resulted in repeated episodes of glacier expan-
sion and retreat on multi-decadal to centennial timescales. These episodes coincided with ice rafting events in the North Atlantic Ocean and periods of regional ice cap expansion,
which confirms their regional significance and indicates that
considerable glacier activity on these timescales is a normal
feature of the cryosphere. The data provide a longer-term per-
spective on the rate of 20th century glacier retreat and indi-
cate that recent anthropogenic-driven warming has already
impacted the regional cryosphere in a manner outside the nat-
ural range of Holocene variability. Clim. Past, 11, 1587–1598, 2015
www.clim-past.net/11/1587/2015/
doi:10.5194/cp-11-1587-2015
© Author(s) 2015. CC Attribution 3.0 License. Clim. Past, 11, 1587–1598, 2015
www.clim-past.net/11/1587/2015/
doi:10.5194/cp-11-1587-2015
© Author(s) 2015. CC Attribution 3.0 License. 1
Introduction Glaciers and ice caps represent a small but important portion
of the cryosphere (∼785 000 km2; Dyurgerov and Meier,
2005). Their mass wasting during the 20–21st century is
responsible for 60 % of the sea-level rise unattributable to
ocean warming (Meier, 2007) and they continue to retreat
at an exceptional rate (Zemp et al., 2012). Moreover, be-
cause small glaciers and ice caps respond rapidly to climate
changes and there is a strong relationship between glacier
mass balance and summer temperature (Oerlemans, 2005),
past glacier extent can inform us about past climate variabil-
ity. Holocene glacier activity in the Arctic is reasonably
well documented at millennial timescales (Miller et al.,
2010). Northern Hemisphere glaciers receded in the early
Holocene and were smaller than present during the mid-
Holocene. Centennial-scale variations, however, are not well
constrained because there are few high-resolution and con-
tinuous records, and because in many regions the most ex-
tensive glacier advances since the early Holocene took place Published by Copernicus Publications on behalf of the European Geosciences Union. 1588 N. L. Balascio et al.: Glacier response to North Atlantic climate variability Figure 1. Location and catchment setting of Kulusuk Lake. The
white dashed line marks the watershed boundary and the red dashed
line defines the crest of moraines in front of both glaciers mapped
in the field. Cores were collected in the deepest basin (red circle). Image: Google, NASA. within the past few hundred years, destroying geomorphic
evidence of intervening glacier positions. This is the case in
Greenland, where historical (AD 1200–1940) advances of lo-
cal glaciers were generally the most extensive since at least
the early Holocene (Kelly and Lowell, 2009). y
(
y
,
)
Evidence from the Greenland Ice Sheet (Kobashi et al,
2011), marine sediments (Bond et al., 1997; Thornalley et
al., 2009; Moffa-Sánchez et al., 2014; Jiang et al., 2015),
and terrestrial archives (D’Andrea et al., 2011; Larsen et
al., 2012; Olsen et al., 2012) indicate that abrupt changes
in atmospheric circulation and ocean dynamics, including
abrupt cooling events, have punctuated the Holocene. These
episodes have alternately been attributed to solar variabil-
ity, freshwater forcing, volcanic activity, and/or changes in
Atlantic Meridional Overturning Circulation (Wanner et al.,
2011). How sensitive were glaciers to these abrupt episodes,
and did glaciers throughout the North Atlantic respond uni-
formly? 2
Study site Kulusuk Lake (0.8 km2, 69 m maximum depth) is located be-
low a cirque with two small glaciers and is within a low arctic
maritime region (MAT −1 ◦C, MAP 900 mm). Characteris-
tic erosional features indicate that local glaciers have tem-
perate thermal structures (Humlum and Christiansen, 2008). Distinct moraines defined by sharp crests are located in front
of both glaciers, and the recently glaciated area accounts for
∼50 % of the catchment, which is composed of Archaen
gneisses (Bridgwater, 1976) (Fig. 1). Kulusuk Lake is ideally
situated to capture and preserve a clear sedimentary record of
glacier activity because (i) it only receives runoff from a very
small catchment (catchment : lake area ratio of ∼2 : 1), mini-
mizing the potential for long-term storage of sediments prior
to deposition and limiting sediment input from non-glacial
processes, (ii) the proximity of the glaciers to the lake results
in minimal sediment transport distance, and (iii) the small
size of the glaciers makes them sensitive to minor climate
variations (Fig. 1). Therefore, bedrock erosion by the glaciers
provides the primary source of minerogenic sediment to the
lake and changes in glacier size should clearly be reflected in
sediment properties. y
g
Lakes that receive meltwater from temperate glaciers can
be used to develop continuous records of glacier activity. Bedrock erosion at the base of glaciers provides sediment
supply for meltwater transport to proglacial lakes. In catch-
ments where other sources of sediment are limited (such
as from mass wasting, paraglacial effects, or the release of
stored sediment) there is a strong relationship between sed-
iment properties and glacier size (Nesje et al., 2000; Dahl
et al., 2003; Jansson et al., 2005), which also follows from
the assumption that large glaciers produce more minerogenic
material and meltwater than small glaciers. Measurements
of physical and geochemical properties of proglacial lake
sediments can therefore be used to reconstruct records of
past glacier size. Here we report a continuous 9.5 ka record
of glacier activity on Kulusuk Island, southeast Greenland
developed using sediment cores recovered from Kulusuk
Lake (65.56◦N, 37.11◦W; 202 m) (Fig. 1). We character-
ize changes in sedimentation using measurements of phys-
ical sediment properties, including the following: bulk den-
sity, organic matter content, magnetic susceptibility, and ac-
cumulation rates. 2
Study site We also measured the relative elemental
compositions of the sediment using scanning X-ray fluores-
cence (XRF) to characterize minerogenic changes at higher
resolution and with greater sensitivity. These data provide de-
tailed information on sedimentation in Kulusuk Lake related
to glacier input. 1
Introduction During the period from AD 1250–1900, often re-
ferred to as the “Little Ice Age”, well-resolved records from
the North Atlantic region suggest coherence in ice cap activ-
ity that was potentially driven by volcanic activity coupled
with sea-ice/ocean feedbacks (Miller et al., 2012). However,
prior to the last 1000 years there are sparse data for use in in-
vestigating the synchrony of glacier response to climate vari-
ability in the North Atlantic region. Figure 1. Location and catchment setting of Kulusuk Lake. The
white dashed line marks the watershed boundary and the red dashed
line defines the crest of moraines in front of both glaciers mapped
in the field. Cores were collected in the deepest basin (red circle). Image: Google, NASA. www.clim-past.net/11/1587/2015/ 3.2
Chronology An age–depth model was established based on 210Pb anal-
ysis of the upper sediments and AMS radiocarbon dates on
macrofossils. The 210Pb activity of samples taken every 1 cm
from the upper 10 cm of the record was measured by Flett
Research Ltd. (Winnipeg, Canada), and ages were modeled
from these data using a constant rate of supply model. AMS
radiocarbon measurements were made on plant/wood frag-
ments and Daphnia ephippia that were wet sieved from core
samples. All radiocarbon ages were calibrated to calendar
years using CALIB v. 6.0 (Stuiver and Reimer, 1993) with
the IntCal09 calibration data set (Reimer et al., 2009). Ages
are presented in calendar years prior to AD 1950 (BP) unless
otherwise indicated. Magnetic susceptibility, organic matter, and mass accu-
mulation rate (MAR) profiles further define these lithologic
changes with higher magnetic susceptibility values across in-
tervals with coarser sediment and with lower organic con-
tent (Fig. 3). Moderate organic matter, 5 %, and magnetic
susceptibility, ∼400 SI 10−5, values characterize the inter-
val from 2.5–1.8 m. From 1.8–1.6 m, magnetic susceptibility
values decrease to zero and organic matter values increase
to 19 % (with the exception of two brief intervals of de-
creased values at 176 and 171 cm) and remain elevated to
1.4 m. From 1.4–1.2 m, organic content declines and mag-
netic susceptibility values increase and then display more mi-
nor fluctuations across the upper 1.2 m. These intervals are
clearly defined by MARs, which incorporate sediment den-
sity measurements that range from ∼0.8–1.8 g cm−3, but are
primarily controlled by the large sedimentation rate changes
(Fig. 2). 4.1
Sediment stratigraphy and chronology The 3.5 m composite sediment record from Kulusuk Lake
contains distinct lithologic changes, defined by visual stratig-
raphy, magnetic susceptibility, organic matter content, and
elemental data acquired by scanning XRF. The record can be
divided into four lithologic units (Fig. 2). Unit I, 3.0–3.5 m, is
a gravelly sand. Unit II, from 3.0 to 1.8 m, is a massive gray
clayey silt. There is an abrupt transition to Unit III, a brown,
organic-rich sediment that extends from 1.8–1.2 m. Unit IV,
1.2–0 m, is a laminated sequence with frequent sandy layers. Laminations consist of fining-upward sequences and impart
strong variability in all data sets. Chronologic data show that there are significant changes in
sedimentation rate that correspond to lithostratigraphic units
(Fig. 2). An age–depth model was generated assuming that
changes in sedimentation rate occurred at the boundaries of
these units. In Unit IV, a third-order polynomial was applied
to the radiocarbon ages, the core top date that represents
when the cores were collected in AD 2010 (−60 cal yr BP),
and the date of the base of the 210 Pb profile at 10 cm
(111 cal yr BP) (Table 1). This relationship was extrapolated
to the base of Unit IV. Linear interpolation between the re-
maining radiocarbon ages was used to generate the age–
depth relationship for Units III and II. There is no chrono-
logic control below 215 cm so we did not interpret sedimen-
tation prior to 9.5 cal ka BP. 3.3
Scanning X-ray fluorescence To characterize minerogenic changes at higher resolution and
with greater sensitivity, an Itrax™XRF core scanner was
used to produce profiles of relative elemental compositions
(Croudace et al., 2006). The Itrax™continuously scans the
surface of sediment cores at sub-mm resolution with a micro
X-ray beam (20 mm × 100 µm), and the relative concentra-
tions of a range of elements are determined based on the de-
tection of dispersive energy spectra. Dispersive energy spec-
tra are acquired across each measured interval, and peak area
integrals are calculated for each element. Peak area integrals
are related to elemental concentrations within the sediment,
but can also be influenced by characteristics of the sedimen-
tary matrix and therefore only indicate relative changes in
elemental composition (Croudace et al., 2006; Rothwell et
al., 2006). Our analysis focused on the elements K, Ca, Ti,
Mn, Fe, Zn, Rb, Sr, which have detection limits that range 3.1
Sediment core collection and analysis Sediment cores were recovered from Kulusuk Lake in
April 2010 when the lake was ice covered. Bathymetric mea-
surements were made manually through holes drilled in the
ice, and sediment cores were collected using Uwitec grav- Clim. Past, 11, 1587–1598, 2015 www.clim-past.net/11/1587/2015/ 1589 N. L. Balascio et al.: Glacier response to North Atlantic climate variability from 150 to 5 ppm (Croudace et al., 2006). All of the cores
were scanned at 200 µm intervals with an exposure time of
10 s, voltage of 30 kV, and current of 55 nA. ity and percussion coring devices from the deepest location,
which has a water depth of 69 m. A composite 3.5 m record
was compiled by matching the physical stratigraphy and
scanning XRF profiles from a 26 cm gravity core (Kul-10D-
B) and multiple overlapping percussion cores (Kul-10G-A1,
-B1, -A2). 4
Results The magnetic susceptibility of the cores was measured ev-
ery 0.5 cm using a Bartington MS2E sensor. The organic-
matter content of the cores was measured by loss-on-ignition
(LOI) on contiguous 1-cm3 samples taken at 1 cm intervals. Organic-matter content was calculated as the difference be-
tween the weight of dried 1-cm3 samples and their weight af-
ter heating for 4 h at 550 ◦C (Dean, 1974). Bulk density mea-
surements (g cm−3) and the calculated sedimentation rates
(cm year−1) were used to determine mass accumulation rates
(MAR; g cm−2 year−1). Grain size measurements were made
at 10 cm increments. Samples were pre-treated with a 30 %
hydrogen peroxide solution to digest organic material and
analyzed using a Beckman Coulter LS200 particle-size an-
alyzer. 4.2
Scanning XRF data analysis Elemental scans acquired by scanning XRF show a response
similar to magnetic susceptibility with higher values across www.clim-past.net/11/1587/2015/ Clim. Past, 11, 1587–1598, 2015 N. L. Balascio et al.: Glacier response to North Atlantic climate variability 1590 N. L. Balascio et al.: Glacier response to North Atlantic climate variability p
y
Figure 2. Magnetic susceptibility profile, percent sand, and mass accumulation rate (MAR) shown next to the age–depth model for the
composite Kulusuk Lake record. The four lithostratigraphic units and the corresponding sedimentation rates are shown. A dash line marks
the period below the last radiocarbon age (9.5 cal ka BP) where rates of sedimentation are extrapolated. Figure 2. Magnetic susceptibility profile, percent sand, and mass accumulation rate (MAR) shown next to the age–depth model for the
composite Kulusuk Lake record. The four lithostratigraphic units and the corresponding sedimentation rates are shown. A dash line marks
the period below the last radiocarbon age (9.5 cal ka BP) where rates of sedimentation are extrapolated. Table 1. Geochronologic data for the Kulusuk Lake record. Table 1. Geochronologic data for the Kulusuk Lake record. Table 1. Geochronologic data for the Kulusuk Lake record. Statistical analysis of the scanning XRF data indicates that
all of the elements are highly correlated and that there is
a strong primary trend in the data. Correlation coefficients
show the strong significant relationships among the majority
of the elements (Table 2). Rather than relying on a single ele-
ment (e.g., Ti), we used principal component analysis (PCA)
to define the leading mode of variability (PC1) among the
elemental data. PCA allows for a multidimensional exami-
nation of the data set in order to identify the primary sig-
nal(s). PCA results indicate that there is one strong primary
trend in the elemental data with the first eigenvector (PC1)
accounting for 76 % of the total variance. The factor load-
ings reveal the high correlations between individual element
profiles and PC1 (Table 2). The trends in PC1 are similar to
those in the lower-resolution magnetic susceptibility and or-
ganic matter content records, justifying use of PC1 data to
infer past minerogenic changes (Fig. 3). The choice to use
PC1 rather than a single representative element (e.g., Ti) to
represent changes in sedimentary minerogenic content has no
impact on any of our conclusions. lakes. Glacier size, erosive ability, and meltwater produc-
tion directly influence the amount of minerogenic sediment
delivered to a proglacial lake. However, sedimentation in
a proglacial lake can also be impacted by mass wasting
processes in paraglacial environments (particularly in land-
scapes with steep unstable slopes), and by the delayed re-
lease of sediment stored along the transport pathway between
the glacier and the lake (for example, sediment stored in ex-
tensive meltwater stream channels). Relative to minerogenic
material, organic sedimentation is typically a minor com-
ponent in proglacial lakes and is related to the input of or-
ganic matter from autochthonous and allochthonous primary
productivity, and the preservation thereof. In proglacial en-
vironments in the Arctic, low temperatures restrict vegeta-
tion and soil cover, and minerogenic sediment input to lakes
from glacial meltwater results in turbidity that impedes au-
tochthonous productivity. Techniques for analyzing sediment from proglacial lakes
therefore focus on investigating changes in the character of
minerogenic sediment. The minerogenic content of lake sed-
iments, used as a proxy for glacier size, is commonly eval-
uated by measuring the magnetic susceptibility and organic
matter content of the sediments. Table 1. Geochronologic data for the Kulusuk Lake record. Geochronologic data for the Kulusuk Lake record. Composite
Description
Laboratory
14C age
Calibrated age range
Median age
depth
(cm)
IDa
(yr BP)
(1σ)
(2σ)
(cal yr BP)
0
Core Top
–
–
–
–
−60
1
210Pb
–
–
–
–
−53
2
210Pb
–
–
–
–
−46
3
210Pb
–
–
–
–
−36
4
210Pb
–
–
–
–
−25
5
210Pb
–
–
–
–
−7
6
210Pb
–
–
–
–
24
7
210Pb
–
–
–
–
44
8
210Pb
–
–
–
–
57
9
210Pb
–
–
–
–
83
10
210Pb
–
–
–
–
111
34
Daphnia ephippia
OS-96479
335 ± 40
316–459
306–486
393
59.5
Plant/wood
UCI-89386
940 ± 20
798–914
795–919
852
95
Daphnia ephippia
OS-96454
1290 ± 25
1183–1276
1178–1283
1237
132
Plant/wood
UCI-87240
3410 ± 60
3574–3814
3484–3832
3664
138.5
Plant/wood
UCI-87241
3820 ± 60
4095-4378
4008-4415
4224
170.5
Daphnia ephippia
OS-96461
7620 ± 50
8377–8452
8359–8539
8418
214.5
Daphnia ephippia
OS-96746
8510 ± 130
9312–9659
9135–9887
9501
a UCI – University of California Irvine Keck-CCAMS Facility; OS – National Ocean Sciences AMS Facility Clim. Past, 11, 1587–1598, 2015 www.clim-past.net/11/1587/2015/ www.clim-past.net/11/1587/2015/ N. L. Balascio et al.: Glacier response to North Atlantic climate variability
Table 2. XRF PC1 factor loadings and correlation matrix for scanning XRF elemental data. PC1
K
Ca
Ti
Mn
Fe
Zn
Rb
Sr
loadings
K
0.950
1
Ca
0.868
0.891
1
Ti
0.969
0.938
0.797
1
Mn
0.815
0.672
0.594
0.783
1
Fe
0.945
0.876
0.748
0.946
0.814
1
Zn
0.861
0.759
0.609
0.842
0.727
0.836
1
Rb
0.831
0.743
0.601
0.791
0.637
0.790
0.727
1
Sr
0.686
0.689
0.803
0.583
0.412
0.488
0.436
0.455
1 N. L. Balascio et al.: Glacier response to North Atlantic climate variability 1591 Table 2. XRF PC1 factor loadings and correlation matrix for scanning XRF elemental data. coarser, clastic intervals. However, the XRF data have a
greater sensitivity to minerogenic changes and were mea-
sured at higher resolution (0.2 mm) (Fig. 3). We focused
our analysis on the following elements: K, Ca, Ti, Mn, Fe,
Zn, Rb, and Sr, which are common in siliciclastic sedi-
ments. Changes in the concentrations of these elements re-
flect changes in the contribution of minerogenic material
eroded from catchment bedrock and delivered to the lake. Table 1. Geochronologic data for the Kulusuk Lake record. The abundances of the ma-
jor elements from bedrock material (measured by XRF) sim-
ilarly serve as a proxy for the relative contribution of minero-
genic material, versus organic matter, to the lake. Mag-
netic susceptibility reflects the amount of magnetic minerals
eroded and input to a lake, the abundance of major elements
from bedrock (measured by XRF) also reflects the relative
contribution of minerogenic material input to the lake, and
organic matter content is a function of dilution by minero-
genic input, changes in primary productivity, and preserva-
tion. www.clim-past.net/11/1587/2015/ 5.1
Sedimentation in proglacial lakes At Kulusuk Lake, processes that can complicate the mech-
anistic link between minerogenic input and glacier size are
fundamentally limited. Input of sediment from non-glacial
processes is restricted due to the small catchment and small
catchment to lake-area ratio (∼2 : 1), and the proximity of
the glaciers to the lake. These factors also limit the potential
for sediment storage between the glaciers and the lake. Fur-
thermore, the landscape surrounding the lake is composed Sedimentation in proglacial lakes can be the result of a
complex set of physical processes associated with the ero-
sion, storage, and transport of sediment within glacial and
proglacial systems (Dahl et al., 2003; Jansson et al., 2005). It is important to consider these complicating factors when
selecting sites for glacier reconstructions and when interpret-
ing sedimentary records. Glaciers fundamentally impact the
amount and character of minerogenic sediment in proglacial www.clim-past.net/11/1587/2015/ Clim. Past, 11, 1587–1598, 2015 1592 N. L. Balascio et al.: Glacier response to North Atlantic climate variability N. L. Balascio et al.: Glacier response to North Atlantic climate variability Figure 3. Kulusuk Lake record. (Top) First principal component of the scanning XRF data (PC1). (Middle) Magnetic susceptibility presented
on a log scale. A dotted line defines the interval from 165–140 cm where some zero values were measured. (Bottom) Organic-matter content. Black bars indicate the location and age of chronologic control points (Table 1). The yellow shaded region on the PC1 plot shows where we
have interpreted little to no glacier ice in the catchment during the Holocene Thermal Maximum (HTM). Blue shading defines the Neoglacial
period when ice was reformed during the late Holocene (4.1 ka–present). Figure 3. Kulusuk Lake record. (Top) First principal component of the scanning XRF data (PC1). (Middle) Magnetic susceptibility presented
on a log scale. A dotted line defines the interval from 165–140 cm where some zero values were measured. (Bottom) Organic-matter content. Black bars indicate the location and age of chronologic control points (Table 1). The yellow shaded region on the PC1 plot shows where we
have interpreted little to no glacier ice in the catchment during the Holocene Thermal Maximum (HTM). Blue shading defines the Neoglacial
period when ice was reformed during the late Holocene (4.1 ka–present). 5.3
Evidence for synchronous regional glacier response
during the late Holocene The Kulusuk glacier reconstruction documents centennial-
scale episodes of glacier advance during the Neoglacial (4.1
to 1.3 ka) coeval with other records of glacier growth in the
North Atlantic region. After 4.1 ka, six major advances of the
Kulusuk glaciers occurred (4.1, 3.9, 3.2, 2.8, 2.1, and 1.3 ka)
and each successive advance resulted in greater glacier extent
(Fig. 4). The progressive increase in glacier size is consis-
tent with declining NH summer insolation, which is likely
the mechanism driving millennial-scale changes in glacier
size. However, each episode of glacier advance was followed
by a period of retreat (or at least stabilization), suggesting
that the glaciers repeatedly grew out of equilibrium with
external insolation forcing and then retreated back toward
an equilibrium state, indicating centennial-scale variability
likely driven by internal climate dynamics. The episodic ad-
vances of the Kulusuk glaciers during the past 4.1 ka are
similar in timing to the cooling episodes in the North At-
lantic Ocean inferred from ice-rafted debris (IRD) identified
in marine sediment cores (Bond et al., 1997, 2001) (Fig. 4). Cooling events at these times have also been documented on
the East Greenland and Icelandic shelves and attributed to in-
creased strength of the East Greenland Current (Giraudeau et
al., 2000; Jennings et al., 2002; Ran et al., 2008). Moreover,
the Langjökull ice cap in Iceland advanced along with the
Kulusuk glaciers and the North Atlantic IRD events (Larsen
et al., 2012) (Fig. 4), and advances of the Bregne ice cap
in east Greenland at ca. 2.6 and 1.9 ka (Levy et al., 2014),
within chronological uncertainty of the Kulusuk glacier ad-
vances ca. 2.8 and 2.1 ka, have also been documented. We
propose that continuous records of glacier activity around the
North Atlantic during the Neoglacial are beginning to show
evidence for synchronous glacier response to abrupt episodes
of climate change. At 4.1 ka, a sharp increase in XRF- and MS-inferred
minerogenic content and decrease in organic matter content
indicate the glaciers once again grew large enough to con-
tribute minerogenic material to the lake. The regrowth of
the Kulusuk glaciers represents the lowering of the regional
snowline, and the precise timing could be considered unique
to this catchment. However, the timing is contemporaneous
with hydrologic changes at nearby Flower Valley Lake, likely
related to an increase in the duration of lake ice cover (Bal-
ascio et al., 2013). 5.2
Holocene glacier fluctuations in southeast
Greenland The timing
of glacier size variations between radiocarbon-dated inter-
vals since 4.1 ka are interpolated, and we estimate the ac-
curacy to be better than ±100 years, the average 2-σ uncer-
tainty of the ages. also marked by the advance of Jakobshavn Isbræ, an out-
let glacier of the Greenland Ice Sheet in western Greenland
(Young et al., 2011, 2013). The temporal resolution and age
control of this section of our record cannot provide new con-
straints on the exact timing of these events, however it clearly
demonstrates the sensitivity of the Kulusuk glaciers to rapid,
regional climate events. Between 7.8–4.1 ka, the Kulusuk glaciers were at their
minimum Holocene extent, inferred from low minerogenic
content, low MAR, and high organic matter content in the
lake sediments (Fig. 3). We interpret this as an interval with
little to no glacier ice in the catchment, primarily based on
the XRF and magnetic susceptibility data, which are lowest
and show reduced variability at this time, relative to the last
4.1 ka. This interval is also marked by extremely high organic
matter content that is greater than 12 % (with a maximum of
19 %), suggesting that this period was accompanied by an in-
crease in primary productivity due to a lack of input of glacial
flour. If the catchment was completely deglaciated, this indi-
cates that the regional equilibrium-line altitude would have
been greater than ∼676 m, which is the elevation of the
mountain peak above the lake. Magnetic susceptibility re-
mains close to zero throughout the mid-Holocene section
of the core and appears insensitive to the minor minero-
genic changes inferred from the XRF data, which could be
attributed to paraglacial processes or seasonal runoff con-
tributing very minor amounts of clastic sediment. There are
two excursions in the PC1 record during this interval (ca. 7.2 and 6.2 ka), which we interpret as sediment influxes
from paraglacial activity rather than as glacier advances be-
cause they are short-lived and do not match the amplitude
of variation observed elsewhere. Thus, this record provides
well-dated constraints on the Holocene Thermal Maximum
(HTM) in this area, which refine previous estimates extrapo-
lated for this region (Kaufman et al., 2004) and is similar to
the interval when the Greenland Ice Sheet margin was behind
its present limit, broadly constrained to ca. 7–4 ka (Larsen et
al., 2015). 5.2
Holocene glacier fluctuations in southeast
Greenland of shallow, low-elevation slopes that minimize the likelihood
of mass wasting events. Therefore, at Kulusuk Lake, it is
reasonable to interpret changes in minerogenic content as a
function of glacier size. Dramatic changes in minerogenic input to Kulusuk Lake over
the last 9.5 ka reveal that the size of the Kulusuk glaciers has
varied significantly throughout the Holocene (Fig. 3). Begin-
ning ca. 8.7 ka, increasing organic matter content and de-
creasing minerogenic content, inferred from magnetic sus-
ceptibility and XRF data, document significant retreat of
the Kulusuk glaciers, corresponding closely in time with the
deglaciation of a nearby inland catchment ca. 8.4 ka (Balas-
cio et al., 2013), following deglaciation of local coastal ar-
eas ca. 11.1–9.5 ka (Long et al., 2008; Roberts et al., 2008). A brief interval of increased minerogenic input shows that
this early Holocene retreat was interrupted by an episode
of advance at 8.5 ka, coeval with reductions in sea surface
temperatures and bottom water circulation in the subpolar
North Atlantic, as seen in high-resolution marine records (El-
lison et al., 2006; Kissel et al., 2013). Another abrupt episode
of minerogenic input ca. 8.2 ka signifies another glacier ad-
vance. This advance occurred contemporaneously with the
largest abrupt Holocene climate cooling event inferred from
Greenland ice core records (Thomas et al., 2007), which is Variations in magnetic susceptibility, organic matter con-
tent, and scanning XRF data (PC1) represent changes in the
relative amount and grain size of minerogenic sediment de-
livered to Kulusuk over the last 9.5 ka (Fig. 3). Magnetic sus-
ceptibility and PC1 are directly related to, and organic con-
tent is inversely proportional to, minerogenic content. The
highest magnetic susceptibility and PC1 values correspond
to intervals with coarser grain size. We therefore interpret the
sedimentological system in Kulusuk Lake as follows: during
periods of increased glacier size, more coarse minerogenic
sediment was eroded from the bedrock and delivered to the
lake by meltwater; during periods of smaller glacier size, less
minerogenic sediment was deposited and a greater relative
proportion of organic matter content accumulated. Clim. Past, 11, 1587–1598, 2015 www.clim-past.net/11/1587/2015/ N. L. Balascio et al.: Glacier response to North Atlantic climate variability 1593 tury retreat (Fig. 3). Importantly, the major sedimentologi-
cal transitions in the record are all located near radiocarbon
dates, thereby maximizing the certainty of their timing and
the calculations of sediment accumulation rates. N. L. Balascio et al.: Glacier response to North Atlantic climate variability Figure 4. Regional response of glaciers to Holocene climate changes. (a) Kulusuk glaciers interpreted from PC1 data with July insolation
anomalies at 65◦N (Berger and Loutre, 1991). (b) Hematite-stained grains (HSG) identified in core MC52-VM29-191 interpreted to indicate
ice-rafting events (Bond et al., 1997). (c) Ratio of total organic carbon to total nitrogen (C / N) and (d) changes in sedimentation rate from
Hvítárvatn, interpreted to reflect changes in the size of the Langjökull ice cap, Iceland, and catchment instability in response to climate
cooling (Larsen et al., 2012). Yellow shading marks the timing of the Holocene Thermal Maximum (HTM), as interpreted at Kulusuk, and
the dashed line on the PC1 plot shows where we have interpreted the absence of ice from the catchment during the HTM. Blue bars highlight
intervals of glacier advance and increased ice rafting that define Neoglacial cooling events comparable among the records. Figure 4. Regional response of glaciers to Holocene climate changes. (a) Kulusuk glaciers interpreted from PC1 data with July insolation
anomalies at 65◦N (Berger and Loutre, 1991). (b) Hematite-stained grains (HSG) identified in core MC52-VM29-191 interpreted to indicate
ice-rafting events (Bond et al., 1997). (c) Ratio of total organic carbon to total nitrogen (C / N) and (d) changes in sedimentation rate from
Hvítárvatn, interpreted to reflect changes in the size of the Langjökull ice cap, Iceland, and catchment instability in response to climate
cooling (Larsen et al., 2012). Yellow shading marks the timing of the Holocene Thermal Maximum (HTM), as interpreted at Kulusuk, and
the dashed line on the PC1 plot shows where we have interpreted the absence of ice from the catchment during the HTM. Blue bars highlight
intervals of glacier advance and increased ice rafting that define Neoglacial cooling events comparable among the records. The amplitude of variability in the proxy measurements
during the past 1.3 ka is lower than earlier in the Holocene,
due to the greater size and stability of the Kulusuk glaciers;
however, it is worthwhile to examine the changes in the sed-
iment properties where advances are interpreted as sustained
above average PC1 values. The very high sediment accu-
mulation rates during this interval (0.8 mm yr−1) allow sub-
annual XRF measurements and, if interpreted in the same
manner as periods with smaller glacier size, can afford a de-
tailed examination of changes in glacier size using the XRF
PC1 data (Fig. 5). 5.3
Evidence for synchronous regional glacier response
during the late Holocene We propose that this represents significant
cooling and the onset of the regional Neoglacial period. The
oscillatory and stepwise increase in minerogenic input (de-
crease in organic matter content) after 4.1 ka suggests that
rather than advancing steadily toward their historical extent,
the Kulusuk glaciers episodically advanced and retreated at
centennial timescales until ca. 1.3 ka. After advancing at ca. 1.3 ka, they stabilized after 0.7 ka until their rapid 20th cen- It is also worth noting that Winsor et al. (2014) found ev-
idence for an advance of an outlet glacier of the Greenland
Ice Sheet in southern Greenland ending at ca. 1.5 ka, the tim-
ing of which is supported by minimum-limiting radiocarbon
ages from the same region dating to ca. 1.2 ka (Bennike and
Sparrenbom, 2007). We acknowledge that this is the only lo-
cation on the ice sheet margin where such a late Holocene
advance has been documented, but nonetheless it highlights
that changes in the ice margin position are beginning to be
constrained more accurately. www.clim-past.net/11/1587/2015/ Clim. Past, 11, 1587–1598, 2015 1594 N. L. Balascio et al.: Glacier response to North Atlantic climate variability (b) Big Round Lake, Baffin Island, varve
thickness and magnetic susceptibility (Thomas and Briner, 2009; Thomas et al., 2010). (c) Baffin Island ice cap activity reconstructed using
vegetation kill dates with text showing original interpretations (Miller et al., 2012). (d) Langjökull ice cap, Iceland-based on varve thickness
from Lake Hvítárvatn (Larsen et al., 2011). Blue shading marks periods of increased glacier size (sustained above average PC1 values). Figure 5. Change in the size of the Kulusuk glaciers since AD 700 compared with other high-resolution glacier and ice caps records from
the region. (a) The Kulusuk PC1 record. Black horizontal line shows average value over this period. (b) Big Round Lake, Baffin Island, varve
thickness and magnetic susceptibility (Thomas and Briner, 2009; Thomas et al., 2010). (c) Baffin Island ice cap activity reconstructed using
vegetation kill dates with text showing original interpretations (Miller et al., 2012). (d) Langjökull ice cap, Iceland-based on varve thickness
from Lake Hvítárvatn (Larsen et al., 2011). Blue shading marks periods of increased glacier size (sustained above average PC1 values). Lowell et al., 2013), unless the data are reinterpreted as sug-
gested by Miller et al. (2013). similar distinct glacier advances at these times (Fig. 5) as
well as an earlier advance ca. AD 1250–1300, which is also
observed in the Kulusuk record (Thomas et al., 2010). How-
ever, varve thickness data from Big Round Lake, which has
previously been interpreted to represent summer tempera-
ture, resemble trends in magnetic susceptibility (Thomas and
Briner, 2009). This discrepancy can possibly be attributed to
how the two proxies track different sedimentary processes
operating over different timescales (annual vs. centennial),
but without further analysis of those records we cannot ac-
count for this apparent contradiction. We argue that the mag-
netic susceptibility data from Big Round Lake are consistent
with other data from around Greenland, indicating that the
most extensive glacier advances since the early Holocene oc-
curred between AD 1250 and 1900, and provide evidence
for regionally coherent cooling phases during the Little Ice
Age (Grove, 2001). We note that this timing contrasts with
evidence from east Greenland that suggests the Istorvet Ice
Cap advanced approximately 100 years earlier (ca. N. L. Balascio et al.: Glacier response to North Atlantic climate variability The overall trend reveals a small and very
gradual glacier expansion after 0.7 ka followed by 20th cen-
tury retreat, which resembles the overall trend in Arctic tem-
peratures over the last 2 ka (Kaufman et al., 2009). Multi-decadal variations in inferred glacier size during the
past 1.3 ka also appear to be synchronous with those of other
glaciers in the region after ca. AD 1250 (Fig. 5). Kulusuk
glaciers increased in size ca. AD 1250–1300 and again ca. AD 1450, similar to when ice caps on Baffin Island (Miller
et al., 2012) and Iceland (Larsen et al., 2011) were expand-
ing (Fig. 4). After AD 1450 Kulusuk glaciers continued to
expand, as did Langjökull on Iceland, while evidence from
the Baffin ice caps indicates continuous ice cover (Miller et
al., 2012). Both Kulusuk and Langjökull glaciers appear to have ad-
vanced in at least two phases, at ca. AD 1450–1630 and
ca. AD 1700–1930. Magnetic susceptibility trends, linked to
glacier size changes, from another high-resolution proglacial
lake record on Baffin Island (Big Round Lake) reveal two Clim. Past, 11, 1587–1598, 2015 www.clim-past.net/11/1587/2015/ N. L. Balascio et al.: Glacier response to North Atlantic climate variability 1595 N. L. Balascio et al.: Glacier response to North Atlantic climate variability Figure 5. Change in the size of the Kulusuk glaciers since AD 700 compared with other high-resolution glacier and ice caps records from
the region. (a) The Kulusuk PC1 record. Black horizontal line shows average value over this period. (b) Big Round Lake, Baffin Island, varve Figure 5. Change in the size of the Kulusuk glaciers since AD 700 compared with other high-resolution glacier and ice caps records from
the region. (a) The Kulusuk PC1 record. Black horizontal line shows average value over this period. (b) Big Round Lake, Baffin Island, varve
thickness and magnetic susceptibility (Thomas and Briner, 2009; Thomas et al., 2010). (c) Baffin Island ice cap activity reconstructed using
vegetation kill dates with text showing original interpretations (Miller et al., 2012). (d) Langjökull ice cap, Iceland-based on varve thickness
from Lake Hvítárvatn (Larsen et al., 2011). Blue shading marks periods of increased glacier size (sustained above average PC1 values). Figure 5. Change in the size of the Kulusuk glaciers since AD 700 compared with other high-resolution glacier and ice caps records from
the region. (a) The Kulusuk PC1 record. Black horizontal line shows average value over this period. www.clim-past.net/11/1587/2015/ N. L. Balascio et al.: Glacier response to North Atlantic climate variability AD 1150; Therefore, there seems to have been regional coherence in
glacier activity not only during the past 1.3 ka, as previously
suggested (Miller et al., 2012), but also during the past 4.1 ka,
and glacier growth in response to episodic climate change has
been a common feature in the North Atlantic region through-
out, at least, the last 4.1 ka. Cold events are an important feature of centennial-scale
climate of the Holocene (Wanner et al., 2011). Cooling
events in the North Atlantic region are possibly associated
with changes in Atlantic Meridional Overturning Circulation
(AMOC) (Denton and Broecker, 2008). IRD records suggest
that periodic circulation changes of the North Atlantic Ocean
resulted in an advection of cold, fresh surface water south
and east during ice-rafting events throughout the Holocene
(Bond et al., 1997). Ocean circulation and sea-surface tem-
perature changes associated with IRD events have been at-
tributed to solar forcing (Bond et al., 2001; Moffa-Sánchez et
al., 2014; Jiang et al., 2015), and some modeling studies have Clim. Past, 11, 1587–1598, 2015 N. L. Balascio et al.: Glacier response to North Atlantic climate variability 1596 Figure 6. Relative rates of change in the size of the Kulusuk glaciers interpreted from scanning XRF PC1 data. Red bars show 105-year
intervals when the average rate was positive indicating glacier retreat, and blue bars show intervals when the average rate was negative
indicating glacier advance. Values not calculated during the mid-Holocene when we interpret glaciers to be absent. Figure 6. Relative rates of change in the size of the Kulusuk glaciers interpreted from scanning XRF PC1 data. Red bars show 105-year
intervals when the average rate was positive indicating glacier retreat, and blue bars show intervals when the average rate was negative
indicating glacier advance. Values not calculated during the mid-Holocene when we interpret glaciers to be absent. that the glaciers were sensitive to a number of previously
documented regional climate fluctuations and improves our
understanding of Holocene climate dynamics in this sector
of the Arctic. In particular, the record clearly constrains the
Holocene Thermal Maximum at this site to between 7.8 and
4.1 ka, when the glaciers likely completely melted away. The regrowth of the Kulusuk glaciers at 4.1 ka corresponds
with regional hydrologic changes and reflects the onset of
the Neoglacial period. N. L. Balascio et al.: Glacier response to North Atlantic climate variability The last 4.1 ka is marked by a series
of abrupt glacier advances as the size of the Kulusuk glaciers
increased. These episodes of glacier growth correspond with
ice rafting events in the North Atlantic Ocean, as well as re-
gional ice cap expansion, and demonstrate that glaciers in
this sector of the Arctic were very active during the late
Holocene in response to abrupt cooling events that punctu-
ated millennial-scale insolation-driven cooling. The recon-
struction of Kulusuk glacier activity provides a new and re-
fined perspective on late Holocene cold events, which are im-
portant features of centennial-scale climate variability. confirmed that AMOC can switch between distinct modes in
response to a small external forcing, such as solar variabil-
ity (Jongma et al., 2007). However, modeling results are in-
consistent and it is also possible that cooling events might
have simply resulted from internal ocean dynamics (Schulz
and Paul, 2002). Regardless of the mechanism, our results
demonstrate that glaciers responded quite actively to natural
climate variations of the Holocene. 5.4
Rates of glacier change during the Holocene This well-dated, high-resolution record of changes in the size
of the Kulusuk glaciers also allows comparison among the
rates of past glacier size variations. We present relative rates
of change inferred from the first derivative of the XRF PC1
data in 105-year binned averages, an interval chosen using
the interval with the lowest resolution (Fig. 6). We acknowl-
edge the caveat that they are based on the assumption that
the relationship between minerogenic input and glacier size
has remained constant. The analysis indicates that the rate of
20th century retreat of the Kulusuk glaciers was greater than
during any other century of the past 1.3 ka, including during
the Medieval Climate Anomaly. Furthermore, the 20th cen-
tury retreat rate was 2–3 times the rate of any other period of
retreat during the past 4.1 ka, and almost twice as rapid as the
early Holocene retreat that marked the transition into the re-
gional HTM (Fig. 6). This comparison helps to place the rate
of 20th century glacier loss in the context of natural episodes
of past glacier activity. Acknowledgements. This research was supported by a LDEO
Postdoctoral Fellowship to NLB, NSF grant ARC-0851642 to
WJD, NOAA grant NA09OAR4600215 and NSF grant ARC-
0909354 to RSB. We thank Lucien von Gunten, Sam Davin, and
Greg de Wet for assistance with field work, as well as Jason Briner,
Anders Carlson, and three anonymous reviewers for comments on
earlier drafts. Acknowledgements. This research was supported by a LDEO
Postdoctoral Fellowship to NLB, NSF grant ARC-0851642 to
WJD, NOAA grant NA09OAR4600215 and NSF grant ARC-
0909354 to RSB. We thank Lucien von Gunten, Sam Davin, and
Greg de Wet for assistance with field work, as well as Jason Briner,
Anders Carlson, and three anonymous reviewers for comments on
earlier drafts. Edited by: V. Rath Edited by: V. Rath References The Kulusuk Lake sediment record was used to generate a
high-resolution record of changes in the size of the Kulusuk
glaciers over the last 9.5 ka. Characteristics of the lake and
catchment limit the potential for sedimentation from non-
glacial processes making it ideally situated to clearly cap-
ture changes related to glacier activity. The record shows Balascio, N. L., D’Andrea, W. J., Bradley, R. S., and Perren, B. B.: Biogeochemial evidence for hydrologic changes during the
Holocene in a lake sediment record from southeast Greenland,
The Holocene, 23, 1428–1439, 2013. Bennike, O. and Sparrenbom, C. J.: Dating of the Narssarssuaq
stade in southern Greenland, The Holocene, 17, 279–282, 2007. Bennike, O. and Sparrenbom, C. J.: Dating of the Narssarssuaq
stade in southern Greenland, The Holocene, 17, 279–282, 2007. Bennike, O. and Sparrenbom, C. J.: Dating of the Narssarssuaq
stade in southern Greenland, The Holocene, 17, 279–282, 2007. Clim. Past, 11, 1587–1598, 2015 www.clim-past.net/11/1587/2015/ www.clim-past.net/11/1587/2015/ N. L. Balascio et al.: Glacier response to North Atlantic climate variability 1597 Knudsen, M. F.: Solar forcing of Holocene summer sea-surface
temperatures in the northern North Atlantic, Geology, 43, 203–
206, 2015. Knudsen, M. F.: Solar forcing of Holocene summer sea-surface
temperatures in the northern North Atlantic, Geology, 43, 203–
206, 2015. Berger, A. and Loutre, M. F.: Insolation values for the climate of the
last 10 million years, Quat. Sci. Rev., 10, 297–317, 1991. Bond, G., Showers, W., Cheseby, M., Lotti, R., Almasi, P., de-
Menocal, P., Priore, P., Cullen, H., Hajdas, I., and Bonani, G.:
A pervasive millennial-scale cycle in North Atlantic Holocene
and Glacial climates, Science, 278, 1257–1266, 1997. Jongma, J. I., Prange, M., Renssen, H., and Schulz, M.: Amplifica-
tion of Holocene multicentennial climate forcing by mode tran-
sitions in North Atlantic overturning circulation, Geophys. Res. Lett., 34, L15706, doi:10.1029/2007GL030642, 2007. Bond, G., Kromer, B., Beer, J., Muscheler, R., Evans, M. N., Show-
ers, W., Hoffmann, S., Lotti-Bond, R., Hajdas, I., and Bonani,
G.: Persistent solar influence on North Atlantic climate during
the Holocene, Science, 294, 2130–2136, 2001. Kaufman, D. S., Ager, T. A., Anderson, N. J., Anderson, P. M., An-
drews, J. T., Bartlein, P. J., Brubaker, L. B., Coats, L. L., Cwynar,
L. C., Duvall, M. L., Dyke, A. S., Edwards, M. E., Eisner, W. R., Gajewski, K., Geirsdóttir, A., Hu, F. S., Jennings, A. E., Ka-
plan, M. R., Kerwin, M. W., Lozhkin, A. V., MacDonald, G. References and Broecker, W. S.: Wobbly ocean conveyor cir-
culation during the Holocene, Quat. Sci. Rev., 27, 1939–1950,
2008. Larsen, D. J., Miller, G. H., Geirsdóttir, Á., and Thordarson, T.: A
3000-year varved record of glacier activity and climate change
from the proglacial lake Hvítárvatn, Iceland, Quat. Sci. Rev., 30,
2715–2731, 2011. Dyurgerov, M. and Meier, M. F.: Glaciers and the Changing Earth
System: A 2004 Snapshot, Occasional Paper 58, Institute of Arc-
tic and Alpine Research, University of Colorado, Boulder, CO,
118 pp., 2005. Larsen, D. J. Miller, G. H., Geirsdóttir, Á., and Ólafsdóttir, S.: Non-
linear Holocene climate evolution in the North Atlantic: a high-
resolution, multi-proxy record of glacier activity and environ-
mental change from Hvítárvatn, central Iceland, Quat. Sci. Rev.,
39, 14–25, 2012. Ellison, C. R. W., Chapman, M. R., and Hall, I. R.: Surface and deep
ocean interactions during the cold climate event 8200 years ago,
Science, 312, 1929–1932, 2006. Giraudeau, J., Cremer, M., Manthé, S., Labeyrie, L., and Bond, G.:
Coccolith evidence for instabilities in surface circulation south of
Iceland during Holocene times, Earth and Planet. Sci. Lett., 179,
257–268, 2000. Larsen, N. K., Kjær, K. H., Lecavalier, B., Bjørk, A. A., Colding, S.,
Huybrechts, P., Jakobsen, K. E., Kjeldsen, K. K., Knudsen, K.-
L., Odgaard, B. V., and Olsen, J.: The response of the southern
Greenland ice sheet to the Holocene thermal maximum, Geology,
43, 291–294, 2015. Grove, J. M.: The initiation of the “Little Ice Age” in regions round
the North Atlantic, Climatic Change, 48, 53–82, 2001. Humlum, O. and Christiansen, H. H.: Geomorphology of the Am-
massalik Island, SE Greenland, Geografisk Tidsskrift-Danish J. Geog., 108, 5–20, 2008. Levy, L. B., Kelly, M. A., Lowell, T. V., Hall, B. L., Hempel, L. A., Honsaker, W. M., Lusas, A. R., Howley, J. A., and Axford,
Y. L.: Holocene fluctuations of Bregne ice cap, Scoresby Sund,
east Greenland: a proxy for clmate along the Greenland Ice Sheet
margin, Quat. Sci. Rev., 92, 357–368, 2014. Huybrechts, P.: Late Weichselian relative sea-level changes and ice
sheet history in southeast Greenland, Earth Planet. Sci. Lett.,
272, 8–18, 2008. Long, A. J., Roberts, D. H., Simpson, M. J. R., Dawson, S., Milne,
G. A., and Jansson, P., Rosqvist, G., and Schneider, T.: Glacier fluctuations,
suspended sediment flux and glacio-lacustrine sedimensts, Ge-
ografiska Annaler Series A, Phys. Geogr., 87, 37–50, 2005. Lowell, T. V., Hall, B. L., Kelly, M. References M.,
Miller, G. H., Mock, C. J., Oswald, W. W., Otto-Bliesner, B. L., Porinchu, D. F., Rühland, K., Smol, J. P., Steig, E. J., and
Wolfe, B. B.: Holocene thermal maximum in the western Arctic
(0–180◦W), Quat. Sci. Rev., 23, 529–560, 2004. L. C., Duvall, M. L., Dyke, A. S., Edwards, M. E., Eisner, W. Bridgwater, D.: Nagssustoqidian mobile belt in East Greenland, Ge-
ology of Greenland, 7, 97–103, 1976. R., Gajewski, K., Geirsdóttir, A., Hu, F. S., Jennings, A. E., Ka- plan, M. R., Kerwin, M. W., Lozhkin, A. V., MacDonald, G. M., Miller, G. H., Mock, C. J., Oswald, W. W., Otto-Bliesner, B. Croudace, I. W., Rindby, A., and Rothwell, R. G.: ITRAX: descrip-
tion and evaluation of a new multi-function X-ray core scanner,
in: New Techniques in Sediment Core Analysis, edited by: Roth-
well, R. G., Geological Society, London, Special Publications
267, 51–564, 2006. Kaufman, D. S., Schneider, D. P., McKay, N. P., Ammann, C. M.,
Bradley, R. S., Briffa, K. R., Miller, G. H., Otto-Bliesner, B. L.,
Overpeck, J. T., and Vinther, B. M.: Arctic Lakes 2k Project
Members: Recent warming reverses long-term Arctic cooling,
Science, 325, 1236–1239, 2009. Dahl, S. O., Bakke, J., Lie, Ø., and Nesje, A.: Reconstruction of for-
mer glacier equilibrium-line altitudes based on proglacial sites:
an evaluation of approaches and selection of sites, Quat. Sci. Rev., 22, 275–287, 2003. D’Andrea, W. J., Huang, Y., Fritz, S. C., and Anderson, N. J.:
Abrupt Holocene climate change as an important factor for hu-
man migration in West Greenland, Proc. Natl. Acad. Sci., 108,
9765–9769, 2011. Kelly, M. A. and Lowell, T. V.: Fluctuations of local glaciers in
Greenland during latest Pleistocene and Holocene time, Quat. Sci. Rev., 28, 2088–2106, 2009. Kissel, C., Van Toer, A., Laj, C., Cortijo, E., and Michel, E.: Vari-
ations in the strength of the North Atlantic bottom water during
Holocene, Earth and Planet. Sci. Lett., 369/370, 248–259, 2013. Dean, W. E.: Determination of carbonate and organic matter in cal-
careous sediments and sedimentary rocks by loss on ignition:
comparison with other methods, J. Sed. Petrol., 44, 242–248,
1974. Kobashi, T., Kawamura, K., Severinghaus, J. P., Barnola, J.-M.,
Nakaegawa, T., Vinther, B. M., Johnsen, S. J., and Box, J. E.:
High variability of Greenland surface temperature over the past
4000 years estimated from trapped air in an ice core. Geophys. Res. Lett., 38, L21501, doi:10.1029/2011GL049444, 2011. Denton, G. H. N. L. Balascio et al.: Glacier response to North Atlantic climate variability N. L. Balascio et al.: Glacier response to North Atlantic climate variability 1598 Rothwell, R. G., Hoogakker, B., Thomson, J., Croudace, I. W.,
and Frenz, M.: Turbidite emplacement on the southern Balearic
Abyssal Plain (western Mediterranean Sea) during Marine Iso-
tope Stages 1–3: An application of ITRAX XRF scanning of sed-
iment cores to lithostratigraphic analysis, in: New techniques in
sediment core analysis, edited by: Rothwell, R. G., Special Pub-
lications, Geological Society, London, 79–98, 2006. Miller, G. H., Brigham-Grette, J., Alley, R. B., Anderson, L., Bauch,
H. A., Douglas, M. S. V., Edwards, M. E., Elias, S. A., Finney, Miller, G. H., Brigham-Grette, J., Alley, R. B., Anderson, L., Bauch,
H. A., Douglas, M. S. V., Edwards, M. E., Elias, S. A., Finney,
B. P., Fitzpatrick, J. J., Funder, S. V., Herbert, T. D., Hinzman,
L. D., Kaufman, D. S., MacDonald, G. M., Polyak, L., Robock,
A., Serreze, M. C., Smol, J. P., Speilhagen, R., White, J. W. C.,
Wolfe, A. P., and Wolff, E. W.: Temperature and precipitation
history of the Arctic, Quat. Sci. Rev., 29, 1679–1715, 2010. itzpatrick, J. J., Funder, S. V., Herbert, T. D., Hinzman B. P., Fitzpatrick, J. J., Funder, S. V., Herbert, T. D., Hinzman,
L. D., Kaufman, D. S., MacDonald, G. M., Polyak, L., Robock, Miller, G. H., Geirsdóttir, Á., Zhong, Y., Larsen, D. J., Otto-
Bliesner, B. L., Holland, M. M., Bailey, D. A., Refsnider, K. A.,
Lehman, S. J., Southon, J. R., Anderson, C., Björnsson, H., and
Thordarson, T.: Abrupt onset of the Little Ice Age triggered by
volcanism and sustained by sea-ice/ocean feedbacks, Geophys. Res. Lett., 39, L02708, doi:10.1029/2011GL050168, 2012. Schulz, M. and Paul, A.: Holocene climate variability on centennial-
to-millennial time scales: 1. Climate records from the North-
Atlantic realm, in: Climate Development and History of the
North Atlantic Realm, edited by: Wefer, G., Berger, W.H., Behre,
K.-E., and Jansen, E., Berlin, Springer, 41–54, 2002. Stuiver, M. and Reimer, P. J.: Extended 14C database and revised
CALIB radiocarbon calibration program, Radiocarbon, 35, 215–
230, 1993. Miller, G. H., Briner, J. P., Refsnider, K. A., Lehman, S. J., Geirsdót-
tir, Á., Larsen, D. J., and Southon, J. R.: Substantial agreement
on the timing and magnitude of Late Holocene ice cap expan-
sion between East Greenland and the Eastern Canadian Arctic: a
commentary on Lowell et al., 2013, Quat. Sci. Rev., 77, 239–245,
2013. Thomas, E. K. and Briner, J. N. L. Balascio et al.: Glacier response to North Atlantic climate variability P.: Climate of the past millennium in-
ferred from varved proglacial lake sediments on northeast Baffin
Island, Arctic Canada, J. Paleolim., 41, 209–224, 2009. Thomas, E. K., Szymanski, J., and Briner, J. P.: Holocene alpine
glaciation inferred from lacustrine sediments on northeastern
Baffin Island, Arctic Canada, J. Quat. Sci., 25, 146–161, 2010. Moffa-Sánchez, P., Born, A., Hall, I. R., Thornalley, D. J. R., and
Barker, S.: Solar forcing of North Atlantic surface temperature
and salinity over the past millennium, Nat. Geosci., 7, 275–278,
2014. Thomas, E. R., Wolff, E. W., Mulvaney, R., Steffensen, J., Johnsen,
S. J., Arrowsmith, C., White, J. W. C., Vaughn, B., and Popp, T.:
The 8.2 ka event from Greenland ice cores, Quat. Sci. Rev., 26,
70–81, 2007. Nesje, A., Dahl, S. O., Andersson, C., and Matthews, J. A.: The
lacustrine sedimentary sequence in Sygneskardvatnet, western
Norway: a continuous, high-resolution record of the Jostedals-
breen ice cap during the Holocene, Quat. Sci. Rev., 19, 1047–
1065, 2000. Thornalley, D. J. R., Elderfield, H., and McCave, I. N.: Holocene
oscillations in temperature and salinity of the surface subpolar
North Atlantic, Nature, 457, 711–714, 2009. Oerlemans, J.: Extracting a climate signal from 169 glacier records,
Science, 308, 675–677, 2005. Young, N. E., Briner, J. P., Axford, Y., Csatho, B., Babo-
nis, G. S., Rood, D. H., and Finkel, R. C.: Response of a
marine-terminating Greenland outlet glacier to abrupt cooling
8200 and 9300 years ago, Geophys. Res. Lett., 38, L24701,
doi:10.1029/2011GL049639, 2011. Olsen, J., Anderson, N. J., and Knudsen, M. F.: Variability of
the North Atlantic Oscillation over the past 5,200 years, Nat. Geosci., 5, 808–812, 2012. Young, N. E., Briner, J. P., Rood, D. H., Finkel, R. C., Corbett, L. B.,
and Bierman, P. R.: Age of the Fjord Stade moraines in the Disko
Bugt region, western Greenland, and the 9.3 and 8.2 ka cooling
events, Quat. Sci. Rev., 60, 76–90, 2013. Ran, L., Jiang, H., Knudsen, K. L., and Eiríksson, J.: A high-
resolution Holocene diatom record on the North Icelandic shelf,
Boreas, 37, 399–413, 2008. Reimer, P. J., Baillie, M. G. L., Bard, E., Bayliss, A., Beck, J. W.,
Blackwell, P. G., Bronk Ramsey, C., Buck, C. E., Burr, G. S.,
Edwards, R. L., Friedrich, M., Grootes, P. M., Guilderson, T. P.,
Hajdas, I., Heaton, T. J., Hogg, A. G., Hughen, K. A., Kaiser,
K. F., Kromer, B., McCormac, F. G., Manning, S. References A., Bennike, O., Lusas, A. R.,
Honsaker, W., Smith, C. A., Levy, L. B., Travis, S., and Denton,
G. H.: Late Holocene expansion of Istorvet ice cap, Liverpool
Land east Greenland, Quat. Sci. Rev., 63, 128–140, 2013. Jennings, A. E., Knudsen, K. L., Hald, M., Hansen, C. V., and An-
drews, J. T.: A mid-Holocene shift in Arctic sea-ice variability
on the East Greenland Shelf, The Holocene, 12, 49–58, 2002. Jiang, H., Muscheler, R., Björck, S., Seidenkrantz, M.-S., Olsen,
J., Sha, L., Sjolte, J., Eiriksson, J., Ran, L., Knudsen, K.-L., and Meier, M. F.: Glaciers dominate eustatic sea-level rise in the 21st
century, Science, 317, 1064–1067, 2007. www.clim-past.net/11/1587/2015/ Clim. Past, 11, 1587–1598, 2015 N. L. Balascio et al.: Glacier response to North Atlantic climate variability W., Reimer,
R. W., Richards, D. A., Southon, J. R., Talamo, S., Turney, C. S. M., van der Plicht, J., and Weyhenmeyer, C. E.: IntCal09 and
Marine09 radiocarbon age calibration curves, 0–50 000 years cal
BP, Radiocarbon, 51, 1111–1150, 2009. Wanner, H., Solomina, O., Grosjean, M., Ritz, S. P., and Jetel, M.:
Structure and origin of Holocene cold events, Quat. Sci. Rev., 30,
3109–3123, 2011. s, I., Heaton, T. J., Hogg, A. G., Hughen, K. A., Kai Winsor, K., Carlson, A. E., and Rood, D. H.: 10Be dating of the
Narsarsuaq moraine in southernmost Greenland: evidence for a
late-Holocene ice advance exceeding the Little Ice Age maxi-
mum, Quat. Sci. Rev., 98, 135–143, 2004. K. F., Kromer, B., McCormac, F. G., Manning, S. W., Reimer, R. W., Richards, D. A., Southon, J. R., Talamo, S., Turney, C. S. M., van der Plicht, J., and Weyhenmeyer, C. E.: IntCal09 and
Marine09 radiocarbon age calibration curves, 0–50 000 years cal
BP, Radiocarbon, 51, 1111–1150, 2009. Zemp, M., Frey, H., Gärtner-Roer, I., Nussbaumer, S. U., Hoel-
zle, M., Paul, F., and Haeberli, W.: Fluctuations of glaciers
2005–2010, Vol. X: World Glacier Monitoring Service, Zurich,
Switzerland, 336 pp., 2010. Roberts, D. H., Long, A. J., Schnabel, C., Freeman, S., and Simp-
son, M. J. R.: The deglacial history of southeast sector of the
Greenland Ice Sheet during the Last Glacial Maximum, Quat. Sci. Rev., 27, 1505–1516, 2008. Clim. Past, 11, 1587–1598, 2015 www.clim-past.net/11/1587/2015/
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TURKISH JOURNAL
OF BIOCHEMISTRY
TÜRK BİYOKİMYA
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Nightingale Hospitals İstanbul TURKEY Faculty and Clinical Centre of Serbia, Belgrade, SERBIA Faculty and Clinical Centre of Serbia, Belgrade, SERBIA Sedef Yenice, Department of Clinical Chemistry, Group Florence
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Gülgün Oktay, Department of Medical Biochemistry, Faculty of Gülgün Oktay, Department of Medical Biochemistry, Faculty of Nightingale Hospitals, İstanbul, TURKEY Medicine, University of Dokuz Eylül, İzmir, TURKEY Turkish Journal of Biochemistry (TJB), offi cial journal of Turkish Biochemical Society, is issued electronically every 2 months. Research articles, reviews, short communi-
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Medicine, Near East University, Nicosia, Emeritus, TRNC Erdal Karaöz, Department of Histology and Embryology, Faculty of
Medicine, İstinye University, İstanbul, TURKEY Erdal Karaöz, Department of Histology and Embryology, Faculty of
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Medicine, Near East University, Nicosia, Emeritus, TRNC Medicine, Near East University, Nicosia, Emeritus, TRNC ,
y
y,
,
Reşat Apak, Department of Chemistry, Faculty of Engineering, İstanbul
University Cerrahpaşa Research Information System, İstanbul, TURKEY
Khosrow Adeli, Molecular Medicine, Research Institute, Th e Hospital
for Sick Children, University of Toronto, Toronto, Ontario, CANADA
Diler Aslan, Department of Biochemistry, Faculty of Medicine, y
Yeşim Özarda, Department of Medical Biochemistry, Faculty of y
y
Reşat Apak, Department of Chemistry, Faculty of Engineering, İstanbul
University Cerrahpaşa Research Information System, İstanbul, TURKEY ş
p
y
y
Medicine, Uludağ University, Bursa, TURKEY Medicine, Uludağ University, Bursa, TURKEY ğ
y
Tomris Özben, Department of Medical Biochemistry, Faculty of ğ
y
Tomris Özben, Department of Medical Biochem Medicine, Akdeniz University, Antalya, TURKEY Nazmi Özer, Faculty of Pharmacy, Girne American University,
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Yüksek İhtisas, Ankara, TURKEY İsrael Pecht, Department of Immunology, Weizmann Institute of
Science, Rehovot, ISRAEL Science, Rehovot, ISRAEL Mario Plebani, Department of Medical Sciences, University of Padova,
Padova, ITALY Center “Mother Teresa”, Tirana, ALBANIA Demetrios Rizos, Hormonal and Biochemical Laboratory, Are Medicine, Karadeniz Technical University, Trabzon, TURKEY Hospital, University of Athens, Athens, GREECE Elif Demirkan, Department of Biology, Faculty of Arts & Sciences, George Russev, Bulgarian Academy of Sciences, Institute of Molecular
Biology, Sofi a, BULGARIA Uludağ University, Bursa, TURKEY Z. Günnur Dikmen, Department of Bio Z. Günnur Dikmen, Department of Biochemistry, Facult i
Fahri Saatçioğlu, Department of Biosciences, University of Oslo, Oslo,
NORWAY Z. e-ISSN 1303-829X All information regarding notes for contributors, subscriptions, open access, back volumes and orders is available online at
www.degruyter.com/view/j/tjb. RESPONSIBLE EDITOR Doğan Yücel PhD, Assoc Professor of Biochemistry, Department of Medical Biochemistry, Ankara Training and Research Hospital, University
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h
b Ferhan Girgin Sağın, Department of Medical Biochemistry, Faculty of Miral Dizdaroğlu, National Institute of Standards and Technology, Ferhan Girgin Sağın, Department of Medical Biochemistry, Faculty of
M di i
E
U i
it
İ
i TURKEY Gaithersburg, MD, USA Medicine, Ege University, İzmir, TURKEY Aziz Sancar, Department of Biochemistry and Biophysics, U North Carolina School of Medicine, Chapel Hill, NC, USA Natural Sciences, Imperial College, London, UNITED KINGDOM Natural Sciences, Imperial College, London, UNITED KINGDOM Figen Erkoç, Department of Biology Education, Faculty of Gazi Praveen Sharma, All India Institute of Medical Sciences, Jodhpur,
INDIA i Figen Erkoç, Department of Biology Education, Faculty of Gazi Education, Gazi University, Emeritus, Ankara TURKEY Education, Gazi University, Emeritus, Ankara TURKEY y
Gökhan Hotamişlıgil, Department of Genetics and Complex Diseases,
Harvard School of Public Healt, Boston, USA y
Gökhan Hotamişlıgil, Department of Genetics and Complex Diseases, Emin Sofi c, Department of Chemistry, Faculty of Science, Sa Gökhan Hotamişlıgil, Department of Genetics and Complex Diseases, Harvard School of Public Healt, Boston, USA i
University, Sarajevo, BOSNIA AND HERZEGOVIA Mehmet Kesimer, Department of Pathology and Laboratory Medicine, Mehmet Kesimer, Department of Pathology and Laboratory Medicine, Eser Sözmen, Department of Medical Biochemistry, Faculty of Medicine, University of Ege, İzmir, TURKEY Marsico Lung Institute, University of North Carolina at Chapel Hill,
NC, USA Marsico Lung Institute, University of North Carolina at Chapel Hill,
NC, USA Abdullah Tuli, Department of Medical Biochemistry, Fac Medicine, Çukurova University, Adana, TURKEY İrfan Küfrevioğlu, Department of Chemistry, Faculty of Art & Sciences, İrfan Küfrevioğlu, Department of Chemistry, Faculty of Art & Sciences, Ali Ünlü, Department of Biochemistry, Faculty of M Ali Ünlü, Department of Biochemistry, Faculty of Medicine, Selçuk Atatürk University, Erzurum, TURKEY y
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Variability and budget of CO&lt;sub&gt;2&lt;/sub&gt; in Europe: analysis of the CAATER airborne campaigns – Part 1: Observed variability
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Atmospheric chemistry and physics
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To cite this version: Irène Xueref-Remy, C. Messager, D. Filippi, Maud Pastel, P. Nedelec, et al.. Variability and budget
of CO2 in Europe: analysis of the CAATER airborne campaigns – Part 1: Observed variability. Atmospheric Chemistry and Physics, 2011, 11 (12), pp.5655-5672. 10.5194/acp-11-5655-2011. hal-
02929129 Distributed under a Creative Commons Attribution 4.0 International License HAL Id: hal-02929129
https://hal.science/hal-02929129v1
Submitted on 4 Sep 2020 L’archive ouverte pluridisciplinaire HAL, est
destinée au dépôt et à la diffusion de documents
scientifiques de niveau recherche, publiés ou non,
émanant des établissements d’enseignement et de
recherche français ou étrangers, des laboratoires
publics ou privés. HAL is a multi-disciplinary open access
archive for the deposit and dissemination of sci-
entific research documents, whether they are pub-
lished or not. The documents may come from
teaching and research institutions in France or
abroad, or from public or private research centers. Distributed under a Creative Commons Attribution 4.0 International License Atmos. Chem. Phys., 11, 5655–5672, 2011
www.atmos-chem-phys.net/11/5655/2011/
doi:10.5194/acp-11-5655-2011
© Author(s) 2011. CC Attribution 3.0 License. Atmospheric
Chemistry
and Physics 4Laboratoire d’A´erologie (LA), 14 avenue Edouard Belin, 31400 Toulouse, France Received: 23 September 2009 – Published in Atmos. Chem. Phys. Discuss.: 26 February 2010
Revised: 24 November 2010 – Accepted: 12 January 2011 – Published: 20 June 2011 Received: 23 September 2009 – Published in Atmos. Chem. Phys. Discuss.: 26 February 2010
Revised: 24 November 2010 – Accepted: 12 January 2011 – Published: 20 June 2011 Abstract. Atmospheric airborne measurements of CO2 are
very well suited for estimating the time-varying distribution
of carbon sources and sinks at the regional scale due to the
large geographical area covered over a short time. We present
here an analysis of two cross-European airborne campaigns
carried out on 23–26 May 2001 (CAATER-1) and 2–3 Oc-
tober 2002 (CAATER-2) over Western Europe. The area
covered during CAATER-1 and CAATER-2 was 4◦W to
14◦E long; 44◦N to 52◦N lat and 1◦E to 17◦E long; 46◦N
to 52◦N lat respectively. High precision in situ CO2, CO
and Radon 222 measurements were recorded. Flask sam-
ples were collected during both campaigns to cross-validate
the in situ data. During CAATER-1 and CAATER-2, the
mean CO2 concentration was 370.1 ± 4.0 (1-σ standard devi-
ation) ppm and 371.7 ± 5.0 (1-σ) ppm respectively. A HYS-
PLIT back-trajectories analysis shows that during CAATER
1, northwesterly winds prevailed. In the planetary boundary
layer (PBL) air masses became contaminated over Benelux
and Western Germany by emissions from these highly urban-
ized areas, reaching about 380 ppm. Air masses passing over
rural areas were depleted in CO2 because of the photosyn-
thesis activity of the vegetation, with observations as low as
355 ppm. During CAATER-2, the back-trajectory analysis
showed that air masses were distributed among the 4 sectors. HAL Id: hal-02929129
https://hal.science/hal-02929129v1
Submitted on 4 Sep 2020 Air masses were enriched in CO2 and CO over anthropogenic
emission spots in Germany but also in Poland, as these coun-
tries have part of the most CO2-emitting coal-based plants in Europe. Simultaneous measurements of in situ CO2 and
CO combined with back-trajectories helped us to distin-
guish between fossil fuel emissions and other CO2 sources. The 1CO/1CO2 ratios (R2 = 0.33 to 0.88, slopes = 2.42 to
10.37), calculated for anthropogenic-influenced air masses
over different countries/regions matched national inventories
quite well, showing that airborne measurements can help
to identify the origin of fossil fuel emissions in the PBL
even when distanced by several days/hundreds of kms from
their sources. We have compared airborne CO2 observa-
tions to nearby ground station measurements and thereby,
confirmed that measurements taken in the lower few me-
ters of the PBL (low-level ground stations) are representa-
tive of the local scale, while those located in the free tro-
posphere (FT) (moutain stations) are representative of atmo-
spheric CO2 regionally on a scale of a few hundred kilome-
ters. Stations located several 100 km away from each other
differ from a few ppm in their measurements indicating the
existence of a gradient within the free troposphere. Obser-
vations at stations located on top of small mountains may
match the airborne data if the sampled air comes from the
FT rather than coming up from the valley. Finally, the anal-
ysis of the CO2 vertical variability conducted on the 14 pro-
files recorded in each campaign shows a variability at least
5 to 8 times higher in the PBL (the 1-σ standard deviation
associated to the CO2 mean of all profiles within the PBL
is 4.0 ppm and 5.7 ppm for CAATER-1 and CAATER-2, re-
spectively) than in the FT (within the FT, 1-σ is 0.5 ppm and
1.1 ppm for CAATER-1 and CAATER-2, respectively). The
CO2 jump between the PBL and the FT equals 3.7 ppm for
the first campaign and −0.3 ppm for the second campaign. Correspondence to: I. Xueref-Remy
(irene.xueref@lsce.ipsl.fr) Correspondence to: I. Xueref-Remy
(irene.xueref@lsce.ipsl.fr) Published by Copernicus Publications on behalf of the European Geosciences Union. Published by Copernicus Publications on behalf of the European Geosciences Union. 5656 I. 1
Introduction Atmospheric greenhouse gas (GHG) concentrations have
been increasing since the pre-industrial era, due to human ac-
tivities such as the combustion of fossil fuel compounds and
deforestation. The most significant growth has been in the
presence of CO2, its atmospheric concentration having in-
creased by more than 30% during the last 150 yr. Political ef-
forts have been made through the United Nations Framework
Convention on Climate Change to stabilize atmospheric CO2
concentration levels. Such efforts require independent ver-
ification of anthropogenic and natural fluxes on a regional
scale, a task which represent a huge scientific and politi-
cal challenge (Intergovernmental Panel on Climate Change,
2007). The aims of these campaigns were: (1) to validate a new
airborne in situ CO2 analyzer; (2) to characterize CO2 vari-
ability in the low troposphere above Western Europe; (3) to
evaluate the contributions of anthropogenic and biospheric
fluxes to this variability; (4) to assess the representativeness
of ground stations; and (5) to better characterize the gradients
of CO2 between the PBL and the FT. The atmosphere is a strong integrator of CO2 surface
sources and sinks. Observations can thus be used to quan-
tify surface fluxes over relatively large scales by matching
them with modelled field simulations from transport models. This method, known as inverse modelling, is the approach
most used to quantify CO2 fluxes at regional or global scales. However, the flux partition, especially at the regional scale
(100–1000 km) is still poorly understood. Indeed for Europe
(based on data from 1992–1996), Gurney et al. (2003) have
compared 16 inverse models: all indicate that Europe is a
sink for CO2 but they show very large differences, with a
mean annual flux of 0.6 GtC yr−1 and a standard deviation of
±0.4 GtC yr−1 i.e. 66% of the mean. In this paper, we show the results of these campaigns con-
ducted in the low troposphere (<4000 m) aboard the Falcon
20 of the Deutsches Zentrum f¨ur Luft und Raumfahrt (Oberp-
faffenhofen Germany). During this experiment the Falcon
was equipped with a continuous CO2 analyser (CONDOR),
a continuous CO analyser (MOZAIC CO analyser, Labora-
toire d’A´erologie, France) which was used as a combustion
tracer and a sequential Radon 222 analyser (AVIRAD) which
was used as a tracer of continental air masses. The conditions of the campaigns and the instrumentation
deployed are presented in Sect. 2. In Sect. HAL Id: hal-02929129
https://hal.science/hal-02929129v1
Submitted on 4 Sep 2020 In a companion pa-
per (Xueref-Remy et al., 2011, Part 2), a comparison of ver-
tical profiles from observations and several modeling frame-
works was conducted for both campaigns. HAL Id: hal-02929129
https://hal.science/hal-02929129v1
Submitted on 4 Sep 2020 Xueref-Remy et al.: Variability and budget of CO2 in Europe – Part 1 Globally at this level, reducing inverse modelling uncer-
tainties requires a better characterization of atmospheric CO2
vertical and horizontal variability through in situ observa-
tions. Over the past 10 yr, the atmospheric CO2 global mon-
itoring network has been largely used to retrieve large scale
distribution of sources and sinks at the surface. Recent stud-
ies have demonstrated the need for more data over the con-
tinental region in order to make feasible robust estimations
of the biospheric contribution to the regional carbon bud-
get. Stephens et al. (2007) have highlighted the need for in
situ vertical observations to better constrain CO2 fluxes. In-
deed, because of the large geographical area they can span
within a short time, airborne measurements are very well
suited to studying atmospheric CO2 variability on a regional
scale, vertically and horizontally, and, in particular, can give
crucial information on the gradients between the PBL and
the free troposphere (FT). Over Europe, airborne campaigns
conducted in the boundary layer are very limited as resumed
in Geels et al. (2007). The Co-ordinated Access to Aircraft
for Transnational Environmental Research (CAATER-1 and
CAATER-2), an European initiative, has given us the op-
portunity to perform two intensive airborne campaigns over
Western Europe in May 2001 and October 2002. A very striking zonal CO2 gradient of about 11 ppm was ob-
served in the mid-PBL during CAATER-2, with higher con-
centrations in the west than in the east. This gradient may
originate from differences in atmospheric mixing, ground
emission rates or Autumn’s earlier start in the west. More
airborne campaigns are currently under analysis in the frame-
work of the CARBOEUROPE-IP project to better assess the
likelihood of these different hypotheses. In a companion pa-
per (Xueref-Remy et al., 2011, Part 2), a comparison of ver-
tical profiles from observations and several modeling frame-
works was conducted for both campaigns. A very striking zonal CO2 gradient of about 11 ppm was ob-
served in the mid-PBL during CAATER-2, with higher con-
centrations in the west than in the east. This gradient may
originate from differences in atmospheric mixing, ground
emission rates or Autumn’s earlier start in the west. More
airborne campaigns are currently under analysis in the frame-
work of the CARBOEUROPE-IP project to better assess the
likelihood of these different hypotheses. 2
Description of the campaigns and of instrumentation Two airborne campaigns were carried out in May 2001
and in October 2002, here called CAATER-1 and CAATER-
2. The two flight routes are different, but they both extend
across a domain of roughly 20◦in longitude between West-
ern France and West Hungary. The Falcon-20 flights for each
campaign are shown in Fig. 1. The CAATER-1 campaign
consisted of 5 flights for a total of 14 h during 23–26 May
2001, and the CAATER-2 campaign consisted of 3 flights
for a total of 8 h during 2–3 October 2002 (Tables 1 and 2). Vertical CO2 profiles and in the case of CAATER-2 also CO
and 222-Rn, were collected between the ground and 4000 m
alt during each campaign. We have 14 profiles in total for
each campaign. 1
Introduction 3, we conduct
an analysis of air mass origins using back-trajectories. In
Sect. 4, we analyse the contribution of anthropogenic emis-
sions to CO2 variability using CO data. In Sect. 5, we as-
sess the representativeness of ground station measurements
using aircraft observations. Finally Sect. 6 focuses on CO2
vertical variability, especially on characterizing CO2 gradi-
ents between the PBL and the FT in function of the air
mass origins. In a companion paper (Xueref-Remy et al.,
2011, Part 2), we conduct a comparison between observa-
tions and models: firstly to assess the capability of a global
model versus a mesoscale model to reproduce the observed
gradients, incorporating also several biospheric fluxes, and
secondly, to present a comparison between model-based
fluxes obtained using a new method coupling backplumes Briefly, these large differences originate for several rea-
sons. Firstly, most of the studies are based on measurements
done on remote and marine sites, far from where terrestrial
fluxes are taking place: there is a lack of measurements over
the continents to constrain flux calculations by inverse mod-
elling (Geels et al., 2007). Secondly, models have difficul-
ties in representing atmospheric transport in the continental
planetary boundary layer (PBL) (Gerbig et al., 2003). Sev-
eral intercomparison studies have been undertaken to make
progress in the modeling of the fluxes and especially on a
seasonal scale (e.g. Gurney et al., 2004; Baker et al., 2006;
Law et al., 2008; Patra et al., 2008; Carouge et al., 2010a, b). Atmos. Chem. Phys., 11, 5655–5672, 2011 www.atmos-chem-phys.net/11/5655/2011/ 5657 I. Xueref-Remy et al.: Variability and budget of CO2 in Europe – Part 1 I. Xueref-Remy et al.: Variability and budget of CO2 in Europe – Part 1 Fig. 1. Averaged flux maps (for the days of the campaigns) and flight patterns (red: 1st day, green: 2nd day, pink: 3rd day, blue: 4th day
of the campaigns) according to latitude, longitude and altitude (in km). Net Ecosystem Exchange (NEE) fluxes are from ORCHIDEE and
fossil fuel (FF) fluxes from Andres et al. (1996) (left: CAATER-1, right: CAATER-2). Oceanic fluxes are from Takahashi et al. (1999) and
are almost zero therefore do not appear in the figure. Fig. 1. Averaged flux maps (for the days of the campaigns) and flight patterns (red: 1st day, green: 2nd day, pink: 3rd day, blue: 4th day
of the campaigns) according to latitude, longitude and altitude (in km). Net Ecosystem Exchange (NEE) fluxes are from ORCHIDEE and
fossil fuel (FF) fluxes from Andres et al. (1996) (left: CAATER-1, right: CAATER-2). Oceanic fluxes are from Takahashi et al. (1999) and
are almost zero therefore do not appear in the figure. and a priori fluxes, and observation-based fluxes calculated
with the Radon method (Schmidt et al., 2003). dard meteological parameter sensors (i.e., pressure, temper-
ature, horizontal and vertical windspeeds, dewpoint temper-
ature, absolute and relative humidities, virtual temperature
and virtual potential temperature). I. Xueref-Remy et al.: Variability and budget of CO2 in Europe – Part 1 I. Xueref-Remy et al.: Variability and budget of CO2 in Europe – Part 1 5658 Table 1. Airport acronyms and geographical information. Table 1. Airport acronyms and geographical information. Code
Name
Country
Latitude
Longitude
Altitude (m a.s.l.*)
BZH
Brest
France
48◦26′ N
04◦25′ W
99
OBP
Oberpfaffenhofen
Germany
48◦05′ N
11◦17′ E
593
ORL
Orleans
France
47◦53′ N
02◦10′ E
120
PDB
Paderborn
Germany
51◦36′ N
08◦37′ E
213
SOB
Sarmellek
Hungary
46◦42′ N
17◦06′ E
408
* m a.s.l. = meters above sea level. Table 2. Flight information for the CAATER 1 and CAATER 2 campaigns. Date
Time range (hh:mm UTC)
Flight pattern
Flight number
23 May 2001
12:12–14:43
OBP – BZH
1
24 May 2001
15:03–17:50
Atlantic, south of BZH
2
25 May 2001
11:26–13:43
BZH – PDB
3
26 May 2001
08:56–15:46
PDB – OBP
4
2 October 2002
08:48–11:10
OBP – ORL
5
2 October 2002
11:10–13:16
ORL – PDB
6
3 October 2002
10:02–12:20
PDB* – SOB
7
3 October 2002
14:19–15:52
SOB – OBP
8
* No data available between PDB and THU. Table 2. Flight information for the CAATER 1 and CAATER 2 campaigns. * No data available between PDB and THU. Table 3. Ground station acronyms and geographical information. Table 3. Ground station acronyms and geographical information. Ground altitude
Type of station
Site
Name
Country
Latitude
Longitude
(m a.s.l.a)
(m.a.g.l)b
CBW
Cabauw
Holland
51◦58′ N
04◦55′ E
−0.7
Tower (213 m)
CMN
Monte Cimone
Italy
44◦11′ N
10◦42′ E
2165
Surface (mountain top)
HUN
Hegyhatsal
Hungary
46◦57′ N
16◦39′ E
248
Tower (115 m)
MHD
Mace Head
Ireland
53◦19′ N
09◦53′ W
26
Surface
PRS
Plateau Rosa
Italy
45◦56′ N
07◦42′ E
3480
Surface (mountain top)
PUY
Puy-de-Dome
France
45◦45′ N
03◦00′ E
1465
Surface (mountain top)
SCH
Schauinsland
Germany
47◦55′ N
07◦55′ E
1205
Surface (mountain top)
WES
Westerland
Germany
54◦56′ N
08◦19′ E
12
Surface a m a.s.l. = meters above sea level; b m a.g.l. = meters above ground level. 2.1
The CAATER campaigns The CAATER aircraft measurement (Co-ordinated Ac-
cess to Aircraft for Transnational Environmental Research)
programme is coordinated by the German DLR, French
INSU/CNRS and M´et´eo-France, and by the UK Met Of-
fice. The programme was funded between 2000 and 2003
by the European Commission to provide research aircraft fa-
cilities for pilot projects and new studies. The objective of
the CAATER Carbon Dioxide pilot project detailed in this
study is to measure the vertical and horizontal variability of
CO2 over Western Europe during two contrasted seasons. We
used the DLR-Falcon 20 jet aircraft (http://www.dlr.de/fb/en/
desktopdefault.aspx/tabid-3714/5789 read-8405/) equipped
with (1) a CO continuous infra-red analyzer, (2) a CO2 non
dispersive infra-red gas analyzer, (3) a 222Rn sequential
sampler instrument, (4) a flask sampling unit and (5) stan- The paper also uses a dataset from different in situ sam-
pling sites described in Table 3. These data will be used in
Sect. 5 to assess the stations footprint by comparing them to
the CAATER measurements. Atmos. Chem. Phys., 11, 5655–5672, 2011 www.atmos-chem-phys.net/11/5655/2011/ 2.2
CO2 surface fluxes conditions higher photosynthetic activity in May than in October (see
Appendix A), but vegetation index is not easy to translate
into a CO2 source/sink map. We show in Fig. 1, overlaid
with the campaign flights, the three CO2 continental flux
components, i.e.: the Net Ecosystem Exchange (NEE) fluxes
given by the process-based ecosystem model ORCHIDEE
(Krinner et al., 2005) also described in the companion paper
(Xueref-Remy et al., 2011, Part 2) with a spatial resolution
of 0.35◦×0.35◦forced by synoptic weather data with a
3 h resolution averaged on the days of the campaign (the
diurnal cycle thus being smoothed); annual fossil fuel (FF)
emission maps with a spatial resolution of 1◦×1◦from Because the focus of this study is to analyze the variability
of CO2 across Western Europe, it is important to understand
the underlying fluxes, which we provide in this section. Figure 1 shows the average CO2 flux maps over Western
Europe during the sampling interval of each campaign. The
net CO2 flux is the sum of fossil fuel CO2 emissions and
of the Net Ecosystem Exchange flux, which can be positive
(source) or negative (sink) depending upon the vegetation
status. The Normalized Difference Vegetation Index (NDVI)
provided by the SPOT VGT-4 satellite system reveals a Atmos. Chem. Phys., 11, 5655–5672, 2011 www.atmos-chem-phys.net/11/5655/2011/ Xueref-Remy et al.: Variability and budget of CO2 in Europe – Part 1 I. 2.2
CO2 surface fluxes conditions Xueref-Remy et al.: Variability and budget of CO2 in Europe – Part 1 5659 2 October 2002
3 October 2002
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Oct 3rd, 2002 Synoptic weather conditions encountered during both cam-
paigns are shown in Fig. 2 (http://weather.ou.edu/∼cgodfrey/
reanalysis/). During CAATER 1, the synoptic situation was mainly
anti-cyclonic, as shown by mean sea level pressure and
850 hPa wind maps. Note that 850 hPa represents the mean
aircraft altitude during the campaign (1457 m above sea
level). No major cloud system was present over Europe
during the campaign. During 23–24 May 2001 winds from
the north-east prevailed over the campaign domain in North-
ern France, established around a high-pressure system lo-
cated over the British Isles. On 25 May 2001, this high-
pressure moved towards southern Scandinavia and north-
easterly winds continued to prevail. Fig. 2. Meteorological maps showing mean sea-level pressure
(in hPa) and wind speed (in m s−1) at 850 hPa for each day of
the CAATER campaigns at 12:00:00 h UTC (http://weather.ou.edu/
∼cgodfrey/reanalysis/). Latitude (vertical scale) is given in ◦N and
longitude (horizontal scale) in ◦E. During CAATER 2, dry conditions were encountered,
apart from 3 October 2002 when a few showers occured over
Th¨uringen, in Eastern Germany. By 2 October 2002, a small
high-pressure system over Norway induced airflow from the
north into the aircraft route over Southern Germany. But an-
other high-pressure placed over the Balkans region creates
a second flow from Southern Europe into the aircraft route
over France. We thus expect a very significant change in
air mass origins at the boundary between these two different
flow regimes. 2.2
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CO2 surface fluxes conditions (1996) updated to the year of each campaign;
and oceanic fluxes from Takahashi et al. (1999, 2002). As
oceanic fluxes are negligible compared to NEE and fossil
fuel fluxes, they do not appear in the maps. These maps
show that for this period in May 2001, Europe was mainly
acting as a CO2 sink (reaching about −1 gC m−2 day−1)
while in early October 2002 it was acting more like a source
of CO2 north of 47◦N (about 1 gC m−2 day−1) and a tiny
sink south of 45◦N (about 0.4 gC m−2 day−1). Largest
fossil fuel emissions occur from the London megacity
area, Benelux, Ruhr, the Berlin metropolitan area and the
Warsaw city regions. The most emitting coal-fed power
plants (the so-called “dirty thirty” identified by the WWF:
http://www.panda.org/what we do/knowledge centres/
climate change/problems/cause/coal/dirty 30/) are located
here and represent 10% of European CO2 emissions climate change/problems/cause/coal/dirty 30/) are located
here and represent 10% of European CO2 emissions. 2.2
CO2 surface fluxes conditions 2. Meteorological maps showing mean sea-level pressure
(in hPa) and wind speed (in m s−1) at 850 hPa for each day of
the CAATER campaigns at 12:00:00 h UTC (http://weather.ou.edu/
∼cgodfrey/reanalysis/). Latitude (vertical scale) is given in ◦N and
longitude (horizontal scale) in ◦E. 2.3
Synoptic weather conditions On 3 October 2002, two high-pressure sys-
tems were observed, west and east of the aircraft route, over
France and Greece. This situation gives rise to complex wind
patterns, as further evidenced from the back-trajectory anal-
ysis in Sect. 3. uous NDIR airborne analyzer developed at LSCE (Fig. 3). This instrument is based on a commercial sensor Li-COR
6262 with a fast response detector (1 Hz acquisition), with
temperature, pressure and flow rates of air being regulated at
constant values (Table 4). Outside air was pumped and dried
by a magnesium perchlorate cartridge before being analyzed. More details can be found in Filippi et al. (2002). Airborne CO2 measurements are useful for carbon cy-
cle studies (inversions) if they have a precision better than
0.5 ppm (Gloor et al., 2000). Frequent calibrations (ev-
ery 30 min) give an instantaneous precision of 0.1 ppm, but
slow instrument drifts due to changes in surrounding physi-
cal parameters such as pressure and temperature require fre-
quent calibrations during flights. We used two calibration
gases in high-pressure cylinders of 2 l, with concentrations
in the NOAA X-93 scale of 365.92 ± 0.05 ppm (Low) and
401.29 ± 0.05 ppm (High). Each standard is passed through
the analyzer for 3 min, and only the last minute of acqui-
sition is retained to compute the calibration curve and cal-
culate outside air CO2. Given the limited volume of each 2.4.3
In situ continuous CO measurements The CO analyser is the same as the one developed for routine
measurements onboard passenger aircrafts for the MOZAIC
program (http://mozaic.aero.obs-mip.fr/web/). CO was only
measured during CAATER-2 and its characteristics are sum-
marized in Table 4. This analyser described in Nedelec et
al. (2003) is a fully automated instrument designed to reach
an accuracy of 5%. It is based on the commercial IR cor-
relation gas analyser Model48C produced by Thermo En-
vironment Instruments [TEI, USA]. It is a Gas Filter Cor-
relation instrument based on the principle of infra-red ab-
sorption by the 4.67 µm fundamental vibration-rotation band
of CO. Radiation from an infrared source is chopped and
passed through a gas filter which alternates between CO and
N2. The radiation then passes through a narrow band pass
filter and a multiple optical pass sample cell where absorp-
tion by the sample gas occurs. The IR radiation exits the
sample cell and falls on a lead-selenium solid state IR de-
tector. Other gases do not cause modulation of the detector
signal since they absorb the reference and measure beams
equally. Thus, the Gas Filter Correlation System responds
specifically to CO. The Model 48CTL is also qualified by
US EPA designated Method (EQSA-0486-060). The specifi-
cation of the commercial instrument is 10 ppbv CO for 300 s
integration time. Major improvements have been brought by
N´ed´elec et al. (2003): periodic accurate zero measurements,
new IR detector with better cooling and temperature regula-
tion, pressure increase and regulation in the absorption cell,
increased flow rate to 4 l min−1, water vapor trap, and ozone
filter. The specifications achieved for 30 s integration time
(response time of the instrument) are a precision of ±5 ppbv
CO with a minimum detectable of 10 ppbv of CO. The in-
strument was calibrated before and after the campaign with Fig. 3. Schematic of the CONDOR analyzer. cylinder, the time taken for calibration and the sought pre-
cision, an optimal compromise had to be found. We carried
out ≈30 calibrations during each campaign. The average sta-
bility (1-σ std. deviation on 1-Hz data) was 0.03 ppm dur-
ing the last minute of each calibration passage. To compute
the instrument accuracy, each calibration gas was treated as
an unknown target. The difference between the true and the
measured target value is 0.10 ppm for the high standard and
0.08 ppm for the low one. 2.4.1
In situ continuous CO2 measurements In addition to standard meteorological parameters (wind, rel-
ative humidity, temperature, pressure) with a 1-Hz acquisi-
tion, the CO2 concentrations were measured with a contin- Atmos. Chem. Phys., 11, 5655–5672, 2011 www.atmos-chem-phys.net/11/5655/2011/ I. Xueref-Remy et al.: Variability and budget of CO2 in Europe – Part 1 I. Xueref-Remy et al.: Variability and budget of CO2 in Europe – Part 1 5660 Table 4. Characteristics of the CO2 and CO analyzers. Table 4. Characteristics of the CO2 and CO analyzers. Parameter
CO2 analyzer (CONDOR)
CO analyzer
Precision
≤0.20 ppm for 1 s
±5 ppbv for 30 s
Sampling frequency
1 Hz
0.03 Hz
Power supply
18-32VDC/15A max
24V/10A max
Cells pressure
1080 hPa
2532 hPa
Flow rates
50 sccm (Reference cell) 400 sccm (Sample cell)
4000 sccm
Temperature
35 ◦C
30 ◦C
Calibrations
1 calibration (6 mn) every 30 mn
Before and after each campaign
Volume
95×55×40 cm3
60×31×43 cm3
Weight
80 kg
45 kg Fig. 3. Schematic of the CONDOR analyzer. centration was systematically rejected if the two measure-
ments differed by more than 0.10 ppm (3.2% of the samples). The mean difference between the in situ NDIR and the flasks
was less than 0.20 ppm for both campaigns (see Appendix B,
Fig. B1). 2.4.3
In situ continuous CO measurements Also, we found that, even when
using one single calibration result before each flight, the in-
strument accuracy is still greater than 0.20 ppm. 3.2
Air masses sampled in May 2001 during
CAATER-1 pp
In order to investigate the origin of the sampled air masses,
we computed for each flight, 5-days backtrajectories at dif-
ferent measurement points of the flight path. The HYSPLIT-
4 (Hybrid Single-Particle Lagrangian Integrated Trajectory)
was used to compute these backtrajectories (Draxler and
Hess, 1998). Four-dimensional (x,y,z,t) gridded meteoro-
logical fields from NOAA/NCEP (National Centers for En-
vironmental Predictions, http://www.ncep.noaa.gov/) global
reanalysis data were used to drive HYSPLIT-4 (analysis ev-
ery 6 h, 1◦×1◦horizontal resolution, 14 vertical levels). Each
trajectory was calculated as the time integrated advection of
a single particle. The integration time-step can vary during
the simulation, as it is computed from the requirement that
the advection distance per time-step should be less than 75%
of the meteorological grid spacing. This linear integration
method is common (e.g. Kreyszig, 1968) and has been used
for trajectory analysis (Petterssen, 1940) for quite some time. Advection is computed from the average of the 3-D-velocity
vector for the position at time t and the position at time t −1. The accuracy of the model has been quantified by testing the
model trajectories against balloon data: the difference was
about 10 to 20% (Draxler, 1998). Back-trajectories calculated for each flight of CAATER 1 are
shown in Fig. 5 (a projection of Fig. 4 for CAATER 1 in
the horizontal longitude-latitude plan). About 58% of the
air masses sampled came from the north-west, 37% from the
north-east and only 5% from the south-east. y
On 23 May 2001 (Fig. 5a), between 4◦E and 2◦W, the
back-trajectories indicate a continental origin from the north-
east, with air masses being advected in the boundary layer
(<2000 m) and carrying low CO2 values of ≈360 ppm. As
the aircraft moved west of 2◦W, the sampled air mass
reached values in the range of 372–375 ppm. Indeed dur-
ing that day, from ECMWF reanalysis, we know that there
was no special feature in the vertical structure of the atmo-
sphere such as convection that can explain this difference in
concentration. Backtrajectories show that between 2◦E and
2◦W, air masses were advected from the east-south-east in
the boundary layer, while they were advected from the north-
east passing above the ocean between 2◦W and 4◦W before
landing in Brest. 3.1
Mean CO2, CO concentrations and
back-trajectories The CO2 distribution observed over the European continent
results from the mixing of oceanic background air with con-
tinental signals from fossil fuel emissions and biospheric
sources and sinks. The lower tropospheric CO2 mean con-
centrations between 0–4000 m alt were 370.1 ± 4.0 ppm dur-
ing CAATER-1 (May) and 371.7 ± 5.0 ppm during CAATER
2 (October). Thus, despite a stronger biogenic (biospheric)
uptake in Spring, reducing background CO2 over the whole
Northern Hemisphere and CO2 over the European continent,
the lower troposphere mean level in May was roughly similar
to October. For CAATER-2, the mean CO concentration was
177 ± 61 ppb. As a reference for our analysis, we computed marine back-
ground concentrations of CO2 and CO in the boundary layer,
called MBL values. These MBL values were computed us-
ing records from the Mace Head station that is part of the
RAMCES network (https://ramces.lsce.ipsl.fr/). Mace Head
is located on the west coast of Ireland, thus, marine back-
ground concentrations during CAATER could be inferred by
selecting the marine wind sector data averaged over each
campaign’s duration. For CO2, the MBL values obtained
are 374.5 ± 0.3 ppm during CAATER 1 and 367.9 ± 0.2 ppm
during CAATER 2; for CO the MBL value computed for
CAATER 2 is 131.1 ± 0.2 ppb. Fig. 4. CO2 concentration 3-D distribution according to longitude,
latitude and altitude. The flight patterns are projected on the longi-
tude/latitude plan. (top: CAATER-1, bottom: CAATER-2). 2.4.2
Flasks analysis To independently assess the instruments accuracy, about
50 1-l glass flasks were sampled during each campaign. Af-
ter 5 min of flushing, the sampled air was compressed at 1
bar above atmospheric pressure to avoid any contamination
due to leakage. The CO2 concentration was measured by gas
chromatography at LSCE with a precision <0.10 ppm (P´epin
et al., 2001), each flask being measured twice. A flask con- Atmos. Chem. Phys., 11, 5655–5672, 2011 www.atmos-chem-phys.net/11/5655/2011/ I. Xueref-Remy et al.: Variability and budget of CO2 in Europe – Part 1 5661 Fig. 4. CO2 concentration 3-D distribution according to longitude,
latitude and altitude. The flight patterns are projected on the longi-
tude/latitude plan. (top: CAATER-1, bottom: CAATER-2). a traceable CO cylinder from the National Institute of Stan-
dards and Technology in Boulder, Colorado, USA. a traceable CO cylinder from the National Institute of Stan-
dards and Technology in Boulder, Colorado, USA. I. Xueref-Remy et al.: Variability and budget of CO2 in Europe – Part 1 Note that some of the back-trajectories
are outside the latitude and longitude chosen borders, but these are
so diluted that they do not give any relevant information. c- Flight 3 (25 May 2001) : BZH - PDB
d- Flight 4 (26 May 2001) : PDB-OBP
11:30 12:00 12:30 13:00 13:30
Time (hh:mm UTC)
10:00 12:00 14:00 16:00
Time (hh:mm UTC) b- Flight 2 (24 May 2001) : Atlantic survey south of BZH
a- Flight 1 (23 May 2001) : OBP-BZH
12:30 13:00 13:30 14:00 14:30
Time (hh:mm UTC)
15:00 15:30 16:00 16:30 17:00 17:30 18:00
Time (hh:mm UTC)
Fig. 5. (a, b) Back-trajectories computed over 96 h for flight
1 and flight 2. The distance between 2 triangles is 24 h. Left
panels show CO2 concentrations along the flight path and back-
trajectories. Right panels show the altitude of the flight, and back-
trajectories colored according to air mass altitude. Black circles rep-
resent ground stations named in Fig. 1. Altitude is given in meters
above the sea level (m a.s.l.). Note that some of the back-trajectories
are outside the latitude and longitude chosen borders, but these are
so diluted that they do not give any relevant information. c- Flight 3 (25 May 2001) : BZH - PDB
d Flight 4 (26 May 2001) : PDB OBP
11:30 12:00 12:30 13:00 13:30
Time (hh:mm UTC) a- Flight 1 (23 May 2001) : OBP-BZH
12:30 13:00 13:30 14:00 14:30
Time (hh:mm UTC) c- Flight 3 (25 May 2001) : BZH - PDB a- Flight 1 (23 May 2001) : OBP-BZH Time (hh:mm UTC) d- Flight 4 (26 May 2001) : PDB-OBP d- Flight 4 (26 May 2001) : PDB-OBP b- Flight 2 (24 May 2001) : Atlantic survey south of BZH b- Flight 2 (24 May 2001) : Atlantic survey south of BZH
15:00 15:30 16:00 16:30 17:00 17:30 18:00
Time (hh:mm UTC) Fig. 5. (c, d) Back-trajectories computed over 96 h for flight
3 and flight 4. The distance between 2 triangles is 24 h. Left
panels show CO2 concentrations along the flight path and back-
trajectories. Right panels show the altitude of the flight, and back-
trajectories colored according to air mass altitude. Black circles rep-
resent ground stations named in Fig. 1. Altitude is given in meters
above the sea level (m a.s.l.). I. Xueref-Remy et al.: Variability and budget of CO2 in Europe – Part 1 I. Xueref-Remy et al.: Variability and budget of CO2 in Europe – Part 1 5662 b- Flight 2 (24 May 2001) : Atlantic survey south of BZH
a- Flight 1 (23 May 2001) : OBP-BZH
12:30 13:00 13:30 14:00 14:30
Time (hh:mm UTC)
15:00 15:30 16:00 16:30 17:00 17:30 18:00
Time (hh:mm UTC)
Fig. 5. (a, b) Back-trajectories computed over 96 h for flight
1 and flight 2. The distance between 2 triangles is 24 h. Left
panels show CO2 concentrations along the flight path and back-
trajectories. Right panels show the altitude of the flight, and back-
trajectories colored according to air mass altitude. Black circles rep-
resent ground stations named in Fig. 1. Altitude is given in meters
above the sea level (m a.s.l.). Note that some of the back-trajectories
are outside the latitude and longitude chosen borders, but these are
so diluted that they do not give any relevant information. c- Flight 3 (25 May 2001) : BZH - PDB
d- Flight 4 (26 May 2001) : PDB-OBP
11:30 12:00 12:30 13:00 13:30
Time (hh:mm UTC)
10:00 12:00 14:00 16:00
Time (hh:mm UTC)
Fig. 5. (c, d) Back-trajectories computed over 96 h for flight
3 and flight 4. The distance between 2 triangles is 24 h. Left
panels show CO2 concentrations along the flight path and back-
trajectories. Right panels show the altitude of the flight, and back-
trajectories colored according to air mass altitude. Black circles rep-
resent ground stations named in Fig. 1. Altitude is given in meters
above the sea level (m a.s.l.). Note that some of the back-trajectories
are outside the latitude and longitude chosen borders, but these are
so diluted that they do not give any relevant information. c- Flight 3 (25 May 2001) : BZH - PDB
d- Flight 4 (26 May 2001) : PDB-OBP
11:30 12:00 12:30 13:00 13:30
Time (hh:mm UTC)
10:00 12:00 14:00 16:00
Time (hh:mm UTC)
Fig. 5. (c, d) Back-trajectories computed over 96 h for flight
3 and flight 4. The distance between 2 triangles is 24 h. Left
panels show CO2 concentrations along the flight path and back-
trajectories. Right panels show the altitude of the flight, and back-
trajectories colored according to air mass altitude. Black circles rep-
resent ground stations named in Fig. 1. Altitude is given in meters
above the sea level (m a.s.l.). 3.2
Air masses sampled in May 2001 during
CAATER-1 It is thus very likely that the depletion of
CO2 observed between 2◦E and 2◦W on 23 May 2001 was
due to advection of air formerly exposed to terrestrial CO2
uptake. Indeed two days later (see Fig. 5c) we encountered www.atmos-chem-phys.net/11/5655/2011/ Atmos. Chem. Phys., 11, 5655–5672, 2011 I. Xueref-Remy et al.: Variability and budget of CO2 in Europe – Part 1 Xueref-Remy et al.: Variability and budget of CO2 in Europe – Part 1 I. Xueref-Remy et al.: Variability and budget of CO2 in Europe – Part 1 a- Flight 5 (2 October 2002) : OBP - ORL
b- Flight 6 (2 October 2002) : ORL - PDB (Germany)
09:00 09:30 10:00 10:30 11:00
Time (hh:mm UTC)
11:00 11:30 12:00 12:30 13:00
Time (hh:mm UTC)
Fig. 6. (a, b) Back-trajectories computed over 96 h for flights 5 and
6. The distance between 2 triangles is 24 h. Left panels show CO2
concentrations along the flight path and back-trajectories. Right
panels show the altitude of the flight, and back-trajectories colored
according to air mass altitude. Black circles represent ground sta-
tions named in Fig. 1. Altitude is given in meters above the sea
level (m a.s.l.). Note that some of the back-trajectories are outside
the latitude and longitude chosen borders, but these are so diluted
that they do not give any relevant information. a- Flight 5 (2 October 2002) : OBP - ORL
09:00 09:30 10:00 10:30 11:00
Time (hh:mm UTC) Europe when compared to the “biospheric” minimum further
east is of the order of 20 ppm in the whole boundary layer. a- Flight 5 (2 October 2002) : OBP - ORL pp
y
y
On 26 May 2001 (Fig. 5d), we sampled oceanic, bio-
spheric and anthropogenic air masses. Around 12◦E in
the mid-afternoon, we measured low concentrations (around
365 ppm). The easterly flow associated with these mini-
mum CO2 values corresponds to air masses advected into
the boundary layer, and thus directly exposed to continu-
ous biospheric uptake. In contrast around 14◦E, an air mass
coming from the west and north-west was sampled. Back
trajectories indicated that this air mass is exposed to anthro-
pogenic emissions, and contains CO2 values 25 ppm above
these low concentrations. Note that all these measurements
were recorded in the PBL at altitudes lower than 400 m a.s.l.;
backtrajectories show that the high-CO2 air mass sampled at
14◦E was advected from the north-west at altitudes below
500 m, with an origin that can be approximately traced to
anthropogenic emissions over Northern Germany and Den-
mark. 3.3
Air masses sampled in October 2002 during
CAATER-2 We also analyze the relationship between CO and CO2 ob-
served during the CAATER 2 campaign (unfortunately, no
CO data is available for CAATER 1). In air masses influ-
enced by combustion processes, we expect a positive corre-
lation between the residual concentrations of CO and CO2
computed to background concentrations. This should enable
the identification of fossil fuel CO2 in total CO2 in sampled
air masses (e.g. Levin and Karstens, 2007). This (too) simple
theory is however complicated by (1) different ratios of CO
to fossil fuel CO2 emissions in the various types of combus-
tion, (2) mixing of air rich in fossil fuel CO2 with oceanic or
vegetation fluxes, a process that changes CO2 without chang-
ing CO, and (3) chemical production of secondary CO from
biogenic volatile organic compounds, which in summer can
contribute as much CO as anthropogenic combustions (Riv-
ier et al., 2006); this process tends to increase CO but not
CO2. During the CAATER-2 campaign, these three pro-
cesses (different mix of combustion, mix of oceanic, vege-
tation and fossil fuel CO2, secondary CO production) are un-
fortunately at work simultaneously. This, in principle, makes
the inferrence of fossil fuel CO2 very difficult, as already
noted when using ground-based station records (Karstens et
al., 2006; Levin et al., 2007). In this context, it is interest-
ing to check the relationship between CO and CO2 in the
diverse sampled air masses during the CAATER-2 campaign
(see Sect. 3). Fig. 6. (a, b) Back-trajectories computed over 96 h for flights 5 and
6. The distance between 2 triangles is 24 h. Left panels show CO2
concentrations along the flight path and back-trajectories. Right
panels show the altitude of the flight, and back-trajectories colored
according to air mass altitude. Black circles represent ground sta-
tions named in Fig. 1. Altitude is given in meters above the sea
level (m a.s.l.). Note that some of the back-trajectories are outside
the latitude and longitude chosen borders, but these are so diluted
that they do not give any relevant information. we computed the linear regression correlation (R2 determi-
nation factor) and the slope (S) of 1CO vs. 1CO2 (delta
standing for the difference of the observed concentration to
the marine background concentration) for each air mass. The
results are presented in Fig. 8. I. Xueref-Remy et al.: Variability and budget of CO2 in Europe – Part 1 On the other hand, air masses coming from altitudes
higher than 1700 m from the West, with tropospheric air de-
coupled from surface fluxes, are associated to CO2 concen-
trations (∼374 ppm) close to the marine background value
defined in Sect. 3.1 (374.5 ppm). b- Flight 6 (2 October 2002) : ORL - PDB (Germany) b- Flight 6 (2 October 2002) : ORL - PDB (Germany) b- Flight 6 (2 October 2002) : ORL - PDB (Germany)
11:00 11:30 12:00 12:30 13:00
Time (hh:mm UTC) Time (hh:mm UTC) I. Xueref-Remy et al.: Variability and budget of CO2 in Europe – Part 1 Note that some of the back-trajectories
are outside the latitude and longitude chosen borders, but these are
so diluted that they do not give any relevant information. Fig. 5. (a, b) Back-trajectories computed over 96 h for flight
1 and flight 2. The distance between 2 triangles is 24 h. Left
panels show CO2 concentrations along the flight path and back-
trajectories. Right panels show the altitude of the flight, and back-
trajectories colored according to air mass altitude. Black circles rep-
resent ground stations named in Fig. 1. Altitude is given in meters
above the sea level (m a.s.l.). Note that some of the back-trajectories
are outside the latitude and longitude chosen borders, but these are
so diluted that they do not give any relevant information. over the Bay of Biscay first sampled air advected from the
English Channel at ≈4000 m alt with oceanic CO2 concen-
trations of 372–374 ppm, and then continental air from north-
eastern Europe, with CO2 depleted by plant uptake down to
360 ppm. a similar CO2 depletion between 2◦E and 2◦W, also below
2000 m, around midday and with similar pressure and wind
conditions than on 23 May 2001. For this flight, simulta-
neous in-situ CO2 and 222Rn measurements allowed us to
identify the role of terrestrial CO2 uptake over France at that
period (Xueref-Remy et al., 2011, Part 2). Between 2◦W
and 4◦W, we can conclude from the HYSPLIT backtrajecto-
ries that an oceanic air mass was sampled, whose CO2 con-
centration was close to the MBL value defined in Sect. 3.1
(374.5 ppm). On 25 May 2001 (Fig. 5c), the air mass was first oceanic
(374 ppm). Moving eastwards between 3◦W and 1◦E, sam-
pled continental air masses gave CO2 concentrations of ap-
proximately 360 ppm (biospheric-influenced values, that are
similar to those sampled during 23 May on roughly the same
route westwards: see above), then oceanic air, followed again
by anthropogenic emission plumes over the Ruhr area with
CO2∼380 ppm. The signal of this high emission region of On 24 May 2001 (Fig. 5b) over the Bay of Biscay, air
masses were influenced by local anthropogenic emissions
near the surface close to BZH (∼378 ppm). The aircraft flight Atmos. Chem. Phys., 11, 5655–5672, 2011 www.atmos-chem-phys.net/11/5655/2011/ 5663 I. Xueref-Remy et al.: Variability and budget of CO2 in Europe – Part 1 I. 3.3
Air masses sampled in October 2002 during
CAATER-2 c- Flight 7 (3 October 2002) : THU - SOB (Hungary)
10:00 10:30 11:00 11:30 12:00
Time (hh:mm UTC) c- Flight 7 (3 October 2002) : THU - SOB (Hungary) Time (hh:mm UTC) d- Flight 8 (3 October 2002) : SOB - OBP
14:30 15:00 15:30
Time (hh:mm UTC) d- Flight 8 (3 October 2002) : SOB - OBP Fig. 7. CO, CO2 and altitude time series during the CAATER 2
flights (top: 2 October 2002; bottom: 3 October 2002). Striking
events have been selected with colorbars (pink is for C: high CO and
CO2 correlation level events, green is for M: mixed determination
factor events, blue is for B: tropospheric background events). 15:00
Time (hh:mm UTC) On 3 October 2002, during the (return) flight from SOB
to OBP (Fig. 6d), the aircraft climbed above 4000 m (event
B6). Background values of CO, CO2 at 4000 m were checked
and confirmed to be unchanged from the flight above the Or-
leans forest (event B2). Then, an horizontal route was fol-
lowed in the boundary layer (mean altitude 300 m; event C5
in Fig. 7). Near-surface anthropogenic emission plume sam-
pled west of Hegyhatsal with a high 1CO vs. 1CO2 cor-
relation (R2 = 0.88, slope = 10.37 ppb CO ppm−1 CO2) was
most likely of local origin, from Graz (second largest city
in Austria with 300 000 people and an international airport). Finally, the airplane crossed Eastern Germany westwards to
OBP at 2200m altitude. Surprinsingly low CO2 values for
the month of October (360 ppm) were observed during that
last flight, as well as low CO values (110 ppb). The back-
trajectories of this flight show a complex pattern, with some
air coming from the Alps before reaching the aircraft posi-
tion. Fig. 6. (c, d) Back-trajectories computed over 96 h for flights 7 and
8. The distance between 2 triangles is 24 h. Left panels show CO2
concentrations along the flight path and back-trajectories. Right
panels show the altitude of the flight, and back-trajectories colored
according to air mass altitude. Black circles represent ground sta-
tions named in Fig. 1. Altitude is given in meters above the sea
level (m a.s.l.). Note that some of the back-trajectories are outside
the latitude and longitude chosen borders, but these are so diluted
that they do not give any relevant information. 3.3
Air masses sampled in October 2002 during
CAATER-2 The R2 and slope values
showed a wide range of variation when all air masses are
considered without distinction (Table 5). To all R2, we com-
puted the associated p-value (Table 5): in all cases the corre-
lation significance is higher than 99%. On 3 October 2002, during the flight from OBP to SOB
(Table 2; Fig. 6c) a vertical profile was sampled over a
rural location in the Th¨uringen area (event B4 in Fig. 7). This profile shows CO2 and CO values close to background. The same tropospheric values at 4000 m as those measured First, we identified the different air masses in the
CAATER-2 dataset classified by their origins (Fig. 6). Then Atmos. Chem. Phys., 11, 5655–5672, 2011 www.atmos-chem-phys.net/11/5655/2011/ I. Xueref-Remy et al.: Variability and budget of CO2 in Europe – Part 1 I. Xueref-Remy et al.: Variability and budget of CO2 in Europe – Part 1 5664 d- Flight 8 (3 October 2002) : SOB - OBP
c- Flight 7 (3 October 2002) : THU - SOB (Hungary)
10:00 10:30 11:00 11:30 12:00
Time (hh:mm UTC)
14:30 15:00 15:30
Time (hh:mm UTC)
Fig. 6. (c, d) Back-trajectories computed over 96 h for flights 7 and
8. The distance between 2 triangles is 24 h. Left panels show CO2
concentrations along the flight path and back-trajectories. Right
panels show the altitude of the flight, and back-trajectories colored
according to air mass altitude. Black circles represent ground sta-
tions named in Fig. 1. Altitude is given in meters above the sea
level (m a.s.l.). Note that some of the back-trajectories are outside
the latitude and longitude chosen borders, but these are so diluted
that they do not give any relevant information. 09:00 10:00 11:00 12:00 13:00
10:00 11:00 12:00 13:00 14:00 15:00 16:00
Time (hh:mm UTC)
Fig. 7. CO, CO2 and altitude time series during the CAATER 2
flights (top: 2 October 2002; bottom: 3 October 2002). Striking
events have been selected with colorbars (pink is for C: high CO and
CO2 correlation level events, green is for M: mixed determination
factor events, blue is for B: tropospheric background events). 3.3
Air masses sampled in October 2002 during
CAATER-2 one day earlier over ORL shows that the signal of sources
and sinks is mainly confined to the boundary layer during
the CAATER-2 campaign, because of anticyclonic condi-
tions and reduced mixing. An anthropogenic emission plume
(event C3 in Fig. 7) was sampled between 12◦and 13.5◦E,
with a small positive 1CO vs. 1CO2 correlation (R2 = 0.26,
slope = 1.78 ppb CO ppm−1 CO2). In this C3 event, the ori-
gin of the air masses was traced to the high emission Ruhr
industrial region. At longitude 17◦E (event C4 in Fig. 7) we
encountered a better-defined anthropogenic emission plume
(R2 = 0.47, slope = 3.2 ppb CO ppm−1 CO2) during the ver-
tical profile over the tall tower of Hegyatsall. 4
Comparison of CAATER observations to CO:CO2
emission ratios from inventories for anthropogenic-
influenced air masses 4
Comparison of CAATER observations to CO:CO2
emission ratios from inventories for anthropogenic-
influenced air masses Colors represent correlated events
C1 to C5 as defined in the text. See Sect. 3 for marine background
concentration definition. see in Fig. 6a that C1 is not only influenced by Eastern Ger-
many, but also by industrial regions (Malm¨o) in Southern
Sweden and in Western Poland, where the CO:CO2 emission
ratio are higher regionally (range 11.1 to 12 kt CO/Mt CO2). C1
C2
C3
C4 & C5
Delta [CO2] (ppm)
Delta [CO] (ppb)
C1
C2
C3
C4 & C5
Delta [CO2] (ppm)
Delta [CO] (ppb) Air mass C2 was exposed to Rhone valley emissions as
well as to CO2 uptake by vegetation in that region (Sect. 3;
see also Fig. 1 (NEE) and the high NDVI values in Fig. A1). This air mass shows a weak 1CO2−1CO correlation (R2 =
0.65) and a lower slope (3.52 ppb CO ppm−1 CO2) than
would be expected from fossil fuel addition alone (France
CO:CO2 emission inventory ratio ρ = 14 kt CO/Mt CO2), in-
dicating a strong biospheric contribution reducing CO2 while
leaving CO unaffected. Air mass C3, sampled at ∼900 m, was exposed to emis-
sions in Western Germany from the Ruhr region (Fig. 6c). The R2 factor is not very high (0.26) and the slope, S =
1.78 ppb CO ppm−1 CO2, is quite low compared to the slope
of 5.1 kt CO/Mt CO2 from the emission inventory ratio for
Germany, meaning that these emissions have probably been
diluted. Fig. 8. 1CO (i.e. CO minus CO marine background concentration)
versus 1CO2 (i.e. CO2 minus CO2 marine background concentra-
tion) for the CAATER 2 flights. Colors represent correlated events
C1 to C5 as defined in the text. See Sect. 3 for marine background
concentration definition. Air mass C4, sampled at low altitude (∼400 m), showed
exposure to fossil fuel fluxes in Austria and Czech Republic
(Fig. 6c). The mean observed slope is 3.2 ppb CO ppm−1
CO2, close to the emission inventory ratio value for Czech
Republic (4.4 kt CO/Mt CO2), but less close to the one for
Austria (10.4 kt CO/Mt CO2). Thus, fossil fuel CO2 from
Czech Republic must have had a dominant influence on these
air masses. However, the large scattering around the linear
regression line (R2 = 0.47) indicates interplay of combustion
sources with different ratios. Air mass C1 was exposed to fossil fuel emission fluxes
in Eastern Germany/Western Poland/Southern Sweden (see
Sect. 3). 4
Comparison of CAATER observations to CO:CO2
emission ratios from inventories for anthropogenic-
influenced air masses We selected here only the well-identified anthropogenic-
influenced air masses diagnosed from back-trajectories
(events C1 to C5). These air masses all show high R2 values
(0.33 to 0.88), but their slope varies from 2.42 to 10.37 ppb
CO ppm−1 CO2 (Table 5). These slope values are compared
below to the CO:CO2 slope (ρ in kt CO Mt−1 CO2) given by
emission inventories (EMEP, 2008) for the region of influ-
ence of each air mass. Atmos. Chem. Phys., 11, 5655–5672, 2011 www.atmos-chem-phys.net/11/5655/2011/ I. Xueref-Remy et al.: Variability and budget of CO2 in Europe – Part 1 I. Xueref-Remy et al.: Variability and budget of CO2 in Europe – Part 1 5665 Table 5. Evaluation of the correlation level between CO2 and CO for the different events selected from Fig. 7. Each event has been attributed
to a class according to its back-trajectory location and direction (from Fig. 6) as explained in the text. Event
Determination
p-value
Slope 1CO/1CO2
Day
factor R2
(number of pairs)
(in ppb CO ppm−1 CO2)
(in October 2002)
C1
0.82
3.60×10−42 (n = 60)
6.38
2
C2
0.65
3.14×10−39 (n = 66)
3.52
2
C3
0.26
0. (n = 1673)
1.78
3
C4
0.47
0. (n = 530)
3.2
3
C5
0.69
0. (n = 1461)
8.93
3
M1
0.13
0. (n = 141)
0.9
2
M2
0.35
0. (n = 2198)
0.76
2
M3
−0.42
0. (n = 2968)
−2.88
2
M4
−0.06
9.11×10−3 (n = 1848)
−0.36
2
B1
−0.67
1.75×10−5 (n = 100)
−11.4
2
B2
0.54
0. (n = 2234)
12.1
2
B3
−0.41
0. (n = 886)
−10.1
2
B4
0.15
6.67×10−6 (n = 922)
3.56
3
B5
−0.56
0. (n = 861)
−7.15
3
B6
−0.43
0. (n = 556)
−2.56
3
B7
−0.73
0. (n = 915)
−2.36
3 Table 5. Evaluation of the correlation level between CO2 and CO for the different events selected from Fig. 7. Each event has been attributed
to a class according to its back-trajectory location and direction (from Fig. 6) as explained in the text. C1
C2
C3
C4 & C5
Delta [CO2] (ppm)
Delta [CO] (ppb)
C1
C2
C3
C4 & C5
Delta [CO2] (ppm)
Delta [CO] (ppb)
Fig. 8. 1CO (i.e. CO minus CO marine background concentration)
versus 1CO2 (i.e. CO2 minus CO2 marine background concentra-
tion) for the CAATER 2 flights. 4
Comparison of CAATER observations to CO:CO2
emission ratios from inventories for anthropogenic-
influenced air masses It has the highest R2 (0.82), and a slope S =
6.38 ppb CO ppm−1 CO2 higher than the mean inventory de-
rived slope for Germany (ρ = 5.1 kt CO/Mt CO2). One can Atmos. Chem. Phys., 11, 5655–5672, 2011 www.atmos-chem-phys.net/11/5655/2011/ I. Xueref-Remy et al.: Variability and budget of CO2 in Europe – Part 1 I. Xueref-Remy et al.: Variability and budget of CO2 in Europe – Part 1 5666 Longitude (°E)
Longitude (°E)
Longitude (°E)
Longitude (°E)
Fig. 9. CO2 concentrations along the flight patterns represented in
function of longitude and altitude during the CAATER 1 (left) and
CAATER 2 (right) campaigns. Longitude (°E)
Longitude (°E)
Longitude (°E)
Longitude (°E) Air mass C5 was sampled at quite low altitude (∼400 m)
over rural west Hungary. It was influenced by fluxes from
West Hungary (local sources), as well from Austria, Switzer-
land and Southern Germany (remote sources). Despite the
rather complex spiraling back-trajectories shown in Fig. 6d
for C5, this air mass keeps a tight positive correlation be-
tween 1CO and 1CO2 (R2 = 0.69) and the measured slope
(8.93 ppb CO ppm−1 CO2) is close to the regional inventory
ratios (Hungary, Austria and Switzerland: ρ = 10.1, 10.4 and
8.3 kt CO/Mt CO2, respectively). In summary, this analysis shows that despite mixing of
fossil fuel CO2 fluxes with biospheric CO2 fluxes (which
can be >0 in the northern part of Europe and <0 in its
southern part; Fig. 1), and spatial and temporal variability
in the CO:CO2 fossil fuel combustion ratios in the differ-
ent countries (reflecting different reliances on fossil fuel for
energy production), it is still possible to use the observed
1CO:1CO2 slope in atmospheric measurements to quantify
the contribution of fossil among other sources of CO2 a few
days/hundreds of km distant from the original source. Here
the integrative properties of synoptic atmospheric transport
help to average the contrasted CO:CO2 ratios of local emis-
sions. Fig. 9. CO2 concentrations along the flight patterns represented in
function of longitude and altitude during the CAATER 1 (left) and
CAATER 2 (right) campaigns. -13 -8 -2 2 8
-13 -8 -2 2 8 -13 -8 -2 2 8
-13 -8 -2 2 8
Fig. 10. Interpolation of the CO2 concentrations for the whole cam-
paign and for each leg according to longitude and altitude during the
CAATER 1 (left) and CAATER 2 (right) campaigns. 4
Comparison of CAATER observations to CO:CO2
emission ratios from inventories for anthropogenic-
influenced air masses The concen-
tration scale refers to the MBL background concentration of each
campaign, as defined in the text. Flight paths are shown in black. Ground station concentrations, averaged in Sect. 1, are shown at the
respective station coordinates. Note that for plot convenience, HUN
and WES stations during CAATER 2 are shown as being at the max-
imum of the chosen concentration scale, while indeed they show
even higher concentrations (respectively: 12.7 ppm and 38.5 ppm
above the marine background concentration, defined in Sect. 3). 5
Comparison of aircraft measurements with surface
station measurements Fig. 10. Interpolation of the CO2 concentrations for the whole cam- Fig. 10. Interpolation of the CO2 concentrations for the whole cam-
paign and for each leg according to longitude and altitude during the
CAATER 1 (left) and CAATER 2 (right) campaigns. The concen-
tration scale refers to the MBL background concentration of each
campaign, as defined in the text. Flight paths are shown in black. Ground station concentrations, averaged in Sect. 1, are shown at the
respective station coordinates. Note that for plot convenience, HUN
and WES stations during CAATER 2 are shown as being at the max-
imum of the chosen concentration scale, while indeed they show
even higher concentrations (respectively: 12.7 ppm and 38.5 ppm
above the marine background concentration, defined in Sect. 3). Here we compare the aircraft-measured CO2 distribution
with ground-based station records. The goal is to produce
a consistent 3-D picture of the CO2 field, and to analyze
the reasons for concentration differences between altitude
and ground level. We used available CO2 data from sev-
eral ground-based observatories taken at the time of the cam-
paigns (CBW, PUY, CMN and PRS for CAATER-1; WES,
HUN, SCH, PUY, CMN and PRS for CAATER-2; described
in Table 3). Hourly data from the stations were selected
from 12:00:00 to 18:00:00 h UTC to filter out night-time
and morning data, not representative of regional-scale con-
ditions. Indeed in the morning, most of the time, the PBL
is growing and encroaches air from aloft while loosing CO2
accumulated by respiration the former night (Gibert et al.,
2007), making CO2 concentrations more variable. The PBL
gets well-mixed and reaches to a relatively stable height only
around midday. The footprint of the stations is thus better de-
fined with afternoon values, and more adapted to do a com-
parison with aircraft data. 200 km horizontally and 100 m vertically. In Fig. 10, the ma-
rine background value (reminder: 374.5 ppm for CAATER-
1; 367.9 ppm for CAATER-2) was removed from all the
data. Figure 11 shows a comparison between ground sta-
tion values and the mean profile recorded during each cam-
paign. The CO2 vertical distributions and cross-sections
(Figs. 6
Analysis of the vertical variability CMN agrees better with the aircraft observations than the
other stations do, even if it is located outside the cam-
paign domain. CO2 at CMN (2165 m) compares within
0.7 ppm (0.3 ppm) to the CAATER-1 (CAATER-2) inter-
polated data for the station’s location. During CAATER-
1 (May 2001), the high amplitude of the diurnal cycle
of CO2 at CMN (http://gaw.kishou.go.jp/wdcgg/products/
cd-rom/cd 14/A/metadata/co2/data/200612120073.html) re-
vealed that this station lay within the PBL. However, as CMN
is located at a relatively high altitude and far from local
anthropogenic sources, during CAATER-2 it was now lo-
cated in the free troposphere. It was measuring similar air
masses from the West as those recorded by the aircraft dur-
ing the closest profile (around 12◦E), on which the interpo-
lation at CMN mainly relies. Interestingly, at PRS (4000 m)
which was located in the free troposphere during both cam-
paigns, interpolated airborne data and station observations
are different by about 3 ppm and 0.5 ppm for CAATER-1 and
CAATER-2, respectively. Indeed, the CAATER-1 interpola-
tion lies on one profile done above northern Germany with
air masses coming from the north (Fig. 5) while PRS is lo-
cated further south, sampling air masses from the south, east
and west as it can be seen on Fig. 5. This reveals a gradient
of a few ppm in the free troposphere over Western Europe. The CO2 gradient between the boundary layer and the free
troposphere is a key parameter to optimize fluxes using in-
verse methods. For each profile, the PBL height was deter-
mined as the altitude at which the vertical gradient of the po-
tential temperature begins to decrease, and where CO2 and
H2O present step changes (Gerbig et al., 2003; Ramonet et
al., 2002). To illustrate the CO2 vertical variability, the altitude of
each single profile was then normalized versus the PBL
height; the normalized profiles are shown on Fig. 12 for
CAATER-1 and Fig. 13 for CAATER-2. To improve read-
ability, data have been averaged over 50 m layers. As already noticed in the previous section, CO2 values
show a strong variability in the PBL compared to the FT. The mean and standard deviation (std) computed on all data
within the PBL are, respectively, 369.9 ppm and 4.0 ppm dur-
ing CAATER-1; 371.5 ppm and 5.7 ppm during CAATER-
2. I. Xueref-Remy et al.: Variability and budget of CO2 in Europe – Part 1 5667 Fig. 11. Variability observed in the PBL and the FT during each
campaigns (left: CAATER 1, right: CAATER 2) using profiles only. The altitude of each individual profile has been normalized to the
relevant PBL height. The plot shows the mean and standard devi-
ation (1-σ) of CO2 concentration over layer of 1/10th of the PBL
height. The global mean and variability (±1-σ standard deviation)
in the PBL (upper grey bar) and FT (lower grey bar) are shown ac-
cording to the CO2 concentration scale of the plot. receives air advected by up-slope winds, bringing anthro-
pogenic emissions from valleys that have accumulated dur-
ing the night; and in the late afternoon, air is cleared of
this local influence on windy days (Schmidt et al., 2001). Therefore, CO2 concentrations at SCH averaged between
12:00 UTC and 18:00 UTC and are less contaminated, but
not exempt from urban emissions from the Ruhr region cities. Station data match CAATER-2 campaign aircraft data very
well (no data was available during CAATER-1). At PUY, lo-
cal mesoscale circulations can either bring emission plumes
from Clermont-Ferrand, or air from rural areas, depending on
wind direction. Both at SCH and PUY, the mixing of surface
air with tropospheric air masses is always present, explaining
why CO2 values at these stations are between the PBL and
the FT (Fig. 10). Fig. 11. Variability observed in the PBL and the FT during each
campaigns (left: CAATER 1, right: CAATER 2) using profiles only. The altitude of each individual profile has been normalized to the
relevant PBL height. The plot shows the mean and standard devi-
ation (1-σ) of CO2 concentration over layer of 1/10th of the PBL
height. The global mean and variability (±1-σ standard deviation)
in the PBL (upper grey bar) and FT (lower grey bar) are shown ac-
cording to the CO2 concentration scale of the plot. 5
Comparison of aircraft measurements with surface
station measurements 9 and 10) show a large range in the PBL (354 ppm to
378 ppm for CAATER-1; 358 ppm to 378 ppm for CAATER-
2) and more homogeneous values in the FT (372 ppm to
374 ppm for CAATER-1; 367 ppm to 373 ppm for CAATER-
2). This is true for both campaigns but even more so for
CAATER-1 than CAATER-2 (Fig. 11). Figure 10 shows
that CO2 in the CAATER-1 domain is globally below the
MBL value (374.5 ppm), whereas it is above the MBL back-
ground curve during CAATER-2 (367.9 ppm). One can also
observe that CO2 measured at the CARBOEUROPE stations 200 km horizontally and 100 m vertically. In Fig. 10, the ma-
rine background value (reminder: 374.5 ppm for CAATER-
1; 367.9 ppm for CAATER-2) was removed from all the
data. Figure 11 shows a comparison between ground sta-
tion values and the mean profile recorded during each cam-
paign. The CO2 vertical distributions and cross-sections
(Figs. 9 and 10) show a large range in the PBL (354 ppm to
378 ppm for CAATER-1; 358 ppm to 378 ppm for CAATER-
2) and more homogeneous values in the FT (372 ppm to
374 ppm for CAATER-1; 367 ppm to 373 ppm for CAATER-
2). This is true for both campaigns but even more so for
CAATER-1 than CAATER-2 (Fig. 11). Figure 10 shows
that CO2 in the CAATER-1 domain is globally below the
MBL value (374.5 ppm), whereas it is above the MBL back-
ground curve during CAATER-2 (367.9 ppm). One can also
observe that CO2 measured at the CARBOEUROPE stations Figure 9 provides a projection of Fig. 4 on the vertical lon-
gitude/altitude plan. It has been interpolated to produce ver-
tical cross-sections in Fig. 10. For interpolation, the 1 Hz
data are first averaged into bins of 100 m altitude. Then a
Delaunay triangulation in the altitude, longitude plane was
applied (function TRIANGULATE of IDL package). Af-
ter triangulation, the values were interpolated onto a regular
grid (function TRIGRID of IDL package) at resolutions of Atmos. Chem. Phys., 11, 5655–5672, 2011 www.atmos-chem-phys.net/11/5655/2011/ 6
Analysis of the vertical variability The impact of anthropogenic emissions
from the R¨uhr region is visible in profiles recorded near the
German-French border. Profiles recorded in East Germany,
close to Berlin, also show some local emission plumes. In the
mid PBL, no depletion linked to the biospheric activity was
observed, a difference with Spring 2001. The signal is quite
homogeneous between the mid PBL and the FT. However,
there is a striking zonal gradient in the CO2 mean mid-PBL
concentration of about 11 ppm, revealing: (1) a weaker bio-
spheric activity i.e. Autumn starting earlier in Western Eu-
rope than in Eastern Europe – however, this hypothesis does
not match with the flux maps given in Fig. 1, that indicates on
averaged higher fluxes in the East than in the West of Europe. Also, it does not fit with the NDVI maps as well, given in An-
nexe 1 – ; (2) a greater mixing of continental and oceanic air
in the West of Europe; and/or (3) more CO2 emissions in the
west of Europe such as in France than in the eastern part. Inventories from UNFCCC (2002) give 403.15 Mt CO2/yr
emitted by France against 863.9 Mt CO2/yr emitted by Ger-
many which mitigates against this last supposition. On the
other hand, inventories for Austria (71.0 Mt CO2/yr), Hun-
gary (57.7 Mt CO2/yr), Slovenia (16.3 Mt CO2/yr), and Croa-
tia (20.9 MtCO2/yr) as well as likely emissions of the Fed-
eral Republic of Yugoslavia and Bosnia-Herzegovinia (no
inventories available) make it probable that the total of the
emissions from these countries (covered by the red region on
Fig. 13) are less than those of France and so support sup-
position 3. However, fluxes shown on Fig. 1 do not match
with this hypothesis. Indeed, from ECMWF reanalysis data,
we inferred that some convection activity occured in France
on 2 October along the flight path to Orleans: this can ex-
plain that the dark-blue profiles are straight, since the air was
well-mixed likely containing a mixture of CO2 biospheric
emissions from the ground and CO2 emissions advected from
the Rhone valley (blue footprint on Fig. 13), thus charged
in anthropogenic CO2 (CO in the range of 130–160 ppm). Also, the green profile, recorded above Th¨uringen is straight. 6
Analysis of the vertical variability In the FT, these values are 373.6 ppm and 0.5 ppm for
CAATER-1; 371.2 ppm and 1.1 ppm for CAATER-2. In
other terms, the atmospheric CO2 variability over Europe is
at least 5 to 8 ppm higher in the PBL than in the FT. The PBL variability was higher during Spring 2001 than
during Fall 2002. Interestingly, the mean CO2 jump is
3.7 ppm during CAATER-1 and −0.3 ppm during CAATER-
2, with a similar FT averaged CO2 concentration. Also, the
mean profile during CAATER-1 shows a minimum in the mid
PBL which is not present in in the CAATER-2 mean profile. These 2 points are the result of a higher photosynthetic activ-
ity in Spring than in Autumn. CO2 measurements at surface stations CBW and WES are
influenced by large nearby urban emissions from the Ams-
terdam urban area and Northern German cities, which diffuse
with altitude and so differ significantly from aircraft observa-
tions. CO2 at CBW and WES (respectively WES and HUN)
was more than 4 ppm higher (respectively 11 ppm) than the
PBL value sampled by the aircraft during CAATER-1 (re-
spectively during CAATER-2). To go deeper into the variability analysis, all individual
profiles have been plotted and colored in Figures 12 and 13
according to the location they were recorded in and the ori-
gin of the air masses, deduced from backplumes obtained
with the LMDZ model and described in the companion pa-
per (Xueref-Remy et al., 2011). Both PUY and SCH stations are located on the top of
mid-elevation mountains (1205 m alt and 1465 m alt respec-
tively for SCH and PUY) over urbanized valleys. During the
morning and early afternoon, in spring and summer, SCH Atmos. Chem. Phys., 11, 5655–5672, 2011 www.atmos-chem-phys.net/11/5655/2011/ I. Xueref-Remy et al.: Variability and budget of CO2 in Europe – Part 1 5668 For CAATER 1 (Fig. 12), the CO2 concentration range is
very large in the bottom half of the PBL (355 to 378 ppm),
with highest CO2 values in the Brittany region due to local
anthropogenic emissions from the Brest city area, and lowest
values in Northern Germany with air depleted by photosyn-
thetic activity. In Southern and Eastern Germany, vegeta-
tion seems less active but the signal does not contain urban
emissions. 6
Analysis of the vertical variability In the mid-troposphere, profiles recorded in Brit-
tany come from air masses, travelling between the ocean, the
English Channel and rural regions in North-Western France. CO2 concentrations range between 362 and 368 ppm, de-
pending on the relative importance of continental air masses
depleted by photosynthetic activity compared to oceanic air
masses. In the FT, the atmosphere does not interact as much
with ground sources and sinks, and the signal is therefore
constant. CO2 (ppm)
360 365 370 375
2.0
1.5
1.0
0.5
0.0
-12 -8 -4 0 4 8 12 16 20
60
56
52
48
44
Longitude (°E)
Latitude (°N)
Altitude / PBL height
CO2 (ppm)
360 365 370 375
2.0
1.5
1.0
0.5
0.0
-12 -8 -4 0 4 8 12 16 20
60
56
52
48
44
Longitude (°E)
Latitude (°N)
Altitude / PBL height
CO2 (ppm)
360 365 370 375
2.0
1.5
1.0
0.5
0.0
-12 -8 -4 0 4 8 12 16 20
60
56
52
48
44
Longitude (°E)
Latitude (°N)
Altitude / PBL height
Fig. 12. CAATER 1 vertical variability analysis. Left panel: all
CO2 profiles binned over 50 m layers and standardized to their re-
spective PBL height. Right panel: schema of the regions covered by
the back-trajectories of the profiles (profile locations are indicated
by circles). Colors of right and left panels correspond. CO2 (ppm)
360 365 370 375
2.0
1.5
1.0
0.5
0.0
Altitude / PBL height
CO2 (ppm)
360 365 370 375
2.0
1.5
1.0
0.5
0.0
Altitude / PBL height
CO2 (ppm)
360 365 370 375
2.0
1.5
1.0
0.5
0.0
Altitude / PBL height -12 -8 -4 0 4 8 12 16 20
60
56
52
48
44
Longitude (°E)
Latitude (°N)
-12 -8 -4 0 4 8 12 16 20
60
56
52
48
44
Longitude (°E)
Latitude (°N)
-12 -8 -4 0 4 8 12 16 20
60
56
52
48
44
Longitude (°E)
Latitude (°N) Fig. 12. CAATER 1 vertical variability analysis. Left panel: all
CO2 profiles binned over 50 m layers and standardized to their re-
spective PBL height. Right panel: schema of the regions covered by
the back-trajectories of the profiles (profile locations are indicated
by circles). Colors of right and left panels correspond. For CAATER 2 (Fig. 13), the CO2 concentration range
in the bottom half of the PBL is lower than for CAATER 1
(364 to 381 ppm). 6
Analysis of the vertical variability There was some convection developing in this region, mean-
ing that likely the air was well-mixed and influenced by an-
thropogenic CO2 emissions (CO again in the range of 130–
160 ppm) as well as a priori less-concentrated CO2 signals
from the biosphere activity advected from Germany (green
footprint on Fig.13). The shape of the turquoise profiles and
even more of the red profiles is very different, with a marked
depletion in the mid-PBL. No convection activity could be
identified at these locations and times. The CO signal reaches
values as low as 100 ppb, thus, excluding anthropogenic con-
tribution. The air mass footprints are continental (east Ger-
many for the turquoise profiles, Central Europe for the red
profiles), excluding as well oceanic signal contribution. It is
thus likely, that there was some biospheric sinks still acting
in east Germany and even in a stronger manner in Central
Europe at that time. Once again, model fluxes do not relate
this point, but biospheric fluxes are not always properly mod-
elled as we discuss in the companion paper (Xueref-Remy et
al., 2011). It would be interesting in the future to conduct
new airborne campaigns to assess if the observed gradient is
always present at the fall season, or if it was only punctual. Using tracers such as CO, Radon 222 and carbon isotopes
would also help to discriminate the role of anthropogenic,
biospheric and oceanic sources and sinks. 7
Conclusions During CAATER-1, the action of the biospheric sink
over rural areas produced atmospheric CO2 values as
low as 355 ppm, while the emissions from anthropogenic-
influenced regions such as Benelux and the Ruhr valley gave
atmospheric CO2 concentration levels of about 380 ppm at
approx. 1000 m a.s.l. above these regions. gradient of about 11 ppm in the CO2 mean mid-PBL con-
centration with higher concentrations in the west during the
CAATER 2 campaign is striking. This gradient could origi-
nate from a transport effect (a better mixing in Western Eu-
rope), an earlier Autumn in the west compared to the east, or
higher emissions from Western Europe than Eastern Europe. To better understand this gradient and discriminate correctly
beween these hypotheses, more airborne vertical profiles are
needed. Such a program has been undertaken in the frame-
work of the CARBOEUROPE-IP project in 5 sites (Griffith,
Scotland; Orleans, France; Hegyhatsal, Hungary; Bialystok,
Poland; and La Muela, Spain), with one flight every 5 days. The data are currently being analyzed and future publications
are planned. In the companion paper (Xueref-Remy et al.,
2011, Part 2) we conduct a comparison of vertical profiles
between models and observations. We also attempt to calcu-
late CO2 fluxes during the CAATER 1 campaign using the
so-called “Radon method” based on simultaneous CO2 and
Radon-222 observations (Schmidt et al., 2003) and modeling
tools. pp
g
During CAATER-2, CO2 and CO, were recorded simul-
taneously which helped us to trace fossil fuel emissions. After a classification of air masses according to their ori-
gin,we calculated the 1CO to 1CO2 ratio (1 standing
for the difference with the marine boundary layer con-
centration) and selected only well-identified anthropogenic-
influenced air masses diagnosed from back-trajectories. The
anthropogenic-influenced air masses show high R2 values
ranging from 0.33 to 0.88 and a large range of slopes (2.42 to
10.37 ppb CO ppm−1 CO2). Comparing these slopes to the
ones from EMEP inventories for Western Europe countries,
we have observed that it is possible to distinguish the contri-
bution of fossil fuel combustion from other sources of CO2
even at a distance of a few days or hundreds of kms from the
source. Aircraft data were compared to surface station observa-
tions (CBW, PUY, CMN and PRS for CAATER 1; WES,
HUN, SCH, PUY, CMN and PRS for CAATER 2). 7
Conclusions This paper focuses on atmospheric CO2 variability observed
during the CAATER campaigns that occured above western
Europe on 23–26 May 2001 (CAATER 1) and 2–3 Octo-
ber 2002 (CAATER 2) between the ground and 4000 m a.s.l. Although the aircraft paths were slightly different during
CAATER-1 and CAATER-2, the campaigns give a good
picture of CO2 concentration variability over Europe dur-
ing one Spring and one Fall. The instrumentation provided
measurements of in situ CO2 (precision of 0.2 ppm), CO2
flasks samples (precision of 0.1 ppm), Radon-222 (precision
of 30%) during CAATER-1, and in-situ CO (precision of Atmos. Chem. Phys., 11, 5655–5672, 2011 www.atmos-chem-phys.net/11/5655/2011/ I. Xueref-Remy et al.: Variability and budget of CO2 in Europe – Part 1 Xueref-Remy et al.: Variability and budget of CO2 in Europe – Part 1 5669 -8 -4 0 4 8 12 16 20 24
58
54
50
46
42
38
[CO2] (ppm)
360 365 370 375
-8 -4 0 4 8 12 16 20 24
58
54
50
46
42
38
[CO2] (ppm)
360 365 370 375
CO2 (ppm)
360 365 370 375
2.0
1.5
1.0
0.5
0.0
-8 -4 0 4 8 12 16 20 24
58
54
50
46
42
38
Longitude (°E)
Latitude (°N)
Altitude / PBL height
-8 -4 0 4 8 12 16 20 24
58
54
50
46
42
38
[CO2] (ppm)
360 365 370 375
-8 -4 0 4 8 12 16 20 24
58
54
50
46
42
38
[CO2] (ppm)
360 365 370 375
CO2 (ppm)
360 365 370 375
2.0
1.5
1.0
0.5
0.0
-8 -4 0 4 8 12 16 20 24
58
54
50
46
42
38
Longitude (°E)
Latitude (°N)
Altitude / PBL height
-8 -4 0 4 8 12 16 20 24
58
54
50
46
42
38
[CO2] (ppm)
360 365 370 375
-8 -4 0 4 8 12 16 20 24
58
54
50
46
42
38
[CO2] (ppm)
360 365 370 375
CO2 (ppm)
360 365 370 375
2.0
1.5
1.0
0.5
0.0
-8 -4 0 4 8 12 16 20 24
58
54
50
46
42
38
Longitude (°E)
Latitude (°N)
Altitude / PBL height
Fig. 13. CAATER 2 vertical variability analysis. Left panel: all
CO2 profiles binned over 50 m layers and standardized to their re-
spective PBL height. 7
Conclusions Right panel: schema of the regions covered
by the backplumes associated with the profiles (profile locations are
indicated by circles). Colors of right and left panels correspond. [CO2] (ppm)
360 365 370 375
[CO2] (ppm)
360 365 370 375
CO2 (ppm)
360 365 370 375
2.0
1.5
1.0
0.5
0.0
Altitude / PBL height
[CO2] (ppm)
360 365 370 375
[CO2] (ppm)
360 365 370 375
CO2 (ppm)
360 365 370 375
2.0
1.5
1.0
0.5
0.0
Altitude / PBL height
[CO2] (ppm)
360 365 370 375
[CO2] (ppm)
360 365 370 375
CO2 (ppm)
360 365 370 375
2.0
1.5
1.0
0.5
0.0
Altitude / PBL height 5 ppb) during CAATER-2. Despite a stronger biogenic up-
take in Spring, the lower tropospheric mean level and the
mean variability in May (370.1 ± 4.0 ppm) are roughly simi-
lar in October (371.7 ± 5.0 ppm). However, this mean value
is lower than the marine boundary layer concentration for
CAATER-1 (374.5 ppm) and higher for CAATER-2 (the ma-
rine background, 367.9 ppm, being more depleted). A back-
trajectory analysis shows that during CAATER-1, dominant
winds were coming from the north-west, while they were
more balanced between the 4 sectors during CAATER-2. -8 -4 0 4 8 12 16 20 24
58
54
50
46
42
38
-8 -4 0 4 8 12 16 20 24
58
54
50
46
42
38
-8 -4 0 4 8 12 16 20 24
58
54
50
46
42
38
Longitude (°E)
Latitude (°N)
-8 -4 0 4 8 12 16 20 24
58
54
50
46
42
38
-8 -4 0 4 8 12 16 20 24
58
54
50
46
42
38
-8 -4 0 4 8 12 16 20 24
58
54
50
46
42
38
Longitude (°E)
Latitude (°N)
-8 -4 0 4 8 12 16 20 24
58
54
50
46
42
38
-8 -4 0 4 8 12 16 20 24
58
54
50
46
42
38
-8 -4 0 4 8 12 16 20 24
58
54
50
46
42
38
Longitude (°E)
Latitude (°N) Fig. 13. CAATER 2 vertical variability analysis. Left panel: all
CO2 profiles binned over 50 m layers and standardized to their re-
spective PBL height. Right panel: schema of the regions covered
by the backplumes associated with the profiles (profile locations are
indicated by circles). Colors of right and left panels correspond. 7
Conclusions Only af-
ternoon values were selected so as to get data representative
of the regional scale. Urban stations such as CBW and WES
are strongly influenced by local emissions and were decou-
pled from the airborne observations. Depending on the time
of the day and the meteorological situation, stations on top
of small mountains such as SCH and PUY may be located
in the boundary layer (PBL) or in the free troposphere (FT);
they match the airborne observations if in the FT and not con-
taminated by air emanating from the valley. Stations when
in the FT such as CMN match airborne measurements quite
well, as the atmosphere is well mixed at that altitude. How-
ever, PRS which is in the FT but a few 100 km further from
the aircraft path differs by 3 ppm from the airborne measure-
ments, which highlights the existence of a CO2 gradient of a
few ppm above Europe in the FT. The publication of this article is financed by CNRS-INSU. The publication of this article is financed by CNRS-INSU. Appendix B Andres, R.J., Marland, G., Fung, I., and Matthews, E.: A 1◦×1◦
distribution of carbon dioxide emissions from fossil fuel con-
sumption and cement manufacture 1950–1990, Global Bio-
geochem. Cy., 10, 419–429, 1996. Edited by: J. Rinne
The publication of this article is financed by CNRS-INSU. Fig. B1. Coordinated flights over Thringen on 26 May 2001 at
14:30:00 h UTC (in situ: plain line, LSCE flasks: plain circles; Jena
flasks: open triangles). NDVI maps for Western Europe during the CAATER
campaigns These NDVI maps provided by the SPOT VGT-4 satellite
system give us information on the photosynthetic activity. They clearly show a higher photosynthetic activity during
Spring 2001 than during Fall 2002 in Western Europe. As the gradient between the PBL and the FT is a key pa-
rameter for inverse modeling we have also analyzed CO2
vertical variability. The mean jump between the PBL and
the FT is of the order of 3.7 ppm during CAATER 1 and
−0.3 ppm during CAATER 2, and the variability is at least
5 to 8 times higher in the PBL than in the FT. A strong zonal Atmos. Chem. Phys., 11, 5655–5672, 2011 www.atmos-chem-phys.net/11/5655/2011/ 5670 I. Xueref-Remy et al.: Variability and budget of CO2 in Europe – Part 1 Fig. A1. NDVI maps on 21 May 2001 for CAATER 1 (left) and on 1 October 2002 for CAATER 2 (right). Fig. A1. NDVI maps on 21 May 2001 for CAATER 1 (left) and on 1 October 2002 for CAATER 2 (right). 3000
2500
2000
1500
1000
500
364 366 368 370 372 374
CO2 concentration (ppm)
Altitude a.s.l. (m)
3000
2500
2000
1500
1000
500
364 366 368 370 372 374
CO2 concentration (ppm)
Altitude a.s.l. (m)
Fig. B1. Coordinated flights over Thringen on 26 May 2001 at
14:30:00 h UTC (in situ: plain line, LSCE flasks: plain circles; Jena
flasks: open triangles). Acknowledgements. This work has been funded by the Institut
National des Sciences de l’Univers, France, and by the European
Commission in the framework of the AEROCARB project. We
thank Ingeborg Levin and Martina Schmidt for helpful discussions
on the Radon calculations. We thank David Picard for his partic-
ipation in the campaign. NECP meteorological maps are thanks
to Christopher Godfrey, the University of Oklahoma School of
Meteorology, and the National Centers for Environmental Predic-
tion/National Center for Atmospheric Research 40-Year Reanalysis
Project. We thank Cyril Moulin and Fabienne Maignan from LSCE
for providing NDVI maps. We are grateful to Nicolas Viovy for
providing ORCHIDEE fluxes. Many thanks to Mary Minnock for
improving the English of the text. 3000
2500
2000
1500
1000
500
364 366 368 370 372 374
CO2 concentration (ppm)
Altitude a.s.l. (m)
3000
2500
2000
1500
1000
500
364 366 368 370 372 374
CO2 concentration (ppm)
Altitude a.s.l. (m) Edited by: J. Rinne
The publication of this article is financed by CNRS-INSU. Edited by: J. Rinne Validation of the CO2 in situ analyser As explained in Sect. 2, flask measurements were compared
to CONDOR measurements. We show here (Fig. B1) a com-
parison for 26 May 2001 over Th¨uringen at 14:30:00 h UTC,
during which the Falcon flight was co-ordinated with those
of a small aircraft equipped with a flask sampler from the
MPI-BGC Jena group. LSCE flasks (circles), Jena flasks (tri-
angles) and CONDOR (plain line) data agree within 0.2 ppm. Baker, D. F., Doney, S. C., and Schimel, D. S.: Variational data as-
similation for atmospheric CO2, Tellus B, 58(5), 359–365, 2006. Carouge, C., Bousquet, P., Peylin, P., Rayner, P. J., and Ciais,
P.: What can we learn from European continuous atmospheric
CO2 measurements to quantify regional fluxes – Part 1: Poten-
tial of the 2001 network, Atmos. Chem. Phys., 10, 3107–3117,
doi:10.5194/acp-10-3107-2010, 2010a. Atmos. Chem. Phys., 11, 5655–5672, 2011 www.atmos-chem-phys.net/11/5655/2011/ I. Xueref-Remy et al.: Variability and budget of CO2 in Europe – Part 1 I. Xueref-Remy et al.: Variability and budget of CO2 in Europe – Part 1 5671 and Sons, New York, 898 pp., 1968. Carouge, C., Rayner, P. J., Peylin, P., Bousquet, P., Chevallier, F.,
and Ciais, P.: What can we learn from European continuous at-
mospheric CO2 measurements to quantify regional fluxes – Part
2: Sensitivity of flux accuracy to inverse setup, Atmos. Chem. Phys., 10, 3119–3129, doi:10.5194/acp-10-3119-2010, 2010b. Law, R. M., Peters, W., Rodenbeck, C., and TRANSCOM contrib-
utors: TransCom model simulations of hourly atmospheric CO2:
experimental overview and diurnal cycle results for 2002, Global
Biogeochem. Cy., 22, GB3009, doi:10.1029/2007GB003050,
2008. Drexler, R. R. and Hess, G. D.: An overview of the Hysplit 4 mod-
elling system for trajectories, dispersion, and deposition, Austral. Met. Mag., 47, 295–308, 1998. Levin, I. and Karstens, U.: Inferring high-resolution fossil fuel
CO2 records at continental sites from combined 14CO2 and
CO observations, Tellus, 59B, 245–250, doi:10.1111/j.1600-
0889.2006.00244.x, 2007. EMEP: Greenhouse gas emission trends and projections in Europe
2008, ISBN: 978-92-9167-981-2, vol. 5, 2008 Filippi, D., Le Roulley, J. C., Ramonet, M., and Ciais, P.: Compre-
hensive greenhouse gases and radon profilings over Europe, 6th
international Conference on CO2, Sendai, Japan, October 2002,
2002. Nedelec, P., Cammas, J.-P., Thouret, V., Athier, G., Cousin, J.-M.,
Legrand, C., Abonnel, C., Lecoeur, F., Cayez, G., and Marizy,
C.: An improved infrared carbon monoxide analyser for routine
measurements aboard commercial Airbus aircraft: technical val-
idation and first scientific results of the MOZAIC III programme,
Atmos. Validation of the CO2 in situ analyser Chem. Phys., 3, 1551–1564, doi:10.5194/acp-3-1551-
2003, 2003. Geels, C., Gloor, M., Ciais, P., Bousquet, P., Peylin, P., Vermeulen,
A. T., Dargaville, R., Aalto, T., Brandt, J., Christensen, J. H.,
Frohn, L. M., Haszpra, L., Karstens, U., R¨odenbeck, C., Ra-
monet, M., Carboni, G., and Santaguida, R.: Comparing at-
mospheric transport models for future regional inversions over
Europe – Part 1: mapping the atmospheric CO2 signals, At-
mos. Chem. Phys., 7, 3461–3479, doi:10.5194/acp-7-3461-2007,
2007. Patra, P. K., Law, R. M., Peters, W., Rodenbeck, C., Takigawa, M.,
Aulagnier, C., Baker, I., Bergmann, D. J., Bousquet, P., Brandt,
J., Bruhwiler, L. M. P., Cameron-Smith, P. J., Christensen, J. H.,
Delage, F., Denning, A. S., Fan, S., Geels, C., Houweling, S.,
Imasu, R., Karstens, U., Kawa, S. R., Kleist, J., Krol, M. C.,
Lin, S.-J., Lokupitiya, R., Maki, T., Maksyutov, S., Niwa, Y.,
Onishi, R., Parazoo, N., Pieterse, G., Rivier, L., Satoh, M., Ser-
rar, S., Taguchi, S., Vautard, R., Vermeulen, A. T., and Zhu, Z.:
TransCom model simulations of hourly atmospheric CO2: analy-
sis of synoptic-scale variations for the period 2002–2003, Global
Biogeochem. Cy., 22, GB4013, doi:10.1029/2007GB003081,
2008. Delage, F., Denning, A. S., Fan, S., Geels, C., Houweling, S., Imasu, R., Karstens, U., Kawa, S. R., Kleist, J., Krol, M. C., Gerbig, C., Lin, J. C., Wofsy, S. C., Daube, B. C., Andrews, A. E.,
Stephens, B. B., Bakwin, P. S., and Grainger, C. A.: Towards
constraining regional-scale fluxes of CO2 with atmospheric ob-
servations over a continent: 1. Observed Spatial Variability, J. Geophys. Res., 108, 4756, doi:10.1029/2002JD003018, 2003. Lin, S.-J., Lokupitiya, R., Maki, T., Maksyutov, S., Niwa, Y., Gloor, M., Fan, S.-M., Pacala, S., and Sarmiento, J.: Optimal sam-
pling of the atmosphere for purpose of inverse modelling – a
model study, Global Biogeochem. Cy., 14(1), 407–428, 2000. P´epin, L., Schmidt, M., Ramonet, M., Worthy, D., and Ciais, P.:
A new gas chromatographic experiment to analyze greenhouse
gases in flask samples and in ambient air in the region of Saclay,
IPSL internal publication no. 13 (available on request), 2001. Gurney, K. R., Law, R. M., Denning, A. S., Rayner, P. J., Baker, D.,
Bousquet, P., Bruhwiler, L., Chen, Y. H., Ciais, P., Fan, S., Fung,
I. Y., Gloor, M., Heimann, M., Higuchi, K., John, J., Kowal-
czyk, E., Maki, T., Maksyutov, S., Peylin, P., Prather, M., Pak,
B. C., Sarmiento, J., Taguchi, S., Takahashi, T., and Yuen, C. Validation of the CO2 in situ analyser W.:
TransCom 3 CO2 inversion intercomparison: 1. Annual mean
control results and sensitivity to transport and prior flux informa-
tion, Tellus, 55B(2), 555–579, 2003. Petterssen, S.: Weather analysis and forecasting, McGraw-Hill
Book Company, New York, 221-3, 1940. Ramonet M., Ciais, P., Nepomniachii, I., Sidorov, K., Neubert, R. E. M., Langend¨orfer, U., Picard, D., Kazan, V., Biraud, S., Gusti,
M., Kolle, O., Schulze, E. D., and Lloyd, J.: Three years of
aircraft-based trace gas measurements over the Fyodorovskoye
southern taiga forest, 300 km north-west of Moscow, Tellus, 54B,
713–734, 2002. Gurney, K. R., Law, R. M., Denning, A. S., Rayner, P. J., Pak, B. C., Baker, D., Bousquet, P., Bruhwiler, L., Chen, Y.-H., Ciais,
P., Fung, I. Y., Heimann, M., John, J., Maki, T., Maksyutov,
S., Peylin, P., Prather, M., and Taguchi, S.: Transcom 3 inver-
sion intercomparison: Model mean results for the estimation of
seasonal carbon sources and sinks, Global Biogeochem. Cy., 18,
GB1010, doi:10.1029/2003GB002111, 2004. Rivier, L., Ciais, P., Hauglustaine, D. A., Bakwin, P., Bousquet, P.,
Peylin, P., and Klonecki, A.: Evaluation of SF6, C2Cl4 and CO
to approximate fossil fuel CO2 in the Northern Hemisphere us-
ing a chemistry transport model, J. Geophys. Res., 111, D16311,
doi:10.1029/2005JD006725, 2006. Intergovernmental Panel on Climate Change:
IPCC Climate
Change 2007: The Scientific Basis, Cambridge Univ. Press, New
York, 2007. Schmidt, M., Glatzel-Mattheier, H., Sartorius, H., Worthy, D. E.,
and Levin, I.: Western European N2O emissions: A top-down
approach based on atmospheric observations, J. Geophys. Res.,
106(D6), 5507–5516, 2001. Karstens, U., Gloor, M., Heimann, M., and R¨odenbeck, C.: In-
sights from simulations with high-resolution transport and pro-
cess models on sampling of the atmosphere for constraining
mid-latitude land carbon sinks, J. Geophys. Res., 111, D12301,
doi:10.1029/2005JD006278, 2006. Schmidt, M., Graul, R., Sartorius, H., and Levin, I.: The Schauins-
land CO2 record: 30 years of continental observations and their
implications for the variability of the European CO2 budget, J. Geophys. Res., 108(D19), 4619–4626, 2003. Krinner, G., Viovy, N., De Noblet-Ducoudr´e, N., Og´ee, J., Polcher,
J., Friedlingstein, P., Ciais, P., Sitch, S., and Prentice, I. C.:
A dynamic global vegetation model for studies of the cou-
pled atmosphere-biosphere system, Global Biogeochem. Cy., 19,
GB1015, doi:10.1029/2003GB002199, 2005. Stephens, B. B., Gurney, K. R., Tans, P. Xueref-Remy, I., Bousquet, P., Carouge, C., Rivier, L., and Ciais,
P.:
Variability and budget of CO2 in Europe:
analysis of
the CAATER airborne campaigns – Part 2:
Comparison of
CO2 vertical variability and fluxes between observations and
a modeling framework, Atmos. Chem. Phys., 11, 5673–5684,
doi:10.5194/acp-11-5673-2011, 2011. Atmos. Chem. Phys., 11, 5655–5672, 2011 I. Xueref-Remy et al.: Variability and budget of CO2 in Europe – Part 1 www.atmos-chem-phys.net/11/5655/2011/ I. Xueref-Remy et al.: Variability and budget of CO2 in Europe – Part 1 Validation of the CO2 in situ analyser P., Sweeney, C., Peters, W.,
Bruhwiler, L., Ciais, P., Ramonet, M., Bousquet, P., Nakazawa,
T., Aoki, S., Machida, T., Inoue, G., Vinnichenko, N., Lloyd,
J., Jordan, A., Heimann, M., Shibistova, O., Langenfelds, R. L., Steele, L. P., Francey, R. J., and Denning, A. S.: Weak Stephens, B. B., Gurney, K. R., Tans, P. P., Sweeney, C., Peters, W.,
Bruhwiler, L., Ciais, P., Ramonet, M., Bousquet, P., Nakazawa,
T., Aoki, S., Machida, T., Inoue, G., Vinnichenko, N., Lloyd, y
J., Jordan, A., Heimann, M., Shibistova, O., Langenfelds, R. Kreyszig, E.: Advanced engineering mathematics, 2nd Ed. J. Wiley L., Steele, L. P., Francey, R. J., and Denning, A. S.: Weak Atmos. Chem. Phys., 11, 5655–5672, 2011 www.atmos-chem-phys.net/11/5655/2011/ 5672 Northern and Strong Tropical Land Carbon Uptake from Vertical
Profiles of Atmospheric CO2, Science, 316(5832), 1732–1735,
doi:10.1126/science.1137004, 2007. doi:10.1126/science.1137004, 2007. Takahashi, T., Wanninkhof, R. H., Feely, R. A., Weiss, R. F., Chip-
man, D. W., Bates, N., Olafson, J., Sabine, C., and Sutherlandm,
S. C.: Proceedings of the 2nd International Symposium CO2 in
the oceans, Tsukuba, Japan, 1, 9–15, 1999. S. C.: Proceedings of the 2nd International Symposium CO2 in
the oceans, Tsukuba, Japan, 1, 9–15, 1999. Takahashi, T., Sutherland, S. C., Sweeney, C., Poisson, A., Metzl,
N., Tilbrook, B., Bates, N., Wanninkhof, R., Feely, R. A., Sabine,
C., Olafsson, J., and Nojiri, Y.: Global Sea-Air CO2 Flux Based
on Climatological Surface Ocean pCO2, and Seasonal Biological
and Temperature Effect, Deep Sea Res. II, 49(9–10), 1601–1622,
2002. Atmos. Chem. Phys., 11, 5655–5672, 2011 www.atmos-chem-phys.net/11/5655/2011/
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https://openalex.org/W4226320464
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https://www.researchsquare.com/article/rs-635786/latest.pdf
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English
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Effect of Volume and Renewal of the Storage Media on the Release of Monomer from Dental Composites
|
International journal of dentistry
| 2,021
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cc-by
| 4,898
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Effect of Volume and Renewal of the Storage Media on
the Release of Monomer from Dental Composites Sima Shahabi
Tehran University of Medical Sciences
Maryam Sayyari
Tehran University of Medical Sciences
Sima Sadrai
Tehran University of Medical Sciences
Sara Valizadeh
(
valizadeh_s@sina.tums.ac.ir
)
Tehran University of Medical Sciences
Hamidreza Hajizamani
Tehran University of Medical Sciences
Alireza Sadr
University of Washington Research Article Version of Record: A version of this preprint was published at International Journal of Dentistry on December 28th,
2021. See the published version at https://doi.org/10.1155/2021/9769947. Page 1/13 Page 1/13 Page 1/13 Abstract Background: released monomers to the oral environment from dental composite, cause systemic or local side
effects on the tissues and cells and also affect mechanical properties of the resins. Methods: This study evaluated the effect of the volume and renewing of storage media on monomer leachability
from dental composite. Samples of two dental composites (BEAUTIFIL II Gingiva (BG) and Filtek bulkfill flowable
(FBF)) were stored after polymerization in 1 and 3 milt storage media (ethanol/water 75%) for seven days. Refreshing of storage media was done in half of the samples of each group. The amount of releasing monomers
(UDMA, BisGMA, TEGDMA) in storage media were measured by high performance liquid chromatography. (HPLC)
Data was analyzed using Two-way ANOVA and T-test. (α=0.05). Methods: This study evaluated the effect of the volume and renewing of storage media on monomer leachability
from dental composite. Samples of two dental composites (BEAUTIFIL II Gingiva (BG) and Filtek bulkfill flowable
(FBF)) were stored after polymerization in 1 and 3 milt storage media (ethanol/water 75%) for seven days. Refreshing of storage media was done in half of the samples of each group. The amount of releasing monomers
(UDMA, BisGMA, TEGDMA) in storage media were measured by high performance liquid chromatography. (HPLC)
Data was analyzed using Two-way ANOVA and T-test. (α=0.05). Results: Elution of TEGDMA and UDMA from both composites was significantly higher in 3ml storage media. In
groups with refreshing of storage media, BisGMA had higher amounts of release. Saturation makes the storage
media volume important factor in monomer elution. Conclusion: Refreshing of storage media had significant effect on monomer release before the elution of 50% of
total released monomer. Conclusion: Refreshing of storage media had significant effect on monomer release before the elution of 50% of
total released monomer. Background Considering the ever-increasing popularity of composites, there are concerns about the release of composite
compounds and their toxicity. In other words, there is a probability that resin materials would release substances
such as unpolymerized monomers, additives and filler component when placed in the oral cavity [1]. In clinical conditions, with a short-time curing time (usually less than 40 seconds) and the temperature of 37°C,
composites will not be fully polymerized, due to the crosslinking reactions that can considerably reduce the
movements of the monomers. The degradation process occurring in the oral cavity can also increase the release of
certain substances from resin materials, as mechanical, enzymal and hydraulic processes can break the polymeric
chains and release the products of this breakage as monomer or polymer molecules [1, 2]. Resin matrix usually consists of two oligomers: UDMA and BisGMA [3]. Bis-GMA was synthesized from bisphenol A
(BPA) and glycidyl methacrylate (GMA) [4]. The release of monomers and additives can be harmful and might have
adverse local or systemic effects. Other than the allergenic properties of monomers, some of the released
substances can be cytotoxic, genotoxic, and carcinogenic, and might be toxic to the reproduction system [1]. BPA is
one kind of endocrine disrupting compound that can cause several health problems [3]. Recognition and evaluation
of such risks require knowledge about the exact quantity of the released substances [5]. The vast heterogeneity in the evaluation methods in different studies regarding the measurement of the released
compounds from dental composites has had a considerable effect on the results of such studies. While a great
number of analytic studies have been carried out, not using the standard means of measurement and varieties in
presenting the results, prevent an accurate analysis of the quantity of the released monomers [1, 4]. In other words,
the amount of monomers released in the oral cavity cannot be precisely determined, rendering it more difficult to
evaluate the possible risks of resin composites. The amount of released monomers can differ due to approximately
100,000 factors in different studies. Page 2/13 Page 2/13 Although such significant variation can be explained with the fact that different composite materials have been
used in each study, many factors play an important role in this matter, such as the storage media (pure ethanol, a
mixture of water ethanol, artificial saliva, etc.) incubation conditions (temperature and duration) and the methods
used for analysis. [1, 3, 5]. Background The most frequently used protocol to measure monomer elution, has been described by
ISO 10993-12 2010 [6] which suggests that the ratio of the mass of the test sample to the volume of the test
storage media should be at least 1gr:10ml [7]. The word “at least” and also the statement of ISO which mentions
interference of degradation product with the progress of degradation process should be considered as two major
factors in validity of results. However, there is a weak yet significant correlation between the amount of the storage
media and the quantity of the released monomers. In other words, the greater the storage media volume is, the
higher the monomer concentrations are [1, 5]. This finding can be justified with the saturation of the storage media by the released monomers. Considering the
storage media reaching a state of equilibrium and a consequent diminished monomer release, it can be interpreted
that the recorded values in the past in-vitro studies were speculated with less than the actual values. Nevertheless, in in-vivo conditions, reaching the saturation state does not seem possible, as saliva is continuously
being refreshed. One way to rectify this problem in in-vitro conditions is to renew the solvent medium within equal
intervals, rendering it impossible to reach saturation state [6, 7]. In this study, other than the effect of the volume of
storage media on the release of monomers from composites, the effect of renewal of storage media within equal
intervals was evaluated. These results are essential for improving experimental protocols regarding monomer
release, which will be carried out in future analytic studies with the aim of evaluating the long-term effects of
released components from composites in near future. The null hypothesis is that volume and renewing of storage
media do not affect monomer leachability. Keeping samples in storage media in different methods The storage media in groups 1,2,5 and 6 were incubated for 7 days in 37°C temperature. The storage media in
groups 3,4,7 and 8 were incubated for 24 hours in 37°C temperature, and After each 24 hours, the whole storage
media was taken up for analysis following which the samples were immersed in 1mL or 3 ml of fresh ethanol/water
solution. To be more precise, each composite disc was taken from the solvent, rinsed and, dried by low power air
and immersed in fresh solvent. The renewed storage media was again incubated in 37°C temperature. The renewal
and incubation of the storage media were repeated every 24 hours for the next 6 days. Schematic illustration of the
research method used in this study is available in Figure 1. Preparation of the specimens Two types of composites (BEAUTIFUL II gingiva (BG) & Filtek bulk-fill (FBF)) were selected (Table 1). Table 1 Two types of composites (BEAUTIFUL II gingiva (BG) & Filtek bulk-fill (FBF)) were selected (Table 1). Table 1
the properties of the used composites
Composite
Brand
Manufacturer
Resin
Matrix
Filler Type
Filler Amount
Filtek Bulk Fill
Flowable (1)
3M ESPE
GmbH,
Germany
Bis-GMA,
BisEMA,
Procry-lat,
UDMA
Zirconia or Silica, Ytterbium
Trifluoride
Loading Percentage by
Weight: 64.5%
BEAUTIFUL II
Gingiva (2)
Shofu Inc.,
Japan
Bis-GMA,
TEGDMA
S-PRG filler based on
Fluoroboroaluminosilicate
glass, polymerization initiator,
pigments and others
Loading Percentage by
Weight: 81% 64 Disk-shaped composite samples (height: 2mm, width: 6mm) were prepared in a Teflon mold. Before
polymerization, the disks were covered with a glass plate to prevent the formation of an oxygen-inhibited layer. The
specimens were cured with the 3W light curing device High power Blue light LED (guilin woodpecker, china), with the
light output of 500 mw/cm2 for 40 seconds according to the manufacturer's instruction. 64 Disk-shaped composite samples (height: 2mm, width: 6mm) were prepared in a Teflon mold. Before
polymerization, the disks were covered with a glass plate to prevent the formation of an oxygen-inhibited layer. The
specimens were cured with the 3W light curing device High power Blue light LED (guilin woodpecker, china), with the
light output of 500 mw/cm2 for 40 seconds according to the manufacturer's instruction. Storage media preparation The storage media was prepared using pure ethanol (99.99%, Merck, Germany) and water, with the ethanol/water
ratio of 75% in two volumes of 1mlit and 3mlit. The composite disks were placed in the storage media according to
table 2 (8 groups and 8 composite discs in each group). Table 2
Test groups
Group
Composite Type
Solvent Volume
Daily Renewal
1
Filtek Bulk Fill Flowable
1 ml
No
2
BEAUTIFUL II Gingiva
1 ml
No
3
Filtek Bulk Fill Flowable
1 ml
Yes
4
BEAUTIFUL II Gingiva
1 ml
Yes
5
Filtek Bulk Fill Flowable
3 ml
No
6
BEAUTIFUL II Gingiva
3 ml
No
7
Filtek Bulk Fill Flowable
3 ml
Yes
8
BEAUTIFUL II Gingiva
3 ml
Yes Table 2 Test groups Measurement of Monomer Release The amount of released monomer (UDMA, BisGMA, TEGDMA) was evaluated by the HPLC 600 E waters System
Controller (Waters, MA, USA) method, through The Perfect target ODS-3 column (125 mm height, 4mm width, and
silica particle size of 5 µm), with a UV detector at 230 nm wave length. The mobile phase was 70% acetonitrile and Page 4/13 Page 4/13 30% distilled water, at 0.8 mm flow rate, and 20µlit injection volume at room temperature. Figure 2 shows the
chemical structure of these monomers. At first, different concentrations of each monomer (0.5–50 µg/lit) were injected into the system, and a standard
curve was obtained which was used to analyze the produced curve of samples. It is noticeable that in refreshing
samples, the sample of each day was injected in the system in order to gain the daily releasing pattern of
monomers. Statistical Analysis The obtained data were analyzed using the SPSS statistical software 25th version. Continuous variables were
presented as mean and standard deviation. Three-way ANOVA and T-test were used. The significant level was
considered at 0.05. Results Three tracked monomers were detected in all groups of storage media. Volume of solvent did not affect BisGMA
release while TEGDMA and UDMA from had significantly higher elution in 3ml extraction solvent. To be more
precise, in samples without refreshing, UDMA from both composites and TEGDMA from FBF eluted in higher
amount in 3ml solvents. To define the effect of composite type in monomer elution, it should be considered that
TEGDMA eluted higher from BG composite while UDMA eluted more from FBF. Refreshing of extraction solvent
caused more elution of BisGMA in all samples. Besides, UDMA from FBF in 3 ml eluted more in samples with
refreshing in comparison with the samples without refreshing. This result was also true in TEGDMA elution in both
solvent 's volume from FBF composite. However, for TEGDMA elution from BG in 3ml solvents the reverse is true. (Table 3) Table 3
monomers elution in tested groups. (µg)
monomer
TEGDMA
UDMA
BisGMA
volume
1 mL
3 mL
1 mL
3 mL
1 mL
3 mL
refreshing
Yes
No
Yes
No
Yes
No
Yes
No
Yes
No
Yes
No
FBF
mean
0.19
0.01
0.31
0.13
66.99
47.28
76.12
75.39
0.25
0.04
0.18
0.06
sd
0.16
0.01
0.07
0.25
8.36
6.92
4.79
25.09
0.45
0.00
0.00
0.01
BG
mean
0.42
0.36
0.19
0.67
7.83
3.36
6.09
9.64
0.09
0.07
0.19
0.09
sd
0.11
0.06
0.05
0.11
1.34
0.65
1.11
12.02
0.01
0.02
0.01
0.01
Daily elution patterns of monomers show that except UDMA monomer eluted from BG composite in 3ml solvent, all
monomers in all volume had their maximum elution in day one. While TEGDMA and UDMA released more than half
of their total elution in first day. Composite BG in 1 ml storage media released 83% of its total released TEGDMA in
the first day. (Tables 4 and 5) Page 5/13 Page 5/13 Table 4
Daily release of monomers from FBF. Results (µg)
Monomer
TEGDMA
UDMA
BisGMA
volume
1ml
3ml
1ml
3ml
1ml
3ml
Day 1
mean
0.19
0.31
44.89
47.57
0.03
0.04
Sd
0.16
0.07
8.73
4.13
0.00
0.00
Day 2
Mean
0.00
0.00
7.60
9.59
0.01
0.03
Sd
0.00
0.00
0.74
0.18
0.00
0.00
Day 3
Mean
0.00
0.00
5.73
6.31
0.01
0.02
Sd
0.00
0.00
0.36
0.45
0.00
0.00
Day 4
Mean
0.00
0.00
1.40
2.46
0.01
0.02
sd
0.00
0.00
0.03
0.31
0.00
0.00
Day 5
Mean
0.00
0.00
1.29
1.69
0.01
0.02
sd
0.00
0.00
0.00
0.51
0.00
0.00
Day 6
Mean
0.00
0.00
3.80
3.39
0.01
0.02
sd
0.00
0.00
0.40
0.19
0.00
0.00
Day 7
Mean
0.00
0.00
2.28
4.59
0.01
0.02
sd
0.00
0.00
0.82
0.50
0.00
0.00 Table 4 Page 6/13 Page 6/13 Page 6/13 Table 5
daily release of monomers from BG. (µg)
Monomer
TEGDMA
UDMA
BisGMA
volume
1ml
3ml
1ml
3ml
1ml
3ml
Day 1
mean
0.35
0.15
4.85
0.21
0.04
0.05
Sd
0.11
0.04
1.28
0.56
0.01
0.01
Day 2
Mean
0.04
0.03
0.63
0.97
0.01
0.02
Sd
0.01
0.01
0.13
0.07
0.00
0.00
Day 3
Mean
0.00
0.00
0.62
0.80
0.01
0.02
Sd
0.00
0.00
0.15
0.07
0.00
0.00
Day 4
Mean
0.00
0.00
0.00
1.77
0.01
0.02
sd
0.00
0.00
0.00
0.56
0.00
0.00
Day 5
Mean
0.00
0.00
0.66
0.69
0.01
0.02
sd
0.00
0.00
0.13
0.28
0.00
0.00
Day 6
Mean
0.01
0.01
0.65
0.69
0.01
0.02
sd
0.00
0.00
0.08
0.13
0.00
0.00
Day 7
Mean
0.01
0.01
0.42
0.96
0.01
0.02
sd
0.00
0.00
0.10
0.13
0.00
0.01 Table 5
daily release of monomers from BG. (µg) Discussion Higher amount of storage media reaches saturation point
later, so monomer elution is higher. According to Van Landuyt KL et al’s [1] meta-analysis, release of monomers is a
chemical equilibrium reaction and in smaller amounts of storage media equilibrium was achieved faster and
prevented more monomer release. Constant refreshing of saliva and pulpal fluid in in vivo situation prevent
saturation status. High volume of storage media and refreshing of it could be used to overcome this condition. measured monomer elution in 1, 7 and 28 days and one year and storage media were refreshed in 28 days. Monomer elution was equal in 28 days and one year which indicates saturation of storage media. In fact, saturation
of storage media prevents further elution of monomers. Higher amount of storage media reaches saturation point
later, so monomer elution is higher. According to Van Landuyt KL et al’s [1] meta-analysis, release of monomers is a
chemical equilibrium reaction and in smaller amounts of storage media equilibrium was achieved faster and
prevented more monomer release. Constant refreshing of saliva and pulpal fluid in in vivo situation prevent
saturation status. High volume of storage media and refreshing of it could be used to overcome this condition. In this study 2 volumes of storage media were used to evaluate effect of storage media volume on monomer
elution. In order to evaluate the effect of storage media refreshing on monomer elution, in half of the samples,
storage media was refreshed daily. Thus, daily pattern of monomer elution was obtained. Alshali et al [15]
measured monomer elution after one day, one month and three months. In their study, 70% of total three month-
elution of TEGDMA and 50% of the total BisGMA elution occurred on the first day. Nalcaci et al [16] declared that
TEGDMA eluted faster than BisGMA in methanol as in one sample group, 92% of TEGDMA eluted in first 6 hours
while at the same time BisGMA reached 57% elution. Sideridou ID et al [17] measured monomer elution in 3,6 and
24 hours and also 3,6 and 30 days. Similar to the current study, the highest amount of release of TEGDMA and
UDMA was observed in first day, unlike BisGMA. The first mechanism of monomer elution, is elution from the composite surface that occurs in the first 24 hours. Discussion In this study two different composite materials were used to measure the effect of storage media volume and
refreshing of it on monomer elution. In this study two different composite materials were used to measure the effect of storage media volume and
refreshing of it on monomer elution. Bulkfill composites like FBF are in high demand these days because of their increased depth of cure and reduced
clinical time of operation [8]. BG can provide esthetics in conservative restorations with gingival recession [9]. Despite the manufacturer’s information, elution of TEGDMA from FBF- as seen in Pongprueksa P et al’s [10] study,
and also UDMA from BG was observed. According to Cokic SM et al [6] manufacturers do not release the exact
component of composites because of trade reasons. Bulkfill composites like FBF are in high demand these days because of their increased depth of cure and reduced
clinical time of operation [8]. BG can provide esthetics in conservative restorations with gingival recession [9]. Despite the manufacturer’s information, elution of TEGDMA from FBF- as seen in Pongprueksa P et al’s [10] study
and also UDMA from BG was observed. According to Cokic SM et al [6] manufacturers do not release the exact
component of composites because of trade reasons. Ethanol was used as storage media to intensify monomer elution. In aqueous media such as artificial saliva,
monomers are released in smaller amounts [11, 12]. Also, FDA declared that ethanol can simulate exposure to
nutrition materials such as light drinks and chocolate [13, 14]. According to VanLanduyt et al [1] UDMA wasn’t
detectable during first day of elution. According to Cokic SM et al [6] storage media volume had major effect on monomer elution. The larger the volume
of the storage media, the higher the amounts of monomer elution that happens. Also, incubation time between 7
and 30 days had no significant effect in monomer release. These two observations lead to considering the
limitation of monomer solubility in storage media, as a major factor in monomer elution. Polydorou O et al [14] Page 7/13 Page 7/13 measured monomer elution in 1, 7 and 28 days and one year and storage media were refreshed in 28 days. Monomer elution was equal in 28 days and one year which indicates saturation of storage media. In fact, saturation
of storage media prevents further elution of monomers. Discussion Gonzalez-Bonet A et al [18] described that TEGDMA has two hydrolysable ester groups and
hydrolyzing these groups creates methacrylate acid (MA), 2-(2-(2-(2-hydroxyethoxy)ethoxy)ethoxy)ethyl
methacrylate (TEGMA) and TEG. Finer Y et al [19] detected TEGDMA products such as TEGMA, triethylene glycol
and methacrylicacid. They suggested that total TEGDMA elution is equal to amount of the main TEGDMA plus its
products. It can be obtained that FBF releasing products such as additives and filler components could have
hydrolyzed TEGDMA to its products while refreshing the storage media released TEGDMA and prevented
hydrolyzing of this monomer. TEGDMA elution from FBF is significantly higher in case of refreshing storage media despite its daily elution pattern
and rate of elution. Gonzalez-Bonet A et al [18] described that TEGDMA has two hydrolysable ester groups and
hydrolyzing these groups creates methacrylate acid (MA), 2-(2-(2-(2-hydroxyethoxy)ethoxy)ethoxy)ethyl
methacrylate (TEGMA) and TEG. Finer Y et al [19] detected TEGDMA products such as TEGMA, triethylene glycol
and methacrylicacid. They suggested that total TEGDMA elution is equal to amount of the main TEGDMA plus its
products. It can be obtained that FBF releasing products such as additives and filler components could have
hydrolyzed TEGDMA to its products while refreshing the storage media released TEGDMA and prevented
hydrolyzing of this monomer. 3ml storage media of BG composites at the first day, eluted monomers in small amounts; Which caused more
monomer elution in 1ml storage media cases with refreshing and also more elution of TEGDMA in 3ml storage
media in cases without refreshing. Conclusion It can be suggested that in studies related to monomer elution, especially in long term evaluations, refreshing the
storage media should be conducted before first 24 hours and after that due to slower rate of elution it can be done
in longer periods. Higher amount of storage media volume is preferable while balance between preventing
saturation and limit of detection should be considered. Monomers hydrolyzing to their products and measuring their
products should be noticed. Discussion Subsequently monomer elution continues with a slower rate, since increasing the volume of polymeric chains and
release of unreacted monomers from composite, takes substantial time [11]. In the current study TEGDMA and UDMA from FBF and UDMA from BG eluted more in 3 ml storage media (when
not refreshing the solvent) because of the faster saturation of 1ml storage media. In cases of refreshing storage
media, two different volumes had no significant difference in reaching saturation status and thus monomer elution. According to Cokic SM et al there are two barriers for monomer release; decreasing the concentration gradient
between the sample and the storage media [6] and saturation of storage media with monomers. Thus, rather than
the storage media volume and concentration of monomer in the storage media, the concentration of unreacted
monomers in the composite plays an important role in reaching equilibrium. Elution of TEGDMA from BG (in cases
of not refreshing the solvent) had no significant difference between two volumes of storage media. It can be
observed that high concentrations of unreacted TEGDMA in BG led to the continued elution of TEGDMA in 1ml
storage media. Daily pattern of TEGDMA elution also confirms this result. Since elution of this monomer from BG,
despite of its high rate in elution, continued till day 7. While FBF released TEGDMA only on the first day. Elution of
BisGMA from FBF and BG was in small amounts, which justifies not reaching saturation in 1ml volume and not
having a significant difference in elution of this monomer in two storage media volumes. Refreshing of storage media had significant effect on BisGMA elution. Considering that BisGMA couldn’t reach
saturation during 7 days because of its small amounts, refreshing of storage media should cause another
phenomenon rather than preventing saturation. Refreshing storage media will reduce concentration of monomers in
storage media and increase the concentration gradient. BisGMA has a heavy aromatic core, a higher molecular
weight [17] and a lower elution rate than TEGDMA and UDMA. BisGMA is the only monomer which eluted lower
than 50% of its total elution in day one. Storage media refreshing and increasing the concentration gradient, affect
more than 50% of BisGMA ‘s total elution while for TEGDMA and UDMA this effect is not significant. Page 8/13 TEGDMA elution from FBF is significantly higher in case of refreshing storage media despite its daily elution pattern
and rate of elution. This study was conducted under the approval of the ethical committee of Tehran University of Medical Sciences. Page 9/13 Page 9/13 Page 9/13
Abbreviations
BG: Beautifil II Gingiva
FBF: Filtek Bulkfill Flowable
BisGMA: Bisphenol A Diglycidyl Ether DiMethacrylate
UDMA: Urethan DiMethacrylate
TEGDMA: Tri Ethylene Glycol DiMethacrylate
HPLC: High Performance Liquid Chromatography
BPA: Bisphenol A
GMA: Glycidyl Methacrylate
LED: Light Emitting Diode
ANOVA: Analysis of Variance
Declarations
Ethics Approval and Consent to Participate
This study was conducted under the approval of the ethical committee of Tehran University of Medical Sciences. BG: Beautifil II Gingiva Authors' contributions SSh Study design and concept, MS and SS Experiment performing, SV Study design and concept, Writing the
manuscript, HH Manuscript English editing, AS Reviewing the final manuscript. all authors have read and approved
the manuscript Competing Interest The authors declare no conflict of interest, financial or otherwise. Funding This study was part of DDS,MSc thesis in Tehran University of Medical Sciences (Thesis Code : 6355) and was
funded and supported by Dental Research Center of Dentistry, Dentistry Research Institute, Tehran University of
Medical Sciences, Tehran, Iran.(Grant No. :9111272030) Acknowledgements Authors are thankful for statistical analysis to Dr. MohamadJavad Kharazifard Authors are thankful for statistical analysis to Dr. MohamadJavad Kharazifard Authors are thankful for statistical analysis to Dr. MohamadJavad Kharazifard Page 9/13 It is an in Vitro Study, so Consort for participant is not applicable. Availability of Data and Materials The data supporting the findings of the article is available in request. References 1. Van Landuyt KL, Nawrot T, Geebelen B, De Munck J, Snauwaert J, Yoshihara K, Scheers H, Godderis L, Hoet P,
Van Meerbeek B. How much do resin-based dental materials release? A meta-analytical approach. Dental
Materials. 2011 Aug 1;27(8):723 – 47. 1. Van Landuyt KL, Nawrot T, Geebelen B, De Munck J, Snauwaert J, Yoshihara K, Scheers H, Godderis L, Hoet P,
Van Meerbeek B. How much do resin-based dental materials release? A meta-analytical approach. Dental
Materials. 2011 Aug 1;27(8):723 – 47. 2. Omrani LR, Farjadfar S, Pedram P, Sadray S, Kamangar SS, Chiniforoush N. Effect of laser-assisted and
conventional in-office bleaching on monomer release from microhybrid and nanohybrid composite. Laser
therapy. 2017;26(2):89–96. 2. Omrani LR, Farjadfar S, Pedram P, Sadray S, Kamangar SS, Chiniforoush N. Effect of laser-assisted and
conventional in-office bleaching on monomer release from microhybrid and nanohybrid composite. Laser
therapy. 2017;26(2):89–96. Page 10/13 3. Breschi L, Ferracane JL, Cadenaro M, Mazzoni A, Tom H. Adhesion to Enamel and Dentin. In: Fundamentals of
Operative Dentistry: A Contemporary Approach. 4. Luo S, Zhu W, Liu F, He J. Preparation of a Bis-GMA-free dental resin system with synthesized fluorinated
dimethacrylate monomers. International Journal of Molecular Sciences. 2016 Dec 1;17(12):2014. 5. Klaassen CD, Amdur MO, editors. Casarett and Doull's toxicology: the basic science of poisons. New York:
McGraw-Hill; 2013 Jun 19. 6. Cokic SM, Duca RC, De Munck J, Hoet P, Van Meerbeek B, Smet M, Godderis L, Van Landuyt KL. Saturation
reduces in-vitro leakage of monomers from composites. Dental Materials. 2018 Apr 1;34(4):579 – 86. 7. BSI Standards Publication Biological evaluation of medicaldevices Part 13: identification and quantification of
degradation products from polymeric. 2010. 8. Ritter AV. Sturdevant's Art & Science of Operative Dentistry-E-Book. Elsevier Health Sciences; 2017 Dec 20. pp.469–474. 9. Paryag AA, Rafeek RN, Mankee MS, Lowe J. Exploring the versatility of gingiva-colored composite. Clinical
Cosmetic and Investigational Dentistry. 2016; 8:63. 10. Pongprueksa P, Miletic V, Janssens H, Van Landuyt KL, De Munck J, Godderis L, Van Meerbeek B. Degree of
conversion and monomer elution of CQ/amine and TPO adhesives. Dental Materials. 2014 Jun 1;30(6):695–
701. 11. Manojlovic D, Radisic M, Vasiljevic T, Zivkovic S, Lausevic M, Miletic V. Monomer elution from nanohybrid and
ormocer-based composites cured with different light sources. Dental Materials. 2011 Apr 1;27(4):371-8. 12. Seiss M, Langer C, Hickel R, Reichl FX. Quantitative determination of TEGDMA, BHT, and DMABEE in eluates
from polymerized resin-based dental restorative materials by use of GC/MS. Archives of toxicology. 2009 Dec
1;83(12):1109. 13. McKinney JE, Wu W. Chemical softening and wear of dental composites. Journal of Dental Research. 1985
Nov;64(11):1326–31. 14. Polydorou O, König A, Hellwig E, Kümmerer K. Long-term release of monomers from modern dental‐composite
materials. European Journal of Oral Sciences. 2009 Feb;117(1):68–75. 15. Alshali RZ, Salim NA, Sung R, Satterthwaite JD, Silikas N. Analysis of long-term monomer elution from bulk-fill
and conventional resin-composites using high performance liquid chromatography. Dental Materials. 2015 Dec
1;31(12):1587-98. 16. Nalcaci A, Ulusoy N, Atakol O. Time-based elution of TEGDMA and BisGMA from resin composite cured with
LED, QTH and high-intensity QTH lights. Operative Dentistry. 2006 Feb;31(2):197–203. 16. Nalcaci A, Ulusoy N, Atakol O. Time-based elution of TEGDMA and BisGMA from resin composite cured with
LED, QTH and high-intensity QTH lights. Operative Dentistry. 2006 Feb;31(2):197–203. 17. Sideridou ID, Achilias DS. Page 10/13 Elution study of unreacted Bis-GMA, TEGDMA, UDMA, and Bis‐EMA from light‐cured
dental resins and resin composites using HPLC. Journal of Biomedical Materials Research Part B: Applied
Biomaterials: An Official Journal of The Society for Biomaterials, The Japanese Society for Biomaterials, and
The Australian Society for Biomaterials and the Korean Society for Biomaterials. 2005 Jul;74(1):617 – 26. 18. Gonzalez-Bonet A, Kaufman G, Yang Y, Wong C, Jackson A, Huyang G, Bowen R, Sun J. Preparation of dental
resins resistant to enzymatic and hydrolytic degradation in oral environments. Biomacromolecules. 2015 Sep
23;16(10):3381-8. 18. Gonzalez-Bonet A, Kaufman G, Yang Y, Wong C, Jackson A, Huyang G, Bowen R, Sun J. Preparation of dental
resins resistant to enzymatic and hydrolytic degradation in oral environments. Biomacromolecules. 2015 Sep
23;16(10):3381-8. 19. Finer Y, Santerre JP. Influence of silanated filler content on the biodegradation of bisGMA/TEGDMA dental
composite resins. Journal of Biomedical Materials Research Part A. 2007 Apr;81(1):75–84. 19. Finer Y, Santerre JP. Influence of silanated filler content on the biodegradation of bisGMA/TEGDMA dental
composite resins. Journal of Biomedical Materials Research Part A. 2007 Apr;81(1):75–84. 19. Finer Y, Santerre JP. Influence of silanated filler content on the biodegradation of bisGMA/TEGDMA dental
composite resins. Journal of Biomedical Materials Research Part A. 2007 Apr;81(1):75–84. Page 11/13 Figures Page 12/13
Figure 1
Schematic illustration of the research method used in this study Figure 1 Schematic illustration of the research method used in this study Page 12/13 Page 12/13 Figure 2 Monomer chemical Structure measured in this study Page 13/13
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English
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First observation and study of the K <sup>±</sup> → π <sup>±</sup> π <sup>0</sup> e <sup>+</sup> e <sup>−</sup> decay with the NA48/2 experiment at CERN
|
Journal of physics. Conference series
| 2,020
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cc-by
| 3,659
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1526 (2020) 012004
IOP Publishing
doi:10.1088/1742-6596/1526/1/012004 1526 (2020) 012004
IOP Publishing
doi:10.1088/1742-6596/1526/1/012004 International Conference on Kaon Physics 2019
Journal of Physics: Conference Series 1526 (2020) 012004
doi:10.1088/1742-6596/1526/1/012004 2 for the NA48/2 Collaboration: G. Anzivino, R. Arcidiacono, W. Baldini, S. Balev, J.R. Batley, M. Behler,
S. Bifani, C. Biino, A. Bizzeti, B. Bloch-Devaux, G. Bocquet, N. Cabibbo, M. Calvetti, N. Cartiglia, A. Ceccucci,
P. Cenci, C. Cerri, C. Cheshkov, J.B. Ch`eze, M. Clemencic, G. Collazuol, F. Costantini, A. Cotta Ramusino,
D. Coward, D. Cundy, A. Dabrowski, P. Dalpiaz, C. Damiani, M. De Beer, J. Derr´e, H. Dibon, L. DiLella, N. Doble,
K. Eppard, V. Falaleev, R. Fantechi, M. Fidecaro, L. Fiorini, M. Fiorini, T. Fonseca Martin, P.L. Frabetti,
L. Gatignon, E. Gersabeck, A. Gianoli, S. Giudici, A. Gonidec, E. Goudzovski, S. Goy Lopez, M. Holder,
P. Hristov, E. Iacopini, E. Imbergamo, M. Jeitler, G. Kalmus, V. Kekelidze, K. Kleinknecht, V. Kozhuharov,
W. Kubischta, G. Lamanna, C. Lazzeroni, M. Lenti, L. Litov, D. Madigozhin, A. Maier, I. Mannelli, F. Marchetto,
G. Marel, M. Markytan, P. Marouelli, M. Martini, L. Masetti, E. Mazzucato, A. Michetti, I. Mikulec, M. Misheva,
N. Molokanova, E. Monnier, U. Moosbrugger, C. Morales Morales, D.J. Munday, A. Nappi, G. Neuhofer,
A. Norton, M. Patel, M. Pepe, A. Peters, F. Petrucci, M.C. Petrucci, B. Peyaud, M. Piccini, G. Pierazzini,
I. Polenkevich, Yu. Potrebenikov, M. Raggi, B. Renk, P. Rubin, G. Ruggiero, M. Savri´e, M. Scarpa, M. Shieh,
M.W. Slater, M. Sozzi, S. Stoynev, E. Swallow, M. Szleper, M. Valdata-Nappi, B. Vallage, M. Velasco, M. Veltri,
S. Venditti, M. Wache, H. Wahl, A. Walker, R. Wanke, L. Widhalm, A. Winhart, R. Winston, M.D. Wood,
S.A. Wotton, A. Zinchenko, M. Ziolkowski. First observation and study of the K± →π±π0e
decay with the NA48/2 experiment at CERN B Bloch-Devaux1,2
1 Universit`a di Torino, Dipartimento di Fisica Sperimentale, Torino, Italy B Bloch-Devaux1,2
1 Universit`a di Torino, Dipartimento di Fisica Sperimentale, Torino, Italy
E-mail: brigitte.bloch-devaux@cern.ch Abstract. The first observation of the rare decay K± →π±π0e+e−is reported by the NA48/2
experiment at CERN, based on 4919 candidates with 4.9% background contamination. From
the analysis of 1.7 × 1011 kaon decays collected in 2003–2004, the branching ratio in the full
kinematic region is measured to be BR(K± →π±π0e+e−)= (4.24 ± 0.14) × 10−6. A detailed
study of the kinematic space shows evidence for a structure dependent contribution. Both
measured BR and structure dependent contribution are in perfect agreement with theoretical
predictions based on Chiral Perturbation Theory. Several P- and CP-violating asymmetries are
also evaluated. Content from this work may be used under the terms of the Creative Commons Attribution 3.0 licence. Any further distribution
of this work must maintain attribution to the author(s) and the title of the work, journal citation and DOI.
Published under licence by IOP Publishing Ltd
1 1526 (2020) 012004
doi:10.1088/1742-6596/1526/1/012004 Journal of Physics: Conference Series decay rate consists of three terms: the dominant long-distance IB contribution (electric part
E only), the DE component (both electric E and magnetic M parts), and their interference. The interference term collects the different contributions, IB-E, IB-M and E-M. The P-violating
IB-M and E-M terms cancel upon angular integration and do not contribute to the total rate. Few theoretical publications investigate the K± →π±π0e+e−mode [1][2][3] and no experimental
observation has so far been reported. The authors of [2] were able to predict, on the basis of the
NA48/2 measurement of the magnetic and electric terms in the K± →π±π0γ decay mode [4], the
contributions of the single components relative to IB. Including more experimental measurements
from radiative kaon decays [5], the authors of [3] were able to refine their predictions. 3. Analysis strategy and measurements Events in the signal mode are selected simultaneously with events in the normalization mode
(K± →π±π0
D, π0
D →γe+e−) chosen to have a final state topology (π±γe+e−) differing from
the signal (π±γγe+e−) by only one photon while satisfying similar kinematic constraints on the
reconstructed π0 and kaon masses. 2. The NA48/2 experiment The NA48/2 experiment at the CERN SPS was specifically designed for charge asymmetry
measurements in the K± →3π decay modes [6] and collected large samples of charged kaon
decays during the 2003–2004 data taking period. The experiment beam line had been designed
to deliver simultaneous narrow momentum band K+ and K−beams originating from primary
400 GeV/c protons extracted from the CERN SPS and impinging on a beryllium target. Secondary unseparated beams with central momenta of 60 GeV/c and a momentum band of
±3.8% (rms) were selected and brought to a common beam axis. A fraction of the beam
kaons decayed in a fiducial decay volume contained in a 114 m long cylindrical evacuated tank. The momenta of charged decay products were measured in a magnetic spectrometer, housed
in a tank filled with helium and placed downstream of the decay volume. The spectrometer
was composed of four drift chambers (DCH) and a dipole magnet providing in the horizontal
plane a momentum kick ∆p = 120 MeV/c to charged particles. The momentum resolution
achieved was σp/p = (1.02 ⊕0.044 · p)% (p in GeV/c). A hodoscope (HOD) consisting of
two planes of plastic scintillators, each segmented into 64 strip-shaped counters, followed the
spectrometer and provided time measurements for charged particles with a resolution of 150
ps. The HOD surface was logically subdivided into 16 exclusive regions producing fast signals
used to trigger the detector readout on charged track topologies. Further downstream was a
liquid krypton electromagnetic calorimeter (LKr), an almost homogeneous ionization chamber
with an active volume of 7 m3 of liquid krypton, 27X0 deep, segmented transversally into 13248
projective ∼2×2 cm2 cells and with no longitudinal segmentation. The energies of photons were
measured with a resolution σE/E = (3.2/
√
E ⊕9.0/E ⊕0.42)% (E in GeV). An iron/scintillator
hadronic calorimeter and muon detectors, not used in the present analysis, were located further
downstream. A dedicated two-level trigger was used to collect three track decays with a very
high efficiency [6]. A detailed description of the detector can be found in [7]. 1. Introduction
K
d
h Kaon decays have played a major role in establishing the quark mixing flavour structure of the
Standard Model. Radiative kaon decays, dominated by long-distance effects, are particularly
suited in testing models describing low-energy quantum chromodynamics (QCD) such as the
chiral perturbation theory (ChPT), an effective field theory valid below a scale of O(1 GeV). The K± →π±π0e+e−decay, never observed so far, proceeds through virtual photon exchange
followed by internal conversion into an electron-positron pair, i.e. K± →π±π0γ∗→π±π0e+e−. The virtual γ∗can be produced by two different mechanisms: Inner Bremsstrahlung (IB),
where the γ∗is emitted by one of the charged mesons in the initial or final state and Direct
Emission (DE) where the γ∗is radiated offat the weak vertex. Consequently, the differential International Conference on Kaon Physics 2019
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Journal of Physics: Conference Series 1526 (2020) 012004
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doi:10.1088/1742-6596/1526/1/012004 suppress photon conversions to an e+e−pair in the upstream material. The first level trigger
requires coincidences of hits in the two HOD planes in at least two of the 16 square regions. Events with all three tracks hitting the same HOD quadrant, leading to geometrical inefficiency,
are rejected to ensure high and similar trigger efficiencies for both modes. Isolated energy clusters without associated track in the LKr, in time within 5 ns with the
mean of the three track times, are identified as the photon candidates. The minimum photon
energy required is 2 GeV. The photon four-momenta are reconstructed assuming they originate
from the 3-track vertex. In the signal selection, the two-photon invariant mass is required to be within ±15 MeV/c2
from the nominal PDG [8] π0 mass. The reconstructed invariant mass of the π±π0e+e−system
is required to be within ±45 MeV/c2 from the nominal PDG K± mass. In the normalization
selection, the same cuts applies to the invariant mass of the γe+e−system (π0
D) and to the
π±π0
D system, respectively. The strong kinematic correlation between the reconstructed π0
and kaon masses is exploited, selecting events in a band defined as |mπ0 −0.42 × mK + 73.2| <
6 MeV/c2 (masses in MeV/c2), allowing particle identification without using the LKr information
for electron-pion separation. More than 99% of the normalization simulated events and 96.5%
of the signal simulated events satisfy the requirement. The total reconstructed momentum is required to be in the range (54–66) GeV/c, compatible
with the beam momentum. In the transverse plane, the reconstructed 3-track vertex position
and kaon position at the LKr front face (defined as the energy weighted sum of the non-deviated
tracks and photon(s) positions) are required to be consistent with the corresponding beam
positions as monitored by K3π events. Two main sources of background are contributing to the signal final state: K± →π±π0π0
D
(K3πD) when one of the photons is lost, and K± →π±π0
D(γ) (K2πD), when an extra photon
combines with the Dalitz photon to mimic a π0 →γγ decay. An additional suppression of the
K3πD background events is obtained by requiring the squared invariant mass of the π+π0 system
to be greater than 0.12 GeV2/c4, exploiting the larger phase space available in the signal mode. International Conference on Kaon Physics 2019
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doi:10.1088/1742-6596/1526/1/012004 To reject further K2πD background contamination, each of the two possible invariant masses
Meeγ are required to be more than 7 MeV/c2 away from the nominal mass of the neutral pion. The background processes contributing to the normalization mode are Kµ3D(K± →µ±νπ0
D)
and Ke3D (K± →e±νπ0
D) where the π0
D is correctly reconstructed but the muon (electron) is
given a pion mass and therefore can sometimes satisfy all other selection criteria. 6 Samples of 16.3 × 106K2πD and 4919 signal candidates have been selected from a subset of a
1.7×1011 kaon decay exposure in 2003–2004. The background contributions are estimated from
simulation. They amount to (10437 ± 119) Kµ3D events and (6851 ± 106) Ke3D events in the
normalization mode, corresponding to a total background contamination of (0.106 ± 0.001)%. In the signal mode, they amount to (132 ± 8) events from K3πD, (102 ± 19) events from
K2πD and (7 ± 3) events from Ke3D, adding up to a relative background contribution of
(4.9 ± 0.4)%. Reconstructed mass distributions are displayed in Figure 1 (Figure 2) for the
selected normalization (signal) candidates. Expected background and normalization (signal)
simulations, scaled to the number of observed candidates, show a good agreement with the data
distributions. 3.1. Candidate selections and background estimates 3.1. Candidate selections and background estimates Both signal and normalization candidates are reconstructed from three charged tracks (two
same-sign tracks and one opposite-charge track) forming a common vertex in the fiducial decay
volume. The tracks are required to be in time within 5 ns of each other using the HOD time of the
hit associated to the track and their impact point should lie within the geometrical acceptance
of the drift chambers (radial distance to the beam line axis, monitored by fully reconstructed
K± →π±π+π−(K3π) events, larger than 12 cm). The track momenta are required to be in the
range (2–60) GeV/c and any track-to-track distance at DCH1 should be larger than 2 cm to 2 3.2. Branching ratio measurement
± g
Branching Ratio of the K± →π±π0e+e−decay mode is obtained using the expression: The Branching Ratio of the K± →π± The Branching Ratio of the K± →π±π0e+e−decay mode i BR(K± →π±π0e+e−)/BR(K± →π±π0) = (Ns −Nbs)
(Nn −Nbn) · An × εn
As × εs
· Γ(π0
D)
Γ(π0γγ)
(1) (1) where Ns,bs,n,bn are the number of signal, background to signal, normalization and corresponding
background events. As,n and εs,n are the acceptances and trigger efficiencies of the signal and 3 International Conference on Kaon Physics 2019 1526 (2020) 012004
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Figure 1. Normalization candidates. Left: reconstructed γe+e−mass. Middle: reconstructed
π±π0
D mass. Right: reconstructed e+e−mass. The selection requires me+e−> 10 MeV/c2. Dots correspond to data candidates, stacked histograms are, from bottom to top, the expected
Kµ3D (green) and Ke3D (blue) backgrounds multiplied by a factor of 50 to be visible. The
normalization simulation (red) includes radiative effects. 0
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Ke3D
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me+e−[GeV/c2] 100
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[GeV/c2] 60
80
00
0
0
me+e−[GeV/c2] Figure 1. Normalization candidates. Left: reconstructed γe+e−mass. Middle: reconstructed
π±π0
D mass. Right: reconstructed e+e−mass. The selection requires me+e−> 10 MeV/c2. Dots correspond to data candidates, stacked histograms are, from bottom to top, the expected
Kµ3D (green) and Ke3D (blue) backgrounds multiplied by a factor of 50 to be visible. The
normalization simulation (red) includes radiative effects. 1526 (2020) 012004
doi:10.1088/1742-6596/1526/1/012004 Within the current statistics, the data
sample analyzed has no sensitivity to the DE and INT contributions that would be dominant
in the upper part of the mee spectrum (Figure 2). However a global analysis of the 3d-space
(q2, T ∗
π, E∗
γ) where q2, T ∗
π, E∗
γ are the e+e−mass squared, the charged pion kinetic energy and the
virtual photon energy in the kaon rest frame, respectively, allows to measure the fractions M/IB
= (1.14 ± 0.43stat)%, to be compared to the prediction (1.41 ± 0.14ext)% and, with a limited
accuracy, (IB-E)/IB = (−0.14±0.36stat)%, to be compared to the prediction (−0.39±0.28ext)%. The external errors stem from the uncertainties of the measurements used as input in the
predictions. Asymmetries between K+ and K−partial rates give access to the weak (or beyond Standard
Model) phases that change sign under charge conjugation, unlike the strong phase that governs
the final state interaction of the pion system. The simplest CP-violating asymmetry is the charge
asymmetry of the integrated partial rates, ACP , measured from the statistically independent
measurements of K+ and K−branching ratios, as ACP = (−2.84 ± 1.55)%, translated to a
single-sided upper limit of |ACP | < 4.82% at 90% CL. Similarly, other asymmetries can be
built from partially integrated K+ and K−partial rates over the angular variable φ, the angle
between the dipion and dilepton planes in the kaon rest frame. Two CP-violating asymmetries
and one long-distance P-violating asymmetry [5] have been evaluated, all consistent with zero
and resulting in single-sided upper limits |Aφ
CP | < 1.9% at 90% CL and |A(L)
P | < 1.8% at 90%
CL . 1526 (2020) 012004
doi:10.1088/1742-6596/1526/1/012004 1526 (2020) 012004
doi:10.1088/1742-6596/1526/1/012004 implementation of radiative effects. The agreement between data and simulation can be seen
from the me+e−distribution of Figure 1. The MC simulations for the different π±π0e+e−
contributions IB, DE, and the electric interference IB-E, have been generated separately
according to the theoretical description given in [2][3] neglecting the magnetic interference. The
As acceptance of 0.662(1)% has been obtained from a weighted average of the single component
acceptances, using as weights the relative contributions with respect to IB computed in [2][3]. As radiative corrections to the π±π0e+e−mode are not considered in [2][3], the signal MC
simulation included the real photon(s) emission as implemented in the PHOTOS package. The
total branching ratio is obtained as : (2) BR(K± →π±π0e+e−) = (4.237 ± 0.063stat ± 0.033syst ± 0.126ext) × 10−6
(2) where systematic errors include uncertainties on acceptance, trigger efficiencies and radiative
corrections. The external error originating from the π0
D branching ratio uncertainty is the
dominant error in the present measurement obtained with an overall precision of 2.971%. 3.3. Kinematic space study and asymmetries 3.3. Kinematic space study and asymmetries
The obtained BR measurement is in very good agreement with the theoretical predictions [2][3]
of 4.18 × 10−6 for IB only and 4.23 × 10−6 including all structure dependent contributions but
is not precise enough to distinguish between them. Within the current statistics, the data
sample analyzed has no sensitivity to the DE and INT contributions that would be dominant
in the upper part of the mee spectrum (Figure 2). However a global analysis of the 3d-space
(q2, T ∗
π, E∗
γ) where q2, T ∗
π, E∗
γ are the e+e−mass squared, the charged pion kinetic energy and the
virtual photon energy in the kaon rest frame, respectively, allows to measure the fractions M/IB
= (1.14 ± 0.43stat)%, to be compared to the prediction (1.41 ± 0.14ext)% and, with a limited
accuracy, (IB-E)/IB = (−0.14±0.36stat)%, to be compared to the prediction (−0.39±0.28ext)%. The external errors stem from the uncertainties of the measurements used as input in the
predictions. p
y
y
The obtained BR measurement is in very good agreement with the theoretical predictions [2][3]
of 4.18 × 10−6 for IB only and 4.23 × 10−6 including all structure dependent contributions but
is not precise enough to distinguish between them. 3.2. Branching ratio measurement
± 0
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Signal IB
Ke3D
K2πDγ
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me+e−[GeV/c2]
Figure 2. Signal candidates. Left: reconstructed γγ mass. Middle: reconstructed π±π0e+e−
mass. Right: reconstructed e+e−mass. Full dots correspond to data candidates, stacked
histograms are, from bottom to top, the expected K3πD (green), K2πD (light blue) and Ke3D
(dark blue) backgrounds and signal IB (red) estimated from simulation. mπ±π0e+e−[Ge mπ±π0e+e− Figure 2. Signal candidates. Left: reconstructed γγ mass. Middle: reconstructed π±π0e+e−
mass. Right: reconstructed e+e−mass. Full dots correspond to data candidates, stacked
histograms are, from bottom to top, the expected K3πD (green), K2πD (light blue) and Ke3D
(dark blue) backgrounds and signal IB (red) estimated from simulation. normalization modes. The trigger efficiency (εn), is measured using control data samples. It
is also evaluated on simulated samples and found to be well reproduced (εn = 98.27(1)%). Because of the very limited data statistics, simulated signal samples are therefore used to
evaluate the signal trigger efficiency (εs = 98.34(2)%) . The normalization mode branching
ratio BR(K± →π±π0) = (20.67 ± 0.08) × 10−2 is obtained from the PDG [8] world average. The acceptances of the signal, the normalization and the background channels are computed
using a GEANT3-based [9] Monte Carlo (MC) simulation which includes full detector geometry
and material description, stray magnetic fields, accurate beam line geometry, local detector
imperfections and time variations of the above throughout the data taking period. The An
acceptance of 3.981(2)% is computed using the implementation of K± →π±π0 according to
[10] followed by π0
D according to the most recent calculations [11], including the best current 4 International Conference on Kaon Physics 2019
Journal of Physics: Conference Series 1526 (2020) 012004
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doi:10.1088/1742-6596/1526/1/012004 1526 (2020) 012004
g
doi:10.1088/1742-6596/1526/1/012004 4. Summary
h
fi
b The first observation of the K± →π±π0e+e−decay has been reported by the NA48/2
collaboration [12] with a branching ratio BR(K± →π±π0e+e−) = (4.24 ± 0.14) × 10−6 in
agreement with the theoretical predictions [2][3]. The relative contribution M/IB has been
evaluated from a 3d-analysis of the kinematic space as (1.14 ± 0.43stat)%. Several P- and CP-
violating asymmetries have been set as single-sided upper limits of ∼2% at 90% CL. Further
studies of this rich mode could bring more information on the internal structure of the decay
process, in a later data taking period of NA62 including a dedicated trigger stream. 5 1526 (2020) 012004
IOP Publishing
doi:10.1088/1742-6596/1526/1/012004 International Conference on Kaon Physics 2019 International Conference on Kaon Physics 2019 Journal of Physics: Conference Series Acknowledgments g
The author is most grateful to the local organisers of the KAON 2019 conference for making
this contribution possible and for their support and hospitality. References [1] Pichl H 2001 Eur. Phys. J. C 20 371 [1] Pichl H 2001 Eur. Phys. J. C 20 371 [3] Cappiello L, Cat`a O and D’Ambrosio G 2018 Eur. Phys. J. C 78 265 [4] Batley J R et al. [NA48/2 Collaboration] 2010 Eur. Phys. J. C 68 75 [5] Cat`a O, 2019 these proceedings [6] Batley J R et al. [NA48/2 Collaboration] 2007 Eur. Phys. J. C [6] Batley J R et al. [NA48/2 Collaboration] 2007 Eur. Phys. J. C 52 875 2007 Nucl. Instrum. Methods A 574 443 nti V et al. 2007 Nucl. Instrum. Methods A 574 443 [ ]
[8] Tanabashi M et al. [Particle Data Group] 2018 Phys. Rev. D 98 030001 [9] GEANT3 Detector Description and Simulation Tool 1994 CERN Program Library W5013 [
]
y
[11] Husek T, Kampf K and Novotny J 2015 Phys. Rev. D 92 054027 [11] Husek T, Kampf K and Novotny J 2015 Phys. Rev. D 92 054027 11] Husek T, Kampf K and Novotny J 2015 Phys. Re [12] Batley J R et al. [NA48/2 Collaboration] 2019 Phys. Lett. B 788 552 6
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Waiting-list interventions for children and young people using child and adolescent mental health services: a systematic review
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BMJ mental health
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WHAT THIS STUDY ADDS ⇒Waiting list interventions have the potential
to support children, young people and their
families while waiting for mental health
assessment and/or treatment. ⇒Psychoeducation lends itself to being offered as
a waiting list intervention. 3Institute of Mental Health,
School of Medicine,
Mental Health and Clinical
Neurosciences, University of
Nottingham, Nottingham, UK
4NIHR Nottingham Biomedical
Research Centre, Institute of
Mental Health, University of
Nottingham, Nottingham,
UK, University of Nottingham,
Nottingham, UK copyright.
on October 23
http://mentalhealth.bmj.com/
BMJ Ment Health: first published as 10.1136/bmjment-2023-300844 on 1 February 2024. Downloaded from y
or children and young
escent mental health
w
Kapil Sayal ,3 Charlotte L Hall 4
in 2020, although rates have since remained more
stable.2 This is reflected in referrals to CAMHS,
where a 109% increase in referrals has been seen
between April 2019 (31 720 referrals) and April
2022 (66 389 referrals).3 Waiting list times may
influence engagement with services, deterring fami-
lies from seeking help4 and negatively impacting
engagement with therapy.5–7 An exacerbation of
mental and physical health issues may also be expe-
rienced while on waiting lists.7 The James Lind
Alliance (JLA) identified which interventions are
effective in supporting children and young people
on waiting lists as a top-10 priority (https://www.
jla.nihr.ac.uk/priority-setting-partnerships/Mental-
health-in-children-and-young-people/top-10-prior-
ities.htm). Over the past 20 years, there has been an
increasing body of research on waiting list strat-
egies within mental health services. It has been
recommended that interim interventions (such as
bibliotherapy and relaxation training) should be
WHAT IS ALREADY KNOWN ON THIS TOPIC
⇒Waiting lists for child and adolescent mental
health services are growing worldwide,
therefore there is a need to understand how
referred patients on waiting lists can be better
supported. WHAT THIS STUDY ADDS
⇒Waiting list interventions have the potential
to support children, young people and their
families while waiting for mental health
assessment and/or treatment. ⇒Psychoeducation lends itself to being offered as
a waiting list intervention. HOW THIS STUDY MIGHT AFFECT RESEARCH,
PRACTICE OR POLICY
⇒Waiting list interventions show promise in
supporting children and young people accessing
child and adolescent mental health services;
further research is warranted to further
understand the benefits to the service, the
patient and how best to develop and implement
these in practice. copyright. y g
p
j
p
j
y Althea Z Valentine ,1 Sophie S Hall ,2 Kapil Sayal ,3 Charlotte L Hall 4 Althea Z Valentine ,1 Sophie S Hall ,2 Kapil Sayal ,3 Charlotte L Hall 4 copyright. on October 23, 2024 by guest. Protected by
http://mentalhealth.bmj.com/
ublished as 10.1136/bmjment-2023-300844 on 1 February 2024. Downloaded from ABSTRACT
Question Children and young people experience
delays in assessment and/or treatment within mental
health services. The objective of this systematic review,
funded by the Emerging Minds Network, was to explore
the current evidence base for mental health waiting list
interventions to support children and young people. Study selection and analysis A literature search
was conducted in MEDLINE, PsycINFO, Web of Science
and the Cochrane databases from 2000 to 2023 (last
searched October 2023). Included studies described
interventions to support children and young people
and/or their family while on a waiting list for child and
adolescent mental health services. Titles and abstracts
were screened independently by two reviewers, data
were extracted by one reviewer, confirmed by a second
and a narrative synthesis was provided. ►Additional supplemental
material is published online
only. To view, please visit the
journal online (http://dx.doi.
org/10.1136/bmjment-2023-
300844). WHAT IS ALREADY KNOWN ON THIS TOPIC ⇒Waiting lists for child and adolescent mental
health services are growing worldwide,
therefore there is a need to understand how
referred patients on waiting lists can be better
supported. ⇒Waiting lists for child and adolescent mental
health services are growing worldwide,
therefore there is a need to understand how
referred patients on waiting lists can be better
supported. 1NIHR MindTech MedTech
Co-operative, Institute of
Mental Health, Mental Health
and Clinical Neurosciences,
University of Nottingham,
Nottingham, UK
2University of Nottingham,
Nottingham Clinical Trials Unit,
Nottingham, UK
3Institute of Mental Health,
School of Medicine,
Mental Health and Clinical
Neurosciences, University of
Nottingham, Nottingham, UK
4NIHR Nottingham Biomedical
Research Centre, Institute of
Mental Health, University of
Nottingham, Nottingham,
UK, University of Nottingham,
Nottingham, UK 1NIHR MindTech MedTech
Co-operative, Institute of
Mental Health, Mental Health
and Clinical Neurosciences,
University of Nottingham,
Nottingham, UK Study selection and analysis A literature search
was conducted in MEDLINE, PsycINFO, Web of Science
and the Cochrane databases from 2000 to 2023 (last
searched October 2023). Included studies described
interventions to support children and young people
and/or their family while on a waiting list for child and
adolescent mental health services. Titles and abstracts
were screened independently by two reviewers, data
were extracted by one reviewer, confirmed by a second
and a narrative synthesis was provided. HOW THIS STUDY MIGHT AFFECT RESEARCH,
PRACTICE OR POLICY Findings Eighteen studies including 1253 children and
young people were identified. Studies described waiting
list interventions for autism spectrum disorders, eating
disorders, generic conditions, transgender health, anxiety/
depression, self-harm and suicide and behavioural
issues. Many interventions were multicomponent; 94%
involved psychoeducation, other components included
parental support, bibliotherapy and coaching. Duration
of the interventions ranged from a single session to over
a year; 66% involved face-to-face contact. All studies
demonstrated benefits in terms of improved clinical
outcomes and/or feasibility/acceptability. Evidence for
service outcomes/efficiency was largely unexplored. Limitations of the underpinning research, such as sample
size and low-quality papers, limit the findings. ⇒Waiting list interventions show promise in
supporting children and young people accessing
child and adolescent mental health services;
further research is warranted to further
understand the benefits to the service, the
patient and how best to develop and implement
these in practice. Correspondence to
Dr Althea Z Valentine, NIHR
MindTech MedTech Co-
operative, Institute of Mental
Health, Mental Health and
Clinical Neurosciences,
University of Nottingham,
Nottingham, NG7 2RD, UK;
althea.valentine@nottingham.
ac.uk in 2020, although rates have since remained more
stable.2 This is reflected in referrals to CAMHS,
where a 109% increase in referrals has been seen
between April 2019 (31 720 referrals) and April
2022 (66 389 referrals).3 Waiting list times may
influence engagement with services, deterring fami-
lies from seeking help4 and negatively impacting
engagement with therapy.5–7 An exacerbation of
mental and physical health issues may also be expe-
rienced while on waiting lists.7 The James Lind
Alliance (JLA) identified which interventions are
effective in supporting children and young people
on waiting lists as a top-10 priority (https://www.
jla.nihr.ac.uk/priority-setting-partnerships/Mental-
health-in-children-and-young-people/top-10-prior-
ities.htm). Limitations of the underpinning research, such as sample
size and low-quality papers, limit the findings. Received 24 July 2023
Accepted 3 December 2023 Received 24 July 2023
Accepted 3 December 2023 Received 24 July 2023
Accepted 3 December 2023 Conclusions There is limited research exploring waiting
list interventions, however, the findings from small-scale
studies are promising. Further research using robust
study designs and real-world implementation studies are
warranted. October 23, 2024 by guest. Protected by ►Additional supplemental
material is published online
only. To view, please visit the
journal online (http://dx.doi.
org/10.1136/bmjment-2023-
300844). Valentine AZ, et al. BMJ Ment Health 2024;27:1–6. doi:10.1136/bmjment-2023-300844 copyright.
on October 23, 2024 by guest. Protected
http://mentalhealth.bmj.com/
BMJ Ment Health: first published as 10.1136/bmjment-2023-300844 on 1 February 2024. Downloaded from Open access Systematic review BACKGROUND
h ld The following were excluded: waiting list management from a service
perspective, models for healthcare delivery, appointment scheduling
or improving access, opinions on general service satisfaction or
clinical changes not linked to waiting list interventions, interventions
that could be a waiting list intervention but are not tested as such,
preventative trials not at the point of referral. Comparators
The intervention must have been used to support participants while on a waiting
list for assessment or treatment in a mental health service; any comparators were
considered. No exclusion criteria. Outcomes
Outcomes included clinical outcomes, service efficiencies and user impact, acceptability
and reported barriers and facilitators to engagement. No exclusion criteria. Types of sources
of evidence
Evidence sources included qualitative and quantitative research studies and conference
abstracts that reported clinical, cost-effectiveness and/or perceptions (feasibility/
usability). There were no restrictions on the study design. Non-peer-review articles and study protocols were excluded. BMJ Ment Health: first published as 10.1136/bmjment- copyright. http://menta
BMJ Ment Health: first published as 10.1136/bmjment-2023-300844 on 1 February 2024. Downloaded from copyright. on October 23, 2024 by gue
http://mentalhealth.bmj.com/
BMJ Ment Health: first published as 10.1136/bmjment-2023-300844 on 1 February 2024. Downloaded from copyright. on October 23, 2024 by guest. Protected by
http://mentalhealth.bmj.com/
th: first published as 10.1136/bmjment-2023-300844 on 1 February 2024. Downloaded from The following were excluded: waiting list management from a service
perspective, models for healthcare delivery, appointment scheduling
or improving access, opinions on general service satisfaction or
clinical changes not linked to waiting list interventions, interventions
that could be a waiting list intervention but are not tested as such,
preventative trials not at the point of referral. No exclusion criteria. Types of sources
of evidence
Evidence sources included qualitative and quantitative research studies and conference
abstracts that reported clinical, cost-effectiveness and/or perceptions (feasibility/
usability). There were no restrictions on the study design. Non-peer-review articles and study protocols were excluded. CAMHS, Child*, “mental health” or depress*). Subject/Medical
Subject Headings related to mental health (eg, Mental Health/
Services/ Disorders, Pediatrics, Child and Adolescent Psychi-
atry/Psychology/Psychotherapy/Psychopathology). Following
data extraction, backward and forward citation chasing was
conducted using a citationchaser11 (https://estech.shinyapps.io/
citationchaser/) looking for all records citing (forward citation
chasing) or referenced (backward citation chasing) in one or
more of the included articles, this search was updated October
2023. lists rather than interim patient-facing interventions. BACKGROUND
h ld Children, young people and their families report
long waiting lists for assessment, diagnosis and treat-
ment once referred to child and adolescent mental
health services (CAMHS) in the UK. A survey of
almost 14 000 young people found that 44% waited
more than a month for mental health support, 26%
of which have attempted to take their own life while
waiting for support.1 Probable mental health disor-
ders in those aged 17–19 years increased from 1 in
10 (10.1%) in 2017 to 1 in 4 (25.7%) in 2022. In
those aged 7–16 years, there was an increase from
one in nine (12.1%) in 2017 to one in six (16.7%) Over the past 20 years, there has been an
increasing body of research on waiting list strat-
egies within mental health services. It has been
recommended that interim interventions (such as
bibliotherapy and relaxation training) should be
considered for patients facing long waiting times,
as well as improving the administrative manage-
ment of waiting lists, for example, using clear eligi-
bility criteria, screening and opting in.8 Research
has focused mainly on service initiatives to manage To cite: Valentine AZ,
Hall SS, Sayal K, et al. BMJ
Ment Health 2024;27:1–6. © Author(s) (or their
employer(s)) 2024. Re-use
permitted under CC BY. Published by BMJ. To cite: Valentine AZ,
Hall SS, Sayal K, et al. BMJ
Ment Health 2024;27:1–6. Valentine AZ, et al. BMJ Ment Health 2024;27:1–6. doi:10.1136/bmjment-2023-300844 1 Open access Open access
Table 1 Inclusion and exclusion criteria
PICO criteria
Inclusion criteria
Exclusion criteria
Population
Children and young people (up to 18 years) referred to a specialist mental health
service for assessment or treatment of any mental health disorder. Participants may
also be the families/carers or healthcare providers of these participants. No exclusion criteria. Intervention
We defined ‘waiting list interventions’, as an intervention used to support participants
and/or their family while on a waiting list for mental health assessment, diagnosis and/
or treatment. There were no restrictions on the frequency, timing, geographical location
or healthcare setting, or those administering the intervention, but these details were
noted in the data extraction as important features. BACKGROUND
h ld A recent
systematic review identified 20 articles, including studies of
mental health services for children and young people (n=10),
family or adult (n=4), primary care (n=3) and university coun-
selling (n=3). The paper detailed strategies services have used
to manage waiting list demands including demand management
approaches such as walk-in models, triage, multidisciplinary
care, patient-led approaches and service delivery changes.9 To improve service delivery and better support children and
young people on waiting lists, there is a need to understand what
waiting list interventions are currently offered and the evidence
base to support their use; we conducted a systematic review to
explore this. The retrieval method was the same across all search methods. All identified citations were collated and uploaded into EndNote
V.x9.3.3 (Clarivate Analytics, Pennsylvania, USA) and 1804
duplicates removed using Endnote automated tools. Following
pilot testing the study selection, all titles and abstracts were
screened independently against the inclusion criteria in Endnote
(AZV) and following data importation to Excel (CLH/SSH). Two
researchers independently reviewed the full texts of selected arti-
cles and the reason for exclusion was noted. Any disagreements
that arose were resolved through discussion. The results of the
search are presented in a Preferred Reporting Items for System-
atic Reviews and Meta-Analyses (PRISMA) flow diagram12 (see
figure 1). OBJECTIVE The objectives of the review were to: (a) explore, summarise
and assess the quality of the available peer-reviewed evidence-
base for interventions for children and young people on waiting
lists for mental health services; (b) provide an overview of the
characteristics, nature and diversity of the interventions and (c)
explore the evidence in terms of outcomes of interest including
clinical outcomes, service efficiencies and user impact, accept-
ability and reported barriers and facilitators to engagement. In
doing so, we identify gaps, deficiencies and trends in the current
evidence to help underpin and inform future research. Data were extracted using a standardised form by one
researcher (AZV) and verified for accuracy by one of two
reviewers (CLH and SSH), discrepancies were resolved via
discussion. The first three papers were used to pilot the data
extraction tool, minor modifications were made to ensure that
relevant data were collected (eg, including the percentage of
eligible participants recruited). Extracted data included study
and population characteristics, descriptions of study aims and
intervention and barriers and facilitators. Outcomes of interest
were clinical (any measure and timepoint), service efficiency
(eg, reduction in waiting times, intervention costs, etc) and
user impact (feasibility and acceptability). Missing data were
recorded and authors were not contacted for additional infor-
mation. Because of the heterogeneity of the included studies, a
narrative synthesis was used. Valentine AZ, et al. BMJ Ment Health 2024;27:1–6. doi:10.1136/bmjment-2023-300844 Quality
Th The quality appraisal revealed most studies were of low quality. Although there were four randomised controlled trials (RCTs),
only one met the prespecified power sample size and was given
a OCEBM level 2 quality rating.22 However, the sample size
was small (n=60) and there was insufficient information on
how the power calculation was performed.22 This study along
with another small study including 51 parents/caregivers and
36 young people24 were designed to assess effectiveness. The
remaining RCTs were designed to assess feasibility/acceptability,
and thus were not fully powered14 21; these were downgraded
from possible 2 to 3 ratings. We noted the importance of these
studies to inform the future development of efficacy RCTs. From
the remaining papers, all studies were classified as OCEBM level
3–5, most described an evaluation of implementation within a
single service, comparing scores at baseline and postinterven-
tion. Typically, the studies did not have a comparator group. ober 23, 2024 by guest. Protected by Study selection and analysis Protected by
http://mentalhealth.bmj.com/
MJ Ment Health: first published as 10.1136/bmjment-2023-300844 on 1 February 2024. Downloaded from Figure 1 Flow diagram showing the selection of reports included in the review. WLI, waiting list intervention. Figure 1 Flow diagram showing the selection of reports included in the review. WLI, waiting list intervention. the appraisal, which was verified by a second reviewer (SSH),
any disagreements were resolved via discussion. Population All participants were on waiting lists for mental health services
delivered in healthcare settings relevant to the country of the
study. Five were conducted in the USA, four in Australia, four
in the UK, three in Canada and two in Ireland. The reasons
for being on a waiting list included: autism spectrum disorders
(ASD; n=5), eating disorders (n=4), generic CAMHS referrals
(n=3), transgender health (n=2), anxiety/depression (n=2),
self-harm/suicide (n=1) and behavioural issues (n=1). All ages of
children were included in the review from under 5 to 18 years. Those under 5 were all referred to CAMHS for ASD or generic
reasons. Where reported, all studies included a mix of genders,
with ASD and behavioural issues involving predominantly
male participants and eating disorders, anxiety and depression,
predominantly female participants. Most studies were small
with 7 studies involving fewer than 20 participants and 7 studies
between 21 and 100 participants. The larger studies included
one for 125 families of adolescents with self-harm or suicidality
behaviours, one for 268 families on eating disorders waiting
lists and the two transgender health studies including 142 and
194 participants, respectively. Recruitment was an issue across
multiple studies and small sample size was frequently mentioned
as a limitation of the research. FINDINGS A total of 5078 studies were identified, imported into EXCEL
and full texts read for relevance (n=93), if not relevant the
reason for exclusion was noted (see figure 1), 18 papers were
identified as meeting the eligibility criteria.13–30 The character-
istics of the 18 included studies are presented in online supple-
mental table 2 and online supplemental table A1. on October 23, 2024 by guest. Protected by
lth.bmj.com/ Study selection and analysis The objectives, inclusion criteria and methods for this review
were specified in advance (table 1), following appropriate guide-
lines10 (see online supplemental file 1 for the protocol). Rele-
vant terms were noted following a limited database search, from
which a comprehensive list was created by clinical and academic
experts. The main search was run in three databases MEDLINE
(Ovid), PsycINFO (Ovid) and Web of Science, restricted by date
from 2000 to 2023 to ensure interventions were relevant, and
by those published in English. The search was initially under-
taken on 10 September 2021 and updated October 2023. A
search was also run in Cochrane Trials in September 2021 only. Free-text search terms related to waiting (eg, “wait*”, wait* adj5
initiative, wait* intervention, wait* adj time, Wait* adj5 length,
Wait* adj5 duration, Access adj5 delay, Wait* adj5 access) and
children and young people mental health (eg, psych*, behav*, ctober 23, 2024 by guest. Protected by A rapid appraisal of the level of evidence was assessed using
the Oxford Centre for Evidence-Based Medicine (OCEBM;
https://www.cebm.ox.ac.uk/resources/levels-of-evidence/ocebm-
levels-of-evidence). The levels of evidence ranged from 1 to 5,
where 1 was the highest quality. One reviewer (CLH) conducted 2 Valentine AZ, et al. BMJ Ment Health 2024;27:1–6. doi:10.1136/bmjment-2023-300844 copyright. on October 23, 2024 by guest. Protected b
http://mentalhealth.bmj.com/
BMJ Ment Health: first published as 10.1136/bmjment-2023-300844 on 1 February 2024. Downloaded from Open access
Figure 1 Flow diagram showing the selection of reports included in the review. WLI, waiting list intervention. copyright. BMJ Ment Health: first published as 10.1136/bmjment-2023-300844 on 1 February 2024. Downlo copyright. http://
BMJ Ment Health: first published as 10.1136/bmjment-2023-300844 on 1 February 2024. Downloaded from 3
Valentine AZ, et al. BMJ Ment Health 2024;27:1–6. doi:10.1136/bmjment-2023-300844
the appraisal, which was verified by a second reviewer (SSH),
any disagreements were resolved via discussion. FINDINGS
A total of 5078 studies were identified, imported into EXCEL
and full texts read for relevance (n=93), if not relevant the
reason for exclusion was noted (see figure 1), 18 papers were
identified as meeting the eligibility criteria.13–30 The character-
istics of the 18 included studies are presented in online supple-
mental table 2 and online supplemental table A1. Quality
The quality appraisal revealed most studies were of low quality. Study selection and analysis Although there were four randomised controlled trials (RCTs),
only one met the prespecified power sample size and was given
a OCEBM level 2 quality rating.22 However, the sample size
was small (n=60) and there was insufficient information on
how the power calculation was performed.22 This study along
with another small study including 51 parents/caregivers and
36 young people24 were designed to assess effectiveness. The
remaining RCTs were designed to assess feasibility/acceptability,
and thus were not fully powered14 21; these were downgraded
from possible 2 to 3 ratings. We noted the importance of these
studies to inform the future development of efficacy RCTs. From
the remaining papers, all studies were classified as OCEBM level
3–5, most described an evaluation of implementation within a
single service, comparing scores at baseline and postinterven-
tion. Typically, the studies did not have a comparator group. Population
All participants were on waiting lists for mental health services
delivered in healthcare settings relevant to the country of the
study. Five were conducted in the USA, four in Australia, four
in the UK, three in Canada and two in Ireland. The reasons
for being on a waiting list included: autism spectrum disorders
(ASD; n=5), eating disorders (n=4), generic CAMHS referrals
(n=3), transgender health (n=2), anxiety/depression (n=2),
self-harm/suicide (n=1) and behavioural issues (n=1). All ages of
children were included in the review from under 5 to 18 years. Those under 5 were all referred to CAMHS for ASD or generic
reasons. Where reported, all studies included a mix of genders,
with ASD and behavioural issues involving predominantly
male participants and eating disorders, anxiety and depression,
predominantly female participants. Most studies were small
with 7 studies involving fewer than 20 participants and 7 studies
between 21 and 100 participants. The larger studies included
one for 125 families of adolescents with self-harm or suicidality
behaviours, one for 268 families on eating disorders waiting
lists and the two transgender health studies including 142 and
194 participants, respectively. Recruitment was an issue across
multiple studies and small sample size was frequently mentioned
as a limitation of the research. Intervention type and duration
The interventions varied considerably and most of the interven-
tions were multicomponent. All but one14 of the interventions
involved at least some psychoeducation aspects, many involved
Figure 1 Flow diagram showing the selection of reports included in the review. WLI, waiting list intervention. copyright. on October 23, 2024 by guest. Methodology adopted The research design varied considerably with two RCTs and two
randomised controlled feasibility studies, a further five feasibility
studies were conducted which were generally quasi-experimental
or mixed methods, other research designs included service evalu-
ations, action research and qualitative studies. Parents reported increased understanding and/or greater self-
efficacy16 23 as well as feeling empowered.24 28 In a pilot study
using a brief solution-focused approach, clinicians reported that
they were highly satisfied with the waiting list intervention and
enthusiastic about the effectiveness of the pilot.25 copyright. on October 23, 2024 by guest. Protec
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2024. Downloaded from Limitations of interventions were also noted in terms of
enablers and barriers, with some families feeling they would like
more frequent and intensive intervention,23 an advice line for
support, a parental support group and a shorter waiting time.13
Within the psychoeducation elements, there was mixed feed-
back with some families feeling that the information was too
generic, and some families did not find the content as helpful as
expected.26 27 Some children and young people reported difficul-
ties in attending the intervention because it was held during the
school day.21 Low recruitment rate was noted as a barrier in some
studies,17 21 with authors postulating that this may be because
of parental disempowerment and fear of losing their place on
the waiting list or that support may be delayed because of their
participation.26 However, once participants were recruited,
waiting list interventions generally had low drop-out rates.13 21 22 Parent-related outcomes There were contradictory findings on whether the waiting list
interventions improved parental stress14 23 and parental depres-
sion and anxiety.15 18 21 27 29 Improvements were noted in quality
17 DISCUSSION This review considered the published literature for waiting list
interventions for children and young people and families waiting
for mental health assessment and/or treatment. It aimed to (a)
explore, summarise and assess the quality of the available peer-
reviewed evidence base for interventions for children and young
people on waiting lists for mental health services; (b) provide
an overview of the characteristics, nature and diversity of the
interventions and (c) explore the evidence in terms of outcomes
of interest including clinical outcomes, service efficiencies and
user impact, acceptability and reported barriers and facilitators
to engagement. Behavioural changes were assessed in three of the four eating
disorders studies in terms of child weight and eating disorder
symptoms. A positive impact was noted in two studies,17 26 with
significant weight gains reported in both studies; one study26
additionally noted a decrease in eating disorder behaviours. No
impact on eating disorder symptoms was found in another.24 ober 23, 2024 by guest. Protected by User impact In terms of user impact, there were high ratings in terms of parental
acceptability, satisfaction and/or feasibility.13–15 20–22 27 28 30
Parents reported increased understanding and/or greater self-
efficacy16 23 as well as feeling empowered.24 28 In a pilot study
using a brief solution-focused approach, clinicians reported that
they were highly satisfied with the waiting list intervention and
enthusiastic about the effectiveness of the pilot.25 In terms of user impact, there were high ratings in terms of parental
acceptability, satisfaction and/or feasibility.13–15 20–22 27 28 30 Service efficiencies Service efficiencies providing parental support (n=11) and/or provided a self-help
manual, video or other reading material for parents/young
people (n=10). Coaching (n=3) and referrals or direction to
additional support (n=2) were also used. Most interventions
(n=12) involved some face-to-face contact and were aimed at
parents alone (n=11) or parents alongside children and young
people (n=5). Only one study15 gave children and young people
the option to complete the intervention with or without their
parent/carer (depending on their preference). The duration
varied from a single session to >12 sessions. Several studies were
a single-session intervention with follow-up support provided
where required. Three service efficiencies were reported. McGarry et al found
that when a brief consultation and advice appointment was
provided as a waiting list intervention, fewer families dropped
out compared with those who received treatment as usual.22 In
a service report of three different methods of family-based treat-
ment for eating disorders, the authors suggested that there was
a reduced burden on staff and increased efficiency of appoint-
ments, potentially reducing waiting lists, however, no data were
given to support this.28 The service evaluation of the First Assess-
ment Single-Session Triage intervention for transgender children
and young people found a reduction in wait time from 14 to
4 months19 after implementing the intervention. Costs were
mentioned in four papers, but these were not related to the
economic assessment of the intervention. Two studies reported
that the intervention was cost-neutral to participants but did not
discuss how they determined this,14 23 one study reported that
it was a low-cost intervention26 and another that they provided
play materials20 but none provided details on costs or informa-
tion about cost savings that would be useful in terms of moni-
toring service efficiencies or intervention costs. copyright. on October 23, 2024 by guest. Protected by
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th: first published as 10.1136/bmjment-2023-300844 on 1 February 2024. Downloaded from Child-related outcomes The Strengths and Difficulties Questionnaire (SDQ) was used in
two studies.13 22 One study found significant reductions on the
conduct, emotional and hyperactivity subscales which demon-
strated a positive effect of the intervention.13 The other study
showed a significant improvement on the mean total SDQ score
between baseline and 6-month follow-up.24 Most studies used
parent-reported measures for outcomes relating to the child, only
four studies used child or young person self-report measures, or
included both parental and child self-report measures.15 18 21 24 on October 23, 2024 by guest. Protected by
lth.bmj.com/ Aims of reviewed studies All 18 papers aimed to evaluate the waiting list intervention. In
seven, this was generally in terms of effectiveness and parental
satisfaction. Five papers aimed to assess feasibility and accept-
ability of the interventions. The remaining papers were to
explore the impact on mental health, to document the creation
and implementation of a waiting list intervention, to improve
parental knowledge and self-efficacy, to support families and to
reduce the waiting list. Intervention type and duration The interventions varied considerably and most of the interven-
tions were multicomponent. All but one14 of the interventions
involved at least some psychoeducation aspects, many involved Valentine AZ, et al. BMJ Ment Health 2024;27:1–6. doi:10.1136/bmjment-2023-300844 3 Open access copyright. on October 23, 2024 by gue
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BMJ Ment Health: first published as 10.1136/bmjment-2023-300844 on 1 February 2024. Downloaded from Key findings (evidence established)
Clinical outcomes The clinical outcomes varied considerably across studies, the
main clinical outcomes were changes in child symptoms or
behaviours and parental anxiety, depression and stress. Further
details about the outcomes in individual studies are presented in
the online supplemental file 1. Overall, clinical outcomes were
limited in terms of the small sample sizes. Outcomes of interest
f
db
k User feedback in general suggests high levels of satisfaction. Parents appreciated receiving support while on waiting lists,
with some evidence of lower attrition to the targeted interven-
tion. Given the exploratory nature of many of the studies, few
studies reported on clinical outcomes, and these presented mixed
results. Nevertheless, several interventions had some supporting
evidence for their clinical effectiveness.13 15 17 18 21 22 24 26 27 29 Additionally, the limitations of any review are relevant in that
sources of information may be omitted, this is particularly so
because of only using three databases, it is possible that searching
additional nursing databases would yield further relevant studies. It was somewhat surprising that a limited number of conditions
were identified and perhaps not those which were expected, for
example, conditions such as ADHD frequently have a long wait
to diagnosis but were not identified in this study. Further research
using search terms for conditions such as ADHD may be bene-
ficial. Although we included a variety of search terms and used
a comprehensive search strategy to identify the most relevant
terms, the search was hindered by the vast number of studies
including waitlist control groups; a future systematic review
should consider revision of search terms to increase sensitivity. Most studies included psychoeducation as a waiting list inter-
vention. This is not surprising as psychoeducation is often a key
element of many therapies and can be delivered with minimal
therapeutic input. A few studies suggested psychoeducation
involved minimal costs, but no studies provided detailed cost-
analysis. For some families, the psychoeducation provided was
sufficient support so that they did not require further input,
thus potentially reducing waiting lists for targeted services. However, feedback on psychoeducation varied with some fami-
lies feeling that the generic information provided in videos or
books was not relevant to their specific family circumstances
and therefore deemed less useful than more tailored information
provided by healthcare practitioners. It is not possible from the
few studies evaluated to assess this in detail, but future research
could consider the impact of information dissemination via
healthcare practitioners and other sources. Most interventions
involved some element of face-to-face contact. Outcomes of interest
f
db
k This may change
following the surge in digital technology in response to the global
pandemic and changes in healthcare; the very limited evidence
in this review suggests that this may be useful for families on
waiting lists and help with service availability across geographic
locations20 as may the telephone.23 Outside of waiting list inter-
vention, research has demonstrated that remotely delivered
interventions may be both clinically and cost-effective, reducing
the need for input from the small pool of highly trained specialist
therapists.31 However, adverse events can occur, underlining
the need for face-to-face support during the waitlist period or
adequate remote monitoring of potential adverse events. Limitations
h l The limitations of the underpinning research limit our ability to
draw definitive conclusions through this review, particularly as
most of the primary studies are small in nature, and feasibility
rather than definitive trials. Several studies reported difficulties
in terms of recruitment, this could have led to selection bias in
that parents/children and young people who participated were
more likely to believe that the intervention would work and
consequently more likely to benefit.13 17 Some studies reported
that recruitment was limited by the exploratory nature of the
study.14 It may be possible that recruitment was difficult because
families were concerned that they might restrict their chances of
future intervention or lose their place on the waiting list, this issue
needs to be explored further and be clear for future research and
clinical practice.26 If waiting list interventions are to be imple-
mented within services, there will need to be clear communica-
tion around the role and purpose of the waiting list interventions
to remove this barrier. We recommend that this communication
is co-produced with patient and public involvement. Characteristics, nature and diversity of the interventions Characteristics, nature and diversity of the interventions
Existing waiting list interventions largely fall within recom-
mendations made in previous research, such as bibliotherapy
and relaxation training,8 alongside coaching interventions for
families living with ASD. The majority of papers in the review
used psychoeducation approaches. Most waiting list interven-
tions were brief (five or fewer sessions), indicating single-session
interventions as a possible avenue for further exploration. Future research may consider whether a stepped-care approach,
whereby psychoeducation is offered to all children and young
people and/or families on waiting lists, reduces waiting times
and subsequent length of treatment. Most waiting list interven-
tions were aimed at the parent, future child-led research may be
beneficial, particularly for conditions such as eating disorders
and transgender health support which tended to include older
adolescents. copyright. on October 23, 2024 by guest. Protected by
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irst published as 10.1136/bmjment-2023-300844 on 1 February 2024. Downloaded from copyright.
on October 23, 2024 by guest. Protected by
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BMJ Ment Health: first published as 10.1136/bmjment-2023-300844 on 1 February 2024. Downloaded from Sample size was a common issue and recruitment problems were
frequently reported as barriers to engagement. Nevertheless,
these papers indicate the potential to use the waiting list period
to offer an active intervention. Sample size was a common issue and recruitment problems were
frequently reported as barriers to engagement. Nevertheless,
these papers indicate the potential to use the waiting list period
to offer an active intervention. to be a growing research focus in this area. For example, the
Online Parent Training for the Initial Management of ADHD
referral trial is still ongoing, however, the findings will be critical
to inform on the clinical and cost-effectiveness, as well as accept-
ability and feasibility, of using an online approach as a waiting
list initiative.32 Valentine AZ, et al. BMJ Ment Health 2024;27:1–6. doi:10.1136/bmjment-2023-300844 Evidence base This review found limited evidence on waiting list interventions;
only 18 papers were identified, and the quality of study design
was often weak/moderate and often exploratory in nature. of life and parent self-efficacy,17 as well as a reduction in the
proportion of families with unhealthy family functioning.18 Valentine AZ, et al. BMJ Ment Health 2024;27:1–6. doi:10.1136/bmjment-2023-300844 4 Open access copyright.
on October 23
http://mentalhealth.bmj.com/
BMJ Ment Health: first published as 10.1136/bmjment-2023-300844 on 1 February 2024. Downloaded from 7 Punton G, Dodd AL, McNeill A. ’You’re on the waiting list’: an interpretive
phenomenological analysis of young adults’ experiences of waiting lists within mental
health services in the UK. PLoS One 2022;17:e0265542. Charlotte Sanderson, Florence Day, Nikki Chapman, Jen Martin and Bethan Davies in
conducting this research. 7 Punton G, Dodd AL, McNeill A. ’You’re on the waiting list’: an interpretive
phenomenological analysis of young adults’ experiences of waiting lists within mental
health services in the UK. PLoS One 2022;17:e0265542. Contributors CLH and AZV designed the study and protocol on which KS provided
feedback. AZV coordinated the day-to-day project management and wrote the
manuscript draft under the supervision of CLH. SSH completed the second reviewing
of data. CLH is the guarantor, accepts full responsibility for the work and conduct
of the study, had full access to the data in the study and takes responsibility for the
integrity of the data and the accuracy of the data analysis. All authors contributed to
and have approved the final manuscript. 8 Ní Shiothcháin A, Michael M. Waiting list management and initiatives. Irish
Psychologist 2009;35. 8 Ní Shiothcháin A, Michael M. Waiting list management and initiatives. Irish
Psychologist 2009;35. y
g
9 Thomas KA, Schroder AM, Rickwood DJ. A systematic review of current approaches to
managing demand and waitlists for mental health services. MHRJ 2021;26:1–17. 10 Centre for Reviews and Dissemination. Systematic reviews: CRD’s guidance for
undertaking reviews in health care; 2009. Available: www.york.ac.uk/media/crd/
Systematic_Reviews.pdf Funding This research was funded by the Emerging Minds Network. Emerging
Minds is a UK Research & Innovation-funded research network which aims to
facilitate research which has the potential to reduce the prevalence of mental health
problems experienced by children and young people. 11 Haddaway N, Grainger MJ, Gray CT. Citationchaser: an R package and shiny App for
forward and backward citations chasing in academic searching. 2021. 12 Page MJ, McKenzie JE, Bossuyt PM, et al. The PRISMA 2020 statement: an updated
guideline for reporting systematic reviews. BMJ 2021;372:71. 13 Johnston T, Titman P. A health visitor-led service for children with behavioural
problems. Community Pract 2004;77:90–4. Disclaimer The funders had no role in the study design, collection, analysis or
interpretation of the data, writing the manuscript or the decision to submit the paper
for publication. 14 Bernie C, Williams K, Graham F, et al. copyright.
on October 23
http://mentalhealth.bmj.com/
BMJ Ment Health: first published as 10.1136/bmjment-2023-300844 on 1 February 2024. Downloaded from Coaching while waiting for autism spectrum
disorder assessment: a pilot feasibility study for a randomized controlled trial on
occupational performance coaching and service navigation. J Autism Dev Disord
2023;53:2905–14. Competing interests CLH acknowledges the support of the NIHR Nottingham
Biomedical Research Centre and NIHR MindTech MedTech Co-operative and the
support of the UK Research and Innovation (UKRI) Digital Youth Programme award
(Medical Research Council project reference MR/W002450/1), which is part of the
AHRC/ESRC/MRC Adolescence, Mental Health and the Developing Mind programme. 15 Ching BC, Bennett SD, Morant N, et al. Growth mindset in young people awaiting
treatment in a paediatric mental health service: a mixed methods pilot of a digital
single-session intervention. Clin Child Psychol Psychiatry 2023;28:637–53. Patient consent for publication Not applicable. Patient consent for publication Not applicable. 16 Connolly M, Gersch I. A support group for parents of children on a waiting list for
an assessment for autism spectrum disorder. Educational Psychology in Practice
2013;29:293–308. Ethics approval Not applicable. Ethics approval Not applicable. Provenance and peer review Not commissioned; externally peer reviewed. Provenance and peer review Not commissioned; externally peer reviewed. 17 Couturier J, Sami S, Nicula M, et al. Examining the feasibility of a parental self-help
intervention for families awaiting pediatric eating disorder services. Int J Eat Disord
2023;56:276–81. Data availability statement Data created during this research are openly
available from the University of Nottingham data repository at https://doi.org/10.
17639/nott.7375. Data availability statement Data created during this research are openly
available from the University of Nottingham data repository at https://doi.org/10.
17639/nott.7375. 18 Dahlgren Allen S, Tollit MA, McDougall R, et al. A waitlist intervention for transgender
young people and psychosocial outcomes. Pediatrics 2021;148. Supplemental material This content has been supplied by the author(s). It
has not been vetted by BMJ Publishing Group Limited (BMJ) and may not have
been peer-reviewed. Any opinions or recommendations discussed are solely those
of the author(s) and are not endorsed by BMJ. BMJ disclaims all liability and
responsibility arising from any reliance placed on the content. Where the content
includes any translated material, BMJ does not warrant the accuracy and reliability
of the translations (including but not limited to local regulations, clinical guidelines,
terminology, drug names and drug dosages), and is not responsible for any error
and/or omissions arising from translation and adaptation or otherwise. 19 Eade DM, Telfer MM, Tollit MA. Implementing a single-session nurse-led assessment
clinic into a gender service. CONCLUSIONS AND CLINICAL IMPLICATIONS This review explored and summarised the available peer-
reviewed evidence base for interventions for children and young
people on waiting lists for mental health services. It was found
that waiting list interventions are being used in some mental
health services internationally to help support young people. The limited available evidence indicates some promise of clinical
effectiveness and positive user impact for waiting list interven-
tions, there was limited evidence of service efficiencies. In the
present review, we have found limited published evidence about
user impact (acceptability and feasibility), which has largely
focused on the views of parents and clinicians. There needs to
be more pragmatic trials and/or service evaluations to evaluate
the real-world user impact particularly taking into consideration
the views of children and young people. Future research should
evaluate waiting list interventions using RCTs and/or gather real-
world data on benefits to patients and service efficiencies. on October 23, 2024 by guest. Protected by
alth.bmj.com/ ober 23, 2024 by guest. Protected by Twitter Sophie S Hall @Hall_S_Sophie The purpose of this paper was to look at the existing evidence
for waiting list interventions in CAMHS. As a result, we did not
include study protocols. However, given the increasing pressure
on CAMHS resources and the need to support families while
they are waiting for assessment and treatment, there is likely Acknowledgements We would like to thank the children, young people and
their families who provided study feedback through Young Minds and the NHS
staff who supported the research. We would like to acknowledge the support
of Beverley Brown, Roanna Coles, Caitlin McKenzie, Boliang Guo, Chris Hollis, Valentine AZ, et al. BMJ Ment Health 2024;27:1–6. doi:10.1136/bmjment-2023-300844 5 copyright. on October 23, 2024 by guest. Protected
http://mentalhealth.bmj.com/
BMJ Ment Health: first published as 10.1136/bmjment-2023-300844 on 1 February 2024. Downloaded from ORCID iDs Althea Z Valentine http://orcid.org/0000-0003-2129-9278
Sophie S Hall http://orcid.org/0000-0002-9847-8269
Kapil Sayal http://orcid.org/0000-0002-2050-4316
Charlotte L Hall http://orcid.org/0000-0002-5412-6165 Althea Z Valentine http://orcid.org/0000-0003-2129-9278
Sophie S Hall http://orcid.org/0000-0002-9847-8269
Kapil Sayal http://orcid.org/0000-0002-2050-4316
Charlotte L Hall http://orcid.org/0000-0002-5412-6165 Althea Z Valentine http://orcid.org/0000-0003-2129-9278
Sophie S Hall http://orcid.org/0000-0002-9847-8269 25 Terry J. Brief intervention: a pilot initiative in a child and adolescent mental health
service. Mental Health Practice 2003;6:18–9. p
p
g
Kapil Sayal http://orcid.org/0000-0002-2050-4316 26 Wade T, Byrne S, Fursland A, et al. Is guided self-help family-based treatment for
parents of adolescents with anorexia nervosa on treatment Waitlists feasible? A pilot
trial. Int J Eat Disord 2022;55:832–7. y
g
Charlotte L Hall http://orcid.org/0000-0002-5412-6165 27 Beard C, Beckham E, Solomon A, et al. A pilot feasibility open trial of an interpretation
bias intervention for parents of anxious children. Cogn Behav Pract 2022;29:860–73. copyright.
on October 23
http://mentalhealth.bmj.com/
BMJ Ment Health: first published as 10.1136/bmjment-2023-300844 on 1 February 2024. Downloaded from Transgend Health 2018;3:43–6. 20 Kunze MG, Machalicek W, Wei Q, et al. Coaching via telehealth: caregiver-mediated
interventions for young children on the waitlist for an autism diagnosis using single-
case design. J Clin Med 2021;10:1654. g
21 Loucas CE, Sclare I, Stahl D, et al. Feasibility randomized controlled trial of a one-day
CBT workshop (’DISCOVER’) for 15- to 18-year-olds with anxiety and/or depression in
clinic settings. Behav Cogn Psychother 2020;48:142–59. g
g
y
22 McGarry J, McNicholas F, Buckley H, et al. The clinical effectiveness of a brief
consultation and advisory approach compared to treatment as usual in child and
adolescent mental health services. Clin Child Psychol Psychiatry 2008;13:365–76. Open access This is an open access article distributed in accordance with the
Creative Commons Attribution 4.0 Unported (CC BY 4.0) license, which permits
others to copy, redistribute, remix, transform and build upon this work for any
purpose, provided the original work is properly cited, a link to the licence is given,
and indication of whether changes were made. See: https://creativecommons.org/
licenses/by/4.0/. y
y
y
23 Rivard M, Morin M, Mercier C, et al. Social validity of a training and coaching program
for parents of children with autism spectrum disorder on a waiting list for early
behavioral intervention. J Child Fam Stud 2017;26:877–87. 24 Spettigue W, Maras D, Obeid N, et al. A psycho-education intervention for parents
of adolescents with eating disorders: a randomized controlled trial. Eat Disord
2015;23:60–75. REFERENCES 1 Young Minds. More than a quarter of young people have tried to end their lives while
waiting for mental health support [press release online]. 2022. Available: https://
www.youngminds.org.uk/about-us/media-centre/press-releases/mental-health-
waiting-times-harming-young-people/ 1 Young Minds. More than a quarter of young people have tried to end their lives while
waiting for mental health support [press release online]. 2022. Available: https://
www.youngminds.org.uk/about-us/media-centre/press-releases/mental-health-
waiting-times-harming-young-people/ p
g
28 Bruett LD, Forsberg S, Accurso EC, et al. Development of evidence-informed bridge
programming to support an increased need for eating disorder services during the
COVID-19 pandemic. J Eat Disord 2022;10:71. 29 Dababnah S, Reyes C, Kim I, et al. Pilot trial of a peer-to-peer psychoeducational
intervention for parents of Black children awaiting a developmental evaluation. J Dev
Behav Pediatr 2023;44:e370–8. 29 Dababnah S, Reyes C, Kim I, et al. Pilot trial of a peer-to-peer psychoeducational
intervention for parents of Black children awaiting a developmental evaluation. J Dev
Behav Pediatr 2023;44:e370–8. 2 Newlove-Delgado T, Marcheselli F, Williams T, et al. Mental health of children and
young people in England. Leeds NHS Digital; 2022. 2 Newlove-Delgado T, Marcheselli F, Williams T, et al. Mental health of children and
young people in England. Leeds NHS Digital; 2022. 3 NHS Digital. Mental health services monthly Statistics 2019-22. 2022. Available:
https://digital.nhs.uk/data-and-information/publications/statistical/mental-health-
services-monthly-statistics 30 White A, Dunn N, Matsunaga E, et al. Innovations in practice: feasibility and provision
of dialectical behavior therapy skills training for adolescents and their families. Child
Adolesc Ment Health 2023;28:458–60. 4 Reardon T, Harvey K, Young B, et al. Barriers and facilitators to parents seeking and
accessing professional support for anxiety disorders in children: qualitative interview
study. Eur Child Adolesc Psychiatry 2018;27:1023–31. 31 Hollis C, Hall CL, Khan K, et al. Long-term clinical and cost-effectiveness of a
therapist-supported online remote behavioural intervention for tics in children and
adolescents: extended 12- and 18-month follow-up of a single-blind randomised
controlled trial. J Child Psychol Psychiatry 2023;64:941–51. 5 Sherman ML, Barnum DD, Buhman-Wiggs A, et al. Clinical intake of child and
adolescent consumers in a rural community mental health center: does wait-time
predict attendance Community Ment Health J 2009;45:78–84. 5 Sherman ML, Barnum DD, Buhman-Wiggs A, et al. Clinical intake of child and
adolescent consumers in a rural community mental health center: does wait-time
predict attendance Community Ment Health J 2009;45:78–84. 32 Kostyrka-Allchorne K, Ballard C, Byford S, et al. REFERENCES Online parent training for the initial
management of ADHD referrals (OPTIMA): the protocol for a randomised controlled
trial of a digital parenting intervention implemented to support parents and children
on a treatment waitlist. Trials 2002;23. 32 Kostyrka-Allchorne K, Ballard C, Byford S, et al. Online parent training for the initial
management of ADHD referrals (OPTIMA): the protocol for a randomised controlled
trial of a digital parenting intervention implemented to support parents and children
on a treatment waitlist. Trials 2002;23. 6 Westin AML, Barksdale CL, Stephan SH. The effect of waiting time on youth
engagement to evidence based treatments. Community Ment Health J
2014;50:221–8. 6 Valentine AZ, et al. BMJ Ment Health 2024;27:1–6. doi:10.1136/bmjment-2023-300844
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The Effect of Specific Regions Exercises on Performance Endurance Development of Youth Soccer Players
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(
1
) طالب دراسات عليا (الماجستير ،)
.جامعة بغداد، كلية التربية البدنية وعلوم الرياضة(
karraribrahim95@gmail.com
)
Karrar Ibrahim Bader, Post Graduate Student (Master), University of Baghdad, College of Physical Education
and Sport Sciences, (karraribrahim95@gmail.com) (+9647712395261).
(
2
) أستاذ مساعد ، دكتوراه تربية رياضية، جامعة بغداد، كلية التربية البدنية وعلوم الرياضة(
mohammedthrowing1@gmail.com
).
Muhammad Jasim Othman, Assist Prof (PH.D), University of Baghdad, College of Physical Education and Sport
Sciences, (mohammedthrowing1@gmail.com) (+9647709665063). ال
مستخلص ال
مستخلص تعد كرة القدم واحدة من االلعاب التي تتطلب التحمل والسرعة في االداء وقد هدفت الدراسة الى أعداد
تمرينات المناطق المحددة لتطوير تحمل االداء بكرة القدم لالعبين الشباب ، اذ تم تطبيق الدراسة على عينه
( يمثلون شباب نادي القوة الجوية الرياضي في بغداد للموسم2020
/
2021
() وبأعمار17
-
19
) سنة وعددهم
(
20
( ) العبا قسموا الى مجموعتين تجريبية وضابطة من خالل اعداد تمرينات المناطق المحددة لمدة8
) اسابيع
يحتوي على تمارين تطوير قدرة تحمل االداء لالعبين الشباب بكرة القدم ، بعد ذلك استخدم الوسائل االحصائية
التي تناسب البحث ثم عرض وم ناقشة النتائج وقد اعطى الباحث اهم االستنتاجات التي تناسب هذا الدراسة ومن
خالل استنتاجات البحث تبين ان التمرينات التي وضعها الباحث قد أثرت بشكل ايجابي على نتائج االختبارات
. البعدية ولصالح المجموعة التجريبية اا :الكلمات المفتاحية االجهزة واالدوات المساعد ة، التحمل الخاص، فئة الشباب، كرة القدم، تدريب المناطق
.المحددة مجلة التربية الرياضية–
( المجلد33
)
–
( العدد4
)
–
سنة1
202
. ان أسللللللوب اللعلللللب الحلللللديث فلللللي لعبلللللة كلللللرة القلللللدم لللللله مميلللللزات عديلللللدة منهلللللا السلللللرعة فلللللي األداء ونقلللللل الكلللللرات
وقلللللد جلللللاء ذللللللك نتيجلللللة التركيلللللز عللللللى الجوانلللللب البدنيلللللة والمهاريلللللة التلللللي ملللللن شلللللأنها تطلللللوير مسلللللتو االداء واصلللللبح أداء
المهلللللا
رات يتميلللللز بالتحملللللل والقلللللوة والسلللللرع
ة ،
اذ يعلللللد التحملللللل الخلللللاص
والمتمثلللللب بتحملللللل االداء
ملللللن القلللللدرات المهملللللة فلللللي
لعبللللة كلللللرة القلللللدم اذ تأخلللللذ حيلللللزا كبيلللللرا فلللللي الوحلللللدات التدريبيللللة وخاصلللللة فلللللي فتلللللرة االعلللللداد الخلللللاص وتتمثلللللل أهميلللللة هلللللذ
ه
القللللدرات مللللن خللللالل الحركللللة المسللللتمرة فللللي المبللللاراة و مواجهللللة متغيللللرات اللعللللب بك للللاءة عاليللللة دون الهبللللوط فللللي المسللللتو
واداء ا
لعديللللد مللللن الواجبللللات داخللللل ا
لمبللللاراة . اذ ان اسللللتخدام تمرينللللات المنللللاطق المحللللددة فهللللي تعللللد واحللللدة مللللن األسللللاليب
التدريبيلللللة الحديثلللللة القليللللللة االسلللللتخدام فلللللي ال ئلللللات العمريلللللة فلللللي العلللللراق لملللللا لهلللللا تلللللاثير أيجلللللابي فلللللي اكتسلللللاب المهلللللارات
األساسللللية واتقانهللللا وتطللللوير القللللدرات البدنيللللة وال
مهاريللللة
لالعبللللين والتلللللي تقللللوم علللللى أسللللا تمرينللللات مشللللابهة لمللللا يحلللللدث
فللللللي المباريللللللات
فضللللللال عللللللن ان هللللللذه التمرينللللللات تعللللللود الالعبللللللين فللللللي اكتسللللللاب العللللللادات الجيللللللدة وتزيللللللد التواصللللللل بللللللين
الالعبين واتخاذ القرارات السريعة في الوقت المناسب وتحسين نوعية المناولة في المساحات الصغيرة. ير
ي
و
ين و ي
ب و
ي و
ير
رر
ابين و
مللللللن خللللللالل اطللللللالل الباحللللللث ميللللللدانيا علللللللى تمرينللللللات و
مباريللللللات
فللللللرق ال ئللللللات العمريللللللة فللللللي بغللللللداد وااللتقللللللاء
بلللللبعض الملللللدربين واإلطلللللالل عللللللى الدراسلللللات التلللللي تخلللللص كلللللرة القلللللدم فقلللللد وجلللللد
هنلللللاك ضلللللعل فلللللي التحملللللل الخلللللاص
والتللللي للللله أهميللللة كبيللللرة فللللي لعبللللة كللللرة القللللدم وكللللذلك الللللبط
ء
فللللي أداء المهللللارات والتللللي تعللللد مللللن اساسلللليات كللللرة القللللدم ، اذ
يعلللللزو الباحلللللث سللللللبب ذلللللل
ك ان اغلللللللب األنديلللللة تسللللللتخدم تمرينلللللات
المنللللللاطق المحلللللددة باألسلللللللوب التقليلللللدي المعللللللرو ل
واللعللللب
فريللللق ضللللد فريللللق علللللى الملعللللب بالكامللللل فللللي نهايللللة الوحللللدة التدريبيللللة او تسللللتخدم لتكملللللة االحمللللاء والتسللللتخدمها
لتطلللللوير النلللللواحي البدنيلللللة كأسللللللوب أساسلللللي لتطلللللوير مسلللللتويات الالعبلللللين ،للللللذا ارتلللللأ الباحلللللث أ سلللللتخدام أسللللللوب جديلللللد
في تدريب المناطق المحددة بأضافة أجهزة وأدوات تدريبية في التمرينات
.لتطوير تحمل األداء أ
،ومللللللن الدراسلللللللات التلللللللي تناوللللللللت موضللللللول الدراسلللللللة،دراسلللللللة اثيلللللللر عصللللللام عبلللللللد اللللللللرزاق (اثيلللللللر2019
) تلللللللاثير
التمرينلللللات التنافسلللللية المصلللللغرة فلللللي تطلللللوير بعلللللض أنلللللوال السلللللرل لالعبلللللي انديلللللة ا لدرجلللللة الممتلللللازة بكلللللرة القلللللدم ، اسلللللتخدم
الباحلللللث الملللللنهج التجريبلللللي ب( تصلللللميم المجملللللوعتين المتكلللللافئتين وهملللللا الضلللللابطة والتجريبيلللللة عللللللى عينللللله مكونللللله ملللللن25
)
العبلللللا وهلللللم نلللللادي بغلللللداد بكلللللرة القلللللدم، اهلللللم النتلللللائج التلللللي وصلللللل اليهلللللا هلللللي وجلللللود فلللللروق معنويلللللة ذات داللللللله حصلللللائية
لصللللالح االختبلللللارات البعديلللل ة فلللللي (السلللللرعة الحركية،والسللللرعة االنتقاليلللللة) للمجموعللللة التجريبيلللللة . ABSTRACT The Effect of Specific Regions Exercises on Performance
Endurance Development of Youth Soccer Players Soccer is considered on the sports that required endurance, speed of performance. The
study aimed at designing exercises for developing performance endurance in youth
soccer players. The researcher was applied on (20) youth soccer players rom Al Jawia
sport club (2020 – 2021) aged (17 – 19) years old divided into two equal groups. The
program was applied for (8) weeks that consisted of exercises for developing
performance endurance in youth soccer players. The data was collected and treated
using proper statistical operations to conclude that these exercises positively affect
posttests. p
Keywords: aiding tools and apparatuses, special endurance, youth, soccer, training. 116 مجلة التربية الرياضية–
( المجلد33
)
–
( العدد4
)
–
سنة1
202
. املللللا دراسللللة خللللللل جلللللالل
، بللللراهيم الشللللمري(خلل2017
)
تللللاثير تمرينللللات حيللللازة الكللللرة عللللللى وفللللق المنللللاطق المحللللددة فللللي بعللللض القللللدرات الحركيلللللة
والمهلللللللارات األساسلللللللية بكلللللللرة القلللللللدم للناشلللللللئين ،
اسلللللللتخدم الباحلللللللث الملللللللنهج التجريبلللللللي ذا تصلللللللميم المجموعلللللللة التجريبيلللللللة
( الواحللللدة ، واختللللار الباحللللث عينللللة البحللللث بالطريقللللة العمديلللللة مللللن الالعبللللين الناشللللئين لنللللادي ديللللالى والبللللال علللللددهم16
)
( العبللللللاص مللللللن اصللللللل28
، ) العبللللللاص اهللللللم النتللللللائج التللللللي وصللللللل هللللللي وجللللللود فللللللروق معنويللللللة بللللللين نتللللللائج االختبللللللار القبللللللل ي
والبعلللللدي ولصلللللالح البعلللللدي لعينلللللة البحلللللث فلللللي كافلللللة اختبلللللارات المهلللللارات األساسلللللية التلللللي تناولهلللللا البحلللللث. دراسلللللة محملللللد
،جاسلللللم محملللللد (محملللللد2017
) تلللللاثير تمرينلللللات بدنيةلللللللللل مهاريلللللة خاصلللللة داخلللللل مسلللللاحات محلللللددة لتطلللللوير تحملللللل السلللللرعة
، لالعبلللللين الشلللللباب بكلللللرة القلللللدم اسلللللتخدم الباحلللللث الملللللنهج التجريبلللللي
ب تصلللللميم المجملللللوعتين المتكلللللافئتين وهملللللا الضلللللابطة
( والتجريبيلللللة عللللللى عينللللله مكونللللله ملللللن25
( ) العبلللللا وهلللللم شلللللباب نلللللادي الكهربلللللاء بكلللللرة القلللللدم للموسلللللم الرياضلللللي2016
-
2017
)، اهلللللم النتلللللائج التلللللي وصلللللل اليهلللللا هلللللي تلللللاثير معنلللللوي فلللللي متغيلللللر تحملللللل السلللللرعة بلللللين المجملللللوعتين الضلللللابطة
والتجريبية ولصالح المجموع ة
التجريبية في االختبارات البعدية. ومللللللن هنللللللا تكمللللللن أهميللللللة البحللللللث العلميللللللة مللللللن خللللللالل اسللللللتخدام تمرينللللللات جديللللللدة، ومنهللللللا تمرينللللللات المنللللللاطق ومللللللن هنللللللا تكمللللللن أهميللللللة البحللللللث العلميللللللة مللللللن خللللللالل اسللللللتخدام تمرينللللللات جديللللللدة، ومنهللللللا تمرينللللللات المنللللللاطق
المحلللللللددة باسلللللللتخدام أجهلللللللزة وأدوات تدريبيلللللللة فلللللللي التحملللللللل الخلللللللاص وسلللللللرعة أداء بعلللللللض المهلللللللارات األساسلللللللية لالعبلللللللين
الشلللللباب بكلللللرة القللللللدم ملللللن خلللللالل التللللللدرب عللللللى م
واقلللللل مشللللللابهة لمواقلللللل اللعلللللب واالسللللللت ادة م
نهلللللا فلللللي المباريللللللات . و ان 117 مجلة التربية الرياضية–
( المجلد33
)
–
( العدد4
)
–
سنة1
202
. الغلللللرض ملللللن هلللللذه البحلللللث هلللللو اعلللللداد تمرينلللللات المنلللللاطق المحلللللددة
لالعبلللللين الشلللللباب بكلللللرة القلللللدم
فضلللللال علللللن التعلللللرل
تاثير. تمرينات المناطق المحددة في تطوير متغير تحمل األداء الطريقة واألدوات: (ميلللثم
،
2018،ص53
)
الهدل من االختبار: قيا قدرة تحمل االداء.لد العبي كرة القدم الشباب
:توصللللليل االختبلللللار
يبلللللدأ االختبلللللار ملللللن المربلللللع رقلللللم(
1
)
عنلللللد سلللللمال الصلللللافرة يقلللللوم الالعلللللب بتنطللللليط الكلللللرة(
35
)
مللللرة وبعللللد اكمللللال ذلللللك يقللللوم بالدحرجللللة خللللار المربللللع لمسللللافة(
10
) تللللر م
ليلعللللب الكللللرة مناولللللة ارضللللية الللللى الزميللللل
فلللللي المربلللللع المقابلللللل لللللله ليقلللللوم بعلللللدها بلللللالركض جانبلللللا لمسلللللافة (
10
) تلللللر م لينتقلللللل بعلللللدها للقيلللللام بلللللالركض بلللللين (
4
)
شلللللواخص المسللللللافة بلللللين
قمللللللع واخلللللر (
3
) متللللللر وحلللللين االنتهللللللاء مللللللن ذللللللك يعللللللود ليتسللللللم الكللللللرة ملللللن زميللللللله ويقللللللوم
بالللللدوران ولعللللب الكللللرة وتغييللللر اتجللللاه
اللعللللب بمناولللللة عاليللللة طويلللللة فللللي الجانللللب االخللللر ليللللركض بعللللدها ليقللللوم بللللالق ز
بكلتلللللللا القلللللللدمين ملللللللن فلللللللوق (
5
)
شلللللللواخص المسلللللللافة بلللللللين شلللللللاخص واخلللللللر(
1
)تلللللللر م
ويلللللللركض لمهاجملللللللة الكلللللللرات
المرفوعللللة مللللن كللللل جانللللب بللللالرأ
مللللن خللللالل اقمللللال موجللللودة مقابللللل كللللل عمللللود للمرمللللى وبمسللللافة مشللللابهة لحللللدود
،منطقلللللة الجلللللزاء وع نلللللدما يكملللللل ذللللللك يعلللللود مسلللللرعا ليقلللللوم بدحرجلللللة الكلللللرة بلللللين(
5
)
شلللللواخص المسلللللافة بلللللين كلللللل
شللللللاخص(
1.5
) تللللللر م
فيلعللللللب مناولللللللة جداريللللللة للمللللللدرب ليعللللللود للعللللللب الكللللللرة فللللللي ن لللللل اتجللللللاه اللعللللللب الللللللى الزميللللللل
الموجللللود فللللي المربللللع المواجلللله للللله ليتحللللول بعللللدها الللللى تسللللديد الكللللرات الخملللل الموجللللودة علللللى حافللللة منطقللللة الجللللزا ء :االختباااار المساااتخدم فاااي البحاااث
اختباااار مياااثم داعاااي الحاااق لتحمااال االداء لااادى العباااي كااارة القااادم الشاااباب . الطريقة واألدوات: اسللللللللتخدم الباحثلللللللل
ان
المللللللللنهج التجريبللللللللي لمالئمتلللللللله طبيعللللللللة المشللللللللكلة المللللللللراد حلهللللللللا لتحقيللللللللق اهللللللللدال البحللللللللث
وفروضلللله، و تلللللم
تصلللللميم المجملللللوعتين المتكلللللافئتين وهمللللل
ا الضلللللابطة والتجريبيللللة ، تكلللللون مجتملللللع البحلللللث ملللللن العبلللللي انديلللللة
( بغللللللداد المشللللللاركين فللللللي دوري الشللللللباب بكللللللرة القللللللدم بأعمللللللار17
-
19) سللللللنة وال
مسللللللجل
ين رسللللللميا فللللللي سللللللجالت ا التحللللللاد
( العراقللللللي المركللللللزي لكللللللرة القللللللدم للموسللللللم2020
-
2021
)
( والبللللللال عللللللددهم10
( ) انديللللللة مجمللللللول العبيهللللللا250
) العبللللللاص ،
وتللللم اختيللللار عينللللة البحللللث عشللللوائياص باسللللتخدام طريقللللة القرعللللة لتحد
يللللد النللللادي الللللذي يمثللللل عينللللة البحللللث ، و اسلللل رت نتللللائج
القرعللللة علللللن تمثيلللللل شلللللباب نلللللادي القللللوة الجويلللللة كعينلللللة
للبحلللللث اذ
( بلللللل عللللدد عينلللللة البحلللللث26
( ) العبلللللاص تلللللم اسلللللتبعاد6
)
العبللللين
ملللللنهم( ،
4) العبلللللين للتجربلللللة االسلللللتطالعية و(
2
) العبلللللين حللللرا المرملللللى
وبلللللذلك
( بلللللل علللللدد العينلللللة20
) العبلللللاص
( وتللللللم تقسلللللليمهم بالتسللللللاوي لمجمللللللوعتين تجريبيللللللة وضللللللابطة لكللللللل مجموعللللللة10
) العبللللللين، اذ تبللللللل نسللللللبة عينللللللة البحللللللث
(
10
)%
.من المجتمع الكلي ( الجدول1
)
( يبين الوسط الحسابي واالنحرال المعياري لالختبارات القبلية وقيمةt
) المحسوبة وداللتها للمجموعتين
)الضابطة والتجريبية (التكافؤ
االختبار
المجموعة التجريبية المجموعة الضابطة
T
المحسوبة
مستو
الخطأ
الداللة
±ل
±ل
اختبار ميثم داعي الحق
لتحمل األداء لد
العبي كرة القدم الشباب
1.1610
.01663
1.1630
.01889
-.251
.804
غير
معنوي
معنوي<
(
0.05
( ) عند درجة حرية18
( ) وتحت مستوى داللة0.05
) :االختباااار المساااتخدم فاااي البحاااث
اختباااار مياااثم داعاااي الحاااق لتحمااال االداء لااادى العباااي كااارة القااادم الشاااباب . (ميلللثم
،
2018،ص53
)
ااا :االختباااار المساااتخدم فاااي البحاااث
اختباااار مياااثم داعاااي الحاااق لتحمااال االداء لااادى العباااي كااارة القااادم الشاااباب . الطريقة واألدوات: (ميلللثم
،
2018،ص53
)
الهدل من االختبار: قيا قدرة تحمل االداء.لد العبي كرة القدم الشباب
:توصللللليل االختبلللللار
يبلللللدأ االختبلللللار ملللللن المربلللللع رقلللللم(
1
)
عنلللللد سلللللمال الصلللللافرة يقلللللوم الالعلللللب بتنطللللليط الكلللللرة(
35
)
مللللرة وبعللللد اكمللللال ذلللللك يقللللوم بالدحرجللللة خللللار المربللللع لمسللللافة(
10
) تللللر م
ليلعللللب الكللللرة مناولللللة ارضللللية الللللى الزميللللل
فلللللي المربلللللع المقابلللللل لللللله ليقلللللوم بعلللللدها بلللللالركض جانبلللللا لمسلللللافة (
10
) تلللللر م لينتقلللللل بعلللللدها للقيلللللام بلللللالركض بلللللين (
4
)
شلللللواخص المسللللللافة بلللللين
قمللللللع واخلللللر (
3
) متللللللر وحلللللين االنتهللللللاء مللللللن ذللللللك يعللللللود ليتسللللللم الكللللللرة ملللللن زميللللللله ويقللللللوم
بالللللدوران ولعللللب الكللللرة وتغييللللر اتجللللاه
اللعللللب بمناولللللة عاليللللة طويلللللة فللللي الجانللللب االخللللر ليللللركض بعللللدها ليقللللوم بللللالق ز
بكلتلللللللا القلللللللدمين ملللللللن فلللللللوق (
5
)
شلللللللواخص المسلللللللافة بلللللللين شلللللللاخص واخلللللللر(
1
)تلللللللر م
ويلللللللركض لمهاجملللللللة الكلللللللرات
المرفوعللللة مللللن كللللل جانللللب بللللالرأ
مللللن خللللالل اقمللللال موجللللودة مقابللللل كللللل عمللللود للمرمللللى وبمسللللافة مشللللابهة لحللللدود
،منطقلللللة الجلللللزاء وع نلللللدما يكملللللل ذللللللك يعلللللود مسلللللرعا ليقلللللوم بدحرجلللللة الكلللللرة بلللللين(
5
)
شلللللواخص المسلللللافة بلللللين كلللللل
شللللللاخص(
1.5
) تللللللر م
فيلعللللللب مناولللللللة جداريللللللة للمللللللدرب ليعللللللود للعللللللب الكللللللرة فللللللي ن لللللل اتجللللللاه اللعللللللب الللللللى الزميللللللل
الموجللللود فللللي المربللللع المواجلللله للللله ليتحللللول بعللللدها الللللى تسللللديد الكللللرات الخملللل الموجللللودة علللللى حافللللة منطقللللة الجللللزا ء 118 مجلة التربية الرياضية–
( المجلد33
)
–
( العدد4
)
–
سنة1
202
. بلللالعودة اللللى الشللللاخص الموجلللود للخلللللل عنلللد تسللللديد كلللل كللللرة وعنلللد اكمللللال عمليلللة التسللللديد يعلللود مسللللرعا اللللى حيللللث
.وجود الخط باللون االص ر حيث عندها ينتهي االختبار
:مالحظلللللة:يلللللؤدي الالعلللللب االختبلللللار فلللللي جلللللو لعلللللب كلللللرة قلللللدم مثلللللل
علللللادة التنطللللليط للكلللللرة عنلللللد سلللللقوطها للوصلللللول
اللللللى علللللدد الملللللرات المطل وبلللللة، و محاوللللللة تسلللللجيل االهلللللدال بلللللالرا والقلللللدم قلللللدر االمكلللللان او عللللللى االقلللللل توجيههلللللا
.على المرمى
لعب الكرة والمناولة بإتقان، و.يراعي تن يذ االداء بأعلى سرعة ممكنة اا
ما
.على المرمى
لعب الكرة والمناولة بإتقان، و.يراعي تن يذ االداء بأعلى سرعة ممكنة
التسجيل: تعطى محاولة واحدة لكل مختبر ويحسب زمن االداء الكلي بالثواني واجزاؤه
( الشكل1
)
يوضح اختبار قدرة
تحمل االداء
م اتيح الحركات:
حركة الكرة
حركة الالعب مع الكرة
التهديل
الق ز بين الشواخص
حركة الالعب بدون كرة ا
التسجيل: تعطى محاولة واحدة لكل مختبر ويحسب زمن االداء الكلي بالثواني واجزاؤه ( الشكل1
)
يوضح اختبار قدرة
تحمل االداء ( الشكل1
)
يوضح اختبار قدرة
تحمل االداء م اتيح الحركات:
حركة الكرة
حركة الالعب مع الكرة
التهديل
الق ز بين الشواخص
حركة الالعب بدون كرة 119 119 مجلة التربية الرياضية–
( المجلد33
)
–
( العدد4
)
–
سنة1
202
. مجلة التربية الرياضية
( المجلد33
)
( العدد4
)
سنة1
202
. و بعللللللللد الوقللللللللول علللللللللى جميللللللللع المتغيللللللللرات والظللللللللرول الخاصللللللللة بالبحللللللللث ومللللللللن اجللللللللل تحقيللللللللق البعديللللللللة علللللللللى
المجموعلللللة التجريبيلللللة والضلللللابطة والتمرينلللللات المسلللللتخدمة عللللللى المجموعلللللة التجريبيلللللة ، قلللللام الباحلللللث بلللللإجراء االختبلللللارات
القبليلللللللللة لعينلللللللللة البحلللللللللث الضلللللللللابطة والتجريبيلللللللللة عللللللللللى ملللللللللدار يلللللللللومي (الثالثلللللللللاء واالربعلللللللللاء ( ) الموافلللللللللق1
-
2
/
12
/
2020
.) السللللللاعة العاشللللللرة صللللللباحاص علللللللى ملعللللللب القللللللوة الجويللللللة الثللللللاني لكللللللرة القللللللدم تبللللللع ذلللللللك جللللللراء التجربللللللة الرئ يسللللللة
للبحلللللث
، اذ قلللللام الباحثللللل
ان بإ( علللللداد مجموعلللللة ملللللن التمرينللللللات والبلللللال علللللددها16) تملللللرين فلللللي المنلللللاطق المحلللللددة ،
و تللللللم
( تطبيللللللق التمرينللللللات بواقللللللع3
( ) وحللللللدات تدريبيللللللة فللللللي األسللللللبول و لمللللللدة8
) أسللللللابيع وكللللللان مجمللللللول الوحللللللدات التدريبيللللللة
(
24) وحللللدة تدريبيلللللة و كانللللت أيلللللام الوحللللدات التدريبيلللللة هللللي (ا
الحلللللد-
الثالثللللاء-
االربعلللللاء) فللللي فتلللللرة االعللللداد الخلللللاص و
( يتللللللرواا زملللللللن الوحلللللللدة التدريبيللللللة المخصصلللللللة للتمرينلللللللات35
-
45
) دقيقللللللة الجلللللللزء اللللللللرئي (للجانللللللب البلللللللدني) لشلللللللباب
( نادي القوة الجوية لل ترة من6
/
12
/
2020
( ) ولغاية27
/
1
/
2021
. ) و( تراوحلللللللت الشلللللللدة الكليلللللللة للتمرينلللللللات المسلللللللتخدمة ملللللللابين75
للللللللل%
90
) وذللللللللك بأسلللللللتخدام طريقلللللللة التلللللللدريب%
ال تللللللللللري مرت للللللللللع الشللللللللللدة الللللللللللذي يحمللللللللللل صلللللللللل ة مشللللللللللابهة لحالللللللللللة اللعللللللللللب مللللللللللن حيللللللللللث الللللللللللركض والتوقللللللللللل . مجلة التربية الرياضية–
( المجلد33
)
–
( العدد4
)
–
سنة1
202
. (احمللللللللللد
،عبدالعزيز2008،ص86
) و
بعلللللللد االنتهلللللللاء ملللللللن تطبيلللللللق م لللللللردات الوحلللللللدات التدريبيلللللللة قلللللللام الباحثللللللل
ان
بلللللللإجراء االختبلللللللارات البعديلللللللة لعينلللللللة البحلللللللث
( الضلللللللابطة والتجريبيلللللللة فلللللللي يلللللللومي (االحلللللللد واالثنلللللللين) الموافلللللللق31
-
1
/
1
-
2
/
2021
) السلللللللاعة العاشلللللللرة صلللللللباحاص عللللللللى
.ملعب القوة الجوية الثاني لكرة القدم وقد اتبع الباحث شروط وا جراءات االختبارات القبلية ن سها :النتائج
ال( جدول2
) يبين األ وساط الحسابية واالنحرافات المعيارية باالختبارين القبلي والبعدي لمتغير تحمل
األداء
للمجموعة التجريبية
االختبار
االختبار القبلي االختبار البعدي
ل ل هل
قيمةt
المحسوبة
مستو
الخطأ
الداللة
±ل
±ل
اختبار ميثم
داعي الحق
لتحمل األداء
لدى العبي كرة
القدم الشباب
1.1610
.01663
1.1320
.01549
.02900
.00180
16.155
.000
معنوي
معنوي<
(
0.05
( ) عند درجة حرية9
( ) وتحت مستوى داللة0.05
.)
ال( جدول3
)
يبين األوساط الحسابية واالنحرافات المعيارية باالختبارين القبلي والبعدي لمتغير تحمل االداء للمجموعة
الضابطة
االختبار
االختبار القبلي االختبار البعدي
ل ل هل
قيمةt
المحسوبة
مستو
الخطأ
الداللة
±ل
±ل
اختبار ميثم
داعي الحق
لتحمل األداء
لدى العبي كرة
القدم الشباب
1.1630
.01889
1.1510
.01853
.01200
.00327
3.674
.005
معنوي
معنوي<
(
0.05
( ) عند درجة حرية9
( ) وتحت مستوى داللة0.05
.) :النتائج
ال( جدول2
) يبين األ وساط الحسابية واالنحرافات المعيارية باالختبارين القبلي والبعدي لمتغير تحمل
األداء
للمجموعة التجريبية
االختبار
االختبار القبلي االختبار البعدي
ل ل هل
قيمةt
المحسوبة
مستو
الخطأ
الداللة
±ل
±ل
اختبار ميثم
داعي الحق
لتحمل األداء
لدى العبي كرة
القدم الشباب
1.1610
.01663
1.1320
.01549
.02900
.00180
16.155
.000
معنوي
معنوي<
(
0.05
( ) عند درجة حرية9
( ) وتحت مستوى داللة0.05
.) ال( جدول3
)
يبين األوساط الحسابية واالنحرافات المعيارية باالختبارين القبلي والبعدي لمتغير تحمل االداء للمجموعة
الضابطة
االختبار
االختبار القبلي االختبار البعدي
ل ل هل
قيمةt
المحسوبة
مستو
الخطأ
الداللة
±ل
±ل
اختبار ميثم
داعي الحق
لتحمل األداء
لدى العبي كرة
القدم الشباب
1.1630
.01889
1.1510
.01853
.01200
.00327
3.674
.005
معنوي
معنوي<
(
0 05
() عند درجة حرية9
() وتحت مستوى داللة0 05
) معنوي<
(
0.05
( ) عند درجة حرية9
( ) وتحت مستوى داللة0.05
.) 120 مجلة التربية الرياضية–
( المجلد33
)
–
( العدد4
)
–
سنة1
202
. مجلة التربية الرياضية–
( المجلد33
)
–
( العدد4
)
–
سنة1
202
. ال( جدول4
)
يبين األوساط الحسابية واالنحرافات المعيارية في االختبارات البعدية للمتغير تحمل االداء وللمجموعتين
التجريبية والضابطة
االختبار
المجموعة التجريبية المجموعة الضابطة
قيمةt
المحسوبة
مستو
الخطأ
الداللة
±ل
±ل
اختبار ميثم داعي
الحق لتحمل األداء
لد العبي كرة القدم
الشباب
1.1320
.01549
1.1510
.01853
-2.488
.023
معنوي
معنوي<
(
0.05
( ) عند درجة حرية18
( ) وتحت مستوى داللة0.05
) مجلة التربية الرياضية–
( المجلد33
)
–
( العدد4
)
–
سنة1
202
. مناقشة النتائج: مناقشة النتائج:
( أظهللللللرت نتللللللائج الجللللللدول2
) معنويللللللة ال للللللروق بللللللين االختبللللللارين القبلللللللي والبعللللللدي ولصللللللالح االختبللللللار البعللللللدي
لمتغيلللللر تحملللللل االداء للمجموعللللللة التجريبيلللللة .ويعللللللزو الباحثللللل
ان
أسللللللباب ذللللللك الللللللى اسلللللتخدام تمرينللللللات المنلللللاطق المحللللللددة
للمجموعللللللة التجريبيللللللة وكانللللللت التمرينللللللات مدروسللللللة وفللللللق أسلللللل علميللللللة وضللللللوابط تدريبيللللللة حديثللللللة مللللللع مراعللللللاة قابليللللللات
وامكانيلللللات ال العبلللللين مملللللا أد اللللللى ت اعلللللل الالعبلللللين ملللللع التمرينلللللات والتلللللدريب المسلللللتمر لملللللدة شلللللهرين اذ ملللللن المنطلللللق
ان يحصلللللل تطلللللور للمجموعلللللة التجريبيلللللة وهلللللذا ملللللاظهر واضلللللحاص فلللللي متغيلللللر تحملللللل األداء اذ كانلللللت طبيعلللللة التمرينلللللات
ذات مواقللللللل ومثيللللللرات مشللللللابهه لمللللللا يحللللللدث فللللللي المباريللللللات وفرضللللللت علللللللى الالعبللللللين اللعللللللب
بسللللللرعة دون القصللللللوية
ودون تلللللأخير الكلللللرة وحركلللللة مسلللللتمرة فلللللي الملعلللللب مملللللا أد اللللللى احلللللداث تكيلللللل للللللد الالعبلللللين وهلللللذا يت لللللق ملللللع (ياسلللللر
،هاشللللللم2010،ص13
) " تحمللللللل األداء بصلللللل ة عامللللللة علللللللى انلللللله احللللللد الصلللللل ات البدنيللللللة المركبللللللة تعبللللللر عللللللن مكانيللللللة
الالعلللللب عللللللى مقاوملللللة التعلللللب فلللللي اثنلللللاء األداء الحركلللللي او ا لمهلللللاري والتلللللي يعتملللللد عللللللى مسلللللتو شلللللدة العملللللل الملللللراد
" تن يذة واالنجاز المطلوب في ان واحد مع ضرورة تن يذ األداء بأقل وقت ممكن
و( أظهللللللرت نتللللللائج الجللللللدول3
) معنويللللللة ال للللللروق بللللللين االختبللللللارين القبلللللللي والبعللللللدي ولصللللللالح االختبللللللار البعللللللدي لمتغيللللللر
تحمللللللل االداء للمجموعللللللة ال
ضللللللابطة ،ويللللللر البا
ان ثلللللل ح
ان التطللللللور الحاصللللللل فللللللي متغيللللللرات التحمللللللل الخللللللاص للمجموعللللللة
الضلللللابطة يرجلللللع اللللللى الكثيلللللر ملللللن األسلللللباب أهمهلللللا تلللللدريبات ال ريلللللق كانلللللت مسلللللتمرة وللللللم تحلللللدث فتلللللرة انقطلللللال بسلللللبب
االسلللللتعداد اللللللى دوري الشلللللباب والسلللللبب الثلللللاني يعلللللود اللللللى أسللللللوب الملللللدرب اللللللذي اعتلللللاد عليلللللة والخضلللللول اللللللى تلللللدريبات
مختل للللللة عللللللن
تللللللدريبات المجمو
عللللللة التجريبيللللللة ، فضللللللال عللللللن تركيللللللز المللللللدرب علللللللى التللللللدريبات البدنيللللللة القويللللللة باسللللللتخدام
مسلللللاحات واسلللللعة ملللللن الملعلللللب وهلللللذا ملللللايتالئم ملللللع اسلللللتمرار االداء ،ويرجلللللع السلللللبب ا خلللللر اللللللى االلتلللللزام فلللللي الحضلللللور
للوحللللدات التدريبيللللة والمنافسللللة بللللين الالعبللللين للحصللللول علللللى مكلللللان أساسللللي فللللي التشللللكيلة وهللللذه األمللللور تللللرجح بال ائللللل دة
لل ريق.ولكنها لم ترتقي للتطور الحاصل في المجموعة التجريبية وهذا ما اثبتته نتائج االختبارات
و( ملللللللن خلللللللالل الجلللللللدول4
) تظهلللللللر النتلللللللائج لالختبلللللللار البعلللللللدي أفضللللللللية ال لللللللروق بلللللللين المجملللللللوعتين التجريبيلللللللة
وال
ضللللابطة ولصلللللالح المجموعلللللة التجريبيلللللة
، ويعللللزو الباحثللللل
ان أسلللللباب تللللللك ال لللللروق فللللي مت غيلللللر تحملللللل االداء اللللللى طبيعلللللة
تمرينلللللات المنلللللاطق المحلللللددة بأسلللللتخدام أجهلللللزة وأدوات تدريبيلللللة التلللللي تعلللللد واحلللللدة ملللللن افضلللللل الوسلللللائل التدريبيلللللة الحديثلللللة
التللللي سللللاهمت بشللللكل كبيللللر و كللللان لهللللا دور يجللللابي فللللي تطللللوير مسللللتو الالعبللللين مللللن الناحيللللة البدنيللللة والمهاريللللة مللللن
خللللللالل المشللللللاركة ال عالللللللة لالعبللللللين
اذ يتجلللللله التللللللدريب نحللللللو اللعللللللب الللللللواقعي مللللللن خللللللالل سللللللرعة اتخللللللاذ القللللللرارات وعللللللدد
لمسللللات الكللللرة وتسللللمح لهللللم بحللللل المشللللاكل التللللي تللللواجههم فللللي المباريللللات والغللللرض منهللللا هللللو تكللللرار المواقللللل المسللللتخدمة
فلللللي المبلللللاراة بلللللأكبر علللللدد ممكلللللن وتحتلللللوي عللللللى التنلللللول واالثلللللارة والتشلللللويق فلللللي تمريناتهلللللا لالبتعلللللاد علللللن ا للللللروتين اليلللللومي ( أظهللللللرت نتللللللائج الجللللللدول2
) معنويللللللة ال للللللروق بللللللين االختبللللللارين القبلللللللي والبعللللللدي ولصللللللالح االختبللللللار البعللللللدي
لمتغيلللللر تحملللللل االداء للمجموعللللللة التجريبيلللللة .ويعللللللزو الباحثللللل
ان
أسللللللباب ذللللللك الللللللى اسلللللتخدام تمرينللللللات المنلللللاطق المحللللللددة
للمجموعللللللة التجريبيللللللة وكانللللللت التمرينللللللات مدروسللللللة وفللللللق أسلللللل علميللللللة وضللللللوابط تدريبيللللللة حديثللللللة مللللللع مراعللللللاة قابليللللللات
وامكانيلللللات ال العبلللللين مملللللا أد اللللللى ت اعلللللل الالعبلللللين ملللللع التمرينلللللات والتلللللدريب المسلللللتمر لملللللدة شلللللهرين اذ ملللللن المنطلللللق
ان يحصلللللل تطلللللور للمجموعلللللة التجريبيلللللة وهلللللذا ملللللاظهر واضلللللحاص فلللللي متغيلللللر تحملللللل األداء اذ كانلللللت طبيعلللللة التمرينلللللات
ذات مواقللللللل ومثيللللللرات مشللللللابهه لمللللللا يحللللللدث فللللللي المباريللللللات وفرضللللللت علللللللى الالعبللللللين اللعللللللب
بسللللللرعة دون القصللللللوية
ودون تلللللأخير الكلللللرة وحركلللللة مسلللللتمرة فلللللي الملعلللللب مملللللا أد اللللللى احلللللداث تكيلللللل للللللد الالعبلللللين وهلللللذا يت لللللق ملللللع (ياسلللللر
،هاشللللللم2010،ص13
) " تحمللللللل األداء بصلللللل ة عامللللللة علللللللى انلللللله احللللللد الصلللللل ات البدنيللللللة المركبللللللة تعبللللللر عللللللن مكانيللللللة
الالعلللللب عللللللى مقاوملللللة التعلللللب فلللللي اثنلللللاء األداء الحركلللللي او ا لمهلللللاري والتلللللي يعتملللللد عللللللى مسلللللتو شلللللدة العملللللل الملللللراد
" تن يذة واالنجاز المطلوب في ان واحد مع ضرورة تن يذ األداء بأقل وقت ممكن و( أظهللللللرت نتللللللائج الجللللللدول3
) معنويللللللة ال للللللروق بللللللين االختبللللللارين القبلللللللي والبعللللللدي ولصللللللالح االختبللللللار البعللللللدي لمتغيللللللر
تحمللللللل االداء للمجموعللللللة ال
ضللللللابطة ،ويللللللر البا
ان ثلللللل ح
ان التطللللللور الحاصللللللل فللللللي متغيللللللرات التحمللللللل الخللللللاص للمجموعللللللة
الضلللللابطة يرجلللللع اللللللى الكثيلللللر ملللللن األسلللللباب أهمهلللللا تلللللدريبات ال ريلللللق كانلللللت مسلللللتمرة وللللللم تحلللللدث فتلللللرة انقطلللللال بسلللللبب
االسلللللتعداد اللللللى دوري الشلللللباب والسلللللبب الثلللللاني يعلللللود اللللللى أسللللللوب الملللللدرب اللللللذي اعتلللللاد عليلللللة والخضلللللول اللللللى تلللللدريبات
مختل للللللة عللللللن
تللللللدريبات المجمو
عللللللة التجريبيللللللة ، فضللللللال عللللللن تركيللللللز المللللللدرب علللللللى التللللللدريبات البدنيللللللة القويللللللة باسللللللتخدام
مسلللللاحات واسلللللعة ملللللن الملعلللللب وهلللللذا ملللللايتالئم ملللللع اسلللللتمرار االداء ،ويرجلللللع السلللللبب ا خلللللر اللللللى االلتلللللزام فلللللي الحضلللللور
للوحللللدات التدريبيللللة والمنافسللللة بللللين الالعبللللين للحصللللول علللللى مكلللللان أساسللللي فللللي التشللللكيلة وهللللذه األمللللور تللللرجح بال ائللللل دة
لل ريق.ولكنها لم ترتقي للتطور الحاصل في المجموعة التجريبية وهذا ما اثبتته نتائج االختبارات ا
و( ملللللللن خلللللللالل الجلللللللدول4
) تظهلللللللر النتلللللللائج لالختبلللللللار البعلللللللدي أفضللللللللية ال لللللللروق بلللللللين المجملللللللوعتين التجريبيلللللللة
وال
ضللللابطة ولصلللللالح المجموعلللللة التجريبيلللللة
، ويعللللزو الباحثللللل
ان أسلللللباب تللللللك ال لللللروق فللللي مت غيلللللر تحملللللل االداء اللللللى طبيعلللللة
تمرينلللللات المنلللللاطق المحلللللددة بأسلللللتخدام أجهلللللزة وأدوات تدريبيلللللة التلللللي تعلللللد واحلللللدة ملللللن افضلللللل الوسلللللائل التدريبيلللللة الحديثلللللة
التللللي سللللاهمت بشللللكل كبيللللر و كللللان لهللللا دور يجللللابي فللللي تطللللوير مسللللتو الالعبللللين مللللن الناحيللللة البدنيللللة والمهاريللللة مللللن
خللللللالل المشللللللاركة ال عالللللللة لالعبللللللين
اذ يتجلللللله التللللللدريب نحللللللو اللعللللللب الللللللواقعي مللللللن خللللللالل سللللللرعة اتخللللللاذ القللللللرارات وعللللللدد
لمسللللات الكللللرة وتسللللمح لهللللم بحللللل المشللللاكل التللللي تللللواجههم فللللي المباريللللات والغللللرض منهللللا هللللو تكللللرار المواقللللل المسللللتخدمة
فلللللي المبلللللاراة بلللللأكبر علللللدد ممكلللللن وتحتلللللوي عللللللى التنلللللول واالثلللللارة والتشلللللويق فلللللي تمريناتهلللللا لالبتعلللللاد علللللن ا للللللروتين اليلللللومي 121 مجلة التربية الرياضية–
( المجلد33
)
–
( العدد4
)
–
سنة1
202
. مناقشة النتائج: فللللللي أداء التمرينللللللات المعتللللللادة وكسللللللر حللللللاجز الملللللللل للمجموعللللللة التجريبيللللللة ، اذ كانللللللت التمرينللللللات تحتللللللوي علللللللى تطللللللوير
اكثلللللللر ملللللللن قلللللللدرة بدنيلللللللة واشلللللللتملت التمرينلللللللات عللللللللى لعلللللللب المنلللللللاوالت والدحرجلللللللة السلللللللريعة بلللللللالكرة والتحلللللللرك دون كلللللللرة
والضلللللغط السلللللتعادة الكلللللرة وجلللللرت التلللللدريبات فلللللي ظلللللرول مشلللللاب ،هة للمباريلللللات ، وذكلللللر (موفلللللق مجيلللللد الملللللولى2014
،
ص19
)
"
ان اللعللللللب فللللللي مسللللللاحات مصللللللغرة تعنللللللي مشللللللاركة اكبللللللر عللللللدد مللللللن الالعبللللللين باللعللللللب وهللللللو الهللللللدل واالهللللللم
ويمللللنح الالعبللللين الخبللللرة االحسللللن مللللن خللللالل اللملللل األكثللللر للكللللرة فللللي اللعللللب فللللي لعللللب واقعللللي فيصللللبح الالعللللب شللللامل
التكوين ومت هم لدور زمالئه"من الالعبين . االستنتاجات:
تشللللجيع المللللدربين علللللى اسللللتخدام المنللللاطق المحللللددة كأسلللللوب تللللدريبي لللللم تسللللتخدم فللللي ال ئللللات العمريللللة لمللللا لهللللا مللللن
دور فعال و
خلق بيئة مناسبة لتطوير الالعبين.
تقنين تمرينات المناطق المحددة واستخدامها في تدريب ال ئات العمرية
كافة.
ضرورة االعتماد
على المدربين األكا
ديميين في تدريب ال ئات العمرية.
أجراء دراسات مشابهة بأستخدام المناطق ال
محددة لل ئات العمرية والمتقدمين. المصادر اثيلللللللر عصلللللللام عبلللللللد اللللللللرزاق(
2019
.)
تلللللللاثير التمرينلللللللات التنافسلللللللية المصلللللللغرة فلللللللي تطلللللللوير بعلللللللض أنلللللللوال السلللللللرل
لالعبلللللي انديلللللة الدرجلللللة الممتلللللازة بكلللللرة ال
قلللللدم ، بحلللللث منشلللللور فلللللي مجللللللة ،كليلللللة التربيلللللة الب دنيلللللة وعللللللوم الرياضلللللة/جامعة
بغداد. احملللللد عبلللللد العزيلللللز فلللللر(
2008
.)
اسلللللتخدام طريقلللللة التلللللدريب ال تلللللري مرت لللللع الشلللللدة فلللللي تطلللللوير التحملللللل الخلللللاص
وأثرهللللا فللللي دقللللة اداء بعللللض المهللللارات االساسللللية لالعبللللي كلللللرة القللللدم الشللللباب ، رسللللالة ماجسللللتير ، كليللللة التر بيللللة البدنيلللللة
وعلوم ال
رياضة ، جامعة بغداد. خللللللل جلللللالل بلللللراهيم الشلللللمري (
2017
.)
تلللللاثير تمرينلللللات حيلللللازة الكلللللرة عللللللى وفلللللق المنلللللاطق المحلللللددة فلللللي بعلللللض
القللللللللدرات الحركيللللللللة والمهللللللللارات األساسللللللللية بكللللللللرة القللللللللدم للناشللللللللئين ، رسللللللللالة ماجسللللللللتير، كليللللللللة التربيللللللللة البدن يللللللللة وعلللللللللوم
الرياضة/جامعة ديالى. 122 مجلة التربية الرياضية–
( المجلد33
)
–
( العدد4
)
–
سنة1
202
. 123
التمرينات المستخدمة في البحث
( التمرين رقم1
)
اسم التمرين : تحمل اداء
( شللللرا التمللللرين: يللللتم التمللللرين علللللى شللللكل مربللللع30
x
35
) م يحللللدد التمللللرين بواسللللطة شللللواخص يبللللدأ التمللللرين
بلللللللالوقول علللللللللى شللللللللكل صلللللللل ين خللللللللار المربللللللللع مجموعللللللللة ضللللللللد مجموعللللللللة وسللللللللحب الالعللللللللب األول بواسللللللللطة الحبللللللللال
( المطاطيلللللة ملللللن قبلللللل الزميلللللل ويعملللللل رفلللللع الركبلللللة لملللللدة5
)ثلللللا بعلللللدها يصللللل ر الملللللدرب لينطللللللق بعلللللدها واللللللدخول للمربلللللع
واللعلللللب1
ضلللللد1
ويسلللللتمر التملللللرين لحلللللين اكتملللللال العلللللدد ويصلللللبح اللعلللللب5
ضلللللد5
والتاكيلللللد عللللللى التحلللللرك والمنلللللاوالت
. بين الالعبين
اسم التمرين الشدة زمن االداء الراحة البينية التكرار المجاميع الراحة بين المجاميع الزمن الكلي
تحمل االداء
80
%
3
د
1
د
2
2
2
د د16
( التمرين رقم2
)
اسم التمرين : تحمل اداء
( شللللرا التمللللرين: يللللتم التمللللرين علللللى شللللكل مربللللع25
x
30
)
م يحللللدد التمللللرين بواسللللطة شللللواخص ويوجللللد علللللى
جوانللللب المربللللع أدوات تدريبيللللة ،جانللللب موانللللع والجانللللب االخللللر سلللللم أرضللللي ، يبللللدأ التمللللرين بصللللافرة المللللدرب الللللذي يقللللل
خللللللار المربللللللع مللللللع الكللللللرات بلعللللللب5
ضللللللد5
داخللللللل المربللللللع لمللللللدة دقيقتللللللين لعللللللب حللللللر
بعللللللدها يصلللللل ر المللللللدرب يخللللللر
الالعبللللللين مللللللن المربللللللع بللللللالركض مجموعللللللة تق للللللز علللللللى الموانللللللع والمجموعللللللة األخللللللر علللللللى السلللللللم األرضللللللي ومللللللن ثللللللم
. الدخول للمربع مرة أخر وتكملة التمرين لمدة دقيقة واللعب بلمستين
اسم التمرين الشدة زمن االداء الراحة البينية التكرار المجاميع الراحة بين الم
جاميع الزمن الكلي
تحمل االداء
85
%
3
د
45
ثا
2
2
2
د
15
د ( التمرين رقم2
)
اسم التمرين : تحمل اداء
( شللللرا التمللللرين: يللللتم التمللللرين علللللى شللللكل مربللللع25
x
30
)
م يحللللدد التمللللرين بواسللللطة شللللواخص ويوجللللد علللللى
جوانللللب المربللللع أدوات تدريبيللللة ،جانللللب موانللللع والجانللللب االخللللر سلللللم أرضللللي ، يبللللدأ التمللللرين بصللللافرة المللللدرب الللللذي يقللللل
خللللللار المربللللللع مللللللع الكللللللرات بلعللللللب5
ضللللللد5
داخللللللل المربللللللع لمللللللدة دقيقتللللللين لعللللللب حللللللر
بعللللللدها يصلللللل ر المللللللدرب يخللللللر
الالعبللللللين مللللللن المربللللللع بللللللالركض مجموعللللللة تق للللللز علللللللى الموانللللللع والمجموعللللللة األخللللللر علللللللى السلللللللم األرضللللللي ومللللللن ثللللللم
. الدخول للمربع مرة أخر وتكملة التمرين لمدة دقيقة واللعب بلمستين
اسم التمرين الشدة زمن االداء الراحة البينية التكرار المجاميع الراحة بين الم
جاميع الزمن الكلي
تحمل االداء
85
%
3
د
45
ثا
2
2
2
د
15
د 123
|
https://openalex.org/W3177542322
|
https://zenodo.org/records/6371775/files/4%20Sinergi%20Bela%20Negara%20dan%20Kemanusiaan%20dalam%20Kegiatan%20Pengabdian%20Kepada%20Masyarakat%20Prodi%20Teknik%20Mesin%20Unhan%20RI%20di%20RSIA%20Melania%20Cibinong.pdf
|
Indonesian
| null |
Sinergi Bela Negara dan Kemanusiaan dalam Kegiatan Pengabdian Kepada Masyarakat Prodi Teknik Mesin Unhan RI di RSIA Melania Cibinong
|
Komatika
| 2,021
|
cc-by-sa
| 4,713
|
Abstrak Kewajiban utama masyarakat akademis di lingkungan Program Studi (Prodi) Teknik Mesin Universitas Pertahanan Republik
Indonesia (Unhan RI) adalah melaksanakan Tri Dharma Perguruan Tinggi, yang salah satu komponennya adalah Pengabdian
Kepada Masyarakat (PKM). Berada di dalam kelembagaan Kementerian Pertahanan, masyarakat akademis di lingkungan Unhan
RI ditekankan untuk menjadi cendekiawan Bela Negara. Oleh karena itu, Prodi Teknik Mesin Unhan RI merancang kegiatan
PKM yang tidak hanya bertujuan untuk menerapkan keahlian Teknik Mesin bagi masyarakat umum tetapi juga menyebarluaskan
semangat Bela Negara. Puncak dari setiap kegiatan PKM tersebut adalah pelaksanaan sosialisasi Bela Negara dalam rangka
memberikan kesadaran pelaksanaan Bela Negara melalui profesi masing-masing. Artikel ini membahas terwujudnya sinergi
Bela Negara dan Kemanusiaan melalui kegiatan PKM Prodi Teknik Mesin Unhan RI di Rumah Sakit Ibu dan Anak (RSIA)
Melania Cibinong. Tahap pertama kegiatan PKM ini adalah penerapan keahlian Teknik Mesin melalui perbaikan berbagai
peralatan pendukung operasional rumah sakit seperti komputer, genset dan alat RO (Reverse Osmosis). Selanjutnya, tahap kedua
PKM ini adalah kegiatan sosialisasi Bela Negara pada pimpinan dan karyawan rumah sakit. Melalui kegiatan PKM ini, semangat
Bela Negara masyarakat akademis di lingkungan Teknik Mesin Unhan RI terwujud melalui penerapan keahliannya dalam
mendukung keberlangsungan pelayanan kemanusiaan terhadap masyarakat. Di lain pihak, pimpinan dan karyawan RSIA
Melania Cibinong memiliki kesadaran bahwa Bela Negara dapat diwujudkan melalui tanggung jawab profesinya dibidang
pelayanan kemanusiaan. Pemilihan institusi kesehatan sebagai tempat dilaksanakannya PKM Prodi Teknik Mesin Unhan RI
menjadi contoh sinergi antara semangat Bela Negara dan Kemanusiaan yang mendukung kehidupan berbangsa dan bernegara
yang sehat dan humanis. Rukmono, L. Y. W. dan Jaya, A. S.: Sinergi Bela Negara dan Kemanusiaan dalam Kegiatan
Pengabdian Kepada Masyarakat Prodi Teknik Mesin Unhan RI di RSIA Melania Cibinong Rukmono, L. Y. W. dan Jaya, A. S.: Sinergi Bela Negara dan Kemanusiaan dalam Kegiatan
Pengabdian Kepada Masyarakat Prodi Teknik Mesin Unhan RI di RSIA Melania Cibinong Rukmono, L. Y. W. dan Jaya, A. S.: Sinergi Bela Negara dan Kemanusiaan dalam Kegiatan
Pengabdian Kepada Masyarakat Prodi Teknik Mesin Unhan RI di RSIA Melania Cibinong 17 Linus Yoseph Wawan Rukmono1, Arie Sukma Jaya2* Program Studi Teknik Mesin, Universitas Pertahanan, Sentul, Jawa Barat
Email: 1linus.rukmono@idu.ac.id, 2*arie.jaya@idu.ac.id Program Studi Teknik Mesin, Universitas Pertahanan, Sentul, Jawa Barat
Email: 1linus.rukmono@idu.ac.id, 2*arie.jaya@idu.ac.id (Naskah masuk: 30 Maret 2021, direvisi: 19 April 2021, diterima: 20 Mei 2021) Sinergi Bela Negara dan Kemanusiaan dalam Kegiatan
Pengabdian Kepada Masyarakat Prodi Teknik Mesin Unhan RI
di RSIA Melania Cibinong Linus Yoseph Wawan Rukmono1, Arie Sukma Jaya2* 1. Perbaikan komputer Komputer merupakan salah satu hasil teknologi
yang memudahkan aktivitas manusia. Pada zaman ini,
pengenalan akan komputer dapat meningkatkan taraf
hidup manusia [9, 10]. Pengenalan tersebut dapat
dilakukan melalui pelatihan perawatan ataupun
perbaikan komputer [11]. Pada operasional rumah
sakit, seperti RSIA Melania Cibinong, komputer
merupakan salah satu komponen pendukung yang
vital. Namun demikian, karena usia pemakaian
komputer yang digunakan di RSIA Melania Cibinong
sudah cukup lama, sehingga sering mengalami
kendala tidak responsif (hang). Oleh karena itu, perlu
dilakukan perawatan pada bagian perangkat keras dan
install ulang beberapa perangkat lunak untuk
mengatasi kendala lambatnya kerja komputer. Selain
itu, perlu dilakukan juga penambahan Random Access
Memory (RAM) pada beberapa komputer yang
digunakan untuk pendataan pasien. Komputer merupakan salah satu hasil teknologi
yang memudahkan aktivitas manusia. Pada zaman ini,
pengenalan akan komputer dapat meningkatkan taraf
hidup manusia [9, 10]. Pengenalan tersebut dapat
dilakukan melalui pelatihan perawatan ataupun
perbaikan komputer [11]. Pada operasional rumah
sakit, seperti RSIA Melania Cibinong, komputer
merupakan salah satu komponen pendukung yang
vital. Namun demikian, karena usia pemakaian
komputer yang digunakan di RSIA Melania Cibinong
sudah cukup lama, sehingga sering mengalami
kendala tidak responsif (hang). Oleh karena itu, perlu
dilakukan perawatan pada bagian perangkat keras dan
install ulang beberapa perangkat lunak untuk
mengatasi kendala lambatnya kerja komputer. Selain
itu, perlu dilakukan juga penambahan Random Access
Memory (RAM) pada beberapa komputer yang
digunakan untuk pendataan pasien. Institusi Rumah Sakit Ibu dan Anak (RSIA) Melania
Cibinong merupakan rumah sakit Kelas C yang berada di
Cibinong, Bogor. RSIA Melania Cibinong memiliki beberapa
pelayanan diantaranya perawatan umum, UGD, perawatan
anak (pediatrik), laboratorium, radiologi (x-ray), serta
perawatan kehamilan dan wanita (obstetri dan gynaecologi) [6-
8]. Mengingat lokasinya yang strategis dengan jumlah
pelayanan yang cukup tinggi dan pentingnya pelayanan rumah
sakit ini bagi kehadiran kehidupan baru yang sehat, maka
keberlangsungan operasional rumah sakit ini menjadi penting. Oleh karena itu, program PKM Prodi Teknik Mesin Unhan RI
dilakukan pada institusi kesehatan ini. Pemilihan
institusi
kesehatan
sebagai
tempat
dilaksanakannya
PKM
bermaksud
untuk
memperoleh
pengalaman sinergi semangat Bela Negara dan Kemanusiaan. Penerapan keahlian Teknik Mesin pada institusi kesehatan
diharapkan dapat mendukung operasional institusi tersebut
sehingga selalu menghasilkan pelayanan yang prima. Sinergi
dalam PKM ini diharapkan dapat menjadi percontohan bagi
bidang ilmu yang lain untuk semakin meningkatkan kolaborasi
dalam mewujudkan masyarakat Indonesia yang sejahtera. Kata Kunci: teknik mesin, sinergi, bela negara, kesehatan, kemanusiaan.
The synergy of Bela Negara and Humanity in Community Service of
the Mechanical Engineering Study Program Unhan RI at RSIA
Melania Cibinong Kata Kunci: teknik mesin, sinergi, bela negara, kesehatan, kemanusiaan. Kata Kunci: teknik mesin, sinergi, bela negara, kesehatan, kemanusiaan. Abstract The main responsibility of the academic community of the Mechanical Engineering Study Program (Prodi Teknik Mesin) of the
Republic of Indonesia Defense University (Unhan RI) is the implementation of the Tri Dharma of Higher Education, one of
which is Community Service (PKM). Within the Ministry of Defense institution, the academic community of Unhan RI is always
emphasized to become intellectuals of Bela Negara (the spirit of defending the country). Therefore, the Prodi Teknik Mesin
Unhan RI designed PKM activities that not only aim to apply Mechanical Engineering expertise to the community but also
spread the spirit of Bela Negara. The culmination of each PKM activity was the implementation of Bela Negara socialization to
provide awareness of the implementation of Bela Negara through their own professions. This article discusses the realization of
the synergy of Bela Negara and Humanity through PKM activities by Prodi Teknik Mesin Unhan RI at Mother and Child Hospital
(RSIA) Melania Cibinong. The first phase of this PKM activity was the application of Mechanical Engineering expertise through
the reparation of hospital operational support equipments such as computers, generator set, and RO (Reverse Osmosis) devices. DOI: 10.34148/komatika.v1i1.352 DOI: 10.34148/komatika.v1i1.352 KOMATIKA, Volume 1(1), Mei 2021, pp. 17-23
ISSN: 2774-5341 KOMATIKA, Volume 1(1), Mei 2021, pp. 17-23
ISSN: 2774-5341 Rukmono, L. Y. W. dan Jaya, A. S.: Sinergi Bela Negara dan Kemanusiaan dalam Kegiatan
Pengabdian Kepada Masyarakat Prodi Teknik Mesin Unhan RI di RSIA Melania Cibinong Rukmono, L. Y. W. dan Jaya, A. S.: Sinergi Bela Negara dan Kemanusiaan dalam Kegiatan
Pengabdian Kepada Masyarakat Prodi Teknik Mesin Unhan RI di RSIA Melania Cibinong Rukmono, L. Y. W. dan Jaya, A. S.: Sinergi Bela Negara dan Kemanusiaan dalam Kegiatan
Pengabdian Kepada Masyarakat Prodi Teknik Mesin Unhan RI di RSIA Melania Cibinong 18 Next, the second stage of this PKM was the socialization of Bela Negara to leaders and employees of the hospital. Through this
PKM activity, the spirit of Bela Negara of the Prodi Teknik Mesin Unhan RI academic community was actualized through the
implementation of their expertise to support the continuity of humanitarian services to the community. On the other side, the
leaders and employees of RSIA Melania Cibinong had an awareness that Bela Negara can be applied through the responsibility
of their profession in the field of humanitarian services. II. METODE KEGIATAN Universitas Pertahanan Indonesia Republik Indonesia
(Unhan RI) merupakan lembaga pendidikan tinggi yang
diselenggarakan oleh pemerintah [1]. Unhan RI secara
akademik
dibina
oleh
Kementerian
Pendidikan
dan
Kebudayaan dan secara fungsional dibina oleh Kementerian
Pertahanan [2]. Unhan RI merupakan kampus yang
menekankan pentingnya Bela Negara bagi masyarakat
akademis di lingkungannya [3, 4]. Program studi (Prodi)
Teknik Mesin Unhan RI merupakan bagian dari Fakultas
Teknik Militer Unhan RI [5]. Prodi Teknik Mesin Unhan RI
mendukung visi dan misi Unhan RI untuk mencetak lulusan
Sarjana Teknik dibidang Teknik Mesin yang memiliki
karakteristik bela negara dan memahami ilmu pertahanan. Oleh karena itu, lingkungan pendidikan Teknik Mesin Unhan
RI disesuaikan untuk mencetak kader intelektual bela negara
yang menguasai desain, produksi, material, konversi energi,
serta mekatronika permesinan untuk pertahanan. Sebagai
institusi pendidikan, maka Prodi Teknik Mesin Unhan RI perlu
melakukan Tri Dharma Perguruan Tinggi yang salah satunya
adalah Pengabdian Kepada Masyarakat (PKM). Prodi Teknik Mesin Unhan RI melakukan PKM di RSIA
Melania Cibinong dengan dua bagian utama yaitu kegiatan
penerapan keahlian Teknik Mesin dalam perbaikan dan
perawatan alat-alat mekanis dan kegiatan sosialisasi Bela
Negara. Kegiatan ini menjadi pelaksanaan Tri Dharma
perguruan tinggi yang dilakukan para dosen dari Prodi Teknik
Mesin Unhan RI. Pihak-pihak yang terlibat dalam kegiatan ini
antara lain: a. Teknik Mesin Unhan RI: Pimpinan Program Studi,
para dosen, laboran dan staf tata usaha prodi. b. RSIA Melania Cibinong: Pengurus yayasan, suster
rumah sakit dan staf rumah sakit. Kata Kunci: teknik mesin, sinergi, bela negara, kesehatan, kemanusiaan.
The synergy of Bela Negara and Humanity in Community Service of
the Mechanical Engineering Study Program Unhan RI at RSIA
Melania Cibinong The selection of a health institution as a place for PKM by the Prodi
Teknik Mesin Unhan RI was an example of the synergy between the spirit of Bela Negara and Humanity that supports a healthy
and humanist life of the nation and state. Keywords: mechanical engineering, synergy, Bela Negara, health, humanity. A. Kegiatan penerapan keahlian Teknik Mesin Penerapan keahlian Teknik Mesin pada kegiatan PKM di
RSIA Melania Cibinong dilakukan melalui beberapa aktivitas
antara lain: Penerapan keahlian Teknik Mesin pada kegiatan PKM di
RSIA Melania Cibinong dilakukan melalui beberapa aktivitas
antara lain: 1. Perbaikan komputer KOMATIKA, Volume 1(1), Mei 2021, pp. 17-23
ISSN: 2774-5341 1. Perbaikan komputer Selain itu, sinergi ini juga diharapkan dapat menambah luas
penerapan keahlian Teknik Mesin, tidak hanya dalam ranah
konvensional yang terkait industri dan rekayasa teknik, tetapi
juga ranah yang berkaitan dengan kemanusiaan dan kesehatan. Kegiatan perbaikan komputer ini penting untuk
mendukung kelancaran kegiatan administrasi dan
digitalisasi pendataan/rekam medis pasien. Kegiatan
ini dilakukan secara paralel selama dua minggu pada
empat
komputer
untuk
tetap
menjaga
keberlangsungan
operasional
pendataan
pasien. Gambar 1 menunjukkan salah satu bagian perangkat
keras dari komputer yang diperbaiki pada kegiatan ini. KOMATIKA, Volume 1(1), Mei 2021, pp. 17-23 KOMATIKA, Volume 1(1), Mei 2021, pp. 17-23
ISSN: 2774-5341 DOI: 10.34148/komatika.v1i1.352 KOMATIKA, Volume 1(1), Mei 2021, pp. 17-23
ISSN: 2774-5341 Rukmono, L. Y. W. dan Jaya, A. S.: Sinergi Bela Negara dan Kemanusiaan dalam Kegiatan
Pengabdian Kepada Masyarakat Prodi Teknik Mesin Unhan RI di RSIA Melania Cibinong 19 3. Perbaikan alat pemurni air Reverse Osmosis (RO)
Reverse Osmosis (RO) merupakan metode yang
diterapkan secara efektif pada alat pemurni air. Untuk
kebutuhan
sehari-hari,
masyarakat
umumnya
memperoleh air dari beberapa sumber seperti sumur,
ledeng, ataupun sumber air alami. Namun demikian,
air yang diperoleh secara langsung dari sumber
tersebut memiliki kontaminan dalam kadar yang
cukup tinggi sehingga belum layak digunakan sebagai
air minum. Dengan metode RO pada alat penjernih air,
maka kontaminan yang membuat air memiliki bau,
warna, atau rasa yang tidak sedap dapat disaring,
sehingga air yang keluar dari alat tersebut dapat
dikonsumsi sebagai air minum [16, 17]. Gambar 1. Perangkat Keras Komputer yang Diperbaiki Untuk skala industri, metode RO dapat secara
efektif menyaring bakteri dan virus dalam air dengan
membran yang memiliki ukuran pori mencapai 0,001
mikron [18]. Gambar 1. Perangkat Keras Komputer yang Diperbaiki 2. Perbaikan dan pelatihan perawatan mesin generator
set (genset) 2. Perbaikan dan pelatihan perawatan mesin generator
set (genset) Gambar 3. Alat RO pemurni air yang tidak berfungsi Genset merupakan salah satu mesin yang
dibutuhkan membangkitkan arus listrik pada saat
terjadinya pemadaman arus listrik [12, 13]. Genset
RSIA Melania Cibinong, seperti pada Gambar 2,
menggunakan bahan bakar solar dan listrik yang
dihasilkan dapat digunakan untuk beberapa keperluan
penting seperti menjaga keberlangsungan instrumen
elektronik pada ruang bersalin dan penerangan rumah
sakit. Namun demikian, genset ini mengalami
kerusakan sejak tahun 2011 karena kurangnya
perawatan dan tidak adanya tenaga ahli yang dapat
memperbaikinya. Oleh karena pentingnya fungsi
mesin ini, maka perbaikan genset dimasukkan dalam
program PKM. KOMATIKA, Volume 1(1), Mei 2021, pp. 17-23
ISSN: 2774-5341 1. Perbaikan komputer S.: Sinergi Bela Negara dan Kemanusiaan dalam Kegiatan
Pengabdian Kepada Masyarakat Prodi Teknik Mesin Unhan RI di RSIA Melania Cibinong 20 produk. Dengan adanya mesin cuci tangan otomatis di
lingkungan RSIA Melania Cibinong, diharapkan
meningkatkan kesadaran karyawan dan pengunjung
rumah sakit untuk tetap menjaga kebersihan dan
mengurangi potensi penyebaran virus COVID19. B. Sosialisasi Bela Negara
Sosialisasi Bela Negara dilakukan untuk memberi
wawasan bela negara melalui profesi dan kompetensi personal
maupun
lembaga
masing-masing. Kegiatan
ini
juga
iharapkan mamp
membangkitkan moti asi dan semangat
Teknik
Mesin
karena
permasalahan
lapangan
yang
diselesaikan pada kegiatan ini memerlukan waktu yang lebih
panjang. Kegiatan penerapan pertama yaitu dengan melakukan
perbaikan komputer seperti pada Gambar 4. Gambar tersebut
menunjukkan aktivitas perbaikan komputer yang dilakukan
oleh dosen Prodi Teknik Mesin Unhan RI. Komputer dapat
diperbaiki sesuai dengan jangka waktu yang ditentukan. Permasalahan komputer yang kurang responsif telah diatasi
dan komputer dapat beroperasi untuk pendataan pasien
kembali dengan lebih baik. Tabel 1. Jadwal pelaksanaan PKM
No. Kegiatan
Januari 2021
Februari 2021
I
II
III
IV
I
II
III
IV
1
Persiapan program PKM
2
Perbaikan komputer
3
Perbaikan dan pelatihan
perawatan genset
4
Perbaikan alat RO
5
Pembuatan alat cuci tangan
otomatis
6
Sosialisasi Bela Negara
7
Pembuatan laporan program Tabel 1. Jadwal pelaksanaan PKM
No. Kegiatan
Januari 2021
Februari 2021
I
II
III
IV
I
II
III
IV
1
Persiapan program PKM
2
Perbaikan komputer
3
Perbaikan dan pelatihan
perawatan genset
4
Perbaikan alat RO
5
Pembuatan alat cuci tangan
otomatis
6
Sosialisasi Bela Negara
7
Pembuatan laporan program Teknik
Mesin
karena
permasalahan
lapangan
yang
diselesaikan pada kegiatan ini memerlukan waktu yang lebih
panjang. Kegiatan penerapan pertama yaitu dengan melakukan
perbaikan komputer seperti pada Gambar 4. Gambar tersebut
menunjukkan aktivitas perbaikan komputer yang dilakukan
oleh dosen Prodi Teknik Mesin Unhan RI. Komputer dapat
diperbaiki sesuai dengan jangka waktu yang ditentukan. Permasalahan komputer yang kurang responsif telah diatasi
dan komputer dapat beroperasi untuk pendataan pasien
kembali dengan lebih baik. Teknik
Mesin
karena
permasalahan
lapangan
yang
diselesaikan pada kegiatan ini memerlukan waktu yang lebih
panjang. Kegiatan penerapan pertama yaitu dengan melakukan
perbaikan komputer seperti pada Gambar 4. Gambar tersebut
menunjukkan aktivitas perbaikan komputer yang dilakukan
oleh dosen Prodi Teknik Mesin Unhan RI. Komputer dapat
diperbaiki sesuai dengan jangka waktu yang ditentukan. Permasalahan komputer yang kurang responsif telah diatasi
dan komputer dapat beroperasi untuk pendataan pasien
kembali dengan lebih baik. produk. B. Sosialisasi Bela Negara Sosialisasi Bela Negara dilakukan untuk memberi
wawasan bela negara melalui profesi dan kompetensi personal
maupun
lembaga
masing-masing. Kegiatan
ini
juga
diharapkan mampu membangkitkan motivasi dan semangat
berkarya pada bidangnya masing-masing sebagai tindakan
bela negara dalam kehidupan berbangsa dan bernegara. Materi
sosialisasi antara lain Dasar Negara Pancasila, Wawasan
Nusantara, Bhinneka Tunggal Ika dan UUD 1945. Sosialisasi
ini disampaikan dengan bahasa yang mudah dicerna dan
menarik bagi para karyawan rumah sakit yang sebagian besar
berlatar belakang SMA. Kegiatan ini merupakan puncak dari
rangkaian PKM yang dilakukan oleh Prodi Teknik Mesin
Unhan RI. Alokasi waktu untuk sosialisasi ini adalah dua jam
yang dilangsungkan bersamaan dengan acara penutupan
kegiatan pengabdian masyarakat di RSIA Melania Cibinong. Gambar 4. Aktivitas perbaikan komputer Gambar 4. Aktivitas perbaikan komputer Gambar 4. Aktivitas perbaikan komputer C. Jadwal PKM Gambar 5. Aktivitas perbaikan genset Kegiatan PKM Prodi Teknik Mesin Unhan RI
dilaksanakan dalam rentang waktu dua bulan mulai dari
Januari 2021 sampai dengan Februari 2021. Jadwal
pelaksanaan kegiatan PKM tersebut dapat dilihat pada Tabel
1. Seperti dapat dilihat pada tabel, kegiatan ini diawali dengan
tahap persiapan program sebagai koordinasi awal antara Prodi
Teknik Mesin Unhan RI dengan RSIA Melania Cibinong. Program penerapan keahlian Teknik Mesin dimulai setelah
tahap persiapan, sesuai dengan alokasi waktu yang ditetapkan
sebelumnya. Puncak acara dari program ini adalah program
sosialisasi Bela Negara yang dilakukan setelah berhasilnya
pelaksanaan tahap penerapan keahlian. Program ini diakhiri
dengan pembuatan laporan kegiatan. Gambar 5. Aktivitas perbaikan genset Kegiatan penerapan keahlian Teknik Mesin selanjutnya
adalah perbaikan genset, seperti yang dapat dilihat pada
Gambar 5. Gambar tersebut menunjukkan genset yang sedang
diperbaiki oleh dosen dan teknisi Prodi Teknik Mesin Unhan
RI. Perbaikan genset ini merupakan aktivitas yang
memerlukan waktu paling lama dan sumber daya manusia
yang paling banyak. Meskipun komponen utama mesin masih 1. Perbaikan komputer Dengan adanya mesin cuci tangan otomatis di
lingkungan RSIA Melania Cibinong, diharapkan
meningkatkan kesadaran karyawan dan pengunjung
rumah sakit untuk tetap menjaga kebersihan dan
mengurangi potensi penyebaran virus COVID19. 1. Perbaikan komputer Alokasi waktu untuk kegiatan
perbaikan ini adalah lima minggu mulai dari tahap
analisis kebutuhan peralatan dan tenaga kerja,
pelaksanaan perbaikan sampai dengan persiapan
metode perawatan. Perawatan dengan metode yang
tepat sangat penting untuk menjaga keberlangsungan
operasional genset [14, 15]. Oleh karena itu, pada
kegiatan PKM ini juga dilakukan pelatihan perawatan
genset kepada karyawan rumah sakit yang bertugas
sebagai operator dari genset tersebut. Gambar 3. Alat RO pemurni air yang tidak berfungsi Alat RO pemurni air di RSIA Melania Cibinong
seperti pada Gambar 3 merupakan jenis alat untuk skala
pemakaian sedang. Kendala yang dihadapi adalah alat
tersebut tidak berfungsi dengan baik karena pompa
tidak menyala. Oleh karena pentingnya alat tersebut
untuk operasional RSIA Melania Cibinong, maka
perbaikan pemurni air ini dimasukkan dalam program
PKM. Alokasi waktu untuk kegiatan perbaikan ini
adalah tiga minggu mulai dari tahap analisis
permasalahan, pelaksanaan perbaikan sampai dengan
persiapan metode perawatan. Gambar 2. Mesin Genset RSIA Melania Cibinong 4. Pembuatan alat cuci tangan otomatis
Mencuci tangan merupakan salah satu komponen
dari Gerakan 3M yang disosialisasikan untuk
mencegah penyebaran virus COVID19 [19, 20]. Sebagai bagian dari pengabdian masyarakat, maka
Prodi Teknik Mesin Unhan RI mengupayakan
tersedianya sarana cuci tangan yang efektif dan efisien
serta nyaman bagi penggunanya. Oleh karena itu,
dilakukan produksi terhadap mesin cuci tangan
otomatis dengan sensor gerak inframerah yang telah
dirancang pada kajian sebelumnya dengan berbasis
karakteristik antropometri [21]. Alokasi waktu untuk
kegiatan pembuatan ini adalah empat minggu mulai
dari tahap pembuatan, pengiriman dan uji coba 4. Pembuatan alat cuci tangan otomatis
Mencuci tangan merupakan salah satu komponen
dari Gerakan 3M yang disosialisasikan untuk
mencegah penyebaran virus COVID19 [19, 20]. Sebagai bagian dari pengabdian masyarakat, maka
Prodi Teknik Mesin Unhan RI mengupayakan
tersedianya sarana cuci tangan yang efektif dan efisien
serta nyaman bagi penggunanya. Oleh karena itu,
dilakukan produksi terhadap mesin cuci tangan
otomatis dengan sensor gerak inframerah yang telah
dirancang pada kajian sebelumnya dengan berbasis
karakteristik antropometri [21]. Alokasi waktu untuk
kegiatan pembuatan ini adalah empat minggu mulai
dari tahap pembuatan, pengiriman dan uji coba Gambar 2. Mesin Genset RSIA Melania Cibinong DOI: 10.34148/komatika.v1i1.352 KOMATIKA, Volume 1(1), Mei 2021, pp. 17-23
ISSN: 2774-5341 Rukmono, L. Y. W. dan Jaya, A. S.: Sinergi Bela Negara dan Kemanusiaan dalam Kegiatan
Pengabdian Kepada Masyarakat Prodi Teknik Mesin Unhan RI di RSIA Melania Cibinong Rukmono, L. Y. W. dan Jaya, A. III. PELAKSANAAN KEGIATAN Kegiatan PKM Prodi Teknik Mesin Unhan RI telah
dilaksanakan di RSIA Melania Cibinong. Rangkaian kegiatan
PKM diawali dengan berbagai kegiatan penerapan keahlian KOMATIKA, Volume 1(1), Mei 2021, pp. 17-23
ISSN: 2774-5341 DOI: 10.34148/komatika.v1i1.352 Rukmono, L. Y. W. dan Jaya, A. S.: Sinergi Bela Negara dan Kemanusiaan dalam Kegiatan
Pengabdian Kepada Masyarakat Prodi Teknik Mesin Unhan RI di RSIA Melania Cibinong Rukmono, L. Y. W. dan Jaya, A. S.: Sinergi Bela Negara dan Kemanusiaan dalam Kegiatan
Pengabdian Kepada Masyarakat Prodi Teknik Mesin Unhan RI di RSIA Melania Cibinong 21 Gambar 7. Pemasangan dan pengujian mesin cuci tangan
otomatis dengan sensor gerak inframerah dalam keadaan baik, pembiaran kerusakan yang terlalu lama
memerlukan penggantian beberapa komponen, terutama pada
bagian sambungan listrik, daerah pembakaran dan sumber
daya pemantik. Tingkat kompleksitas mesin juga memerlukan
tenaga teknisi yang berpengalaman supaya tidak menyebabkan
kerusakan yang lebih parah. Namun demikian, genset telah
berhasil diperbaiki dan dapat beroperasi kembali sebagai
pembangkit listrik dalam keadaan pemadaman arus listrik. (a) (a)
(b)
Gambar 6. Aktivitas perbaikan pemurni air metode RO (a)
Pemeriksaan komponen, (b) Pemasangan pemurni air yang
telah diperbaiki. Gambar 7. Pemasangan dan pengujian mesin cuci tangan
otomatis dengan sensor gerak inframerah Sebagai puncak dari kegiatan PKM Prodi Teknik Mesin
Unhan RI adalah sosialisasi Bela Negara yang dilakukan
selama satu hari. Gambar 8 menunjukkan aktivitas sosialisasi
Bela Negara yang dilakukan di RSIA Melania Cibinong. Pimpinan dan staf rumah sakit mengikuti acara ini dengan
antusias sehingga sosialisasi dapat berjalan dengan baik. Dalam kegiatan puncak ini juga dilakukan pelatihan perawatan
genset oleh dosen Prodi Teknik Mesin kepada karyawan
rumah sakit yang akan bertugas merawat genset yang telah
dapat beroperasi kembali seperti terlihat pada Gambar 9. (a) (b) Gambar 8. Aktivitas sosialisasi Bela Negara (b) Gambar 6. Aktivitas perbaikan pemurni air metode RO (a)
Pemeriksaan komponen, (b) Pemasangan pemurni air yang
telah diperbaiki. Gambar 8. Aktivitas sosialisasi Bela Negara Selanjutnya, kegiatan yang melibatkan para dosen Prodi
Teknik Mesin Unhan RI dalam perbaikan alat pemurni air
dengan metode RO dapat dilihat pada Gambar 6. Dari
pemeriksaan terhadap setiap komponen utama dari alat
tersebut, seperti pada Gambar 6.(a), didapatkan bahwa terdapat
kebocoran pada komponen sambungan aliran sehingga
memerlukan penggantian komponen. Sambungan pada kabel
listrik yang pernah diperbaiki sebelumnya juga diperbaiki lagi
untuk mengurangi potensi kerusakan yang lebih fatal. Gambar
6.(b) menunjukkan aktivitas pemasangan kembali pemurni air
yang telah diperbaiki. Alat pemurni air telah berhasil
beroperasi kembali dengan baik di RSIA Melania Cibinong. Gambar 9. KOMATIKA, Volume 1(1), Mei 2021, pp. 17-23
ISSN: 2774-5341 III. PELAKSANAAN KEGIATAN Pelatihan perawatan genset Penerapan keahlian Prodi Teknik Mesin Unhan RI dalam
PKM ini tidak hanya terkait proses perbaikan tetapi juga
melibatkan proses desain dan produksi produk yang salah
satunya adalah mesin cuci tangan otomatis dengan sensor
gerak inframerah. Gambar 7 menunjukkan pemasangan hasil
produksi dan pengujian performa kerja mesin cuci tangan
otomatis yang ditempatkan di RSIA Melania Cibinong. Gambar 9. Pelatihan perawatan genset DOI: 10.34148/komatika.v1i1.352 KOMATIKA, Volume 1(1), Mei 2021, pp. 17-23
ISSN: 2774-5341 Rukmono, L. Y. W. dan Jaya, A. S.: Sinergi Bela Negara dan Kemanusiaan dalam Kegiatan
Pengabdian Kepada Masyarakat Prodi Teknik Mesin Unhan RI di RSIA Melania Cibinong 22 Letkol (Cpl) Linus Yoseph Wawan Rukmono, S.T., M.T.,
Hadi Wahyudi, S.T., M.T., Ph.D., Dr. Edy Susanto, S.T.,
M.T., Dr. Arie Sukma Jaya, S.T., M.Eng., Dr. Arief Nur
Pratomo S.T., M.T., Dr. Eng. Rando Tungga Dewa, S.T.,
M.Eng., Ariyo Nurrachman Satiya Permata, S.T., M.Eng.,
Aditia Aulia, S.T., M.Sc., Eka Irianto Bhiftime, S.T., M.T.,
Ridho Illahi Putra, S.H., Hanung Bayu Setiawan, S.T.,
M.Han. Pimpinan RSIA Melania Cibinong: Suster Maria
Veronika SFS. Gambar 10. Foto bersama peserta sosialisasi Bela Negara Letkol (Cpl) Linus Yoseph Wawan Rukmono, S.T., M.T.,
Hadi Wahyudi, S.T., M.T., Ph.D., Dr. Edy Susanto, S.T.,
M.T., Dr. Arie Sukma Jaya, S.T., M.Eng., Dr. Arief Nur
Pratomo S.T., M.T., Dr. Eng. Rando Tungga Dewa, S.T.,
M.Eng., Ariyo Nurrachman Satiya Permata, S.T., M.Eng.,
Aditia Aulia, S.T., M.Sc., Eka Irianto Bhiftime, S.T., M.T.,
Ridho Illahi Putra, S.H., Hanung Bayu Setiawan, S.T.,
M.Han. Pimpinan RSIA Melania Cibinong: Suster Maria
Veronika SFS. REFERENSI [1] “Profil,” 2009. https://www.idu.ac.id/profil (diakses
pada Mar. 29, 2021). [2] “Identitas,” 2009. https://www.idu.ac.id/profil/identitas
(diakses pada Mar. 29, 2021). Gambar 10. Foto bersama peserta sosialisasi Bela Negara [3] H. R. P. Sinaga, “Pendidikan Bela Negara yang
Diselenggarakan Pusdikif,” J. Prodi Peperangan
Asimetris, vol. 3, no. 3, pp. 63–80, 2017. Kegiatan sosialisasi Bela Negara ditutup dengan melakukan
foto bersama, pada Gambar 10, yang diikuti semua peserta
sosialisasi dalam kegiatan PKM ini. Foto bersama ini masih
tetap mengikuti protokol kesehatan dengan memakai masker
dan menjaga jarak. Kegiatan PKM ini telah membuka
kesempatan dan ruang baru untuk penerapan keahlian Teknik
Mesin dalam mendukung berbagai misi kemanusiaan bagi
tenaga medis. Sinergi yang saling mendukung antara
semangat bela negara dan kemanusiaan antara dua institusi
dalam kegiatan PKM ini tetap diharapkan terus terjalin baik. [4] J. Indrawan dan M. P. Aji, “Pendidikan Bela Negara
Sebagai Mata Kuliah Di Perguruan Tinggi,” J. Pertahanan Bela Negara, vol. 8, no. 3, pp. 1–24, 2018,
doi: 10.33172/jpbh.v8i3.437. [5] “PDDikti - Pangkalan Data Pendidikan Tinggi,” 2020. https://pddikti.kemdikbud.go.id/data_prodi/NUQ0RDY
2Q0MtRUQzOS00NkY1LUExMkItQzA4OENBNUUz
NUI3 (diakses pada Mar. 29, 2021). [6] C. F. Suan, “Faktor-faktor yang berhubungan keputusan
ibu primigravida menentukan tempat persalinan di RSIA
Melania Cibinong”, Undergraduate thesis, STIK Sint
Carolus, 2016. IV. KESIMPULAN Dengan terlaksananya kegiatan PKM Prodi Teknik Mesin
Unhan di RSIA Melania Cibinong, maka dapat diperoleh
beberapa simpulan yaitu [7] Stetoskoop, “Tentang Rumah Sakit Ibu dan Anak
Melania
-
Cibinong,”
2021. http://stetoskoop.com/id/hospital/rumah-sakit-ibu-dan-
anak-melania--cibinong (diakses pada Mar. 29, 2021). 1. Kegiatan PKM oleh masyarakat akademis di lingkungan
Prodi Teknik Mesin Unhan RI telah dilakukan sebagai
pemenuhan Tri Dharma perguruan tinggi. [8] SehatQ,
“RSIA
Melania
Cibinong,”
2018. https://www.sehatq.com/faskes/rumah-sakit-melania-
cibinong (diakses pada Mar. 29, 2021). 2. Terjadi sinergi yang saling menguatkan antara pelayanan
kemanusiaan RSIA Melania Cibinong dengan pelayanan
Bela Negara Prodi Teknik Mesin Unhan RI. 2. Terjadi sinergi yang saling menguatkan antara pelayanan
kemanusiaan RSIA Melania Cibinong dengan pelayanan
Bela Negara Prodi Teknik Mesin Unhan RI. [9] A. Alfirman, S. Sukamto, G. Sastria dan Z. Bahri,
“Perakitan dan perbaikan komputer untuk meningkatan
kualitas remaja di Desa Pandau Jaya Kecamatan Siak
Hulu Kabupaten Kampar”, unricsce, vol. 1, pp. 243-254,
Sep. 2019. 3. Seluruh pihak, baik dari Prodi Teknik Mesin Unhan RI
maupun RSIA Melania Cibinong, terlibat aktif dalam
pelaksanaan kegiatan PKM yang dilakukan. 4. Penerapan keahlian Teknik Mesin dapat mendukung
keberlangsungan
operasional
rumah
sakit
dalam
pelayanan kemanusiaan. 4. Penerapan keahlian Teknik Mesin dapat mendukung
keberlangsungan
operasional
rumah
sakit
dalam
pelayanan kemanusiaan. p
[10] M. Y. T. Sulistyono, W. S. Sari dan I. Septriana,
“Pemberdayaan
Remaja
Putus
Sekolah
dan
Pengangguran Dalam Pembentukan Komunitas Wira
Usaha
Jasa
Perbaikan
Komputer
dan
Jaringan
Komputer,” sens2. 2016. p
y
5. Kegiatan sosialisasi Bela Negara bagi pimpinan dan
karyawan rumah sakit mendukung sumber daya manusia
yang memiliki jiwa ksatria dan bertanggung jawab tidak
hanya untuk kepentingan kemanusiaan saat bertugas di
rumah sakit tetapi juga untuk bangsa dan negara. 5. Kegiatan sosialisasi Bela Negara bagi pimpinan dan
karyawan rumah sakit mendukung sumber daya manusia
yang memiliki jiwa ksatria dan bertanggung jawab tidak
hanya untuk kepentingan kemanusiaan saat bertugas di
rumah sakit tetapi juga untuk bangsa dan negara. [11] A. Syaputra, “Pelatihan Maintenance Komputer Pada
Himpunan Mahasiswa Teknik Informatika Kota Pagar
Alam,” NGABDIMAS, Vol. 3, No. 2, pp. 75-81, 2020,
https://doi.org/10.36050/ngabdimas.v3i2.274. p j g
g
g
6. Kegiatan PKM Prodi Teknik Mesin Unhan RI di RSIA
Melania Cibinong menunjukkan sinergi bela negara dan
kemanusiaan dalam rangka mendukung kehidupan
berbangsa dan bernegara yang sehat dan humanis. [12] Y. Basongan dan M. Iswar. “IbM Perawatan dan
Perbaikan
Generator
Set
(Genset)
di
Desa
Nisombalia,” Seminar Nasional Hasil Penelitian &
Pengabdian Kepada Masyarakat (SNP2M), pp. 474–
478, 2017. Rukmono, L. Y. W. dan Jaya, A. S.: Sinergi Bela Negara dan Kemanusiaan dalam Kegiatan
Pengabdian Kepada Masyarakat Prodi Teknik Mesin Unhan RI di RSIA Melania Cibinong KOMATIKA, Volume 1(1), Mei 2021, pp. 17-23
ISSN: 2774-5341 UCAPAN TERIMA KASIH Penulis menyampaikan terima kasih untuk dukungan teknis
maupun operasional terhadap pelaksanaan PKM ini. Masyarakat akademis di lingkungan Prodi Teknik Mesin: [13] K. Purwanto, S. Suripto, R. O. Wiyagi, Y. Ardiyanto dan DOI: 10.34148/komatika.v1i1.352 KOMATIKA, Volume 1(1), Mei 2021, pp. 17-23
ISSN: 2774-5341 23 M. Y. Mustar, “Implementasi Emergency Backup Pada
Instalasi Listrik Di Masjid An Nuur, Gamping Tengah,”
dalam
Prosiding
Seminar
Nasional
Program
Pengabdian Masyarakat, 2020. M. Y. Mustar, “Implementasi Emergency Backup Pada
Instalasi Listrik Di Masjid An Nuur, Gamping Tengah,”
dalam
Prosiding
Seminar
Nasional
Program
Pengabdian Masyarakat, 2020. Engagement and Services, Vol. 2, No. 2, pp. 1-6, 2019. [18] “Reverse Osmosis (RO) Fact Sheet,” 2019. [Online]. Available:
https://www.wqa.org/Portals/0/Technical/Technical
Fact Sheets/2019_RO.pdf. [14] D. Aribowo, Desmira, and D. A. Fauzan, “Sistem
Perawatan Mesin Genset di PT (Persero) Pelabuhan
Indonesia II,” Pros. Semin. Nas. Pendidik. FKIP, Vol. 3,
No. 1, pp. 580–594, 2020. [19] T. H. Saputra, H. A. Pamasaria, B. Wiratmoko, R. Hermawan dan R. Supriyono, “Rancang Bangun Mesin
Cuci Tangan Otomatis Portabel untuk Mengurangi Efek
Pandemi
Covid
19,”
LOGISTA-Jurnal
Ilmiah
Pengabdian kepada Masyarakat, Vol. 4, No. 2, pp. 534-
540, 2020. [15] S. Teguh, “Uji Kelayakan Operasi Genset BRV20 RSG-
GAS Setelah dilakukan Perbaikan,” dalam Prosiding
Seminar Nasional Teknologi Pengelolaan Limbah XIV,
pp. 268–277, 2016. [20] R. Romadhoni, B. Santoso dan M. Helmi, “Pembuatan
Alat Cuci Tangan Mobile Dalam Pencegahan Corona
Virus pada Tempat Ibadah,” INTEGRITAS: Jurnal
Pengabdian, Vol. 4, No. 2, pp. 264-274, 2020. [16] L. K. Wardana, ”Pengolahan Air Mineral dalam
Kemasan Rendah Kontaminasi,” Berdikari: Jurnal
Inovasi dan Penerapan Ipteks, Vol. 6, No. 2, 162-172,
2018. [21] L. Y. W. Rukmono, A. S. Jaya, A. Aulia, and E. I. Bhiftime, “Rancang bangun mesin cuci tangan otomatis
cutato-Unhan berbasis karakteristik anthropometri,”
dalam Prosiding Seminar Nasional Ilmu Teknik dan
Aplikasi Industri (SINTA), Vol. 3, 2020. [17] D. D. Djamaluddin, M. Anshar, Z. Muslimin, R.S. Sadrat, E. Palantei, M. Baharuddin, A. D. Achmad,
Wardi dan S. Syarif, “Pelatihan Trouble Shooting Sistem
RO di Kecamatan Marusu Kabupaten Maros,” JURNAL
TEPAT: Applied Technology Journal for Community DOI: 10.34148/komatika.v1i1.352 KOMATIKA, Volume 1(1), Mei 2021, pp. 17-23
ISSN: 2774-5341
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Indonesian
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Pengaruh Komitmen dan Kepuasan Kerja Terhadap Kinerja Pegawai Pada Dinas Kependudukan dan Pencatatan Sipil Kota Palembang
|
Economica sharia/Ekonomica Sharia
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cc-by-sa
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Ekonomica Sharia: Jurnal Pemikiran dan Pengembangan Ekonomi Syariah Volume 8 Nomor 2 Edisi Februari 2023│295 Ekonomica Sharia: Jurnal Pemikiran dan Pengembangan Ekonomi Syariah Volume 8 Nomor 2 Edisi Februari 2023│295 Abstrack This study focuses on employees, especially the performance of employees of the Palembang
City Population and Civil Registration Office. High employee performance is expected by the
agency. The more employees who have high performance, the overall agency productivity will
also increase. Employees are required to be able to complete their duties and responsibilities
effectively and efficiently. Based on the calculation results, it can be concluded that the
commitment variable has a partial effect on the Palembang Disdukcapil. The commitment
variable has a significant effect on work performance at Disdukcapil Palembang at a
significance level of 0.000 which is less than a significance level of 0.05, thus it can be stated
that commitment has an effect on performance at Disdukcapil Palembang. Based on the
calculation results, it can be concluded that the job satisfaction variable has no partial effect on
work performance at Disdukcapil Palembang. The variable of job satisfaction in the
Disdukcapil Palembang at 0.422 is greater than the significance level of 0.05. Thus there is no
partial effect of job satisfaction on performance in the Disdukcapil Palembang Keywords: Commitment, Job Satisfaction and Performance PENGARUH KOMITMEN DAN KEPUASAN KERJA TERHADAP
KINERJA PEGAWAI PADA DINAS KEPENDUDUKAN DAN
PENCATATAN SIPIL KOTA PALEMBANG M. Kurniawan DP
Universitas Indo Global Mandiri Palembang
Email: Kurniawan@uigm.ac.id Kata Kunci : Komitmen, Kepuasan kerja dan Kinerja Abstrak Penelitian ini memfokuskan pada pegawai terutama Kinerja pegawai Dinas Kependudukan dan
Pencatatan Sipil kota Palembang. Kinerja pegawai yang tinggi sangatlah diharapkan oleh
instansi tersebut, Semakin banyak pegawai yang mempunyai kinerja yang tinggi, maka
produktivitas instansi secara keseluruhan akan meningkat pula. Pegawai dituntut untuk mampu
menyelesaikan tugas dan tanggung jawabnya secara efektif dan efisien. y
g
gg
g j
y
f
f
f
Berdasarkan hasil perhitungan, dapat disimpulkan bahwa variabel komitmen memiliki
pengaruh secara parsial terhadap disdukcapil Palembang. Variabel komitmen berpengaruh
secara signifikan terhadap prestasi kerja di Disdukcapil Palembang dalam angka signifikansi
0,000 lebih kecil dari taraf signifikansi 0,05, dengan demikian dapat dinyatakan bahwa
komitmen berpengaruh terhadap kinerja di disdukcapil Palembang. Berdasarkan hasil perhitungan, dapat disimpulkan bahwa variabel kepuasan Kerja tidak
memiliki pengaruh secara parsial terhadap prestasi kerja di Disdukcapil Palembang. Variabel
kepuasan kerja pada disdukcapil Palembang dalam angka 0,422 lebih besar dari taraf
signifikansi 0,05. Dengan demikian tidak adanya pengaruh secara parsial dari kepuasan kerja
terhadap kinerja di disdukcapil Palembang Kata Kunci : Komitmen, Kepuasan kerja dan Kinerja Kata Kunci : Komitmen, Kepuasan kerja dan Kinerja 296│ 296│ M. Kurniawan DP; Pengaruh Komitmen Dan Kepuasan Kerja Terhadap Kinerja Pegawai……… 96│ M. Kurniawan DP; Pengaruh Komitmen Dan Kepuasan Kerja Terhadap Kinerja Pegawai…… 1.
Latar Belakang Masalah Penelitian ini menggunakan variabel komitmen, komitmen adalah Menurut
Mathis dan Jackson komitmen adalah derajat yang mana karyawan percaya dan
menerima tujuan-tujuan organisasi dan akan tetap tinggal atau tidak akan meninggalkan
organisasi. Sedangkan Mowdey menyebutkan komitmen merupakan dimensi perilaku
penting yang dapat digunakan untuk menilai kecenderungan karyawan untuk bertahan
sebagai anggota organisasi. Disamping itu Lincoln menyatakan komitmen itu mencakup
kebanggaan anggota, kesetiaan anggota, dan kemauan anggota pada organisasi. Luthans menyatakan komitmen merupakan keinginan yang kuat untuk menjadi
anggota dalam suatu kelompok, kemauan usaha yang tinggi untuk organisasi, serta
suatu keyakinan tertentu dan penerimaan terhadap nilai- nilai dan tujuan-tujuan
organisasi. Selain itu Mayer dan Allen mengidentifikasi tiga tema berbeda dalam
mendefenisikan komitmen. Ketiga tema tersebut adalah komitmen sebagai ketertarikan
pada organisasi (affective commitment), komitmen sebagai biaya yang harus
ditanggung jika meninggalkan atau keluar organisasi (continuance commitment), dan
komitmen sebagai kewajiban untuk tetap dalam organisasi (normative commitment). Tidak hanya komitmen yang memiliki pengaruh dalam kualitas kinerja karyawan,
kepuasan kerja karyawan adalah salah satu hal terpenting dalam kualitas kinerja. Menurut Robins, kepuasan kerja atau job satisfaction diidentikkan dengan hal-hal
yang bersifat individual. Karena itu, tingkat kepuasan setiap orang berbeda-beda dan hal
ini terjadi apa bila beberapa faktor terpenuhi yaitu kebutuhan individu serta kaitannya
dengan derajat kesukaan dan ketidaksukaan pekerja (Robins, 1999). Kepuasan dapat
diartikan juga sebagai sekelompok faktor yang menyebabkan individu berperilaku
dalam cara-cara tertentu. Kepuasan adalah pertimbangan yang penting bagi pemimpin karena kepuasan,
bersama-sama kemampuan dan faktor-faktor lingkungan, sangat mempengaruhi kinerja
individu. Proses kepuasan dimulai dengan terpenuhinya kebutuhan. Sebagai reaksinya,
seorangpekerja
mempertimbangkan
alternatif-alternatif
pemenuhan
kebutuhan
ini,seperti bekerja lebih keras agar gajinya dinaikkan atau mencari pekerjaan baru. Agar 297 Ekonomica Sharia: Jurnal Pemikiran dan Pengembangan Ekonomi Syariah Volume 8 Nomor 2 Edisi Februari 2023│297 perilaku seorang pekerja sesuai dengan tujuan organisasi, maka harus ada perpaduan
antara kepuasan akan pemenuhan kebutuhan mereka sendiri dan permintaan organisasi. Berdasarkan penjelasan di atas bahwa dengan memberikan kepuasan yang tepat,
pegawai akan terdorong untuk berbuat semaksimal mungkin dalam melaksanakan
tugasnya, dan mereka meyakini bahwa dengan keberhasilan organisasi mencapai tujuan
dan berbagai sasarannya, maka kepentingan- kepentingan pribadinya akan terpelihara
pula. Agar dapat mewujudkan pegawai yang memiliki kepuasan dan kinerja yang tinggi
diperlukan pula peran yang besar dari pimpinan organisasi, karena dalam perubahan
organisasibaik yang terencana maupun tidak terencana, aspek yang terpenting adalah
perubahan individu. Perubahan pada individu tidak mudah, tetapi harus melalui proses. Pemimpin sebagai panutan dalam organisasi, sehingga perubahan harus dimulai dari
tingkat yang paling atas (pemimpin). 1.
Latar Belakang Masalah Untuk itu organisasi memerlukan pemimpin yang
reformis yang mampu menjadi motorpenggerak perubahan organisasi. Kemampuan
kerja pegawai juga menjadi faktor penentu keberhasilan suatu organisasi karena sebagai
motor penggerak organisasi kemampuan pegawai menjadi salah satu syarat mutlak
apabila menginginkan pencapaian tujuan organisasi. Penelitian ini memfokuskan pada pegawai terutama Kinerja pegawai Dinas
Kependudukan dan Pencatatan Sipil kota Palembang. Kinerja pegawai yang tinggi
sangatlah diharapkan oleh instansi tersebut, Semakin banyak pegawai yang mempunyai
kinerja yang tinggi, maka produktivitas instansi secara keseluruhan akan meningkat
pula. Pegawai dituntut untuk mampu menyelesaikan tugas dan tanggung jawabnya
secara efektif dan efisien. Kinerja pegawai Dinas Kependudukan dan Pencatatan Sipil kota Palembangdapat
diukur melalui penyelesaian tugasnya secara efektif dan efisien serta melakukan peran
dan fungsinya dan itu semua berhubungan linear dan berhubungan positif bagi
keberhasilan instansi. Dihubungkan dengan keadaan sebenarnya dilapangan kinerja
pegawai masih belum sesuai dengan keinginaninstansi hal tersebut dapat dilihat melalui
hasil kerja yang dicapai oleh pegawaiyang belum sesuai dengan efektivitas dan efisiensi
yang ingin dicapai oleh instansi. Pencapaian kinerja yang optimal pada Dinas kependudukan dan pencatatansipil
kota Palembang diharapkan dapat dicapai oleh pegawai melalui pengetahuannya tentang 298 M. Kurniawan DP; Pengaruh Komitmen Dan Kepuasan Kerja Terhadap Kinerja Pegawai……… M. Kurniawan DP; Pengaruh Komitmen Dan Kepuasan Kerja Terhadap Kinerja Pegawai…… komitmen affektif serta kualitas kinerja yang dibangun oleh pegawai bersama-sama
dengan instansi, dengan kepemimpinanyang sejalan dengan tujuan instansi serta
karakter pegawai yang mengacu padaperbaikan kemampuan kerja pegawai dalam
melaksanakan tanggung jawabnyasehingga Dinas kependudukan dan pencatatan sipil
kota Palembang mampu mencapai tujuan yang ditargetkan melalui optimalisasi kinerja
pegawai yang belum tercapai pada kenyataannya. Fenomena yang terjadi di Dinas kependudukan dan pencatatan sipil kota
Palembang, diantaranya adalah menurunnya keinginan pegawai untukmencapai prestasi
kerja, ketepatan waktu dalam menyelesaikan pekerjaan hingga kedisiplinan, dan
pengaruh yang berasal dari lingkungannya, teman kerja yang menurun semangatnya dan
tidak ada contoh yang harus dijadikan acuan dalam pencapaian prestasi kerja yang baik. Sebagai instansi yang bergerak dibidang pelayanan publik yang menuntut segala
sesuatunya termasuk target pekerjaan dapat terlaksana tepat waktu. Pada penelitian ini
penulis lebih memfokuskan pada pengaruh Komitmen Affektif dan kepuasan kerja
pegawai di dinas kependudukan dan pencatatan sipil kota Palembang, karena dilihat dari
beberapa fenomena yang ada. Berdasarkan uraian diatas, penulis tertarik mengangkat
masalah mengenai “Pengaruh Komitmen Affektif dan kepuasan kerja terhadap kinerja
pegawai pada Dinas Kependudukan dan pencatatan sipil kota Palembang”. 4.
Manfaat Penelitian Berdasarkan latar belakang dalam penelitian ini peneliti berharap dapat
memberikan manfaat pada banyak pihak: Berdasarkan latar belakang dalam penelitian ini peneliti berharap dapat
memberikan manfaat pada banyak pihak: a. Secara Teoritis 3.
Tujuan Penelitian Berdasarkan uraian penelitian diatas, tujuan penelitian ini adalah untuk
mengetahui: a. Pengaruh Komitmen Affektif terhadap kinerja kerja pada Dinas Kependudukan
dan pencatatan sipil kota Palembang. b. Pengaruh kepuasaan kerja terhadap kinerja pada Dinas Kependudukan dan
pencatatan sipil kota Palembang. c. Pengaruh Komitmen Affektif dan kepuasaan kerja terhadap kinerja pegawai pada
Dinas Kependudukan dan pencatatan sipil kota Palembang. 2.
Masalah Penelitian Berdasarkan tema yang diambil mengenai Pengaruh Komitmen Affektif dan
kualitas kinerja terhadap kepuasaan kerja pegawai pada Dinas Kependudukan dan
pencatatan sipil kota Palembang, maka dapat diidentifikasikan masalah dari penelitian
ini adalah : a. Bagaimana Pengaruh Komitmen Affektif secara parsial terhadap kepuasaan kerja
pegawai pada Dinas Kependudukan dan pencatatan sipil kota Palembang ? a. Bagaimana Pengaruh Komitmen Affektif secara parsial terhadap kepuasaan kerja
pegawai pada Dinas Kependudukan dan pencatatan sipil kota Palembang ? b. Bagaimana Pengaruh kualitas kinerja secara parsial terhadap kepuasaan kerja
pegawai pada Dinas Kependudukan dan pencatatan sipil kota Palembang c. Bagaimana Pengaruh Komitmen Affektif dan kualitas kinerja terhadap kepuasaan
kerja pegawai pada Dinas Kependudukan dan pencatatan sipil kota Palembang ? 299 Ekonomica Sharia: Jurnal Pemikiran dan Pengembangan Ekonomi Syariah Volume 8 Nomor 2 Edisi Februari 2023│299 a.
Definisi Kinerja a. Definisi Kinerja Kinerja apabila dikaitkan dengan performance sebagai kata benda (noun), maka
pengertian performance atau kinerja adalah hasil kerja yang dapat dicapai oleh
seseorang atau kelompok orang dalam suatu perusahaansesuai dengan wewenang dan
tanggung jawab masing-masing dalam upaya pencapaian tujuan perusahaan secara
ilegal, tidak melanggar hukumdan tidak bertentangan dengan moral dan etika (Rivai &
Basri, 2004; Harsuko 2011). Dilihat dari sudut pandang ahli yang lain, kinerja adalah banyaknyaupaya yang
dikeluarkan individu pada pekerjaannya (Robbins, 2001). Sementara itu menurut
Bernandi & Russell 2001 (dalam Riani 2011) performansi adalah catatan yang
dihasilkan dari fungsi suatu pekerjaan tertentu atau kegiatan selama periode waktu
tertentu. b. Kriteria-Kriteria Kinerja TINJAUAN PUSTAKA 1. Kinerja M. Kurniawan DP; Pengaruh Komitmen Dan Kepuasan Kerja Terhadap Kinerja Pegawai……… 300│ M. Kurniawan DP; Pengaruh Komitmen Dan Kepuasan Kerja Terhadap Kinerja Pegawai……… a.
Secara Teoritis Penulis berharap hasil penulisan ini dapat memberikan sumbangan bagi
pengembangan ilmu pengetahuan tentang Komitmen affektif dan juga kepuasan kerja
yang baik untuk mencapai kinerja yang baik . b. Secara Praktis 1)
Bagi Instansi 1)
Bagi Instansi Sebagai bahan informasi dan masukan bagi instansi dalam meningkatkan Kinerja
yang maksimal pada dinas capil kota Palembang. Sebagai bahan informasi dan masukan bagi instansi dalam meningkatkan Kinerja
yang maksimal pada dinas capil kota Palembang. 2)
Bagi Pihak Lain 2)
Bagi Pihak Lain Hasil penelitian ini diharapkan dapat dijadikan referensi bagi peneliti lain yang
melakukan penelitian dengan topik yang sama Hasil penelitian ini diharapkan dapat dijadikan referensi bagi peneliti lain yang
melakukan penelitian dengan topik yang sama b.
Kriteria-Kriteria Kinerja Kriteria kinerja adalah dimensi-dimensi pengevaluasian kinerja seseorang
pemegang jabatan, suatu tim, dan suatu unit kerja. Secara bersama-sama dimensi itu
merupakan harapan kinerja yang berusaha dipenuhi individu dan tim guna mencapai
strategi organisasi. Menurut Schuler dan Jackson 2004 (dalam Harsuko 2011) bahwa ada 3 jenis
dasar kriteria kinerja yaitu: Menurut Schuler dan Jackson 2004 (dalam Harsuko 2011) bahwa ada 3 jenis
dasar kriteria kinerja yaitu: 1. Kriteria berdasarkan sifat memusatkan diri pada karakteristik pribadi seseorang
karyawan. Loyalitas, keandalan, kemampuan berkomunikasi, dan keterampilan
memimpin merupakan sifat-sifat yang sering dinilai selama proses penilaian. Jenis
kriteria ini memusatkan diri pada bagaimana seseorang, bukan apa yang dicapai atau
tidak dicapai seseorang dalam pekerjaanya. 2. Kriteria berdasarkan perilaku terfokus pada bgaimana pekerjaan dilaksanakan. Kriteria semacam ini penting sekali bagi pekerjaan yang membutuhkan hubungan
antar personal. Sebagai contoh apakah SDM- nyaramah atau menyenangkan. 3. Kriteria berdasarkan hasil, kriteria ini semakin populer dengan makin ditekanya
produktivitas dan daya saing internasional. Kreteria ini berfokus pada apa yang telah 3. Kriteria berdasarkan hasil, kriteria ini semakin populer dengan makin ditekanya
produktivitas dan daya saing internasional. Kreteria ini berfokus pada apa yang telah │301 Ekonomica Sharia: Jurnal Pemikiran dan Pengembangan Ekonomi Syariah Volume 8 Nomor 2 Edisi Februari 2023│301 dicapai atau dihasilkan ketimbang bagaimana sesuatu dicapai atau dihasilkan. Menurut Bernandin & Russell (2001 dalam Riani 2011) kriteria yang digunakan
untuk menilai kinerja karyawan adalah sebagai berikut: 1)
Quantity of Work (kuantitas kerja): jumlah kerja yang dilakukan dalam suatu
periode yang ditentukan. 2)
Quality of Work (kualitas kerja): kualitas kerja yang dicapai berdasarkan syarat-
syarat kesesuaian dan ditentukan. 3)
Job Knowledge (pengetahuan pekerjaan): luasnya pengetahuan mengenai
pekerjaan dan keterampilannya. 4)
Creativeness (kreativitas): keaslian gagasan-gagasan yang dimunculkan dan
tindakan-tindakan untuk menyelesaikan persoalan yangtimbul. 5)
Cooperation (kerja sama): kesedian untuk bekerjasama dengan orang lain atau
sesama anggota organisasi. c. Faktor-Faktor yang Mepengaruhi Kinerja c. Faktor-Faktor yang Mepengaruhi Kinerja Menurut Steers (dalam Suharto & Cahyono 2005) faktor-faktor yang
mempengaruhi kinerja adalah: 1. Kemampuan, kepribadian dan minat kerja. 1. Kemampuan, kepribadian dan minat kerja. 2. Kejelasan dan penerimaan atau kejelasan peran seseorang pekerja yang
merupakan taraf pengertian dan penerimaan seseprang atas tugas yang
diberikan kepadanya. 3. Tingkat motivasi pekerja yaitu daya energi yang mendorong, mengarahkan
dan mempertahankan perilaku. b.
Faktor-faktor Komitmen Semakin tinggi komitmen seorang pegawai maka akan semakin tinggi pula kinerja
yang dicapainya. ketika komitmen diwujudkan dalam bentuk kesetiaan pengabdian pada
organisasi. Namun dalam kenyataannya tidak semua pegawai melaksanakan komitmen
seutuhnya. Ada komitmen kerja yang tinggi dan ada yang rendah. Faktor-faktor yang
mempengaruhi komitmen adalah faktor intrinsik dan ekstrinsik dari pegawai yang
bersangkutan. Adapun Faktor-faktor intrinsik karyawan meliputi aspek-aspek kondisi sosial
ekonomi keluarga pegawai, usia pegawai, pendidikan pendidikan, pengalaman kerja,
kestabilan kepribadian, dan gender. Sementara itu untuk faktor ekstrinsik yang dapat
mendorong terjadinya komitmen tertentu antara lain adalah keteladanan pihak
manajemen khususnya manajemen puncak dalam berkomitmen di berbagai aspek
organisasi. c. Indikator komitmen kerja 02│ M. Kurniawan DP; Pengaruh Komitmen Dan Kepuasan Kerja Terhadap Kinerja Pegawai……… tertentu,2). keinginan untuk berusaha keras sesuai keinginan organisasi 3). keyakinan
tertentu, dan penerimaan nilai dan tujuan organisasi. tertentu,2). keinginan untuk berusaha keras sesuai keinginan organisasi 3). keyakinan
tertentu, dan penerimaan nilai dan tujuan organisasi. b. Faktor-faktor Komitmen c.
Indikator komitmen kerja Komitmen organisasi bersifat multidimensi, oleh karena itu Allen dan Meyer
(dalam Luthans, 2006) membedakan bentuk komitmenorganisasi yang dibagi atas tiga
komponen, yaitu: a. Affective commitment a.
Affective commitment Merupakan hal yang berkaitan dengan keterikatan emosional atau emotional
attachment, identifikasi, dan keterlibatan individu di dalam suatu organisasi. Individu
yang memiliki komitmen afektif yang kuat akan terus bekerja dalam organisasi karena
mereka memang ingin (want to) melakukan hal tersebut. b. Continuance commitment a.
Pengertian Komitmen Organisasi Komitmen organisasi muncul sebagai topik penting dalam studi danperusahaan. Para peneliti memandang komitmen organisasi sebagai tantangan utama pada abad ke-
21. Individu yang loyal terhadap organisasi akan selalu bekerja dengan organisasi dan
terus berusaha untuk mencapai tujuan organisasi. Sebaliknya, individu yang tidak
berkomitmen tidak termotivasi untuk mencapai tujuan organisasi. Komitmen organisasi
didefinisikan sebagai : 1). keinginan kuat untuk tetap sebagai anggota organisasi 302│ M. Kurniawan DP; Pengaruh Komitmen Dan Kepuasan Kerja Terhadap Kinerja Pegawai………
tertentu,2). keinginan untuk berusaha keras sesuai keinginan organisasi 3). keyakinan
tertentu, dan penerimaan nilai dan tujuan organisasi. 2│ M. Kurniawan DP; Pengaruh Komitmen Dan Kepuasan Kerja Terhadap Kinerja Pegawai……… c.
Normative commitment Komitmen normatif merupakan perasaan-perasaan individu tentangkewajiban
yang harus ia berikan kepada organisasi, karena tindakantersebut merupakan hal benar
yang harus dilakukan. Hal ini berarti individu dengan komitmen normatif yang tinggi
akan merasa bahwamereka wajib (ought to) bertahan dalam organisasi dimana mereka
bergabung. Kepuasan Kerja b. Continuance commitment Disebut juga komitmen berkelanjutan berkaitan denganpersepsi individu tentang
kerugian yang akan dihadapinya jika ia meninggalkan organisasi. Jadi individu akan
mempertimbangkan untung rugi apabila ingin tetap bergabung dengan organisasi atau
justru meninggalkan organisasi. Hal ini mungkin karena hilangnya senioritas, promosi,
atau benefit. Individu yang bekerja berdasarkankomitmen kontinuans ini akan bertahan 303 Ekonomica Sharia: Jurnal Pemikiran dan Pengembangan Ekonomi Syariah Volume 8 Nomor 2 Edisi Februari 2023│303 dalam organisasi karena memang mereka butuh (need to) melakukan hal tersebut karena
tidak adanya pilihan lain. c. Normative commitment 304│ M. Kurniawan DP; Pengaruh Komitmen Dan Kepuasan Kerja Terhadap Kinerja Pegawai……… 2)
Faktor pekerjaan, yaitu jenis pekerjaan, struktur organisasi, pangkat (golongan),
kedudukan, mutu pengawasan, jaminan finansial, kesempatan promosi jabatan,
interaksi sosial, dan hubungan kerja. 2)
Faktor pekerjaan, yaitu jenis pekerjaan, struktur organisasi, pangkat (golongan),
kedudukan, mutu pengawasan, jaminan finansial, kesempatan promosi jabatan,
interaksi sosial, dan hubungan kerja. b. Indikator-Indikator Kepuasan Kerja b. Indikator-Indikator Kepuasan Kerja Setiap karyawan memiliki tolak ukur kepuasan kerja yang berbeda standar
kepuasannya.. Adapun indikator kepuasan kerja menurut Hasibuan (2013:203) antara
lain: 1)
Balas jasa yang adil dan layak, merupakan semua pendapatan yang berbentuk
uang, barang langsung atau tidak langsung yang diterima karyawan sebagai
imbalan atas jasa yang diberikan kepada perusahaan. 2)
Penempatan yang sesuai dengan keahlian menempatkan posisi seseorang ke posisi
pekerjaan yang tepat, seberapa baik seseorang karyawan cocok dengan
pekerjaannya akan mempengaruhi jumlah dan kualitas pekerjaan. 3)
Berat-ringannya pekerjaan, merupakan sekumpulan sejumlah kegiatan yang harus
diselesaikan oleh seseorang atau sekelompok orang selama periode waktu tertentu
sesuai dengan kemampuan pekerja. 4)
Suasana dan lingkungan kerja, merupakan suasana dimana karyawan melakukan
aktivitas kerjanya setiap hari dan lingkungan kerja merupakan segala sesuatu yang
ada disekitar pekerja yang dapat mempengaruhi tugas yang dibebankan kepada
pekerja. 5)
Sikap
pimpinan
dalam
kepemimpinannya,
merupakan
seseorang
yang
menggunakan wewenang formal untuk mengorganisasikan, mengarahkan,
mengontrol, para bawahan yang bertanggung jawab, supaya semua pekerjaan
dikoordinasi demi mencapai tujuan perusahaan. 5)
Sikap
pimpinan
dalam
kepemimpinannya,
merupakan
seseorang
yang
menggunakan wewenang formal untuk mengorganisasikan, mengarahkan,
mengontrol, para bawahan yang bertanggung jawab, supaya semua pekerjaan
dikoordinasi demi mencapai tujuan perusahaan. 3.
Pengertian Kepuasan Kerja Kepuasan kerja merupakan salah satu faktor yang sangat penting untuk
mendapatkan hasil kerja yang optimal. Ketika seseorang merasakan kepuasan dalam
bekerja ia akan berupaya semaksimal mungkin dengan segenap kemampuan yang
dimilikinya untuk menyelesaikan tugas pekerjaannya. Dengan demikian produktivitas
dan hasil kerjanyan akan meningkat secara optimal. Menurut Robbins (2015:170) disebutkan bahwa kepuasan kerja adalah suatusikap
umum terhadap pekerjaan seseorang sebagai perbedaan antara banyaknya ganjaran yang
diterima pekerja dengan banyaknya ganjaran yang diyakini seharusnya diterima. Menurut
Priansa (2014:291) kepuasan kerja merupakan perasaan pegawai terhadap pekerjaannya,
apakah senang/ suka atau tidak senang/ tidak suka sebagai hasil interaksi pegawai
dengan lingkungan pekerjaannya atau sebagai persepsi sikap mental, juga sebagai hasil
penilaian pegawai terhadap pekerjaannya. Berdasarkan pengertian para ahli diatas dapat disimpulkan bahwa kepuasankerja
adalah sikap positif atau keadaan emosional yang dimiliki seorang karyawan terhadap
pekerjaan dan kondisi kerja yang terkait. a. Faktor-Faktor yang Mempengaruhi Kepuasan Kerja (2015) Faktor-faktor yang mempengaruhi kepuasan kerja, menurut Mangkunegara (2015)
yaitu: 1)
Faktor pegawai, yaitu kecerdasan (IQ), kecakapan khusus, umur, jenis kelamin,
kondisi fisik, pendidikan, pengalam kerja, masa kerja, kepribadian, emosi, cara
berfikir, persepsi, dan sikap kerja. 304│ M. Kurniawan DP; Pengaruh Komitmen Dan Kepuasan Kerja Terhadap Kinerja Pegawai……… Gambar 2. Kerangka pikir penelitian Berdasarkan gambar 2 diatas, dapat dijelaskan bahwa variabel bebas
(independent) dalam penelitian ini adalah Komitmen (X1), Kepuasan (X2), dan variabel
terikat (dependent) Kinerja (Y). 4.
Penelitian terdahulu Hasil penelitian dari Novita Dkk (2016) yang berjudul “Pengaruh Kepuasan Kerja
Dan Komitmen Organisasional Terhadap Kinerja Karyawan” menyimpulkan bahwa . Hasil penelitian ini menunjukkan bahwa kepuasan kerja dan komitmen organisasional
berpengaruh secara simultan terhadap kinerja karyawan dengan nilai sig.F 0,000 < α =
0,05. Kepuasan kerja berpengaruh secara parsial terhadap kinerja karyawan dengan nilai 305 Ekonomica Sharia: Jurnal Pemikiran dan Pengembangan Ekonomi Syariah Volume 8 Nomor 2 Edisi Februari 2023 sig.t 0,000 < α = 0,05 namun, komitmen organisasional tidak berpengaruh secara parsial
terhadap kinerja karyawan dengan nilai sig.t 0,344 > α = 0,05. Beberapa penelitian
terdahulu yang dilakukan oleh para peneliti menemukan hasil yang berbeda mengenai
hubungan komitmen organisasional dengan kinerja. Menurut hasil penelitian Keller (1997) hanya ditemukan hubungan yang lemah
antara komitmen organisasional dan kinerja. Kemudian Suliman dan Iles (2000 b)
dalam penelitiannya dikawasan Timur Tengah (Yordania) menemukan bahwa affective
commitment, continuance commitment, serta normative commitment mempunyai
hubungan yang positif dengan kinerja karyawan. 5.
Kerangka penelitian Menurut Sugiyono (2014) mengemukakan bahwa kerangka berpikir merupakan
model konseptual tentang bagaimana teori berhubungan denganberbagai faktor yang
telah diidentifikasi sebagai masalah yang penting. Berikut ini adalah kerangka
pemikiran yang digunakan dalam penelitian ini: Kepuasan Kerja
Komitmen
Kinerja
Gambar 2. Kerangka pikir penelitian Kinerja Kepuasan Kerja Gambar 2. Kerangka pikir penelitian 306│ M. Kurniawan DP; Pengaruh Komitmen Dan Kepuasan Kerja Terhadap Kinerja Pegawai……… H3 : Diduga Komitmen dan Kepuasan kerja berpengaruhterhadap Kinerja
pegawai. H3 : Diduga Komitmen dan Kepuasan kerja berpengaruhterhadap Kinerja
pegawai. METODE PENELITIAN Penelitian ini merupakan penelitian kuantitatif dengan menggunakan data primer
dan data sekunder. Teknik pengumpulan data yang diambil oleh peneliti diperoleh dari
kuisioner, observasi dan dokumentasi. Pendekatan yang digunakan dalam penelitian ini
dengan menggunakan pendekatan kuantitatif di bantu dengan program SPSS, informasi
di penelitian ini mengenai pengaruh komitmen dan kepuasan kerja terhadap kinerja
pegawai di penelitian ini didapat dari informasi yang diberikan kepada karyawan melalui
kuesioner untuk memperoleh data yang akurat. Sampel dalam penelitian ini meliputi 106
pegawai Dinas Kependudukan dan catatan sipil dan Teknik analisis menggunakan uji
validitas, uji reliabilitas, uji normalitas, uji multikolinieritas, analisis deskriptif, analisis
regresi linier berganda, uji parsial (uji T), uji simultan (uji F), koefisien korelasi (R), dan
koefisien determinasi (R2). 6.
Hipotesis Penelitian Hipotesis pada penelitian ini adalah sebagai berikut : H1 : Diduga Komitmen berpengaruh terhadap Kinerja pegawai. H2 : Diduga Kepuasan kerja berpengaruh terhadap Kinerja pegawai. 1.
Uji Validitas Uji validitas dilakukan untuk mengukur tepat atau tidak indikator atau kuesioner
dari masing-masing variabel. Pengujian dilakukan dengan membandingkan antara r-
hitung dengan r-tabel menggunakan program SPSS. Pengujian validitas data dengan
menggunakan uji dua sisi dengan taraf signifikan 5%. Pengujian validitas ini dilakukan
terhadap 106 responden, maka r-tabel df = n-2 dengan taraf signifikan 5%, df = 106-2,
maka r-tabel = 0,1606. Tingkat kevalidan indikator atau kuesioner dapat ditentukan, apabila r- hitung > r-
tabel = valid dan r-hitung < r-tabel = tidak valid (Sugiyono 2017:176).Hasil uji validitas
dapat dilihat dari tabel dibawah ini dengan menggunakan r- hitung dan r-tabel, sebagai
berikut : Hasil Uji Validitas
Komitmen
Item Pertanyaan
R Hitung
R Tabel
Keterangan
Pertanyaan 1
0,446
0,279
Valid
Pertanyaan 2
0,562
0,279
Valid 307 Ekonomica Sharia: Jurnal Pemikiran dan Pengembangan Ekonomi Syariah Volume 8 Nomor 2 Edisi Februari 2023│307
Pertanyaan 3
0,449
0,279
Valid
Pertanyaan 4
0,533
0,279
Valid
Pertanyaan 5
0,473
0,279
Valid Ekonomica Sharia: Jurnal Pemikiran dan Pengembangan Ekonomi Syariah Volume 8 Nomor 2 Edisi Februari 2023│307 Pertanyaan 3
0,449
0,279
Valid
Pertanyaan 4
0,533
0,279
Valid
Pertanyaan 5
0,473
0,279
Valid Dari table diatas dapat dilihat bahwa dari keseluruhan item pertanyaan yang ada
memiliki hasil uji validitas dengan nilai R Hitung lebih besar dari R Tabel, dengan
demikian dapat dinyatakan bahwa seluruh data Komitmen adalah valid. Hasil Uji Validitas Kepuasan Kerja
Item Pertanyaan
R Hitung
R Tabel
Keterangan
Pertanyaan 1
0,545
0,279
Valid
Pertanyaan 2
0,391
0,279
Valid
Pertanyaan 3
0,449
0,279
Valid
Pertanyaan 4
0,529
0,279
Valid
Pertanyaan 5
0,406
0,279
Valid Dari table diatas dapat dilihat bahwa dari keseluruhan item pertanyaan yang ada
memiliki hasil uji validitas dengan nilai R Hitung lebih besar dari R Tabel, dengan
demikin dapat dinyatakan bahwa seluruh data Kepuasan kerja adalah valid. Hasil Uji Validitas Kinerja
Item Pertanyaan
R Hitung
R Tabel
Keterangan
Pertanyaan 1
0,502
0,279
Valid
Pertanyaan 2
0,337
0,279
Valid
Pertanyaan 3
0,616
0,279
Valid
Pertanyaan 4
0,459
0,279
Valid
Pertanyaan 5
0,530
0,279
Valid Dari table diatas dapat dilihat bahwa dari keseluruhan item pertanyaan yang ada
memiliki hasil uji validitas dengan nilai R Hitung lebih besar dari R Tabel, dengan
demikin dapat dinyatakan bahwa seluruh data Kinerja adalah valid. 2.
Uji Reliabilitas Hasil Uji Reliabilitas Komitmen Hasil Uji Reliabilitas Komitmen
Reliability Statistics
Cronbach's
Alpha
N of Items
.650
6
Sumber: SPSS 24.0 Dari table diatas dapat dilihat bahwa nilai Cronbach’s Alpha berada pada angka 0,650
yang mana angka ini lebih besar dari standar reliabilitas dengan nilai 0,60. Dengan demikian
variable Komitmen dapat dinyatakan reliabel. 308│ M. Kurniawan DP; Pengaruh Komitmen Dan Kepuasan Kerja Terhadap Kinerja Pegawai………
Hasil Uji Reliabilitas
Kepuasan Kerja
Reliability Statistics
Cronbach's
Alpha
N of Items
.649
6
Sumber: SPSS 24.0 308│ M. Kurniawan DP; Pengaruh Komitmen Dan Kepuasan Kerja Terhadap Kinerja Pegawai……… Hasil Uji Reliabilitas
Kepuasan Kerja
Reliability Statistics
Cronbach's
Alpha
N of It Hasil Uji Reliabilitas
Kepuasan Kerja
Reliability Statistics
Cronbach's
Alpha
N of Items
.649
er: SPSS 24.0 Dari table diatas dapat dilihat bahwa nilai Cronbach’s Alpha berada pada angka 0,649
yang mana angka ini lebih besar dari standar reliabilitas dengan nilai 0,60. Dengan demikian
variable Kepuasan Kerja dapat dinyatakan reliabel. Hasil Uji Reliabilitas Kinerja
Reliability Statistics
Cronbach's
Alpha
N of Items
.647
6
Sumber: SPSS 24.0 Hasil Uji Reliabilitas Kinerja Reliability Statistics
Cronbach's
Alpha
N of Items
.647
6
Sumber: SPSS 24.0 Dari table diatas dapat dilihat bahwa nilai Cronbach’s Alpha berada pada angka 0,647
yang mana angka ini lebih besar dari standar reliabilitas dengan nilai 0,60. Dengan demikian
variable Kinerja dapat dinyatakan reliabel. 3. Uji Normalitas 3. Uji Normalitas
Sumber: SPSS 24.0 Sumber: SPSS 24.0 Sumber: SPSS 24.0 Sumber: SPSS 24.0 Sumber: SPSS 24.0 Berdasar gambar diatas terlihat bahwa menyebar agak kekanan bagian kurva
normal, sehingga dapat disimpulkan residual memenuhi asumsi normalitas. │309 Ekonomica Sharia: Jurnal Pemikiran dan Pengembangan Ekonomi Syariah Volume 8 Nomor 2 Edisi Februari 2023 Sumber: SPSS 24 0 Gambar P-Plot Sumber: SPSS 24.0 Gambar P-Plot Berdasarkan gambar grafik p-p plot juga menunjukkan kesimpulan erupa dengan
histrogram. Dari tampilan diatas terlihat bahwa ada data yang sedikit menyebar keluar
garis diagonal, sehingga masih dapat dinyatakan normal. S
b
SPSS 13 0 G
b
S
tt
l t Sumber: SPSS 13.0 Gambar Scatterplot Sumber: SPSS 13.0 Gambar Scatterplot Berdasarkan gambar scatterplot juga menunjukkan kesimpulan serupa dengan
histogram dan p-plot. Dari tampilan diatas dapat dilihat titik-titik menyebar dan tidak
berkumpul pada satu titik, sehingga dapat dikatakan data masih normal. B = Koefisien Regresi Berdasarkan persamaan regresi diatas, maka peneliti membuat penjabaran
perumusan penelitian sebagai berikut : Berdasarkan persamaan regresi diatas, maka peneliti membuat penjabaran
perumusan penelitian sebagai berikut : Coefficientsa
Unstandardized Coefficients
Standardized
Coefficients
Beta
t
Sig. Model
B
Std. Error
1
(Constant)
11.254
2.836
3.968
.000
TOTAL.X1
.434
.107
.512
4.040
.000
TOTAL.X2
.073
.090
.103
.811
.422
a. Dependent Variable: TOTAL.Y
Sumber: SPSS 24.0 Berdasarkan dari nilai-nilai koefisien diatas, dapat disusun persamaan regresi
sebagai berikut :Y = α + β₁X₁ + β₂X₂ Y = 11,254 + 0,434X1 + 0,073X2 Y = 11,254 + 0,434X1 + 0,073X2 Y = 11,254 + 0,434X1 + 0,073X2
Dimana : Dimana : b₀ = 11,254 yang berarti angka tersebut menunjukkan tingkat Kinerja pegawai bila
tingkat Kepuasan Kerja dan Motivasi Kerja diabaikan. b₀ = 11,254 yang berarti angka tersebut menunjukkan tingkat Kinerja pegawai bila
tingkat Kepuasan Kerja dan Motivasi Kerja diabaikan. b₁ = 0,434 yang berarti setiap kenaikkan tingkat komitmen sebesar 1 persen, maka
Kinerja akan mengalami peningkatan sebesar 0,434. b₂ = 0,073 yang berarti setiap kenaikkan tingkat kepuasan kerja sebesar 1
persen, maka kinerja mengalami peningkatan sebesar 0,073. 5. Uji Koefisien Determinasi (R2)
Model Summaryb
Model
R
R Square
Adjusted R
Square
Std. Error of the
Estimate
Durbin-Watson
1
.514a
.265
.233
2.402
1.458
a. Predictors: (Constant), TOTAL.X2, TOTAL.X1
b. Dependent Variable: TOTAL.Y
Sumber: SPSS 24.0 4.
Analisis Regresi Linier Berganda Bentuk umum persamaan regresi yang digunakan adalah regresi berganda, yaitu
sebagai berikut: Y = α + β₁X₁ + β₂X₂ 10│ M. Kurniawan DP; Pengaruh Komitmen Dan Kepuasan Kerja Terhadap Kinerja Pegawai……… │
;
g
p
j
p
j
g
Dimana :
Y = Kinerja
X1 = Komitmen
X2 = Kepuasan kerja
B = Koefisien Regresi Dimana : Y = Kinerja X1 = Komitmen X2 = Kepuasan kerja 6.
Hasil Uji F (Simultan) 6. Hasil Uji F (Simultan)
ANOVAa
Model
Sum of Squares
df
Mean Square
F
Sig. 1
Regression
95.507
2
47.753
8.280
.001b
Residual
265.310
46
5.768
Total
360.816
48
c. Dependent Variable: TOTAL.Y
d. Predictors: (Constant), TOTAL.X2, TOTAL.X1
Sumber: SPSS24.0 Pada Tabel anova diperoleh nilai Fhitung sebesar 8,280 dan nilai sig 0,001 dimana
nilai Ftabel untuk 50 sampel dengan probability 0,05 ialah sebesar 4,03 sehingga dapat
disimpulkan bahwa 8,280 > 4,03, lalu sig 0,001 < 0,05 maka hasilnya komitmen dan
kepuasan kerja secara bersama-sama (simultan) berpengaruh terhadap variabel kinerja
pada kantor dinas disdukcapil Palembang walau dengan kontribusi yang berbeda-beda Ekonomica Sharia: Jurnal Pemikiran dan Pengembangan Ekonomi Syariah Volume 8 Nomor 2 Edisi Februari 2023│3 Ekonomica Sharia: Jurnal Pemikiran dan Pengembangan Ekonomi Syariah Volume 8 Nomor 2 Edisi Februari 2023│3 Berdasarkan hasil perhitungan melalui program SPSS v.24 dapat diinterpretasikan
sebagai berikut: Berdasarkan hasil perhitungan melalui program SPSS v.24 dapat diinterpretasikan
sebagai berikut: a. Pada Model Summary diperoleh nilai R = 0,514 yang berarti bahwa hubungan
variabel bebas yaitu komitmen dan kepuasan kerja dengan variabel terikat yaitu
kinerja adalah kuat dan memiliki arah yang positif. b. Angka R Square sebesar 0,265 memberikan makna bahwa secara simultan atau
serentak kedua variabel bebas yaitu komitmen dan kepuasan kerja mampu
menjelaskan perubahan terhadap variabel kinerja sebesar 26,5% dan 73,5%
lainnya dipengaruhi oleh variabel-variabel lain yang tidak termasuk dalam model
regresi ini. 6. Hasil Uji F (Simultan) 6. Hasil Uji F (Simultan) 5.
Uji Koefisien Determinasi (R2) 5. Uji Koefisien Determinasi (R2) │311 7.
Hasil Uji t (Parsial) 7. Hasil Uji t (Parsial)
Coefficientsa
Unstandardized Coefficients
Standardized
Coefficients
Beta
t
Sig. Model
B
Std. Error
1
(Constant)
11.254
2.836
3.968
.000
TOTAL.X1
.434
.107
.512
4.040
.000
TOTAL.X2
.073
.090
.103
.811
.422
a. Dependent Variable: TOTAL.Y
Sumber: SPSS 24.0 7. Hasil Uji t (Parsial)
Coefficientsa
Unstandardized Coefficients
Standardized
Coefficients
Beta
t
Sig. Model
B
Std. Error
1
(Constant)
11.254
2.836
3.968
.000
TOTAL.X1
.434
.107
.512
4.040
.000
TOTAL.X2
.073
.090
.103
.811
.422
a. Dependent Variable: TOTAL.Y
Sumber: SPSS 24.0 1. Berdasarkan hasil perhitungan, dapat disimpulkan bahwa variabel
komitmen memiliki pengaruh secara parsial terhadap disdukcapil 1. Berdasarkan hasil perhitungan, dapat disimpulkan bahwa variabel
komitmen memiliki pengaruh secara parsial terhadap disdukcapil 1. Berdasarkan hasil perhitungan, dapat disimpulkan bahwa variabel
komitmen memiliki pengaruh secara parsial terhadap disdukcapil 312│ M. Kurniawan DP; Pengaruh Komitmen Dan Kepuasan Kerja Terhadap Kinerja Pegawai………
Palembang. Variabel komitmen berpengaruh secara signifikan terhadap
prestasi kerja di Disdukcapil Palembang dalam angka signifikansi 0,000
lebih kecil dari taraf signifikansi 0,05, dengan demikian dapat dinyatakan
bahwa komitmen berpengaruh terhadap kinerja di disdukcapil Palembang. 312│ M. Kurniawan DP; Pengaruh Komitmen Dan Kepuasan Kerja Terhadap Kinerja Pegawai………
Palembang. Variabel komitmen berpengaruh secara signifikan terhadap
prestasi kerja di Disdukcapil Palembang dalam angka signifikansi 0,000
lebih kecil dari taraf signifikansi 0,05, dengan demikian dapat dinyatakan
bahwa komitmen berpengaruh terhadap kinerja di disdukcapil Palembang. 312│ M. Kurniawan DP; Pengaruh Komitmen Dan Kepuasan Kerja Terhadap Kinerja Pegawai………
Palembang. Variabel komitmen berpengaruh secara signifikan terhadap
prestasi kerja di Disdukcapil Palembang dalam angka signifikansi 0,000
lebih kecil dari taraf signifikansi 0,05, dengan demikian dapat dinyatakan
bahwa komitmen berpengaruh terhadap kinerja di disdukcapil Palembang. 2. Berdasarkan hasil perhitungan, dapat disimpulkan bahwa variabel kepuasan
Kerja tidak memiliki pengaruh secara parsial terhadap prestasi kerja di
Disdukcapil Palembang. Variabel kepuasan kerja pada disdukcapil
Palembang dalam angka 0,422 lebih besar dari taraf signifikansi 0,05. Dengan demikian tidak adanya pengaruh secara parsial dari kepuasan kerja
terhadap kinerja di disdukcapil Palembang. 1.
Simpulan Berdasarkan data yang diperoleh dan diolah kembali, maka hasil penelitian
tentang Pengaruh Komitmen dan Kepuasan Kerja terhadap Motivasi Pegawai
Dinas Kependudukan dan Pencatatan Sipil kota Palembang dapat disimpulkan
bahwa: 1. Untuk uji F. komitmen dan kepuasan kerja secara bersama-sama (simultan)
berpengaruh terhadap variabel kinerja pada kantor dinas disdukcapil
Palembang walau dengan kontribusi yang berbeda-beda 2. Pada Model Summary diperoleh nilai R = 0,514 yang berarti bahwa
hubungan variabel bebas yaitu komitmen dan kepuasan kerja dengan
variabel terikat yaitu kinerja adalah kuat dan memiliki arah yang positif. 3. Angka R Square sebesar 0,265 memberikan makna bahwa secara simultan
atau serentak kedua variabel bebas yaitu komitmen dan kepuasan kerja
mampu menjelaskan perubahan terhadap variabel kinerja sebesar 26,5% dan
73,5% lainnya dipengaruhi oleh variabel lain yang tidak termasuk dalam
model regresi ini. 4. Berdasarkan hasil perhitungan, dapat disimpulkan bahwa variabel
komitmen memiliki pengaruh secara parsial terhadap disdukcapil
Palembang. Variabel komitmen berpengaruh secara signifikan terhadap │313 Ekonomica Sharia: Jurnal Pemikiran dan Pengembangan Ekonomi Syariah Volume 8 Nomor 2 Edisi Februari 2023│3 prestasi kerja di Disdukcapil Palembang dalam angka signifikansi 0,000
lebih kecil dari taraf signifikansi 0,05, dengan demikian dapat dinyatakan
bahwa komitmen berpengaruh terhadap kinerja di disdukcapil Palembang. 5. Berdasarkan hasil perhitungan, dapat disimpulkan bahwa variabel kepuasan
Kerja tidak memiliki pengaruh secara parsial terhadap prestasi kerja di
Disdukcapil Palembang. Variabel kepuasan kerja pada disdukcapil
Palembang dalam angka 0,422 lebih besar dari taraf signifikansi 0,05. Dengan demikian tidak adanya pengaruh secara parsial dari kepuasan kerja
terhadap kinerja di disdukcapil Palembang 5. Berdasarkan hasil perhitungan, dapat disimpulkan bahwa variabel kepuasan
Kerja tidak memiliki pengaruh secara parsial terhadap prestasi kerja di
Disdukcapil Palembang. Variabel kepuasan kerja pada disdukcapil
Palembang dalam angka 0,422 lebih besar dari taraf signifikansi 0,05. Dengan demikian tidak adanya pengaruh secara parsial dari kepuasan kerja
terhadap kinerja di disdukcapil Palembang 2.
Saran Berdasarkan kesimpulan yang diperoleh dari hasil penelitian, maka
terdapat beberapa saran yang penulis berikan yang berhubungan dengan
Komitmen
dan
Kepuasan
Terhadap
Kinerja
pegawai
pada
Dinas
Kependudukandan Pencatatan Sipil Kota Palembang antara lain : a. Seluruh pegawai pada Dinas Kependudukan dan Pencatatan Sipil Kota
Palembang agar dapat terus meningkatkan komitmennya dengan cara
menjaga hubungan antar pegawai tetap harmonis agar aktivitas dalam
bekerja bisa berjalan dengan baik. b. Seluruh pegawai pada Dinas Kependudukan dan Pencatatan Sipil Kota
Palembang agar dapat terus menjaga dan meningkatkan kinerja yang baik
dengan meningkatkan kepuasan kerja pada Dinas Kependudukan dan
Pencatatan Sipil Kota Palembang, dan instansi perlu memperhatikan faktor
faktor yang mempengaruhinya seperti lingkungan kerja dan komunikasi
antar pegawai. Sehingga tercipta kepuasan kerja yang pada akhirnya
tingkat kepedulian pegawai terhadap kinerjanya lebih tinggi. c. Untuk peneliti selanjutnya diharapkan untuk meneliti variabel-variabel lain
yang tidak termasuk di penelitian ini seperti kepemimpinan, motivasi,
pemberdayaan, lingkungan kerja, disiplin kerja, stress kerja, analisis
jabatan maupun yang lainya. 314│ M. Kurniawan DP; Pengaruh Komitmen Dan Kepuasan Kerja Terhadap Kinerja Pegawai……… DAFTAR PUSTAKA Mathis, R.L., dan Jackson, J.H (2006), Human Resource Management (terj.),
Jilid 1, Edisi Kesepuluh, Jakarta: Salemba Empat Setyaningdyah, E., Kertahadi, U.N., dan Thoyib, A (2013), “The Effects of
Human Resource Competence, Organisational Commitment and
Transactional Leadership on Work Dis- cipline, Job Satisfaction and
Employee’s
Performance”,
Interdisciplinary
Journal
Of
Contemporary Research InBusiness, 5 (4), page 9. Meyer. J. and Allen, N. (1997), Commitment in the Workplace: Theory,
Research, andAp- plication, Sage Publications. Kusumastuti, A.F., dan Nurtjahjanti, H (2013), “Komitmen Afektif Organisasi
Ditinjau dari Persepsi Terhadap Kepemimpinan Transaksional pada
Pekerja Pelaksanadi Perusahaan Umum (Perum) XSemarang, Jurnal
Studi Manajemendan Operasi, VOL 10 NO 1, JANUARI 2013, diakses
http:// ejournal.undip.ac.id/index.php/smo/issue/ view/1165 Gautam, Thanswur, Rulf van Dick, Ulrich Wagner, Narottam Upadhyay, and
Ann J. Davis. (2004). Organizational Citizenship Behavior and
Organization on Commitment in Nepal. Aston Bussines School.Aston
University. Birmingham. Meyer, J. & Allen, N. (1991). A Three-Component Conceptualization of
Organizational Commit-Ment. Human Resource Management Review Windi Dwi Aprillianto, Sri Mintarti dan Irsan Tricahyadinata. (2019), “Pengaruh
peran pemimpin dan komitmen afektif terhadap kepuasan kerja dan
kinerja pegawai negeri sipil bagian umum dan kepegawaian sekretariat
kabupaten kutai timur”, Jurnal Manajemen - Vol. 11 (1) 2019, 83-95 Novita, Bambang Swasto Sunuharjo dan Ika Ruhana. (2016), “Pengaruh
Kepuasan Kerja Dan Komitmen Organisasional Terhadap Kinerja
Karyawan ”, Jurnal Administrasi Bisnis (JAB)|Vol. 34 No. 1 Mei 2016 Bernardin, H. John and Russel, E.A. (1993). Human Resource Management, An
Experiential Approach. Singapore: Mc Graw Hill International Editions,
Mac Graw Hill Book Co Schuler dan Jackson (1996) Tujuan Penilaian Kinerja diakses dari
http://jurnalsdm.blogspot.com/ diakses pada tanggal 9 oktober 2011 (Rivai & Basri, (2004) Penilaian Kinerja. diakses dari http://jurnal-
sdm.blogspot.com/ diakses pada tanggal 9 oktober 2011.
|
https://openalex.org/W4306638414
|
https://hal.science/hal-01263540/document
|
English
| null |
Modelling time evolving interactions in networks through a non stationary extension of stochastic block models
|
arXiv (Cornell University)
| 2,015
|
cc-by
| 1,734
|
Modelling time evolving interactions in networks
through a non stationary extension of stochastic block
models Marco Corneli, Pierre Latouche, Fabrice Rossi To cite this version: Marco Corneli, Pierre Latouche, Fabrice Rossi. Modelling time evolving interactions in networks
through a non stationary extension of stochastic block models. International Conference on Ad-
vances in Social Networks Analysis and Mining ASONAM 2015, IEEE/ACM, Aug 2015, Paris, France. pp.1590-1591, 10.1145/2808797.2809348. hal-01263540 HAL Id: hal-01263540
https://hal.science/hal-01263540v1
Submitted on 27 Jan 2016 L’archive ouverte pluridisciplinaire HAL, est
destinée au dépôt et à la diffusion de documents
scientifiques de niveau recherche, publiés ou non,
émanant des établissements d’enseignement et de
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publics ou privés. HAL is a multi-disciplinary open access
archive for the deposit and dissemination of sci-
entific research documents, whether they are pub-
lished or not. The documents may come from
teaching and research institutions in France or
abroad, or from public or private research centers. Distributed under a Creative Commons Attribution - ShareAlike 4.0 International License Modelling time evolving interactions in networks
through a non stationary extension of stochastic
block models Fabrice Rossi
SAMM laboratory
Universit´e Paris 1 Pantheon-Sorbonne
Paris, France 75634 Paris Cedex 13
Email: Fabrice.Rossi@univ-paris1.fr Pierre Latouche
SAMM laboratory
Universit´e Paris 1 Pantheon-Sorbonne
Paris, France 75634 Paris Cedex 13
Email: pierre.latouche@univ-paris1.fr Marco Corneli
SAMM laboratory
Universit´e Paris 1 Pantheon-Sorbonne
Paris, France 75634 Paris Cedex 13
Email: Marco.Corneli@malix.univ-paris1.fr over the interval [0, T] and a partition C1, . . . , CD of the same
interval1. We introduce a random vector y = {yu}u≤U, not
observed, such that: Abstract—The stochastic block model (SBM) [1] describes
interactions between nodes of a network following a probabilistic
approach. Nodes belong to hidden clusters and the probabilities
of interactions only depend on these clusters. Interactions of time
varying intensity are not taken into account. By partitioning
the whole time horizon, in which interactions are observed, we
develop a non stationary extension of the SBM, allowing us to
simultaneously cluster the nodes of a network and the fixed time
intervals in which interactions take place. The number of clusters
as well as memberships to clusters are finally obtained through
the maximization of the complete-data integrated likelihood
relying on a greedy search approach. Experiments are carried
out in order to assess the proposed methodology. yu = d
iff
Iu :=]tu−1, tu] ∈Cd, ∀d ≤D. Iu :=]tu−1, tu] ∈Cd, ∀d ≤D. We attach to y a multinomial distribution: p(y|β, D) =
Y
d≤D
β|Cd|
d
, where |Cd| = #{Iu : Iu ∈Cd}. Assuming that labels c and
y are independently distributed, their joint distribution is: p(c, y|Φ, K, D) =
Y
k≤K
ω|Ak|
k
Y
d≤D
β|Cd|
d
,
(1) I. A NON STATIONARY STOCHASTIC BLOCK MODEL (1) We consider a set of N nodes A = {a1, . . . , aN}. Directed
links between these nodes are observed over the time interval
[0, T] and self loops are not considered. Nodes in A belong
to K disjoint clusters: where Φ = {ω, β}. I where Φ = {ω, β}. {
}
We now define N Iu
ij as the number of observed connections
from i to j, in the time interval Iu. The following crucial
assumption is made: A = ∪k≤KAk,
Al ∩Ag = ∅,
∀l ̸= g. p(N Iu
ij |ci = k, cj = g, yu = d) = p(N Iu
ij |λkgd), We introduce an hidden vector c = {c1, . . . , cN} such that: where: p(N Iu
ij |λkgd) = (∆uλkgd)N Iu
ij
N Iu
ij ! e−∆uλkgd. (2) ci = k
iff
i ∈Ak,
∀k ≤K (2) and assume that c follows a multinomial distribution: We note Λ the set of all parameters λkgd. We note Λ the set of all parameters λkgd. P{ci = k} = ωk
with
X
k≤K
ωk = 1. g
Remarks: For i and j fixed and c known, the sequence: N I1
ij , . . . , N IU
ij As a consequence, modulo an independence assumption, the
joint density for vector c is: is independently but not identically distributed, therefore this
model is a non-stationary extension of the SBM. Moreover,
this is the sequence of increments of a non-homogeneous
Poisson process, counting interactions from cluster ci to cluster
cj p(c|ω, K) =
Y
k≤K
ω|Ak|
k
, cj. where |Ak| = #{ai : ai ∈Ak} is the number of nodes inside
cluster Ak. j
Notation: In the following, for simplicity, we will note: Y
k,g,d
:=
Y
k≤K
Y
g≤K
Y
d≤D
and
Y
ci=k
:=
Y
i:ci=k In order to introduce a temporal structure, consider a
sequence of equally spaced, adjacent time steps: ∆u := tu −tu−1,
u ∈{1, . . . , U} 1T and U are linked by the following relation: T = ∆uU. and similarly for Q
cj=g and Q
yu=d. The adjacency matrix, noted N ∆, has three dimensions
(N × N × U): We focused on the first conference day, namely the twenty
four hours going from 8am of June 29th to 7.59am of June
30th. 2More informations can be found at:
http://www.sociopatterns.org/datasets/hypertext-2009-dynamic-contact-network
[ REFERENCES [1] P. Holland, K. Laskey, and S. Leinhardt, “Stochastic blockmodels: first
steps,” Social Networks, vol. 5, pp. 109–137, 1983. [1] P. Holland, K. Laskey, and S. Leinhardt, “Stochastic blockmodels: first
steps,” Social Networks, vol. 5, pp. 109–137, 1983. I. A NON STATIONARY STOCHASTIC BLOCK MODEL The day was partitioned in small time intervals of 20
seconds in the original data frame and face-to-face proximity
interactions (less than 1.5 meters) were monitored by radio
badges that conference attendees volunteered to wear. Further
details can be found in [4]. We considered 15 minutes time
aggregations, thus leading to a partition of the day made of 96
consecutive quarter-hours (U = 96 with previous notation). cj
g
yu
d
The adjacency matrix, noted N ∆, has three dimensions
(N × N × U): N ∆= {N Iu
ij }i≤N,j≤N,u≤U and its observed likelihood can be computed explicitly: p(N ∆|Λ, c, y, K, D) =
Y
k,g,d
Y
ci=k
Y
cj=g
Y
yu=d
p(N Iu
ij |λkgd) =
Y
k,g,d
(∆λkgd)Skgd
Pkgd
e−∆λkgdRkgd, (3) (3) Aggregated Interactions (clustered) 0
200
400
600
800
1000
Aggregated Interactions (clustered)
Time
Interactions
8h
10h
12h
14h
16h
18h
20h
22h
Fig. 1: Aggregated interactions for each time interval where we noted: Skgd :=
X
ci=k
X
cj=g
X
yu=d
N Iu
ij ,
Pkgd =
Y
ci=k
Y
cj=g
Y
yu=d
N Iu
ij ! Rkgd :=
(
|Ak||Ag||Cd|
if
g ̸= k
|Ak||Ak−1||Cd|
if
g = k Note that the subscript u was removed from ∆u to emphasize
that time steps are equally spaced for every u. Note that the subscript u was removed from ∆u to emphasize
that time steps are equally spaced for every u. II. EXACT ICL FOR NON STATIONARY SBM In order to estimate the label vectors c and y and the
number of clusters K and D, we directly maximize an exact
version of the Integrated Classification Criterion (ICL) [2] by
means of a greedy search [3]. The quantity we focus on is the
complete data log-likelihood, integrated with respect to the
model parameters Φ and Λ: Fig. 1: Aggregated interactions for each time interval The greedy search algorithm converged to a final ICL of
−53217.4, corresponding to 20 clusters for nodes (people) and
4 time clusters. In Figure 1, the total number of interactions for
each quarter-hour can be observed. Different colors correspond
to the time clusters found by the model, in particular time
intervals corresponding to the highest number of interactions
have been placed in cluster C4 (blue), those corresponding
to an intermediate interaction intensity, in C2 (green) and C3
(yellow). Cluster C1 (magenta) contains those quarter-hours
where the frequency of interactions is very low or null. It is
interesting to note how the model closely recovers times of
social gathering: ICL = log
Z
p(N ∆, c, y, Λ, Φ|K, D)dΛdΦ
. Introducing a prior distribution ν(Λ, Φ|K, D) over the pair
(Φ, Λ) and making an independence assumption, allow us to
write the ICL as follows: ICL = log
ν(N ∆|c, y, K, D)
+ log (ν(c, y|K, D)) . The choice of conjugated prior distributions is crucial to
obtain an explicit form of the ICL. We impose a Gamma a
priori over Λ: ν(λkgd|a, b) =
ba
Γ(a)λa−1
kgd e−bλkgd • 9.00-10.30 - set-up time for posters and demos. • 13.00-15.00 - lunch break. and a factorizing Dirichlet a priori distribution to Φ: • 18.00-19.00 - wine and cheese reception. A complete program of the day can be found at: ν(Φ|K, D) =DirK(ω; α, . . . , α) × DirD(β; γ, . . . , γ), ν(Φ|K, D) =DirK(ω; α, . . . , α) × DirD(β; γ, . . . , γ), http://www.ht2009.org/program.php. where the parameters of each distribution have been set
constant for simplicity. 2More informations can be found at: III. EXPERIMENTS [2] C. Biernacki, G. Celeux, and G. Govaert, “Assessing a mixture model for
clustering with the integrated completed likelihood,” Pattern Analysis and
Machine Intelligence, IEEE Transactions on, vol. 22, no. 7, pp. 719–725,
2000. [2] C. Biernacki, G. Celeux, and G. Govaert, “Assessing a mixture model for
clustering with the integrated completed likelihood,” Pattern Analysis and
Machine Intelligence, IEEE Transactions on, vol. 22, no. 7, pp. 719–725,
2000. The dataset we used was collected during the ACM Hyper-
text conference held in Turin, June 29th - July 1st, 2009 and
represents the dynamical network of face-to-face proximity
interactions of 113 conference attendees over about 2.5 days2. [3] E. Cˆome and P. Latouche, “Model selection and clustering in stochastic
block models based on the exact integrated complete data likelihood,”
Statistical Modelling, 2015, to appear. [3] E. Cˆome and P. Latouche, “Model selection and clustering in stochastic
block models based on the exact integrated complete data likelihood,”
Statistical Modelling, 2015, to appear. k/. [4] L. Isella, J. Stehl, A. Barrat, C. Cattuto, J. Pinton, and W. Van den Broeck,
“What’s in a crowd? analysis of face-to-face behavioral networks,”
Journal of Theoretical Biology, vol. 271, no. 1, pp. 166–180, 2011. k/. [4] L. Isella, J. Stehl, A. Barrat, C. Cattuto, J. Pinton, and W. Van den Broeck,
“What’s in a crowd? analysis of face-to-face behavioral networks,”
Journal of Theoretical Biology, vol. 271, no. 1, pp. 166–180, 2011.
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https://openalex.org/W3175436206
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https://www.frontiersin.org/articles/10.3389/fpls.2021.777285/pdf
|
English
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Genome-wide identification, expression and bioinformatic analyses of GRAS transcription factor genes in rice
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bioRxiv (Cold Spring Harbor Laboratory)
| 2,021
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cc-by
| 13,333
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ORIGINAL RESEARCH
published: 26 November 2021
doi: 10.3389/fpls.2021.777285 ORIGINAL RESEARCH
published: 26 November 2021
doi: 10.3389/fpls.2021.777285 Genome-Wide Identification,
Transcript Profiling and Bioinformatic
Analyses of GRAS Transcription
Factor Genes in Rice 1 Department of Plant Sciences, University of Hyderabad, Hyderabad, India, 2 Department of Biotechnology, Indian Institute of
Rice Research, Hyderabad, India, 3 Agri Biotech Foundation, PJTS Agricultural University Campus, Hyderabad, India Edited by: Edited by:
Ramón Gerardo Guevara-Gonzalez,
Universidad Autónoma de Querétaro,
Mexico Edited by:
Ramón Gerardo Guevara-Gonzalez,
Universidad Autónoma de Querétaro,
Mexico Our group has previously identified the activation of a GRAS transcription factor (TF) gene
in the gain-of-function mutant population developed through activation tagging in rice (in
an indica rice variety, BPT 5204) that was screened for water use efficiency. This family
of GRAS transcription factors has been well known for their diverse roles in gibberellin
signaling, light responses, root development, gametogenesis etc. Recent studies indicated
their role in biotic and abiotic responses as well. Although this family of TFs received
significant attention, not many genes were identified specifically for their roles in mediating
stress tolerance in rice. Only OsGRAS23 (here named as OsGRAS22) was reported to
code for a TF that induced drought tolerance in rice. In the present study, we have analyzed
the expression patterns of rice GRAS TF genes under abiotic (NaCl and ABA treatments)
and biotic (leaf samples infected with pathogens, Xanthomonas oryzae pv. oryzae that
causes bacterial leaf blight and Rhizoctonia solani that causes sheath blight) stress
conditions. In addition, their expression patterns were also analyzed in 13 different
developmental stages. We studied their spatio-temporal regulation and correlated them
with the in-silico studies. Fully annotated genomic sequences available in rice database
have enabled us to study the protein properties, ligand interactions, domain analysis and
presence of cis-regulatory elements through the bioinformatic approach. Most of the
genes were induced immediately after the onset of stress particularly in the roots of ABA
treated plants. OsGRAS39 was found to be a highly expressive gene under sheath blight
infection and both abiotic stress treatments while OsGRAS8, OsSHR1 and OsSLR1 were
also responsive. Our earlier activation tagging based functional characterization followed
by the genome-wide characterization of the GRAS gene family members in the present
study clearly show that they are highly appropriate candidate genes for manipulating
stress tolerance in rice and other crop plants. Reviewed by:
Gerardo Acosta-Garcia,
Technological Institute of Celaya,
Mexico
Ma. Cristina Vazquez Hernandez,
Tecnologico Nacional de México en
Roque, Mexico Reviewed by:
Gerardo Acosta-Garcia,
Technological Institute of Celaya,
Mexico
Ma. Keywords: GRAS genes, rice, stress tolerance, genome-wide analysis, transcription factor, transcript profiling Edited by: Cristina Vazquez Hernandez,
Tecnologico Nacional de México en
Roque, Mexico *Correspondence:
Pulugurtha Bharadwaja Kirti
pbkirti@uohyd.ac.in
Mouboni Dutta
moubonidutta@gmail.com
orcid.org/0000-0002-1714-0435 Specialty section:
This article was submitted to
Plant Abiotic Stress,
a section of the journal
Frontiers in Plant Science Specialty section:
This article was submitted to
Plant Abiotic Stress,
a section of the journal
Frontiers in Plant Science
Received: 15 September 2021
Accepted: 26 October 2021
Published: 26 November 2021 Received: 15 September 2021
Accepted: 26 October 2021
Published: 26 November 2021 INTRODUCTION Among them,
some important transcription factors include WRKY, MBS,
MADS, ARF, AP2/EREBP, HB, SBP, bZIP, GRAS and others
(Zhang et al., 2018; Shen et al., 2020; Sidhu et al., 2020).i g
GRAS group of transcription factors are plant specific proteins
that were first observed in bacteria and assigned to the Rossman
fold methyl transferase superfamily (Zhang et al., 2012). Later,
this group radiated towards the ancestors of bryophytes,
lycophytes and other higher plants (Cenci and Rouard, 2017;
Zhang et al., 2018). A large number of GRAS genes have
been identified in various plant species including 34 in
Arabidopsis, 60 in rice, 86 in maize, 106 in Populus trichocarpa
and many others (Tian et al., 2004; Liu and Widmer, 2014;
Guo et al., 2017). The higher number of genes in this gene
family indicated that the expansion might have happened via
segmental and tandem duplication events in evolution, followed
by their retention (Tian et al., 2004; Huang et al., 2015). Till
date, the GRAS family of TFs have been studied in 30 different
plant species including Arabidopsis, rice, mustard, lotus, tomato,
castor bean, poplar, pine, grapevine and others (Cenci and
Rouard, 2017). This gene family has been divided into eight
subfamilies in Arabidopsis and rice, while the number varied
from eight to 13 in tomato, poplar and castor beans (Tian
et al., 2004; Liu and Widmer, 2014; Huang et al., 2015; Xu
et al., 2016). In our previous study (Moin et al., 2016b), we have generated
a pool of gain-of-function mutants via activation tagging using
tetrameric 35S enhancers and screening of some of these
mutants for water use efficiency led to the identification of
several genes that were associated with the target trait, the
water use efficiency. These interesting gain of function mutants
included RNA and DNA helicases (SEN1 and XPB2; Dutta
et al., 2021), and genes for ribosome biogenesis (RPL6 and
RPL23A), protein ubiquitination (cullin4) and transcription
factors like WRKY 96 and GRAS (LOC_Os03g40080; Moin
et al., 2016b). A GRAS gene was tagged in the mutant DEB.86
rice line, which showed a high quantum efficiency of 0.82
and a low Δ13C value of 18.06‰. Since high photosynthetic
efficiency and low carbon isotope ratio are the proxies for
high water use efficiency, DEB.86 was further analyzed for
other phenotypic characters. INTRODUCTION growth regulatory cues and play significant roles in plant
development. This family of genes is responsible for a variety
of biological functions including gibberellic acid signaling (GAI
and RGA of DELLA subfamily and SLR1 of rice; Pysh et al.,
1999; Liu and Widmer, 2014; To et al., 2020), SHR and SCR
genes for radial root patterning (Helariutta et al., 2000), SCL3
for root elongation (Huang et al., 2015), HAM for shoot
meristem formation (Stuurman et al., 2002), PAT genes for
phytochrome signaling (Bolle et al., 2000), NSP1 and NSP2
for nodulation signaling pathway (Huang et al., 2015) and
some others for abiotic and biotic stress responses (Sun et al.,
2012; Zhang et al., 2018; Zeng et al., 2019). In many higher
angiosperms, several GRAS genes like ZmSCL7, AtRGA, AtGAI
were shown to have roles in salt stress tolerance in maize
and Arabidopsis (Zeng et al., 2019). PeSCL7 from Populus is
associated with the modulation of drought and salt tolerance
(Ma et al., 2010). OsGRAS23 (here named as OsGRAS22) was
shown to induce drought stress tolerance in rice (Xu et al.,
2015). The gene OsGRAS23 (LOC_Os04g50060) as mentioned
by Xu et al. (2015) was based on the QTL found in chromosome
4. They followed the nomenclature of Tian et al. (2004). In
this study we have considered the recent nomenclature of Liu
and Widmer (2014), which is more inclusive and comprehensive. Based on the analysis by Liu and Widmer (2014), OsGRAS23
(as mentioned in Xu et al., 2015) bearing the locus number
LOC_Os04g50060 is denoted as OsGRAS22. In the present
investigation, OsGRAS23 is a different gene on chromosome
5 bearing the locus id LOC_Os05g31380. Therefore, it has
been mentioned now that OsGRAS23 as reported by Xu et al. (2015) is named as OsGRAS22 in this study in order to
avoid confusion. Identification and analysis of transcription factors (TFs) form
the essential approaches in Functional Genomics research. TFs
bind to DNA or protein sequences and regulate gene expression
(Zhang et al., 2018). They play important roles in almost all
cellular functions like growth, development, metabolism, signal
transduction, resistance/tolerance to abiotic and biotic stress
factors, among others. About 320 k TFs from 165 different
plant species have been reported in literature. Citation: Dutta M, Saha A, Moin M and
Kirti PB (2021) Genome-Wide
Identification, Transcript Profiling and
Bioinformatic Analyses of GRAS
Transcription Factor Genes in Rice. Front. Plant Sci. 12:777285. doi: 10.3389/fpls.2021.777285 November 2021 | Volume 12 | Article 777285 1 Frontiers in Plant Science | www.frontiersin.org Genome-Wide Identification of OsGRAS Genes Dutta et al. Frontiers in Plant Science | www.frontiersin.org Genomic Distribution of GRAS Genes The coordinates of all 60 GRAS genes were obtained from
RGAB-DB and were fed in the NCBI Genome Decoration
Page. The outputs were combined and the genes were marked
for understanding the genomic distribution of OsGRAS genes. MATERIALS AND METHODS The cis- acting elements in the promoter regions play a major
role in the coordinated expression of the genes. Hence, it is
crucial to identify these regulatory elements in order to correlate
the expression data with the genetic components. We retrieved
≤1 kb upstream sequences of all 40 selected GRAS genes under
study from the rice genome database and identified important
regulatory elements responsible for biotic and abiotic stress
responses in them. The identification of these elements was
performed by subjecting the sequences in PlantCARE (Cis-
Acting Regulatory Elements) database and manually mapping
them on the chromosomes. INTRODUCTION This activation tagged line exhibited
improved plant height with increased tillering and seed yield
and had the ΨOsGRAS4 gene tagged for activation tagging
(Moin et al., 2016b). A total of 60 GRAS genes have already
been identified in rice (Liu and Widmer, 2014), out of which,
OsGRAS23 has been reported to enhance tolerance to drought
(Xu et al., 2015) and ΨOsGRAS4 has been identified to
be associated with enhanced photosynthetic efficiency and water
use efficiency with enhanced agronomic features (Moin et al.,
2016b). These observations have prompted our group to analyze
the GRAS gene family of rice in detail. GRAS proteins consist of 400–770 amino acid residues and
derive the name from the first three identified members of
this family viz. Gibberellin-Acid Insensitive (GAI), Repressor
of GAI (RGA) and Scarecrow (SCR; Pysh et al., 1999; Bolle,
2004; Zhang et al., 2017). These genes have a conserved
C-terminal region, which forms the GRAS domain and a
variable N-terminal region. The conserved region or the GRAS
domain comprises of five motifs in the following order; Leucine
heptad repeat I (LHR I), VHIID motif, Leucine heptad repeat
II (LHR II), PFYRE motif and the SAW motif (Pysh et al.,
1999). The conserved C-terminal domain is responsible for
the transcriptional regulation of the genes that exist under
their control. The LHR region is required for protein dimerization
and the VHIID is necessary for protein-DNA interactions. PFYRE and SAW are the other important regulatory domains
that are present in GRAS TFs. The GRAS genes are mostly
nuclear localized except PAT1, which is found in the cytoplasm
(Pysh et al., 1999; Tian et al., 2004). The variable N-terminal
region consists of intrinsically disordered regions (IDRs,) which
are important for molecular recognition during plant
development. Due to these IDRs, the GRAS transcription
factors are functionally polymorphic (Sun et al., 2012). The
members of this gene family integrate environmental and November 2021 | Volume 12 | Article 777285 Frontiers in Plant Science | www.frontiersin.org 2 Genome-Wide Identification of OsGRAS Genes Dutta et al. Motif Arrangements and Organization of
GRAS Genes in Rice In the present study, we have shortlisted 40 genes, one
gene representing each paralogous group and provided an
experimental basis to identify the potential GRAS genes
capable of imparting stress tolerance in rice. We have analyzed
the genes selected in the GRAS family for their spatio-
temporal and stress induced expression. The phylogenetic
relationship among GRAS proteins, their genetic arrangements
and structure, in-silico analysis of putative promoter elements
and protein properties were also studied. This study helps
us in the identification of important GRAS genes for stress
tolerance,
which
aids
in
their
further
functional characterization. All the selected 40 GRAS genes were subjected to the MEME
suite for conserved motif analysis using default parameters. The number of motif scan was set to 10. Based on the previous
investigation of Pysh et al. (1999), the MEME-motifs were
further classified into conserved GRAS motifs. The gene
organization was studied by subjecting the genomic and coding
sequences for analysis in the Gene Structure Display Server
(GSDSv2), and the number of exons, introns, untranslated
regions (UTRs) etc. were noted. Retrieval of GRAS Gene Sequences and
Their Nomenclature Our previous work on gain of function mutants generated
through activation tagging technology using the tetrameric 35S
elements identified a GRAS gene as a potential player in
enhancing water use efficiency in rice (Moin et al., 2016b). Also, Xu et al. (2015) suggested that OsGRAS23 is involved
in inducing drought stress responses in rice. This has led us
to undertake literature search in the present study and
we observed that Tian et al. (2004) have identified 57 GRAS
genes in rice. We searched the accession numbers of all 57
genes in NCBI and performed a BLASTN search in rice genome
databases (RGAP-DB- http://rice.uga.edu, Orygenes DB- https://
orygenesdb.cirad.fr) and retrieved the locus numbers of 47
genes. Simultaneously, we performed a key word search for
GRAS, DELLA, SCR, Monoculm, Chitin- Inducible gibberellin-
responsive protein, Gibberellin response modulator protein,
Nodulation signaling pathway and Short Root. Subsequently
we combined the search results with the 47 genes retrieved
from the literature search. Finally, we matched our list of 60
genes with that of Liu and Widmer (2014) and followed the
same nomenclature. For more clarity, we had performed a
protein database search for the GRAS domain in NCBI, Simple
Modular Architecture Research Tool (SMART), Prosite and
Pfam databases, and selected 40 genes, one from each of all
the paralogous groups for our analyses. Biochemical Properties of GRAS Proteins
The sequences of all the 40 shortlisted GRAS genes were
subjected to the ExPASyProtParam tool to assess their encoded
proteins for amino acid length, molecular weight and theoretical
isoelectric points (pI). The three-dimensional structures of the
proteins and their ligand interactions were studied using
3DLigandSite software (Wass et al., 2010). The structures were
then
subjected
to
Phyre2
(Protein
Homology/Analogy
Recognition Engine v2; Kelley et al., 2015) program for analysis
of the protein secondary structure composition. This tool gives
an idea of the percentage of secondary structures in a protein,
i.e., the percentage of α-helix, β-sheets and the disordered
regions in the proteins. The SMART online tool was used to
analyse the protein domains and their low complexity regions
(LCRs). ExpasyProtParam tool also indicates the GRAVY indices
of the proteins, which provide information regarding the
hydrophobicity of the subjected proteins. The localization and
existence of transmembrane helices in the proteins coded by
these genes were predicted using TargetP-2.0 and TMHMM
software, respectively. Phylogenetic Relationships of Rice GRAS
Genes For simulated abiotic stress experiments, BPT-5204 (Samba
Mahsuri) rice seeds were surface sterilized using 70% ethanol
for 50 s followed by 4% aqueous sodium hypochlorite solution
for 15 min and five washes with sterile double distilled water,
each of 1 min duration. The sterile seeds were germinated on
Murashige and Skoog medium for 7 d under a 28 ± 2°C for In order to understand the evolutionary relationships between
the rice GRAS genes, we aligned the amino acid sequences
in MEGA7 software followed by the construction of an unrooted
phylogenetic tree. The tree was constructed using the Neighbour
Joining method with a bootstrap value of 1,000. November 2021 | Volume 12 | Article 777285 Frontiers in Plant Science | www.frontiersin.org 3 Genome-Wide Identification of OsGRAS Genes Dutta et al. 16 h/8 h photoperiodic cycle (Bakshi et al., 2017; Saha et al.,
2017). The seedlings were then subjected to NaCl (250 μm)
and ABA (100 μm) stress conditions for 60 h. The shoot and
root samples were collected periodically at 0 h, 15 min, 3 h,
12 h, 24 h and 60 h after exposing the seedlings to the simulated
stress treatments. The untreated samples were taken as controls
for normalization of gene expression. of rice. Based on the literature and database search, we observed
that chromosomes 8 and 9 did not carry any GRAS genes. The number of genes on a single chromosome ranged from
a minimum of two on chromosome 10 to a maximum of 12
on chromosome 11. Among the rest, a total of nine genes
were located on chromosome 3, while chromosomes 1, 7 and
12 carried six genes each, chromosomes 2, 4 and 5 exhibited
five genes each while the chromosome 6 carried four genes
(Figure 1). Out of the 60 genes located, we have shortlisted
40 genes for our study with one representative selected from
each of the paralogous groups. For studying the native expression patterns of the GRAS
genes, tissue samples from 13 regions in rice seedlings were
collected following Moin et al. (2016a) and Saha et al. (2017). These included embryo and endosperm from 16 h soaked seeds,
plumule and radicle from 3 d old germinating seeds, shoot
and root tissues from 7 d old seedlings and shoot, root, root-
shoot transition region, flower, spikes and grain samples from
mature 20 d old plants post-transfer to the greenhouse. cDNA Preparation and qRT-PCRh p
q
The plant material collected was used to isolate of RNA using
Tri-reagent following manufacturer’s protocol (Takara Bio,
United Kingdom) and cDNA was prepared using 2 μg total RNA
samples (Takara Bio, United Kingdom). The cDNA samples were
diluted 10 times and an aliquot of 2 μl of each sample per reaction
was used for quantitative real-time PCR (qRT-PCR). All the
primers were designed using Primer3 software and 10 μm primer
concentration was used per reaction. The PCR program included
an initial denaturation step of 94°C for 2 min followed by 40 cycles
of second denaturation of 30 s, annealing for 25 s and extension
at 72°C for 30 s. The samples for the current study were taken
in biological and technical triplicates, and the fold changes were
calculated using the ΔΔCT method (Livak and Schmittgen, 2001). Rice actin and β-tubulin genes were used as two housekeeping
genes for internal normalization. For abiotic and biotic expression
studies, housekeeping genes and individual control samples were
used for double normalization. In contrast, single normalization
was performed using the CT value of housekeeping genes for
native expression studies. The graphs were generated using
MORPHEUS program and GraphPad Prism software. One way
ANOVA was performed using SigmaPlot v.11 software for
discerning the significance of statistical differences between samples. Phylogenetic Relationships of Rice GRAS
Genes The
schematic flowchart for obtaining the results reported in the
investigation is provided in Supplementary Figure S1. Analysis of Evolutionary Relationship of
OsGRAS Genes In order to understand the evolutionary relationship among
the rice GRAS family of genes, we subjected the retrieved
sequences to a phylogenetic analysis (Figure 2) in MEGA7
software. A total of 16 different clusters were observed. These
clusters were divided into 14 subfamilies based on a previous
report of Cenci and Rouard (2017). Members belonging to
the same subfamily were found to cluster together except DLT
and PAT subfamilies where some genes belonging to different
orthologous groups (according to Cenci and Rouard, 2017)
formed separate clusters. Each cluster has been colour coded
in the Figure 2. The number of genes found in each subfamily
included four in SCL3, three each in SCR, NSP2 and HAM,
one in RAM, LS, SCL4/7and SCLA, two in DELLA, DLT,
SHR and SCL32, six in PAT and nine in LISCL. LISCL was
found to be the largest subfamily with the maximum number
of genes getting clustered. ΨOsGRAS4 and ΨOsGRAS9 were
placed close to LISCL family since these sequences were still
unclassified. The highly expressed genes under biotic and abiotic
stress conditions belonged to SCL3, SHR, DELLA, HAM and
PAT subfamilies. In order to study the expression of GRAS genes under
biotic stress conditions, leaf samples of 1 month old rice plants
infected with Xanthomonas oryzae pv. oryzae [Xoo that causes
Bacterial Leaf Blight (BLB)] and Rhizoctonia solani (that causes
Sheath Blight, SB) were taken post 20 d and 25 d of infection,
respectively. Samples from plants of the same age without the
pathogen challenge were taken as the controls. The infection
protocol was followed as per Saha et al. (2017). Analysis of GRAS Motifs and Gene
Organizationh g
The amino acid sequences of selected 40 genes were subjected
to MEME analysis for identifying the conserved motifs in rice
GRAS gene encoded proteins. A total of 10 motifs were
identified, which corresponded to LHR I (motif 5, 9), VHIID
(motif 2, 3, 10), LHR II (motif 8), PFYRE (motif 4, 7) and
SAW (motif 1, 6) motifs (Figure 3 and Supplementary Figure S2). The C-terminal domain was found to contain the conserved
GRAS motifs as reported earlier in literature. However, not
all genes exhibited all the 10 MEME-motifs. PAT and LISCL
subfamilies carried all the 10 domains, while others like SCR
lacked motif 1. Proteins belonging to same subfamily had
similar motif composition. The genomic and cDNA sequences of all the selected genes
were subjected to GSDS server to observe the organization of
different GRAS genes selected from each of the paralogous
groups (Supplementary Figure S3). Based on the map that
was generated by the server, it was observed that the genes
varied in length and the distribution of exons, introns and
UTRs. The majority of genes (31 out of 40 genes studied) Chromosomal Distribution of GRAS Genes
in Rice Genome The number of
intronic sequences among the genes varied between one (OsSCR1
and ΨOsGRAS10) to a maximum of seven (ΨOsGRAS4). All
of them showed low (OsGRAS43), moderate (OsGRAS3,
ΨOSGRAS4 and ΨOSGRAS8) and high (OsGRAS39, OsGRAS41,
OsSCR1, ΨOsGRAS9 and ΨOsGRAS10) expression levels under
abiotic and biotic stress conditions. Six out of nine genes
(OsGRAS41, OsGRAS43, ΨOSGRAS4, ΨOsGRAS8, ΨOsGRAS9
and ΨOsGRAS10) did not exhibit any UTRs in their structure
and were solely composed of introns and exons. The details
of genetic organization of rice GRAS genes have been provided
in the Supplementary Table S1. g
OsGRAS39, the highly expressive gene under both biotic and
abiotic stress conditions in the present study had three copies
each of MYB binding factor sites and CGTCA-motif, five copies
of STRE, two copies of ABRE and one copy each of DRE,
TC-rich repeats and CCAAT-box justifying its expression under
different stress treatments. Other responsive genes in both the
stresses like OsGRAS8, OsSHR1 and OsSLR1 had combinations
of MYB, STRE, ERE, WUN, TCA, CGTCA and MYC elements
in their putative promoter regions. Apart from these, OsGRAS8
exhibited ABRE, LTR and W-box elements, OsSHR1 carried a
DRE element and OsSLR1 had copies of TATC, WRE and TC-
rich elements. ΨOsGRAS5, the only expressive gene in the shoot
region had two copies each of MYB and MYC binding elements
and three copies of ABRE. Other important abiotic stress responsive
genes like ΨOsGRAS2 and OsSCR1 were also observed to have
multiple copies (upto six) of ABRE, MYB and MYC elements,
STRE elements and ERE, CGTCA, GARE and WRE motifs in
their 5' upstream regions. OsCIGR1 that was found to be highly
induced under biotic stress conditions carried 10 copies of ABRE,
seven copies of STRE, five copies of CGTCA element and one
copy each of CCAAT-box, DRE, MYB, MYC and WRE. Chromosomal Distribution of GRAS Genes
in Rice Genome Liu and Widmer (2014) showed that there are 60 GRAS genes
in the genome that are distributed on 10 out of 12 chromosomes November 2021 | Volume 12 | Article 777285 Frontiers in Plant Science | www.frontiersin.org 4 Dutta et al. Genome-Wide Identification of OsGRAS Genes FIGURE 1 | Chromosomal distribution of GRAS genes in rice. Karyotypic representation of rice chromosomes obtained from NCBI Genome Decoration Page. Rice
genome carries 60 GRAS genes, which are represented in the figure with red arrows indicating the position of each gene. The size of each chromosome and the
number of genes present are provided below each chromosome in brackets. FIGURE 1 | Chromosomal distribution of GRAS genes in rice. Karyotypic representation of rice chromosomes obtained from NCBI Genome Decoration Page. Rice
genome carries 60 GRAS genes, which are represented in the figure with red arrows indicating the position of each gene. The size of each chromosome and the
number of genes present are provided below each chromosome in brackets. box and MYB sites for binding of MYB transcription factors
that are reported to be responsive to drought treatments, binding
site for MYC transcription factors for defence responses, DRE
or dehydration responsive elements, STRE or stress responsive
elements, TC-rich repeats for defence and stress responses,
and the LTR or low temperature responsive element. Several
phytohormones and wound responsive elements were also
observed in their upstream regions, which included TCA-element
for salicylic acid responses, CGTCA-motif or TGACG-motif
as a methyl jasmonate responsive element, GARE-motif,
TATC-box and P-box for gibberellin responses, ERE as ethylene
responsive elements, TGA-element or AuxRR core or AuxRE
for auxin responses, WUN-motif and WRE for responses against
wounding, box-S for wounding and pathogen elicitation, and
the W-box for binding of WRKY transcription factors. lacked introns in their gene structure and were only composed
of exonic sequences and UTRs. OsGRAS11 exon is flanked by
a long stretch of UTR at its 5' and 3' ends. It completely
lacked introns and is the longest gene in this study (6.7Kb). Ten genes were observed to contain only coding sequences
in their structure without any introns and UTRs. Among them,
ΨOsGRAS3 had the smallest sequence of only 414 bp. The nine
genes carrying introns only in their structure were OsGRAS3,
OsGRAS39, OsGRAS41, OsGRAS43, OsSCR1, ΨOSGRAS4,
ΨOsGRAS8, ΨOsGRAS9 and ΨOsGRAS10. Putative Promoter Analysis of GRAS
Genes and the Search for cis-Regulatory
Elementsf The functions of each of these stress
responsive elements has been provided in Table 1 and the physical
mapping of the important stress responsive elements on the
putative promoter regions of the genes is provided in Figure 4. theoretical pI through ExPASyProtParam program. It was
observed that the proteins had a molecular weight ranging
from 15 kDa (ΨOsGRAS3) to 94 kDa (OsGRAS39). ΨOsGRAS3
showed a minimum amino acid (aa) length of 137 aa while
OsGRAS39 had a maximum length of 854 aa. The pI of the
proteins ranged from acidic to basic (4.5–10.1) with only eight
proteins having a pI of more than 7. The majority of the
proteins fall under the pI range of 4–7. Likewise, the remaining
32 proteins were found to be in the acidic range, i.e., pI < 7. This is because of the observation that the proteins carried
more negatively charged (acidic) amino acid residues like
Aspartic and Glutamic acids in their composition as compared
to basic amino acid residues. Only OsGRAS39 was found to Putative Promoter Analysis of GRAS
Genes and the Search for cis-Regulatory
Elementsf Since diverse expression patterns were observed for different
GRAS genes under abiotic and biotic stress conditions, we tried
to correlate their expression patterns with the putative regulatory
sequences observed in their upstream regions. In order to
achieve this correlation, we retrieved 1 kb sequences from 5'
upstream region of each gene under study from the rice genome
database and subjected them to an in-silico analysis for the
identification of the putative cis-regulatory elements observed
in them. A total of 18 stress responsive elements were observed
in the upstream putative promoter regions of the GRAS genes. These included ABRE or ABA responsive elements, CCAAT November 2021 | Volume 12 | Article 777285 Frontiers in Plant Science | www.frontiersin.org 5 Genome-Wide Identification of OsGRAS Genes Dutta et al. FIGURE 2 | Phylogenetic analysis of OsGRAS genes. An unrooted phylogenetic tree showing the evolutionary relationship of OsGRAS genes. The tree was
constructed using the Neighbour Joining method in MEGA7 software with a bootstrap value of 1,000. The number at each node represents the percentage
bootstrap values. Based on the previous literature, the genes have been divided into 14 subfamilies (mentioned in boxes) and each subfamily has been colour
coded. FIGURE 2 | Phylogenetic analysis of OsGRAS genes. An unrooted phylogenetic tree showing the evolutionary relationship of OsGRAS genes. The tree was
constructed using the Neighbour Joining method in MEGA7 software with a bootstrap value of 1,000. The number at each node represents the percentage
bootstrap values. Based on the previous literature, the genes have been divided into 14 subfamilies (mentioned in boxes) and each subfamily has been colour
coded Other expressive genes under biotic stress conditions included
OsGRAS2, ΨOsGRAS3, OsGRAS19, OsGRAS20 and OsGRAS23,
which had combinations of TCA-elements, W-box, WRE, ERE,
AuxRE, CGTCA-box, box-S and WUN elements apart from other
stress responsive elements. The functions of each of these stress
responsive elements has been provided in Table 1 and the physical
mapping of the important stress responsive elements on the
putative promoter regions of the genes is provided in Figure 4. Other expressive genes under biotic stress conditions included
OsGRAS2, ΨOsGRAS3, OsGRAS19, OsGRAS20 and OsGRAS23,
which had combinations of TCA-elements, W-box, WRE, ERE,
AuxRE, CGTCA-box, box-S and WUN elements apart from other
stress responsive elements. Frontiers in Plant Science | www.frontiersin.org Properties of GRAS Proteins, Their Ligand
Interactions and Domain Analysis y
We studied the properties of 40 shortlisted GRAS proteins
like amino acid length (aa), molecular weight (kDa) and November 2021 | Volume 12 | Article 777285 Frontiers in Plant Science | www.frontiersin.org 6 Dutta et al. Genome-Wide Identification of OsGRAS Genes FIGURE 3 | MEME-motif analysis of OsGRAS genes. Figure showing the identified MEME-motifs of OsGRAS genes. The conserved GRAS-motifs are provided at
the top. A search for 10 MEME-motifs was done and each of them has been assigned to the corresponding GRAS-motifs. Each coloured box represents one motif
and the legend has been provided below. The genes were organized based on their subfamilies. FIGURE 3 | MEME-motif analysis of OsGRAS genes. Figure showing the identified MEME-motifs of OsGRAS genes. The conserved GRAS-motifs are provided at
the top. A search for 10 MEME-motifs was done and each of them has been assigned to the corresponding GRAS-motifs. Each coloured box represents one motif
and the legend has been provided below. The genes were organized based on their subfamilies. have an equal number of acidic and basic residues in its
composition. According to TargetP-2.0 server, OsGRAS39 was
predicted to be localized to the chloroplast while no signal
peptides for chloroplast or mitochondria could be specified
by the tool for the rest of the proteins. (14%) extent of β-sheets were noticed in the secondary
structure of OsGRAS32. No β-sheets were present in
ΨOsGRAS2 and ΨOsGRAS3. Several metallic and non-metallic
ligands were also observed to be interacting with the GRAS
proteins, which included Mg+2, Ca+2, SAM, SAH, NAP, NAD,
ATP, Zn+2 and Ni+2. The three dimensional structures of the
proteins along with their interacting ligands have been provided
in the Supplementary Figure S4. We have also analyzed the proteins for their three
dimensional structures and ligand binding residues in the
3DLigand site and the structures were submitted to the
Phyre2 program to analyze their secondary structures like
the percentage of disordered regions, α-helix and β-sheets. ΨOsGRAS3 showed a maximum of 71% and OsGRAS8 had
a minimum of 31% of α-helical structure. Similarly, maximum Low complexity region are repetitive amino acid sequences
found abundantly in the eukaryotic proteins. These play essential
roles in protein-protein and protein-nucleic acid interactions
(Toll-Riera et al., 2012). It was noted that the number of LCRs November 2021 | Volume 12 | Article 777285 7 Genome-Wide Identification of OsGRAS Genes Dutta et al. Expression Analysis of GRAS Genes Under
Simulated Abiotic Stress Conditionsi We have identified a GRAS transcription factor as a potential
stress tolerance gene by screening a pool of gain-of-function
mutants in rice in our previous study (Moin et al., 2016b). Another report by Xu et al. (2015) suggested the role of
OsGRAS23 (reported as OsGRAS22 in this study) in drought
tolerance in rice. These observations have prompted us to
analyze the differential expression pattern of GRAS family of
transcription factors under the influence of biotic and simulated
abiotic stress conditions in the present study. We have analyzed
the expression patterns of 40 selected genes separately in shoot
and root tissues at six different time points for two abiotic
(NaCl and ABA) and two biotic (BLB and SB) stresses. The
native expression patterns of these genes in 13 different tissues
were also studied. Based on the pattern of expression, we have divided the
genes as immediate early (IE), early (E) and late (L) responsive
genes. Some genes were expressed up to 100 folds after the
incidence of stress. Thus, the genes were also categorized as
expressive (2–10 fold), moderately expressive (10–30 fold) and
highly expressive (≥30 fold) types. Genes showing an upregulation
of ≥2 folds were considered as expressive.h Wound responsive element (Whitbred
and Schuler, 2000) The majority of the genes got upregulated in the root
(Figures 5A,B) compared to the shoot (Figures 5C,D). As
indicated in the pie chart, about 55–60% of the total genes
showed IE type expression under both NaCl and ABA
treatments. NaCl, however, induced more early (12.5%)
responsive genes than the late genes (2.5%) whereas ABA
induced more late genes (12.5%) than early ones (2.5%). The list of the expressed genes has been provided in Figure 5. More than half of the IE genes continued their expression
till 60 h of treatment, while some others became downregulated
or showed no expression at all later during the experimental
timeline. Under ABA treatment, all highly upregulated genes,
i.e., ΨOsGRAS2, OsSHR1, OsSCR1 and OsGRAS39 were IE
type and their expression persisted till the last time point
of treatment, i.e., 60 h. Other IE type genes showed a split
before increasing their expression at subsequent time points. Only OsGRAS39 was highly expressive under both ABA and
NaCl treatments (100 fold and 65 fold, respectively). Properties of GRAS Proteins, Their Ligand
Interactions and Domain Analysis TABLE 1 | List of cis-regulatory elements and their functions. Name of cis-element
Function
ABRE
ABA responsive element (Choi et al.,
2000)
MYB/MBS
MYB binding site for drought inducibility
(Ambawat et al., 2013)
DRE
Dehydration responsive element
(Narusaka et al., 2003)
MYC
Transcription factor for stress
responses, helps in dehydration
induced expression of genes (Tran
et al., 2004)
STRE
Stress responsive element (Hwang
et al., 2010)
TCA element
Element for salicylic acid
responsiveness (Wei et al., 2013)
CGTCA-motif/TGACG-motif
Methyl-Jasmonate responsive element
(Wang et al., 2011)
TC-rich motifs
Responsible for defense and stress,
transcription regulation (Bernard et al.,
2010; Liu et al., 2017)
Box S
Responsive to wounding and pathogen
elicitation (Yin et al., 2017); Stress
responsiveness (Ding et al., 2019)
GARE-motif/TATC-box
Gibberellin responsive element (Bastian
et al., 2010)
ERE
Element for ethylene responses (Oñate-
Sánchez and Singh, 2002)
TGA-element/AuxRR core/AuxRE
Element for auxin response (Sakai
et al., 1996)
WUN motif
Wound responsive element for biotic
stress (Xu et al., 2011)
LTR
Low temperature responsive element
(Zhang et al., 2020)
W box
Binding sites for WRKY transcription
factors (Dhatterwal et al., 2019)
CCAAT box
Binding site for MYB transcription
factors
P-box
Gibberellin responsiveness (Zhang
et al., 2020)
WRE
Wound responsive element (Whitbred
and Schuler, 2000) TABLE 1 | List of cis-regulatory elements and their functions. in addition to the GRAS domain were found in OsSLR1
and
OsGRAS18,
respectively. DELLA
proteins
are
transcriptional regulators, which function in gibberellic acid
signaling by binding with GA receptor, GID1 followed by
proteasomal degradation of DELLA domain (Murase et al.,
2008). OsGRAS41 had a transmembrane region, OsGRAS43
and OsGRAS53 had two RPT1 domains (internal repeats)
along with single GRAS domains. The detailed list of the
domains and the LCRs with their sequences have been
provided in the Supplementary Table S3. The presence of
transmembrane domain in OsGRAS41 was further confirmed
through TMHMM software. Frontiers in Plant Science | www.frontiersin.org Expression Analysis of GRAS Genes Under
Simulated Abiotic Stress Conditionsi OsGRAS2,
ΨOsGRAS2, OsGRAS25, OsGRAS35 and OsSCR1 under NaCl
and OsGRAS22 under ABA were early (E) expressed genes
respectively, while ΨOsGRAS9, OsGRAS3, OsGRAS11 and in each of the proteins varied from none to a maximum of
eight in OsGRAS20 and OsGRAS43, respectively. g
p
y
Grand average of hydropathicity index or GRAVY index
indicates the hydrophobicity of a protein taking into consideration
its charge and the size. Usually GRAVY values range from
−2 to +2 with more positive values indicating hydrophobicity
and more negative values indicating hydrophilicity (Morel et al.,
2006). Seven proteins had a positive GRAVY value while the
rest 33 proteins had a values lesser than zero, which indicated
that the majority of the GRAS proteins are hydrophilic. The
list of all the observations have been provided in the
Supplementary Table S2. In order to study the domains present in the genes,
we utilized the SMART online tool and observed that all
the proteins had at least one GRAS domain with ΨOsGRAS4,
ΨOsGRAS8, OsGRAS39, ΨOsGRAS10 exhibiting two GRAS
domains. Among them, ΨOsGRAS4 and ΨOsGRAS10 had
two internal repeats designated as RPT1 along with two
GRAS domains. One DELLA domain and one SCOP domain November 2021 | Volume 12 | Article 777285 Frontiers in Plant Science | www.frontiersin.org 8 Genome-Wide Identification of OsGRAS Genes Dutta et al. FIGURE 4 | In-silico analysis of putative promoter regions of GRAS genes. The selected GRAS genes were subjected to in silico analysis for cis-regulatory
elements in their putative promoter regions (sequence retrieved from about ≤1 kb upstream region). This was performed in PlantCARE database and the figu
was prepared by mapping the stress regulatory elements in the each of the sequences. The index for each element along with its functions are mentioned b
the figure. FIGURE 4 | In-silico analysis of putative promoter regions of GRAS genes. The selected GRAS genes were subjected to in silico analysis for cis-regulatory
elements in their putative promoter regions (sequence retrieved from about ≤1 kb upstream region). This was performed in PlantCARE database and the figure
was prepared by mapping the stress regulatory elements in the each of the sequences. The index for each element along with its functions are mentioned below FIGURE 4 | In-silico analysis of putative promoter regions of GRAS genes. Expression Analysis of GRAS Genes Under
Simulated Abiotic Stress Conditionsi The selected GRAS genes were subjected to in silico analysis for cis-regulatory
elements in their putative promoter regions (sequence retrieved from about ≤1 kb upstream region). This was performed in PlantCARE database and the figure
was prepared by mapping the stress regulatory elements in the each of the sequences. The index for each element along with its functions are mentioned below
the figure. OsGRAS26 under ABA and ΨOsGRAS9 became upregulated
under NaCl treatment with late (L) expression. were either downregulated or showed no change in the level
of expression. Among them, OsGRAS7, OsGRAS23, OsGRAS28
and ΨOsGRAS8 were downregulated under both the treatments. ΨOsGRAS3, ΨOsGRAS4, OsCIGR1 and OsGRAS32 under ABA
treatment and OsCIGR1 under NaCl treatment showed an
immediate expression, but were either downregulated or showed
no expression at subsequent time points. p
Twelve and 13 genes (30 and 32%) were mild to moderately
expressed, respectively under the ABA treatment, whereas seven
genes (17%) were moderately expressive under NaCl treatment
and rest 19 genes (47%) exhibited mild expression. Nine genes
(22%) under ABA and 13 (32%) genes under NaCl treatment November 2021 | Volume 12 | Article 777285 Frontiers in Plant Science | www.frontiersin.org 9 Genome-Wide Identification of OsGRAS Genes Dutta et al. The shoot region did not evidence major GRAS gene
expression compared to the root region. However, ΨOsGRAS5
is the only gene that showed moderate expression (25–30 fold)
under both ABA and NaCl treatments in the shoot This gene
was an IE type maintaining its expression till 60 h under NaCl,
but showed a split before reaching a peak under the ABA
treatment. On the contrary, it showed low expression (2–3
fold) in root tissues under ABA and NaCl treatments
A
B
C
D
FIGURE 5 | Expression analysis of GRAS genes under abiotic stress. Heat map representation of temporal expression pattern of GRAS genes developed using
MORPHEUS program. 7 d old seedlings were subjected to NaCl (250 μm) and ABA (100 μm) treatments and the obtained quantitative real-time values were double
normalized using rice actin and tubulin as the internal reference genes and that of the unstressed samples using the ΔΔCT method. The experiment was conducted
separately for root (A,B) and shoot (C,D) tissues. Percentage of genes upregulated under NaCl and ABA treatments is represented in the form of a pie chart beside
their corresponding heat maps. DISCUSSION We have studied the expression of the selected GRAS transcription
factor genes in the leaf samples of rice infected with Xoo and
R. solani pathogens that cause BLB and Sheath Blight (SB)
diseases, respectively (Figure 6). Six genes were upregulated
in BLB of which five (OsGRAS1, OsGRAS18, OsCIGR2,
ΨOsGRAS9, OsGRAS53) showed low expression while one gene
(OsCIGR1) was highly upregulated up to 57 folds. More genes
were upregulated in SB infected leaves compared to the BLB
treated ones. Out of the 30 expressed genes in SB infected
leaves, only 12 showed high expression levels while the rest
of the genes exhibited low to moderate expression. OsGRAS2,
ΨOsGRAS3, OsGRAS19, OsGRAS20, OsGRAS23 and OsSHR1
were expressed by ≥100 folds under the SB treatment. A total
of 22 genes in BLB and three in SB treated samples were
downregulated. Those that were downregulated in SB treated
samples (OsSHR2, OsGRAS24 and OsGRAS43) were also
downregulated in BLB treated leaves. Twelve genes under BLB
and seven under SB did not show any changes in their
expression levels. Being sessile, plants cannot escape the onslaught from
environmental stresses like cold, heat, drought etc., nor can
they avoid harmful interactions with microorganisms like fungi
and bacteria (Lin et al., 2017). Such adversities impose a threat
to agricultural productivity and sustainability. In order to support
the burgeoning global population, the development of stress
tolerant crops is of utmost importance. Characterization of
insertional mutants is an important functional genomics based
method of identifying novel genes responsible for inducing
stress tolerance in crop plants (Cushman and Bohnert, 2000). TF genes are of particular importance in this context as they
act upstream in the pathway(s) and control the expression of
several genes working under their control. Because of this,
the manipulation undertaken using TF genes as ‘Master’ genes
would render the plant more accommodative towards the
particular stress under consideration. Our previous studies have
identified several key players for stress tolerance in an indica
rice variety via enhancer based activation tagging method and
a GRAS transcription factor gene, ΨOsGRAS4 was one of the
important genes that was identified in the study along with
others for enhanced water use efficiency associated with enhanced
photosynthetic efficiency (Moin et al., 2016b). Expression Analysis of GRAS Genes Under
Simulated Abiotic Stress Conditionsi The genes were separated based on their time point(s) of expression and annotated as immediate early (IE), early (E) and late
(L) expressive genes. The names of the genes is provided in the list below. The experiment was conducted using biological and technical triplicates (n = 3), and the
mean value was used to plot the heat map in the MORPHEUS software. B A B B A D D C C D C FIGURE 5 | Expression analysis of GRAS genes under abiotic stress. Heat map representation of temporal expression pattern of GRAS genes developed using
MORPHEUS program. 7 d old seedlings were subjected to NaCl (250 μm) and ABA (100 μm) treatments and the obtained quantitative real-time values were double
normalized using rice actin and tubulin as the internal reference genes and that of the unstressed samples using the ΔΔCT method. The experiment was conducted
separately for root (A,B) and shoot (C,D) tissues. Percentage of genes upregulated under NaCl and ABA treatments is represented in the form of a pie chart beside
their corresponding heat maps. The genes were separated based on their time point(s) of expression and annotated as immediate early (IE), early (E) and late
(L) expressive genes. The names of the genes is provided in the list below. The experiment was conducted using biological and technical triplicates (n = 3), and the
mean value was used to plot the heat map in the MORPHEUS software. The shoot region did not evidence major GRAS gene
expression compared to the root region. However, ΨOsGRAS5
is the only gene that showed moderate expression (25–30 fold)
under both ABA and NaCl treatments in the shoot. This gene was an IE type maintaining its expression till 60 h under NaCl,
but showed a split before reaching a peak under the ABA
treatment. On the contrary, it showed low expression (2–3
fold) in root tissues under ABA and NaCl treatments. November 2021 | Volume 12 | Article 777285 Frontiers in Plant Science | www.frontiersin.org 10 Genome-Wide Identification of OsGRAS Genes Dutta et al. only seven were expressed in mature vegetative and reproductive
tissues. OsGRAS2 and OsGRAS3 were upregulated only in
mature leaves, OsGRAS28 in 20 d root, flower and spike, OsCIGR1
and OsCIGR2 in root-shoot transition and leaves, OsGRAS39
in 20 d root and OsGRAS47 in 20 d root and flower. Native Expression Analysis of GRAS Genes
in Various Tissues at Specific
Developmental Stages in Rice In order to study the native expression patterns of GRAS
transcription factors in different tissues of the rice plant,
we performed qRT-PCR analysis of 13 different tissues, which
included shoot, root, root-shoot transition, flag leaves, flower,
spikes and grain of mature Expression Analysis of GRAS Genes Under
Simulated Abiotic Stress Conditionsi Out of
these seven genes, five were upregulated either in the roots
or in the root-shoot transition region indicating the preference
of GRAS genes towards expression in the root tissue. This is
also in accordance with the expression analysis under abiotic
stress condition, where the genes were highly expressive in
roots rather than in the shoot tissue. Three out of seven mildly
expressive genes were upregulated in flower and spike of 20 d
old plants while none of them expressed in the grain. OsGRAS39
that was upregulated in root tissues under native conditions
is highly expressive in roots under abiotic stress conditions
also responding immediately after the application of stress
treatment. This might be an indication of its tissue specificity
and its potential as a stress tolerance transcription factor gene
for genetic manipulation in rice. Among the other genes that were mildly expressive in both
root and shoots were ΨOsGRAS2, OsGRAS12, OsGRAS19,
OsGRAS24, OsGRAS25 and OsSCR1. The rest of the genes
were mainly downregulated or did not show any change in
expression in shoot tissues under both the stress treatments. The expression level of all the genes studied has been provided
in Supplementary Table S4. Among the genes studied, some were observed to be expressed
only under NaCl or ABA treatments at certain time points,
whereas some were found to be expressive under both the
treatments. Such overlaps have been depicted in the form of
Venn diagrams generated through InteractiVenn software (Heberle
et al., 2015) in Supplementary Figure S5. The corresponding
list of genes clearly demonstrates that several GRAS genes were
up/down-regulated simultaneously under both ABA and NaCl
treatments at certain time points. In roots, the expression of
37.5% of the genes (IE type) overlapped under both stress
treatments, while ΨOsGRAS5 (IE) was expressive in shoots only. Frontiers in Plant Science | www.frontiersin.org Evolutionary Relationships, Gene
Organization and Protein Properties of
Rice GRAS Genes Plants use certain acclimation and adaptive measures to cope
up with the impending stress, which is mostly modulated
through the action of hormones and regulator genes (Lin et al.,
2017). Thus, understanding the expression patterns of GRAS
family of genes, which play a key role in gibberellin signaling
and their spatio-temporal regulation help us identify the candidate
genes for improving the endogenous defence ability of plants,
particularly rice in the present context. In this study, we have 20 d old plants (after shifting to the greenhouse), shoot and
root of 7 d old seedlings, 3 d old plumule and radicle, embryo
and endosperm of 16 h germinating seeds (Figure 7). The mean
values were used to plot the heat maps (Figure 8).h The expression analysis showed a conspicuous downregulation
of all genes in most of the tissues particularly in plumule,
radicle, embryo and the endosperm. Out of 40 selected genes, November 2021 | Volume 12 | Article 777285 Frontiers in Plant Science | www.frontiersin.org 11 Dutta et al. Genome-Wide Identification of OsGRAS Genes shortlisted important GRAS genes responsible for abiotic and
In our analysis we have classified the genes into 14 subfamilies
A
B
FIGURE 6 | Quantitative real-time expression analysis of GRAS genes under biotic stress. Expression analysis of GRAS genes under the infection of Xanthomonas
oryzae pv. oryzae causing bacterial leaf blight (A) and Rhizoctonia solani causing sheath blight (B) were studied. The genes were double normalized using rice actin
and tubulin as internal reference genes and the CT values of untreated samples by ΔΔCT method. The experiment was conducted using biological and technical
triplicates (n = 3) and a one way ANOVA was performed on the data using SigmaPlot v. 11 to gauge their statistical significane. a represents p < 0.05, b represents
p < 0.025 and c represents p < 0.001. The data represent mean ± SE. A B B FIGURE 6 | Quantitative real-time expression analysis of GRAS genes under biotic stress. Expression analysis of GRAS genes under the infection of Xanthomonas
oryzae pv. oryzae causing bacterial leaf blight (A) and Rhizoctonia solani causing sheath blight (B) were studied. The genes were double normalized using rice actin
and tubulin as internal reference genes and the CT values of untreated samples by ΔΔCT method. Frontiers in Plant Science | www.frontiersin.org Evolutionary Relationships, Gene
Organization and Protein Properties of
Rice GRAS Genes The data was single normalized using rice actin as the internal reference gene. retroposition of intronless genes (Huang et al., 2015). Our genomic organization study revealed 31 OsGRAS genes
out of 40 selected, to be intronless and this observation is in
line with previous studies. Several interacting metallic and
non-metallic ligands associated with GRAS genes along with
their hydrophilic nature (as indicated by the GRAVY index)
indicated their involvement in cell signaling, catalysis and
protein-protein interactions (Ulucan et al., 2014; Jing et al., 2017).h with low pI tend to minimize the chances of non-specific
interactions with nucleic acids and other acidic proteins (Takakura
et al., 2015). All GRAS genes have at least one GRAS domain,
but some were found to have two or possess a DELLA domain,
which is known to have important role in gibberellic acid
signaling (Urbanova and Leubner-Metzger, 2018). Evolutionary Relationships, Gene
Organization and Protein Properties of
Rice GRAS Genes Genome-Wide Identification of OsGRAS Genes FIGURE 7 | Spatial regulation of OsGRAS genes. The native expression pattern of GRAS genes was studied in 13 different developmental tissues of rice plant. Majority of the genes were downregulated with some of them getting upregulated in mature vegetative and reproductive tissues. The list of the genes expressed in
each tissue is mentioned in the boxes beside them. The figure has been adopted from Saha et al. (2017). FIGURE 8 | Native expression analysis of GRAS genes. Heat map representing the spatial expression pattern of GRAS genes under 13 different developmental
stages of rice. The experiment was conducted using biological and technical triplicates (n = 3) and the mean expression values were used to generate the map using
the MORPHEUS program. The data was single normalized using rice actin as the internal reference gene. FIGURE 7 | Spatial regulation of OsGRAS genes. The native expression pattern of GRAS genes was studied in 13 different developmental tissues of rice plant. Majority of the genes were downregulated with some of them getting upregulated in mature vegetative and reproductive tissues. The list of the genes expressed in
each tissue is mentioned in the boxes beside them. The figure has been adopted from Saha et al. (2017). FIGURE 7 | Spatial regulation of OsGRAS genes. The native expression pattern of GRAS genes was studied in 13 different developmental tissues of rice plant. Majority of the genes were downregulated with some of them getting upregulated in mature vegetative and reproductive tissues. The list of the genes expressed in
each tissue is mentioned in the boxes beside them. The figure has been adopted from Saha et al. (2017). FIGURE 8 | Native expression analysis of GRAS genes. Heat map representing the spatial expression pattern of GRAS genes under 13 different developmental
stages of rice. The experiment was conducted using biological and technical triplicates (n = 3) and the mean expression values were used to generate the map using
the MORPHEUS program. The data was single normalized using rice actin as the internal reference gene. FIGURE 8 | Native expression analysis of GRAS genes. Heat map representing the spatial expression pattern of GRAS genes under 13 different developmental
stages of rice. The experiment was conducted using biological and technical triplicates (n = 3) and the mean expression values were used to generate the map using
the MORPHEUS program. Frontiers in Plant Science | www.frontiersin.org Evolutionary Relationships, Gene
Organization and Protein Properties of
Rice GRAS Genes The experiment was conducted using biological and technical
triplicates (n = 3) and a one way ANOVA was performed on the data using SigmaPlot v. 11 to gauge their statistical significane. a represents p < 0.05, b represents
p < 0.025 and c represents p < 0.001. The data represent mean ± SE. In our analysis, we have classified the genes into 14 subfamilies
(Cenci and Rouard, 2017) of which LISCL constituted the
maximum number of genes. However, most expressive genes
belonged to SCL3, SHR1, DELLA, HAM and PAT subfamilies. The 10 MEME-identified motifs were categorized into five
conserved C-terminal GRAS motifs. Genes belonging to the
same subfamily exhibited similar motif arrangements, but this
varied within the subfamilies, which might be due to the
diverse biological functions of GRAS genes. This group of
proteins were reported to have originated in bacteria, which
later expanded into eukaryotic genomes via horizontal gene
transfer and repeated duplication events with the possible In our analysis, we have classified the genes into 14 subfamilies
(Cenci and Rouard, 2017) of which LISCL constituted the
maximum number of genes. However, most expressive genes
belonged to SCL3, SHR1, DELLA, HAM and PAT subfamilies.hii shortlisted important GRAS genes responsible for abiotic and
biotic stress tolerance. We have also studied the in-silico properties
of these genes and have correlated them with our expression data. According to the published evidence that is available (Liu
and Widmer, 2014), 60 GRAS genes were reported in the rice
genome, which are distributed on all the 12 chromosomes
except chromosome numbers 8 and 9. Highest number of
GRAS gene density was observed on chromosome 11. We have
selected 40 genes for our study, drawing one member representing
each paralogous group. The availability of high quality genomic
sequences enabled us to get an insight into the phylogenetic,
genomic and protein properties of the GRAS genes in rice. The 10 MEME-identified motifs were categorized into five
conserved C-terminal GRAS motifs. Genes belonging to the
same subfamily exhibited similar motif arrangements, but this
varied within the subfamilies, which might be due to the
diverse biological functions of GRAS genes. This group of
proteins were reported to have originated in bacteria, which
later expanded into eukaryotic genomes via horizontal gene
transfer and repeated duplication events with the possible November 2021 | Volume 12 | Article 777285 12 Dutta et al. Differential Expression Patterns of
OsGRAS Genes and Their Spatio-Temporal
Regulation Also, previous studies
indicated that it is probable that the role of these genes in
pattern formation and signal transduction enables them to
be more expressive in roots (Pysh et al., 1999). Out of 13 different developmental tissues, only seven genes
were induced in mature vegetative and reproductive tissues. Proteins belonging to DELLA subfamily of GRAS transcription
factors are known to be negative regulators of seed germination
as bioactive gibberellic acid causes proteasomal degradation
of such proteins for gibberellin signaling to occur (Urbanova
and Leubner-Metzger, 2018). This explains the downregulation
of all genes in plumule, radicle, embryo and endosperm. Thus,
OsGRAS genes might be associated with developmental regulation
in mature rice plants. The induction of OsGRAS28 belonging
to HAM subfamily and OsGRAS47 belonging to LISCL subfamily
in reproductive tissues indicates their role in floral development. This can be correlated with the expression of PhHAM genes
of Petunia hybrida (Stuurman et al., 2002), AtSCL6 and AtSCL27
genes of Arabidopsis (Fan et al., 2017) and PtGRAS67 of Populus
(Liu and Widmer, 2014) flowers. All these genes belonging to
HAM subfamily were reported to be involved in floral
differentiation. LISCL subfamily gene from lily plants were
also reported to be associated with miscrosporogenesis
(Bolle, 2004). GRAS proteins are involved in growth signaling and plant
developmental regulation. OsGRAS39 was expressive in roots
under native as well as abiotic stress conditions indicating
its tissue specificity. This gene belongs to SCL3 subfamily,
which is known for modulating GA signaling in roots via
protein–protein interactions (Weng et al., 2020). This group
of proteins are involved in maintaining gibberellic acid
homeostasis in roots, which in turn help them in controlling
root development (Heo et al., 2011). During salt or ABA
stress, roots are the primary organs to perceive the stress
signals and initiate a signaling cascade towards the shoot. Therefore, OsGRAS39 (belonging to subfamily SCL3) along
with other notable candidate genes like OsSHR1 (belonging
to SHR subfamily) and OsSLR1 (belonging to SCR subfamily)
might have an impact on the SCL3-DELLA interaction and
SHR/SCR pathway in the root tissue leading to stress tolerance. Hence, high expression pattern of the above mentioned genes
can be further exploited for their potential role in stress
tolerance. A schematic diagram has been provided in the
Supplementary Figure S6. p
( y
)
Rice productivity is severely hampered by BLB and SB
diseases. Differential Expression Patterns of
OsGRAS Genes and Their Spatio-Temporal
Regulation BLB infection during tillering stage can cause a yield
decline of 20–40%, while it can reduce crop productivity by
50% at a younger stage. Upto 45% yield losses in rice are
caused by SB infections (Chukwu et al., 2019; Singh et al.,
2019). Thus, identification of key genes and understanding
their expression patterns are important for developing tolerant
varieties of rice for these diseases. Under BLB treatment, only
six genes (15%) were expressive compared to 30 (75%) expressive
genes under SB infection. Quite a number of genes were
expressive under SB infection and both abiotic stress conditions. Noteworthy among them are OsGRAS39, OsGRAS8, OsSHR1
and OsSLR1. Thus, these genes can be considered to be quite
important as they are expressive under both stress conditions
with important roles in disease resistance. Majority of the genes
were highly expressive in ABA treated roots and SB infection. The presence of multiple stress responsive elements in their
putative promoter regions are corroborated by our expression
data and these observations indicate their probable roles in
improving plant defence against biotic and abiotic stress. GRAS gene family has been studied extensively in many
plant species, but we have successfully provided a backdrop
based on which future exploration on rice GRAS genes can
be done. The differential expression patterns of these genes
indicates their importance in stress remediation. Our study
provides an insight into the role of GRAS genes in stress
tolerance along with their spatio-temporal regulation. Based
on this report, it would be possible to pick up important
genes that can be further manipulated for developing stress
tolerant varieties in rice and other related crops. Differential Expression Patterns of
OsGRAS Genes and Their Spatio-Temporal
Regulation Such preferential expression of
GRAS genes in roots over shoots indicates their important role
in stress responses (Janiak et al., 2016). Also, previous studies
indicated that it is probable that the role of these genes in
pattern formation and signal transduction enables them to
be more expressive in roots (Pysh et al., 1999). transcripts and proteins in the cells for their adjustment to the
environmental changes. Most of the GRAS genes were observed
to be upregulated in roots with 55–60% of them showing IE
type of gene expression. In plants, stress responses can be divided
broadly into early and late response types. Early responsive genes
are expressed within minutes of stress induction and this provides
protection and repair from the initial stress. Such response
“alarms” the plant to prepare for further stress tolerance or
avoidance. On the other hand, late responsive genes are mostly
involved in protein synthesis that regulates downstream genes,
thereby responding to the “adaptation” part of stress mediation
(Bahrami and Drabløs, 2016; Lin et al., 2017). ΨOsGRAS9 was
observed to be late expressive under both treatments in root
indicating that it might have an important role in subsequent
steps of stress amelioration. Interestingly, 50–60% of IE expressed
genes continued to express till the end point of the treatment. Among them, OsGRAS39 was the only gene that was observed
to be highly expressive under both NaCl and ABA treatments
in roots. Apart from this, ΨOsGRAS2, OsSHR1 and OsSCR1
continued their expression till 60 h under ABA treatment. This
probably indicates that these constitute an important set of genes
required by the plant throughout for stress remediation. Others
like ΨOsGRAS3, ΨOsGRAS4, OsCIGR1 and OsGRAS32 under
ABA and OsCIGR1 under NaCl were the genes induced initially
(IE type), which either stopped expressing or got downregulated
at subsequent time points. These genes are probably required
for initial stress responses whose function is later on taken up
by the other downstream genes in the signaling cascade. ΨOsGRAS5
(IE type) was found to be the only moderately expressive gene
in shoot under both stress conditions. Since root is the first
organ to perceive the stress signal, it induces a signaling cascade
that extends towards the shoot. Such preferential expression of
GRAS genes in roots over shoots indicates their important role
in stress responses (Janiak et al., 2016). Differential Expression Patterns of
OsGRAS Genes and Their Spatio-Temporal
Regulation The majority of the genes were observed to have a pI less
than seven and were found to be rich in negatively charged
amino acids like Glutamic acid and Aspartic acid. This makes
the interactions of GRAS proteins very specific as proteins Based on external cues, spatio-temporal regulation of gene
transcription is required to control the concentration of particular November 2021 | Volume 12 | Article 777285 13 Genome-Wide Identification of OsGRAS Genes Dutta et al. transcripts and proteins in the cells for their adjustment to the
environmental changes. Most of the GRAS genes were observed
to be upregulated in roots with 55–60% of them showing IE
type of gene expression. In plants, stress responses can be divided
broadly into early and late response types. Early responsive genes
are expressed within minutes of stress induction and this provides
protection and repair from the initial stress. Such response
“alarms” the plant to prepare for further stress tolerance or
avoidance. On the other hand, late responsive genes are mostly
involved in protein synthesis that regulates downstream genes,
thereby responding to the “adaptation” part of stress mediation
(Bahrami and Drabløs, 2016; Lin et al., 2017). ΨOsGRAS9 was
observed to be late expressive under both treatments in root
indicating that it might have an important role in subsequent
steps of stress amelioration. Interestingly, 50–60% of IE expressed
genes continued to express till the end point of the treatment. Among them, OsGRAS39 was the only gene that was observed
to be highly expressive under both NaCl and ABA treatments
in roots. Apart from this, ΨOsGRAS2, OsSHR1 and OsSCR1
continued their expression till 60 h under ABA treatment. This
probably indicates that these constitute an important set of genes
required by the plant throughout for stress remediation. Others
like ΨOsGRAS3, ΨOsGRAS4, OsCIGR1 and OsGRAS32 under
ABA and OsCIGR1 under NaCl were the genes induced initially
(IE type), which either stopped expressing or got downregulated
at subsequent time points. These genes are probably required
for initial stress responses whose function is later on taken up
by the other downstream genes in the signaling cascade. ΨOsGRAS5
(IE type) was found to be the only moderately expressive gene
in shoot under both stress conditions. Since root is the first
organ to perceive the stress signal, it induces a signaling cascade
that extends towards the shoot. Frontiers in Plant Science | www.frontiersin.org REFERENCES in rice. Theor. Appl. Genet. 134, 2253–2272. doi: 10.1007/s00122-021-03823-0
Fan, S., Zhang, D., Gao, C., Zhao, M., Wu, H., Li, Y., et al. (2017). Identification,
classification, and expression analysis of GRAS gene family in Malus domestica. Front. Physiol. 8:253. doi: 10.3389/fphys.2017.00253 Fan, S., Zhang, D., Gao, C., Zhao, M., Wu, H., Li, Y., et al. (2017). Identification,
classification, and expression analysis of GRAS gene family in Malus domestica. Front. Physiol. 8:253. doi: 10.3389/fphys.2017.00253i Ambawat, S., Sharma, P., Yadav, N. R., and Yadav, R. C. (2013). MYB transcription
factor genes as regulators for plant responses: An overview. Physiol. Mol. Biol. Plants 19, 307–321. doi: 10.1007/s12298-013-0179-1 Guo, Y., Wu, H., Li, X., Li, Q., Zhao, X., Duan, X., et al. (2017). Identification
and expression of GRAS family genes in maize (Zea mays L.). PLoS One
12:e0185418. doi: 10.1371/journal.pone.0185418 Bahrami, S., and Drabløs, F. (2016). Gene regulation in the immediate-early
response process. Adv. Biol. Regul. 62, 37–49. doi: 10.1016/j.jbior.2016.05.001 Heberle, H., Meirelles, G. V., da Silva, F. R., Telles, G. P., and Minghim, R. (2015). InteractiVenn: a web-based tool for the analysis of sets through
Venn diagrams. BMC Bioinforma. 16:169. doi: 10.1186/S12859-015-0611-3 Bakshi, A., Moin, M., Kumar, M. U., Reddy, A. B. M., Ren, M., Datla, R.,
et al. (2017). Ectopic expression of Arabidopsis target of rapamycin (AtTOR)
improves water-use efficiency and yield potential in rice. Sci. Rep. 7, 1–16. doi: 10.1038/srep42835 Helariutta, Y., Fukaki, H., Wysocka-Diller, J., Nakajima, K., Jung, J., Sena, G.,
et al. (2000). The SHORT-ROOT gene controls radial patterning of the
Arabidopsis root through radial signaling. Cell 101, 555–567. doi: 10.1016/
S0092-8674(00)80865-X Bastian, R., Dawe, A., Meier, S., Ludidi, N., Bajic, V. B., and Gehring, C. (2010). Gibberellic acid and cGMP-dependent transcriptional regulation in
arabidopsis thaliana. Plant Signal. Behav. 5, 224–232. doi: 10.4161/psb.5.3.10718 Heo, J.-O., Chang, K. S., Kim, I. A., Lee, M. H., Lee, S. A., Song, S. K., et al. (2011). Funneling of gibberellin signaling by the GRAS transcription regulator
scarecrow-like 3 in the Arabidopsis root. Proc. Natl. Acad. Sci. U. S. A. 108,
2166–2171. doi: 10.1073/pnas.1012215108 Bernard, V., Brunaud, V., and Lecharny, A. (2010). TC-motifs at the TATA-box
expected position in plant genes: A novel class of motifs involved in the
transcription
regulation. BMC
Genomics
11,
1–15. doi:
10.1186/1471-2164-11-166 Huang, W., Xian, Z., Kang, X., Tang, N., and Li, Z. (2015). Genome-wide
identification, phylogeny and expression analysis of GRAS gene family in
tomato. BMC Plant Biol. REFERENCES 15:209. doi: 10.1186/s12870-015-0590-6 Bolle, C. (2004). The role of GRAS proteins in plant signal transduction and
development. Planta 218, 683–692. doi: 10.1007/s00425-004-1203-z Bolle, C., Koncz, C., and Chua, N. H. (2000). PAT1, a new member of the
GRAS family, is involved in phytochrome A signal transduction. Genes Dev. 14, 1269–1278. doi: 10.1101/gad.14.10.1269 Hwang, J. E., Hong, J. K., Lim, C. J., Chen, H., Je, J., Yang, K. A., et al. (2010). Distinct expression patterns of two Arabidopsis phytocystatin genes,
AtCYS1 and AtCYS2, during development and abiotic stresses. Plant Cell
Rep. 29, 905–915. doi: 10.1007/s00299-010-0876-y Cenci, A., and Rouard, M. (2017). Evolutionary analyses of GRAS transcription
factors in angiosperms. Front. Plant Sci. 8, 1–15. doi: 10.3389/fpls.2017.00273 Janiak, A., Kwas̈niewski, M., and Szarejko, I. (2016). Gene expression regulation
in roots under drought. J. Exp. Bot. 67, 1003–1014. doi: 10.1093/jxb/erv512 Choi, H. I., Hong, J. H., Ha, J. O., Kang, J. Y., and Kim, S. Y. (2000). ABFs,
a family of ABA-responsive element binding factors. J. Biol. Chem. 275,
1723–1730. doi: 10.1074/jbc.275.3.1723i Jing, Z., Qi, R., Liu, C., and Ren, P. (2017). Study of interactions between
metal ions and protein model compounds by energy decomposition analyses
and the AMOEBA force field. J. Chem. Phys. 147:161733. doi: 10.1063/
1.4985921 Chukwu, S. C., Rafii, M. Y., Ramlee, S. I., Ismail, S. I., Hasan, M. M.,
Oladosu, Y. A., et al. (2019). Bacterial leaf blight resistance in rice: a review
of conventional breeding to molecular approach. Mol. Biol. Rep. 46, 1519–1532. doi: 10.1007/s11033-019-04584-2 Kelley, L. A., Mezulis, S., Yates, C. M., Wass, M. N., and Sternberg, M. J. E. (2015). The Phyre2 web portal for protein modeling, prediction and analysis. Nat. Protoc. 10, 845–858. doi: 10.1038/nprot.2015.053 Cushman, J. C., and Bohnert, H. J. (2000). Genomic approaches to plant stress
tolerance. Curr. Opin. Plant
Biol. 3,
117–124. doi:
10.1016/
S1369-5266(99)00052-7 Lin, C.-W., Huang, L.-Y., Huang, C.-L., Wang, Y.-C., Lai, P.-H., Wang, H.-V.,
et al. (2017). Common stress transcriptome analysis reveals functional and
genomic architecture differences Between early and delayed response genes. Plant Cell Physiol. 58:pcx002. doi: 10.1093/pcp/pcx001 Dhatterwal, P., Basu, S., Mehrotra, S., and Mehrotra, R. (2019). Genome wide
analysis of W-box element in Arabidopsis thaliana reveals TGAC motif
with genes down regulated by heat and salinity. Sci. Rep. 9:1681. doi: 10.1038/
s41598-019-38757-7 Liu, X., and Widmer, A. (2014). Genome-wide comparative analysis of the
GRAS gene family in Populus, Arabidopsis and Rice. Plant Mol. Biol. Rep. AUTHOR CONTRIBUTIONS grateful to M. S. Madhav, Department of Biotechnology, Indian
Institute of Rice Research, Hyderabad, India, for providing the
infected rice samples and wild type BPT-5204 seeds, her friend
Indu for her help in creating phylogenetic tree and her sister
Shinjini for her help in the digital art. PK acknowledges the
National Academy of Sciences-India for the award of NASI-
Platinum Jubilee Senior Scientist position. MM acknowledges the
INSPIRE Faculty Fellowship received from the Department of
Science and Technology (DST), Government of India. The authors
are grateful to Prof. M. Uday Kumar for his help in Δ13C analysis. PK and MD designed the experiments and prepared the
manuscript. MD performed the experiments. AS helped in the
qRT-PCR experiments and analysis. MM identified GRAS gene
from activation tagged lines and conceived the initial idea. PK supervised the work. All authors contributed to the article
and approved the submitted version. PK and MD designed the experiments and prepared the
manuscript. MD performed the experiments. AS helped in the
qRT-PCR experiments and analysis. MM identified GRAS gene
from activation tagged lines and conceived the initial idea. PK supervised the work. All authors contributed to the article
and approved the submitted version. DATA AVAILABILITY STATEMENT The original contributions presented in the study are included
in the article/Supplementary Material, further inquiries can
be directed to the corresponding authors. November 2021 | Volume 12 | Article 777285 14 Genome-Wide Identification of OsGRAS Genes Dutta et al. SUPPLEMENTARY MATERIAL MD is grateful to UoH BBL and UGC for research fellowship
and contingency and to DBT for funding the rice activation
tagging project. She is also grateful to S. Dayananda, Dean School
of Life Sciences, UoH for his help. MD and AS are grateful to
DBT for providing research fellowship and contingency. MD is The Supplementary Material for this article can be found online
at: https://www.frontiersin.org/articles/10.3389/fpls.2021.777285/
full#supplementary-material REFERENCES 3DLigandSite:
predicting ligand-binding sites using similar structures. Nucleic Acids Res. 38, W469–W473. doi: 10.1093/nar/gkq406i Morel, J., Clavero, S., Mongrand, S., Furt, F., Fromentin, J., Bessoule, J. J.,
et al. (2006). Proteomics of plant detergent-resistant membranes. Mol. Cell. Proteomics 5, 1396–1411. doi: 10.1074/mcp.M600044-MCP200 Wei, Q., Cao, H., Li, Z., Kuai, B., and Ding, Y. (2013). Identification of an
AtCRN1-like chloroplast protein BeCRN1 and its distinctive role in chlorophyll
breakdown during leaf senescence in bamboo (Bambusa emeiensis
‘Viridiflavus’). Plant Cell Tissue Organ Cult. 114, 1–10. doi: 10.1007/
s11240-013-0298-y Murase, K., Hirano, Y., Sun, T. P., and Hakoshima, T. (2008). Gibberellin-
induced DELLA recognition by the gibberellin receptor GID1. Nature 456,
459–463. doi: 10.1038/nature07519 Narusaka, Y., Nakashima, K., Shinwari, Z. K., Sakuma, Y., Furihata, T., Abe, H.,
et al. (2003). Interaction between two cis-acting elements, ABRE and DRE,
in ABA-dependent expression of Arabidopsis rd29A gene in response to
dehydration and high-salinity stresses. Plant J. 34, 137–148. doi: 10.1046/j. 1365-313X.2003.01708.xi Weng, C. Y., Zhu, M. H., Liu, Z. Q., and Zheng, Y. G. (2020). Integrated
bioinformatics analyses identified SCL3-induced regulatory network in
Arabidopsis thaliana roots. Biotechnol. Lett. 42, 1019–1033. doi: 10.1007/
s10529-020-02850-z Whitbred, J. M., and Schuler, M. A. (2000). Molecular characterization of
CYP73A9 and CYP82A1 P450 genes involved in plant defense in pea. Plant
Physiol. 124, 47–58. doi: 10.1104/pp.124.1.47 Oñate-Sánchez, L., and Singh, K. B. (2002). Identification of arabidopsis ethylene-
responsive element binding factors with distinct induction kinetics after
pathogen infection. Plant Physiol. 128, 1313–1322. doi: 10.1104/pp.010862 Xu, W., Chen, Z., Ahmed, N., Han, B., Cui, Q., and Liu, A. (2016). Genome-
wide identification, evolutionary analysis, and stress responses of the
GRAS gene family in castor beans. Int. J. Mol. Sci. 17:1004. doi: 10.3390/
ijms17071004 Pysh, L. D., Wysocka-Diller, J. W., Camilleri, C., Bouchez, D., and Benfey, P. N. (1999). The GRAS gene family in Arabidopsis: sequence characterization
and basic expression analysis of the SCARECROW-LIKE genes. Plant J. 18,
111–119. doi: 10.1046/j.1365-313X.1999.00431.x Xu, K., Chen, S., Li, T., Ma, X., Liang, X., Ding, X., et al. (2015). OsGRAS23,
a rice GRAS transcription factor gene, is involved in drought stress response
through regulating expression of stress-responsive genes. BMC Plant Biol. 15, 141–113. doi: 10.1186/s12870-015-0532-3 Saha, A., Das, S., Moin, M., Dutta, M., Bakshi, A., Madhav, M. S., et al. (2017). REFERENCES Genome-wide identification and comprehensive expression profiling of ribosomal
protein small subunit (RPS) genes and their comparative analysis with the large
subunit (RPL) genes in rice. Front. Plant Sci. 8:1553. doi: 10.3389/fpls.2017.01553 Xu, W., Yu, Y., Zhou, Q., Ding, J., Dai, L., Xie, X., et al. (2011). Expression
pattern, genomic structure, and promoter analysis of the gene encoding
stilbene synthase from Chinese wild Vitis pseudoreticulata. J. Exp. Bot. 62,
2745–2761. doi: 10.1093/jxb/erq447 Sakai, T., Takahashi, Y., and Nagata, T. (1996). Analysis of the promoter of
the auxin-inducible gene, parC, of tobacco. Plant Cell Physiol. 37, 906–913. doi: 10.1093/oxfordjournals.pcp.a029038 Shen, Z., Lin, Y., and Zou, Q. (2020). Transcription factors–DNA interactions
in rice: identification and verification. Brief. Bioinform. 21, 946–956. doi:
10.1093/bib/bbz045 Yin, X., Huang, L., Zhang, X., Guo, C., Wang, H., Li, Z., et al. (2017). Expression
patterns and promoter characteristics of the Vitis quinquangularis VqSTS36
gene involved in abiotic and biotic stress response. Protoplasma 254, 2247–2261. doi: 10.1007/s00709-017-1116-x Sidhu, N. S., Pruthi, G., Singh, S., Bishnoi, R., and Singla, D. (2020). Genome-
wide identification and analysis of GRAS transcription factors in the bottle
gourd genome. Sci. Rep. 10:14338. doi: 10.1038/s41598-020-71240-2 Zeng, X., Ling, H., Chen, X., and Guo, S. (2019). Genome-wide identification,
phylogeny and function analysis of GRAS gene family in Dendrobium
catenatum (Orchidaceae). Gene 705, 5–15. doi: 10.1016/j.gene.2019.04.038 Singh, P., Mazumdar, P., Harikrishna, J. A., and Babu, S. (2019). Sheath blight
of rice: a review and identification of priorities for future research. Planta
250, 1387–1407. doi: 10.1007/s00425-019-03246-8 Zhang, H., Cao, Y., Shang, C., Li, J., Wang, J., Wu, Z., et al. (2017). Genome-
wide characterization of GRAS family genes in Medicago truncatula reveals
their evolutionary dynamics and functional diversification. PLoS One
12:e0185439. doi: 10.1371/journal.pone.0185439 Stuurman, J., Jäggi, F., and Kuhlemeier, C. (2002). Shoot meristem maintenance
is controlled by a GRAS-gene mediated signal from differentiating cells. Genes Dev. 16, 2213–2218. doi: 10.1101/gad.230702h Zhang, D., Iyer, L. M., and Aravind, L. (2012). Bacterial GRAS domain proteins
throw new light on gibberellic acid response mechanisms. Bioinformatics
28, 2407–2411. doi: 10.1093/bioinformatics/bts464 Sun, X., Jones, W. T., and Rikkerink, E. H. A. (2012). GRAS proteins: The
versatile roles of intrinsically disordered proteins in plant signalling. Biochem. J. 442, 1–12. doi: 10.1042/BJ20111766 Zhang, B., Liu, J., Yang, Z. E., Chen, E. Y., Zhang, C. J., Zhang, X. Y., et al. (2018). Genome-wide analysis of GRAS transcription factor gene family
in Gossypium hirsutum L. BMC Genomics 19:348. REFERENCES 32, 1129–1145. doi: 10.1007/s11105-014-0721-5 Ding, S., He, F., Tang, W., Du, H., and Wang, H. (2019). Identification of
maize cc-type glutaredoxins that are associated with response to drought
stress. Genes 10:610. doi: 10.3390/genes10080610 Liu, L., Zhang, X., Chen, F., Mahi, A. A. E., Wu, X., Chen, Q., et al. (2017). Analysis of promoter activity reveals that GmFTL2 expression differs from
that of the known flowering locus T genes in soybean. Crop J. 5, 438–448. doi: 10.1016/j.cj.2017.03.004 Dutta, M., Moin, M., Saha, A., Dutta, D., Bakshi, A., and Kirti, P. B. (2021). Gain-of-function mutagenesis through activation tagging identifies XPB2
and SEN1 helicase genes as potential targets for drought stress tolerance November 2021 | Volume 12 | Article 777285 Frontiers in Plant Science | www.frontiersin.org 15 Genome-Wide Identification of OsGRAS Genes Dutta et al. NAC transcription factors that bind to a drought-responsive cis-element in
the early responsive to dehydration stress 1 promoter. Plant Cell 16, 2481–2498. doi: 10.1105/tpc.104.022699 Livak, K. J., and Schmittgen, T. D. (2001). Analysis of relative gene expression
data using real-time quantitative PCR and the 2-ΔΔCT method. Methods
25, 402–408. doi: 10.1006/meth.2001.1262 Ulucan, O., Jaitly, T., and Helms, V. (2014). Energetics of hydrophilic protein-
protein association and the role of water. J. Chem. Theory Comput. 10,
3512–3524. doi: 10.1021/ct5001796 Ma, H.-S., Liang, D., Shuai, P., Xia, X.-L., and Yin, W.-L. (2010). The salt-and
drought-inducible poplar GRAS protein SCL7 confers salt and drought
tolerance in Arabidopsis thaliana. J. Exp. Bot. 61, 4011–4019. doi: 10.1093/
jxb/erq217 Urbanova, T., and Leubner-Metzger, G. (2018). “Gibberellins and seed germination,”
in Annual Plant Reviews Online. Chichester, UK: John Wiley & Sons, Ltd.,
253–284. Moin, M., Bakshi, A., Saha, A., Dutta, M., Madhav, S. M., and Kirti, P. B. (2016a). Rice ribosomal protein large subunit genes and their spatio-temporal
and stress regulation. Front. Plant Sci. 7:1284. doi: 10.3389/fpls.2016.01284 Wang, Y., Liu, G. J., Yan, X. F., Wei, Z. G., and Xu, Z. R. (2011). MeJA-
inducible expression of the heterologous JAZ2 promoter from Arabidopsis
in Populus trichocarpa protoplasts. J. Plant Dis. Protec. 118, 69–74. doi:
10.1007/BF03356384 Moin, M., Bakshi, A., Saha, A., Udaya Kumar, M., Reddy, A. R., Rao, K. V.,
et al. (2016b). Activation tagging in indica rice identifies ribosomal proteins
as potential targets for manipulation of water-use efficiency and abiotic stress
tolerance in plants. Plant Cell Environ. 39, 2440–2459. doi: 10.1111/pce.12796 Wass, M. N., Kelley, L. A., and Sternberg, M. J. E. (2010). Copyright © 2021 Dutta, Saha, Moin and Kirti. This is an open-access article
distributed under the terms of the Creative Commons Attribution License (CC BY). Genome-Wide Identification of OsGRAS Genes be evaluated in this article, or claim that may be made by its manufacturer, is
not guaranteed or endorsed by the publisher. Frontiers in Plant Science | www.frontiersin.org November 2021 | Volume 12 | Article 777285 REFERENCES doi: 10.1186/s12864-
018-4722-x Takakura, Y., Sofuku, K., Tsunashima, M., and Kuwata, S. (2015). Lentiavidins:
novel avidin-like proteins with low isoelectric points from shiitake mushroom
(Lentinula edodes). J. Biosci. Bioeng. 121, 420–423. doi: 10.1016/j. jbiosc.2015.09.003 Zhang, H., Zhao, X., Zhang, J., Yang, B., Yu, Y., Liu, T., et al. (2020). Functional
analysis of an anthocyanin synthase gene StANS in potato. Sci. Hortic. 272:109569. doi: 10.1016/j.scienta.2020.109569 Tian, C., Wan, P., Sun, S., Li, J., and Chen, M. (2004). Genome-wide analysis
of the GRAS gene family in rice and Arabidopsis. Plant Mol. Biol. 54,
519–532. doi: 10.1023/B:PLAN.0000038256.89809.57 To, V. T., Shi, Q., Zhang, Y., Shi, J., Shen, C., Zhang, D., et al. (2020). Genome-
wide analysis of the gras gene family in barley (Hordeum vulgare l.). Genes
11:553. doi: 10.3390/genes11050553 Conflict of Interest: The authors declare that the research was conducted in
the absence of any commercial or financial relationships that could be construed
as a potential conflict of interest. Toll-Riera, M., Rado-Trilla, N., Martys, F., and Alba, M. M. (2012). Role of
low-complexity sequences in the formation of novel protein coding sequences. Mol. Biol. Evol. 29, 883–886. doi: 10.1093/molbev/msr263 Publisher’s Note: All claims expressed in this article are solely those of the
authors and do not necessarily represent those of their affiliated organizations,
or those of the publisher, the editors and the reviewers. Any product that may Tran, L. S. P., Nakashima, K., Sakuma, Y., Simpson, S. D., Fujita, Y., Maruyama, K.,
et al. (2004). Isolation and functional analysis of arabidopsis stress-inducible November 2021 | Volume 12 | Article 777285 Frontiers in Plant Science | www.frontiersin.org 16 Dutta et al. The use, distribution or reproduction in other forums is permitted, provided the
original author(s) and the copyright owner(s) are credited and that the original
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Development of an Immunoassay for the Detection of Amyloid Beta 1-42 and Its Application in Urine Samples
|
Journal of immunology research
| 2,020
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cc-by
| 7,248
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Anurak Wongta
,1,2 Surat Hongsibsong
,1,2,3 Somporn Chantara
,4
Mookda Pattarawarapan
,5 Ratana Sapbamrer
,6 Korawan Sringarm
,3,7
Zhen-Lin Xu
,8 and Hong Wang8 Anurak Wongta
,1,2 Surat Hongsibsong
,1,2,3 Somporn Chantara
,4
Mookda Pattarawarapan
,5 Ratana Sapbamrer
,6 Korawan Sringarm
,3,7
Zhen-Lin Xu
,8 and Hong Wang8 1Environmental Science Ph.D. Program, Faculty of Science, Chiang Mai University, Chiang Mai 50200, Thailand
2School of Health Science Research, Research Institute for Health Science, Chiang Mai University, Chiang Mai 50200, Thailand
3Cluster of Research and Development of Pharmaceutical and Natural Products Innovation for Human or Animal,
Chiang Mai University, Chiang Mai 50200, Thailand g
y
g
4Environmental Chemistry Research Laboratory, Department of Chemistry, Faculty of Science, Chiang Mai University,
Chiang Mai 50200, Thailand g
y
g
4Environmental Chemistry Research Laboratory, Department of Chemistry, Faculty of Science, Chiang Mai University,
Chiang Mai 50200, Thailand 5Department of Chemistry and Center of Excellence for Innovation in Chemistry, Faculty of Science, Chiang Mai University,
Chiang Mai 50200, Thailand 6Department of Community Medicine, Faculty of Medicine, Chiang Mai University, Chiang Mai 50200, Thailand
7Department of Animal and Aquatic Science, Faculty of Agriculture, Chiang Mai University, Chiang Mai 50200, Thailand
8Guangdong Provincial Key Laboratory of Food Quality and Safety, College of Food Science, South China Agricultural University,
Guangzhou 510642, China artment of Community Medicine, Faculty of Medicine, Chiang Mai University, Chiang Mai 50200, Thailand 6Department of Community Medicine, Faculty of Medicine, Chiang Mai University, Chiang Mai 50200, Thailand
7Department of Animal and Aquatic Science, Faculty of Agriculture, Chiang Mai University, Chiang Mai 50200, Thailand
8Guangdong Provincial Key Laboratory of Food Quality and Safety, College of Food Science, South China Agricultural University,
Guangzhou 510642, China 7Department of Animal and Aquatic Science, Faculty of Agriculture, Chiang Mai University, Chiang Mai 50200, Thailand 8Guangdong Provincial Key Laboratory of Food Quality and Safety, College of Food Science, South China Agricultural University,
Guangzhou 510642, China Correspondence should be addressed to Surat Hongsibsong; surat.hongsibsong@cmu.ac.th eceived 9 September 2020; Revised 8 December 2020; Accepted 11 December 2020; Published 28 December 202 Academic Editor: Xiao Feng Yang Academic Editor: Xiao Feng Yang Copyright © 2020 Anurak Wongta et al. This is an open access article distributed under the Creative Commons Attribution License,
which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. Amyloid beta peptides (Aβ1-42) have been found to be associated with the cause of Alzheimer’s disease (AD) and dementia. Currently, methods for detecting Aβ1-42 are complicated and expensive. Hindawi
Journal of Immunology Research
Volume 2020, Article ID 8821181, 9 pages
https://doi.org/10.1155/2020/8821181 Hindawi
Journal of Immunology Research
Volume 2020, Article ID 8821181, 9 pages
https://doi.org/10.1155/2020/8821181 Anurak Wongta
,1,2 Surat Hongsibsong
,1,2,3 Somporn Chantara
,4
Mookda Pattarawarapan
,5 Ratana Sapbamrer
,6 Korawan Sringarm
,3,7
Zhen-Lin Xu
,8 and Hong Wang8 The present study is aimed at developing an indirect
competitive enzyme-linked immunosorbent assay (ic-ELISA) to detect Aβ1-42 by using a polyclonal antibody from alpaca, an
application used in urine samples. The serum was collected from the alpaca after immunizing it with Aβ1-42 at 500 μg/injection
5 times. The ic-ELISA was developed and showed a half-maximal inhibitory concentration (IC50) of 103.20 ng/ml. The limit of
detection (LOD) was 0.39 ng/100 μl. The cross-reactivity was tested with Aβ1-40 and 8 synthesized peptides that had sequence
similarities to parts of Aβ1-42. The cross-reactivity of Aβ1-40 and peptide 1 (DAEFRHDSGYE) was 55% and 69.4%,
respectively. The ic-ELISA was applied to analyze Aβ1-42 in the urine and precipitated protein urine samples. This method can
be used for detecting a normal level of total soluble Aβ (approximately 1 ng in 5 mg of precipitated urine protein) and can be
used for detecting the early stages of AD. It is considered to be an easy and inexpensive method for monitoring and diagnosing AD. 2. Materials and Methods After wash-
ing, the plate was blocked with 200 μl/well of 1% skim milk in
PBS as a blocking solution and incubated for 1 hour at 25°C. Then, the blocking solution was discarded, and the plate was
dried by patting with paper towels. Alpaca antiserum, which
was prepared with 8 dilutions from 1 : 1,000 to 1 : 32,000, was
added to the wells and incubated for 1 hour at 25°C. Then,
the plate was washed as in the previous washing procedure. In the next step, 100 μl of goat anti-llama IgG labeled with
horseradish peroxidase (1: 5,000 in PBST) (Abcam, USA)
was added to each well and incubated for 1 hour at 25°C. Then, the washing procedure was repeated. For determina-
tion, 100 μl of TMB substrate (12.5 ml citrate buffer pH 4,
200 μl stock TMB, and 50μl of 1% H2O2) was added and
rested in the dark at 25°C for 10min. The reaction was
stopped with 2 M H2SO4. The optical density (OD) was mea-
sured at 450 nm in a multiscan spectrophotometer (Tecan,
Austria) to evaluate the optimal dilution of the alpaca serum
and the concentration of coating [24]. Brain imaging techniques, which are crucial in the
assessment of patients with AD, include fluoro-D-glucose
integrated with positron emission tomography (FDG-PET)
and
amyloid
positron
emission
tomography
(amyloid
PET) imaging [16, 17]. However, there are still many limi-
tations of these methods, including cost, potential compli-
cations, the need for a specialist, and the requirement for
high-performance equipment. While these conventional
methods for identifying AD by detecting Aβ1-42 are still
required and useful, they cannot detect the early stages
of AD. The immunoassay is a simple, economical technique with
high sensitivity and specificity [18, 19] that can be developed
and applied to biological samples. In the present day, immu-
noassays for human Aβ have been developed and can be pur-
chased from pharmaceutical companies throughout the
world. The most commercial enzyme-linked immunosorbent
assay (ELISA) test kits are developed based on sandwich-
ELISA, which requires two antibodies to detect the target
antigen. They are used for serum, plasma, tissue homoge-
nates, and cerebrospinal fluid (CSF). The sensitivity of com-
mercial kits is a LOD between 4.73 and 1,000 pg/ml and a
detection range between 7.8 and 480,000 pg/ml for all Aβ. Aβ1-42 can be present at a lower concentration, where the
LOD is between 4.73 and 9.38 pg/ml. 2. Materials and Methods 2.1. Preparation of the Antibody. A single alpaca was raised at
Nanchang (Jiangxi Province, People’s Republic of China)
and immunized subcutaneously 5 times at 2-week intervals
with a 500 μg/injection of Aβ1-42 to produce antibodies
against Aβ1-42. The immunogen was prepared with Aβ1-
42, which was purchased from Thermo Fisher (USA), dis-
solved in phosphate-buffered saline (PBS) pH 7.2, and gently
mixed with an equal volume of Freund’s Complete Adjuvant
(Sigma-Aldrich, USA) to make an emulsion for the first
immunization and Freund’s Incomplete Adjuvant (Sigma-
Aldrich, USA) to make an emulsion for the 2nd, 3rd, 4th,
and 5th immunization. The blood was collected from the
jugular vein of the alpaca before the 4th and 5th injection
and 1 week after the last immunization. The 5th serum was
used to develop the method in this study. The protocol of
the experiment was approved by the animal ethical commit-
tee of South China Agricultural University, Guangdong,
Guangzhou, China, and the study has been conducted in
accordance with the guidelines for the animal screening of
antiserum. Several genetic, cell biology, biochemical, and animal
studies support the concept that Aβ plays a central role in
the development of AD pathology [9, 10]. The most common
isoforms are Aβ1-40 and Aβ1-42 [11]. Aβ1-42 and Aβ1-43
are the major constituents of senile plaques and neurofibril-
lary tangles that occur in the hippocampus, neocortex, and
amygdala of patients with AD [12]. Aβ1-42 is a good marker
for the early stages of AD and is often detectable in several
biological samples such as CSF, saliva, and urine in normal
stages before the patient shows symptoms of AD, suggesting
it is involved in the cause of AD [13–15]. 2.2. Indirect ELISA for the Titration of the Alpaca Antiserum. An indirect ELISA was used to determine the optimal
dilution factor of the antibodies that were later used in ic-
ELISA procedure [22, 23]. Standard Aβ1-42 was serially
diluted into coating buffer (carbonate buffer, pH 9.6), pro-
ducing 11 concentrations of Aβ1-42, and coated on Maxi-
sorp microwell plates (Thermo Fisher Scientific, Denmark)
at 4°C for 16 hours overnight. After incubation, the plate
was washed 4 times with 400 μl/well PBST (PBS with 0.05%
Tween) by a microplate washer (Thermo Fisher Scientific,
Finland) and dried by patting with paper towels. 1. Introduction social costs. AD can be caused by several reasons, such as
genetic causes, aging, malnutrition, immune system dysfunc-
tion, infectious agents, severe brain damage, congenital dis-
eases (i.e., hypertension and diabetes), and the environment
(i.e., exposure to pesticides or aluminum) [2, 3]. Alzheimer’s disease (AD) is an age-related chronic degenera-
tive disease that damages the nervous system. It is mostly
found in the elderly as a progressive neurodegenerative dis-
ease that predominantly affects cognitive functions [1]. The
increasing number of AD patients is becoming an issue of
serious concern due to the concomitant rise in medical and Amyloid beta peptides (Aβ) are neurotrophic and neuro-
toxic proteins that are used as a biomarker for detecting AD. Extracellular Aβ can lead to synapse loss and oxidative stress. Journal of Immunology Research 2 component, and the monomeric Aβ level is related to the
clinical dementia rating score (CDR) [21]. Intracellular Aβ can increase the production of free radical
species (ROS), causing increased levels of neurotoxicity and
the death of neurons [4, 5]. Aβ is formed after sequential
cleavage of the amyloid precursor protein (APP) by β-secre-
tase, which removes the soluble APPβ (sAPPβ) and leaves a
99 amino acid C-terminal APP fragment (C99) in the cell
membrane. Then, C99 is serial cleaved by γ-secretase at the
ε-, ζ-, and γ-sites in the transmembrane domain (TMD),
which releases the APP intracellular domain (AICD) into
the cytosol and the 37-43 amino acid Aβ species into the
extracellular space [6]. Aβ molecules can aggregate to form
flexible soluble oligomers that may exist in several forms
[7]. Aβ is the major constituent of the fibrils deposited into
senile plaques and cerebral blood vessels of patients with
AD. For Aβ levels under normal conditions, the daily excre-
tion of intact soluble amyloid beta in the urine represents less
than 1% of the circulating pool [8]. component, and the monomeric Aβ level is related to the
clinical dementia rating score (CDR) [21]. 2. Materials and Methods 31.77 g of ammonium sulfate added to 100 ml urine (to reach
50% saturation) and well-mixed by a magnetic stirrer for 1
hour on ice. Then, the mixture was centrifuged 4,000 rpm
for 1 hour at 4°C. The supernatant was discarded; then,
the protein pellet was resuspended in 1 ml PBS buffer
(pH 7.2) and kept at 4°C. The specificity and sensitivity of this method were mea-
sured with alpaca antiserum (1 : 1,000 in PBST), and the
competition between the free standard Aβ1-42 with the
coated antigen (Aβ1-42) was observed. The microwell plate
was coated at 4°C for 16 hours overnight with 100μl/well of
2 μg/ml Aβ1-42 in coating buffer. Twelve concentrations of
competitive Aβ1-42 were prepared (0-4,000 ng/ml, twofold
dilution), and ic-ELISA was performed with 1 : 1,000 (v/v)
dilution of alpaca antiserum, as described above. 2.6. Assessment of the Matrix Effect on Aβ1-42 ic-ELISA
Calibration Graph. The effects of urine and precipitated urine
protein on the performance of the ic-ELISA were assessed. Twelve dilutions of each urine sample (1: 1-1 : 5,120 in
PBS) and precipitated urine protein (0.001-4.56 mg/ml) were
determined by ic-ELISA, as described above. The nonmatrix
effect was determined by the same value OD of the sample
dilution and the OD of the PBS sample. The calibration curve was obtained and calculated as IC50
. The limit of detection (LOD) was calculated by using the
formula [25] as follows: LOD = B0 – 3SD,
ð1Þ ð1Þ where B0 is the optical density (OD) of blank (no Aβ1‐42)
and SD is the standard deviation of B0. Calibration curves of the Aβ1-42 in urine and precipi-
tated urine protein were obtained. Twelve concentrations of
Aβ1-42 (0–8,000 ng/ml) were spiked into 1 : 160 urine in
PBS and 0.456 mg/ml precipitated urine protein, and then,
ic-ELISA was performed as described above. LODs were cal-
culated as described above. 2.4. Assessment of the Cross-Reactivity of Aβ1-42 ic-ELISA. Standard Aβ1-40, Aβ1-42, and 8 synthesized Aβ peptides
(Aβ1-8, Aβ7-15, Aβ14-21, Aβ20-27, Aβ26-33, Aβ32-39,
Aβ35-42, and Aβ36-43) were tested in the ic-ELISA assay
as described above. Calibration curves were obtained. The
cross-reactivity (CR) values were calculated by using the
formula [26] as follows: The correlation curves were obtained by comparing the
concentration of spiked Aβ1-42 samples and the detected
concentration in the calibration curves. 3. Results Cross‐reactivity rate %
ð Þ ð2Þ =
IC50 of Aβ1 −42
IC
of the structural related protein
ð
Þ × 100 ,
ð2Þ 3.1. Development of ic-ELISA. To develop the ic-ELISA for
the detection of Aβ1-42, alpaca antiserum was tested using
indirect ELISA in the first step to determine the optimal con-
centration of coating antigen and the optimal dilution of
antiserum. Six concentrations of Aβ1-42 in coating buffer
were coated on the wells, and six serial dilution ratios from
1 : 1,000 to 1 : 32,000 of alpaca antiserum were investigated. The 1 : 1,000 dilution showed the highest binding sensitivity
among all coating antigen concentrations (Table 1). Then,
sensitivity of the indirect ELISA was tested with 15 concen-
trations of Aβ1-42. The half-maximal effective concentration
(EC50) of a 1 : 1,000 (v/v) dilution of alpaca antiserum was
928.40 ng/ml as shown in Figure 1(a). = IC50 of the structural‐related protein
ð
Þ × 100 , = IC50 of the structural‐related protein
ð
Þ × 100 2. Materials and Methods Conventional antibod-
ies such as polyclonal antibodies (pAb) and monoclonal anti-
bodies (mAb) from rodents are used in the test kits. The price
of one test kit is in the range of 395-875 dollars for 96 tests
[20], which is far too expensive to be widely used. 2.3. Indirect Competitive ELISA for Quantification of Aβ1-42. The ic-ELISA assay was performed with alpaca antiserum
(1 : 1,000 in PBST), and the competition between the free This study was conducted to develop ELISA for detecting
Aβ1-42 in urine samples in which Aβ is found as a normal Journal of Immunology Research 3 standard Aβ1-42 and the coated antigen (Aβ1-42) was
observed in order to determine the concentration of the free
standard. The microwell plate was coated at 4°C for 16 hours
overnight with 100μl/well of 3 concentrations of coating
antigen (Aβ-42, 2-4 μg/ml in coating buffer). The plate was
then washed and blocked as described above. An equal vol-
ume of standard Aβ-42 was added to the alpaca antiserum
in a u-shaped plate at 25°C for 1 hour. After the blocking
solution was discarded and dried, the mixture of standard
Aβ1-42 and alpaca antiserum was added in triplicate to the
wells of each coating antigen. After the plate was incubated
for 1 hour at 25°C and washed, anti-llama IgG labeled with
horseradish peroxidase (1 : 5,000 in PBST) and TMB sub-
strate were added following the ELISA protocol, as described
above. Table 1: Results of the ELISA checker-board titration test of the
binding of 6 concentrations of Aβ1-42 and 6 serially diluted
antiserums by the indirect ELISA method. Antiserum (1 : X)
OD at 450 nm
Concentration of coated Aβ1-42 (ng/ml)
4000
2000
1000
500
250
125
1,000
1.053
0.938
0.852
0.74
0.644
0.525
2,000
0.929
0.799
0.686
0.56
0.443
0.368
4,000
0.821
0.622
0.475
0.379
0.272
0.217
8,000
0.659
0.441
0.342
0.235
0.178
0.146
16,000
0.456
0.278
0.203
0.149
0.113
0.099
32,000
0.293
0.171
0.13
0.098
0.081
0.073 31.77 g of ammonium sulfate added to 100 ml urine (to reach
50% saturation) and well-mixed by a magnetic stirrer for 1
hour on ice. Then, the mixture was centrifuged 4,000 rpm
for 1 hour at 4°C. The supernatant was discarded; then,
the protein pellet was resuspended in 1 ml PBS buffer
(pH 7.2) and kept at 4°C. where IC50 is the half-maximal inhibitory concentration. where IC50 is the half-maximal inhibitory concentration. 2.5. Preparation of the Urine Protein. A pool of urine was
prepared from 10 healthy donors (5 male and 5 female)
and used in this study. Due to the small amount of Aβ1-42
in urine, the concentration of the urine proteins was
increased by a precipitation technique. Urine protein was
prepared by the salting out technique, which is the most
common method used to precipitate proteins. Ammonium
sulfate ((NH4)2SO4) was used to compress the solvation layer
and increase the protein–protein interactions. The increasing
salt concentration caused the protein to separate and fall to
the bottom of the sample solution by aggregation and precip-
itation activities [27]. The precipitation was performed with As the second step, the ic-ELISA was used to optimize the
concentration of coating antigen (Aβ1-42). Three concentra-
tions of Aβ1-42, prepared at 2,000, 3,000, and 4,000 ng/ml in
the coating buffer, were used as the coating antigen, and Journal of Immunology Research Absorbance at 450 nm
0
0.0
0.1
0.2
0.3
0.4
0.5
0.6
0.7
0.8
0.9
1.0
1.1
1.2
1.3
1
2
Log concentration A𝛽1-42 (ng/ml)
3
4
5
6
EC50 = 928.50 ng/ml
(a)
%Binding
Log concentration A𝛽1-42 (ng/ml)
3.50
3.25
3.00
2.75
2.50
2.25
2.00
1.75
1.50
–5
0
5
10
15
20
25
30
35
40
45
50
55
60
65
IC50 = 532.00 ng/ml
IC50 = 533.90 ng/ml
IC50 = 517.10 ng/ml
(b)
–1
0
25
50
75
100
%Binding
0
1
2
Log concentration A𝛽1-42 (ng/ml)
3
4
IC50 = 103.20 ng/ml
(c)
Concentration A𝛽1-42 (ng/ml)
70
60
50
40
30
20
10
0
Absorbance at 450 nm
1.0
1.1
1.2
1.3
1.4
1.5
1.6
1.7
R2 = 0.9923
Y = –0.0086X+1.621
(d)
Figure 1: Development of Aβ1-42 detection. (a) Indirect ELISA calibration curves for Aβ1-42 using 1 : 1,000 (v/v) dilution of alpaca
antiserum. (b) Optimization of coating antigen using indirect competitive ELISA. The percent binding showed a competition percentage
of 6 concentrations of competitive Aβ1-42 (62, 125, 250, 500, 1,000, and 2,000 ng/ml) to a 1 : 1,000 (v/v) dilution of alpaca antiserum at 3
concentrations of coating antigen (■= 2,000, ▲= 3,000, and ▼= 4,000 ng/ml of Aβ1-42 in coating buffer). (c) ic-competitive ELISA
calibration curves for Aβ1-42 using a 1 : 1000 (v/v) dilution of alpaca antiserum. The calibration curve was obtained using analyte
standards prepared in PBS buffer. where IC50 is the half-maximal inhibitory concentration. (d) ic-competitive ELISA calibration curves obtained by OD. 4
Journal of Immunology Research Absorbance at 450 nm
0
0.0
0.1
0.2
0.3
0.4
0.5
0.6
0.7
0.8
0.9
1.0
1.1
1.2
1.3
1
2
Log concentration A𝛽1-42 (ng/ml)
3
4
5
6 %Binding
Log concentration A𝛽1-42 (ng/ml)
3.50
3.25
3.00
2.75
2.50
2.25
2.00
1.75
1.50
–5
0
5
10
15
20
25
30
35
40
45
50
55
60
65 (a)
–1
0
25
50
75
100
%Binding
0
1
2
Log concentration A𝛽1-42 (ng/ml)
3
4 (b)
Concentration A𝛽1-42 (ng/ml)
70
60
50
40
30
20
10
0
Absorbance at 450 nm
1.0
1.1
1.2
1.3
1.4
1.5
1.6
1.7
R2 = 0.9923 Absorbance at 450 nm %Binding (c) (d) Figure 1: Development of Aβ1-42 detection. (a) Indirect ELISA calibration curves for Aβ1-42 using 1 : 1,000 (v/v) dilution of alpaca
antiserum. (b) Optimization of coating antigen using indirect competitive ELISA. The percent binding showed a competition percentage
of 6 concentrations of competitive Aβ1-42 (62, 125, 250, 500, 1,000, and 2,000 ng/ml) to a 1 : 1,000 (v/v) dilution of alpaca antiserum at 3
concentrations of coating antigen (■= 2,000, ▲= 3,000, and ▼= 4,000 ng/ml of Aβ1-42 in coating buffer). (c) ic-competitive ELISA
calibration curves for Aβ1-42 using a 1 : 1000 (v/v) dilution of alpaca antiserum. The calibration curve was obtained using analyte
standards prepared in PBS buffer. (d) ic-competitive ELISA calibration curves obtained by OD. ic-ELISA was performed with a 1 : 1,000 (v/v) dilution of
alpaca antiserum, as described above. The coated concen-
tration of 2,000 ng/ml Aβ1-42 was selected since it showed
the same half-maximal inhibitory concentration (IC50) as
the above concentrations (Figure 1(b)). the test (the sequence of peptides is shown in Table 2). The
data within a range of 12 concentrations of the Aβ1-42 stan-
dard (0–4,000 ng/ml, twofold dilution in PBST) were used for
the calculation of cross-reactivity. Aβ7-15, Aβ14-21, Aβ20-
27, Aβ26-33, Aβ32-39, Aβ35-42, and Aβ36-43 showed no
detectable cross-reactivity. However, Aβ1-8 showed 69.40%
and Aβ1-40 showed 55.00% cross-reactivity as shown in
Table 2, suggesting both can have some contribution to the
measurement of the Aβ1-42 level with this method. For the third step, the sensitivity of this method was
determined. The IC50 of ic-ELISA was 103.20 ng/ml as shown
in Figure 1(c). where IC50 is the half-maximal inhibitory concentration. The results had no matrix effect OD at 1 : 160 for the
pooled urine, as shown in Figure 2(a), and 0.456 mg/ml for
the urine protein, as shown in Figure 2(b). The calibration
curve was obtained using analyte standard Aβ1-42 prepared
in 1 : 160 diluted pool urine and 0.456 mg/ml precipitated
urine protein. The results showed an IC50 = 115:90 ng/ml
for 1 : 160 pooled urine, as shown in Figure 3(a), and
579.00 ng/ml for precipitated urine protein, as shown in
Figure 3(b). The LOD of this method was 16.83 ng/ml for
the pooled urine sample and 139.60 ng/ml for the precipi-
tated urine protein. The correlation of the detected and
spiked concentrations of Aβ1-42 in the samples by using
the ic-ELISA calibration curve showed R2 = 0:9973 for
pooled urine (in the range 7.80-1000.00 ng/ml Aβ1-42) as
shown in Figure 3(c) and R2 = 0:9918 for the precipitated
urine protein (in the range 15.63-1000.00 ng/ml Aβ1-42) as
shown in Figure 3(d). However, our method showed 69.4% and 55% cross-
reaction to the synthesized Aβ1-8 and Aβ1-40, respectively,
as expected, since Aβ1-40 has a sequence close to Aβ1-42. Synthesized Aβ1-8 also has a sequence present at the begin-
ning of every Aβ. The LOD of this method cannot detect
Aβ1-42 in urine samples. However, due to the high cross-
reactivity, the method can be developed to detect total Aβ
in urine and could be used to detect total Aβ in other biolog-
ical samples. p
In urine samples, the LOD was 16.83 ng/ml and
139.60 ng/ml for precipitated urine protein. Since urine con-
tains inorganic ions (K +, Na +, Cl −, and Ca2 +), organic
molecules such as creatinine, urea, and uric acid, and more
than 1,500 proteins, mainly extracellular, membranes, cell
membranes, and cell debris, the higher LOD may come from
the matrix in urine, which can interrupt the binding of anti-
gens with antibodies used in the ELISA assays [30]. Another
limitation of commercial ELISA kits is the price; most are
expensive and cannot be routinely used for early detection
in people. The yields of pAb from rodents are limited due
to the size of the animal. In this study, the antibody was pro-
duced in an alpaca, whose blood can be collected in larger
quantities, which allows our method to be developed at a
lower cost. where IC50 is the half-maximal inhibitory concentration. The LOD of this method was 0.39 ng/100 μl,
calculated by the formula and OD calibration curve shown
in Figure 1(d). 3.3. Matrix Effect on the Aβ1-42 ic-ELISA. The developed ic-
ELISA was performed by using a 1 : 1,000 (v/v) dilution of
alpaca antiserum in 12 diluted samples (1 : 1–1 : 5120 in
PBS) of pooled urine and 12 diluted samples of precipitated
urine protein (urine protein = 0:001‐4:56mg/ml) that were 3.2. Cross-Reactivity of the Assay. The specificity of the devel-
oped ic-ELISA was assessed by measuring the cross-reactivity
toward the same structural proteins as Aβ1-42, using Aβ1-
40, and 8 synthesized Aβ peptides (GenScript, China) in Journal of Immunology Research 5 Table 2: Cross-reactivity of synthesized peptides and two beta amyloid proteins. Table 2: Cross reactivity of synthesized peptides and two beta amyloid proteins. Sample
Sequence
IC50 (ng/ml)
% cross-reaction
Aβ1-42
DAEFRHDSGYEVHHQKLVFFAEDVGSNKGAIIGLMVGGVVIA
103.20
100.00
Aβ1-8
DAEFRHDS
148.80
69.40
Aβ1-40
DAEFRHDSGYEVHHQKLVFFAEDVGSNKGAIIGLMVGGVV
187.70
55.00
Aβ7-15
DSGYEVHHQ
>4000
-
Aβ14-21
HQKLVFFA
>4000
-
Aβ20-27
FAEDVGSN
>4000
-
Aβ26-33
SNKGAIIG
>4000
-
Aβ32-39
IGLMVGGV
>4000
-
Aβ35-42
MVGGVVIA
>4000
-
Aβ36-43
VGGVVIAT
>4000
- used as the matrix antigen of competition with coated Aβ1-
42. The results had no matrix effect OD at 1 : 160 for the
pooled urine, as shown in Figure 2(a), and 0.456 mg/ml for
the urine protein, as shown in Figure 2(b). The calibration
curve was obtained using analyte standard Aβ1-42 prepared
in 1 : 160 diluted pool urine and 0.456 mg/ml precipitated
urine protein. The results showed an IC50 = 115:90 ng/ml
for 1 : 160 pooled urine, as shown in Figure 3(a), and
579.00 ng/ml for precipitated urine protein, as shown in
Figure 3(b). The LOD of this method was 16.83 ng/ml for
the pooled urine sample and 139.60 ng/ml for the precipi-
tated urine protein. The correlation of the detected and
spiked concentrations of Aβ1-42 in the samples by using
the ic-ELISA calibration curve showed R2 = 0:9973 for
pooled urine (in the range 7.80-1000.00 ng/ml Aβ1-42) as
shown in Figure 3(c) and R2 = 0:9918 for the precipitated
urine protein (in the range 15.63-1000.00 ng/ml Aβ1-42) as
shown in Figure 3(d). used as the matrix antigen of competition with coated Aβ1-
42. 4. Discussion donors (proteinuria < 5 mg/dl), the excretion of soluble Aβ
was calculated at 0:81 ± 0:26 ng/5 mg of urinary proteins
(13 ± 4 ng/24 h) [8]. Therefore, at this Aβ level, our method
could measure the level of monomer Aβ in the urine. By
applying urine sample preparation methods, such as precip-
itation techniques to increase the concentration of Aβ in
the urine sample, we can use 1 dl of urine to prepare 5 mg
urine protein, which can reach approximately 1 ng of Aβ in
normal donors. In addition, from the urine matrix tests,
our method found an effect of the pooled urine at under
1 : 160 dilution (urine protein < 32:25 ng in 100 μl sample). This means that it is not possible to use this method to deter-
mine Aβ in urine samples without a sample pretreatment
process. However, since precipitated urine protein has shown
nonmatrix effect results at 0.456 mg/ml (urine protein =
0:05 mg in 100 μl sample) and unidentified inhibition results
of 4.56 and 0.91 mg/ml (urine protein = 0:46 and 0:09mg in donors (proteinuria < 5 mg/dl), the excretion of soluble Aβ
was calculated at 0:81 ± 0:26 ng/5 mg of urinary proteins
(13 ± 4 ng/24 h) [8]. Therefore, at this Aβ level, our method
could measure the level of monomer Aβ in the urine. By
applying urine sample preparation methods, such as precip-
itation techniques to increase the concentration of Aβ in
the urine sample, we can use 1 dl of urine to prepare 5 mg
urine protein, which can reach approximately 1 ng of Aβ in
normal donors. In addition, from the urine matrix tests,
our method found an effect of the pooled urine at under
1 : 160 dilution (urine protein < 32:25 ng in 100 μl sample). This means that it is not possible to use this method to deter-
mine Aβ in urine samples without a sample pretreatment
process. However, since precipitated urine protein has shown
nonmatrix effect results at 0.456 mg/ml (urine protein =
0:05 mg in 100 μl sample) and unidentified inhibition results
of 4.56 and 0.91 mg/ml (urine protein = 0:46 and 0:09mg in The serum and CSF sample collection requires invasive
methods and can be harmful to participants, while urine
samples can be easily and not harmfully collected. 4. Discussion We propose a new alternative method for the detection of Aβ
in human biological samples, an ic-ELISA for the detection of
Aβ1-42 in urine samples that we have developed. Most com-
mercial ELISA test kits for Aβ in humans are developed
based on sandwich-ELISA, which requires two antibodies
for detection, and only a few commercial test kits can detect
Aβ in urine. One advantage of our method is that it only
requires one specific antibody and can be detected in urine
samples. Another advantage of using a single antibody is
reducing nonspecific bounding since other substances may
affect each antibody. The commercial kits have a LOD
between 4.73 and 1,000 pg/ml, and their detection range is
between 7.8 and 480,000 pg/ml for all Aβ. Aβ1-42 shows a
lower concentration, where LOD is usually between 4.73
and 9.38 pg/ml. Our method shows that the concentration
of the LOD for Aβ1-42 is higher than the commercial kit at
3.90 ng/ml (390 pg/well), based on the levels of Aβ1-42 in
human biological samples that are regularly monitored at
relatively low levels: 750 pg/ml for CSF samples [28] and
17.65 pg/ml for serum samples [29]. So, we are not able to
use the commercial methods to detect Aβ1-42 in these
samples. A previous study reported that Aβ is removed from cir-
culation by the capillary beds of the kidneys, liver, and gas-
trointestinal tract, as well as through the skin and excreted
in the urine [31]. According to studies from Takata et al.,
Aβ has a correlation with the clinical dementia rate (CDR)
of people with AD and mild cognitive impairment (MCI),
with an increasing value of Aβ in mild AD (CDR 0.5 to 1)
and a decreasing value in more severe AD (CDR 2 to 3), since
aggregated Aβ plaques might not be able to be eliminated via
normal clearance routes in severe cases. The detection sensi-
tivity of their method was 40pg/ml, which still cannot be
quantified [21]. Since our new ic-ELISA method can detect
this amount of Aβ in urine samples, it can be used as a pre-
liminary assessment for AD. y
Aβ peptides are a normal component of human urine as
identified in the study of Ghiso et al. [8], who conducted
immunoprecipitation experiments with anti-Aβ antibodies
followed by detection and identification by immunoblots
and MALDI mass spectrometry. 4. Discussion For Aβ levels in normal 0.6
0.8
1
1.2
1.4
1.6
1.8
1
5
10
20
40
80
160
320
640 1280 2560 5120
Absorbance at 450 nm
Dilution of urine (1:X)
Urine
PBS
(a)
0.6
4.56
0.912
0.456
0.228
0.114
0.057
0.0285
0.01425
0.007125
0.0035625
0.00178125
0.000890625
0.8
1
1.2
1.4
1.6
1.8
Absorbance at 450 nm
Concentration of precipitated urine protein (mg/ml)
Precipitated urine protein
PBS
(b)
Figure 2: Observation of the urine matrix effect using ic-ELISA. (a) The curve was obtained using analyte 12 dilutions of pooled urine
prepared in PBS buffer (1 : 1–1 : 5120). (b) The curve was obtained using analyte 12 concentrations of precipitated urine protein prepared
in PBS buffer (0.001-4.56 mg/ml). 6
Journal of Immunology Research Journal of Immunology Research 0.6
0.8
1
1.2
1.4
1.6
1.8
1
5
10
20
40
80
160
320
640 1280 2560 5120
Absorbance at 450 nm
Dilution of urine (1:X)
Urine
PBS
(a)
0.6
4.56
0.912
0.456
0.228
0.114
0.057
0.0285
0.01425
0.007125
0.0035625
0.00178125
0.000890625
0.8
1
1.2
1.4
1.6
1.8
Absorbance at 450 nm
Concentration of precipitated urine protein (mg/ml)
Precipitated urine protein
PBS
(b)
igure 2: Observation of the urine matrix effect using ic-ELISA. (a) The curve was obtained using analyte 12 dilutions of poo
repared in PBS buffer (1 : 1–1 : 5120). (b) The curve was obtained using analyte 12 concentrations of precipitated urine protein
n PBS buffer (0.001-4.56 mg/ml). Journal of Immunology R 6 0.6
0.8
1
1.2
1.4
1.6
1.8
1
5
10
20
40
80
160
320
640 1280 2560 5120
Absorbance at 450 nm
Dilution of urine (1:X) Dilution of urine (1:X) Figure 2: Observation of the urine matrix effect using ic-ELISA. (a) The curve was obtained using analyte 12 dilutions of pooled urine
prepared in PBS buffer (1 : 1–1 : 5120). (b) The curve was obtained using analyte 12 concentrations of precipitated urine protein prepared
in PBS buffer (0.001-4.56 mg/ml). Figure 2: Observation of the urine matrix effect using ic-ELISA. (a) The curve was obtained using analyte 12 dilutions of pooled urine
prepared in PBS buffer (1 : 1–1 : 5120). (b) The curve was obtained using analyte 12 concentrations of precipitated urine protein prepared
in PBS buffer (0.001-4.56 mg/ml). 100 μl sample), it is possible to develop this method to detect
amyloid in urine samples in combination with appropriate
urine protein sample preparation. 4. Discussion The results
can be corrected referencing the concentration of Aβ against
urine creatinine and reported as microgram per milliliter
urine or microgram per gram creatinine, as reported in sev-
eral previous studies. Most of the immunoassay methods were developed based
on conventional antibodies and have some limitations, i.e.,
the lack of specificity of pAb and complicated production
of mAb [32]. However, the production of a single-domain
antibody (sdAb) from a phage display technique could pro-
vide more sensitivity, specificity, and stability of the antibody. In addition, a large number of antibodies can be produced by Journal of Immunology Research 7 Log concentration A𝛽1-42 (ng/ml)
5
4
3
2
1
0
%Binding
0
10
20
30
40
50
60
70
80
90
IC50 = 115.09 ng/ml
(a)
%Binding
Log concentration A𝛽1-42 (ng/ml)
0
10
20
30
40
50
60
70
80
90
100
IC50 = 579.00 ng/ml
5
6
4
3
2
1
0
(b)
Spiked concentration (ng/ml)
Detected concentration (ng/ml)
–50
0
250
500
750
1000
1250
200
450
700
950
1200
R2 = 0.9973
(c)
Spiked concentration (ng/ml)
Detected concentration (ng/ml)
0
0
250
250
500
500
750
750
1000
1000
1250
R2 = 0.9918
(d)
Figure 3: The ic-ELISA calibration curves for Aβ1-42 using a 1 : 1000 (v/v) dilution of alpaca antiserum were obtained using analyte
standards prepared in 0.456 mg/ml precipitated urine. (c) The correlation curve of the detected and spiked concentrations of Aβ1-42 in
1 : 160 diluted urine. (d) The correlation curve of the detected and spiked concentrations of Aβ1-42 in 0.456 mg/ml precipitated urine. 7
Journal of Immunology Research %Binding
Log concentration A𝛽1-42 (ng/ml)
0
10
20
30
40
50
60
70
80
90
100
5
6
4
3
2
1
0 Log concentration A𝛽1-42 (ng/ml)
5
4
3
2
1
0
%Binding
0
10
20
30
40
50
60
70
80
90 IC50 = 115.09 ng/ml 50
g
(b)
Spiked concentration (ng/ml)
Detected concentration (ng/ml)
0
0
250
250
500
500
750
750
1000
1000
1250
R2 = 0.9918
(d) Detected concentration (ng/ml) Detected concentration (ng/ml) (d) (c) Figure 3: The ic-ELISA calibration curves for Aβ1-42 using a 1 : 1000 (v/v) dilution of alpaca antiserum were obtained using analyte
standards prepared in 0.456 mg/ml precipitated urine. (c) The correlation curve of the detected and spiked concentrations of Aβ1-42 in
1 : 160 diluted urine. 4. Discussion (d) The correlation curve of the detected and spiked concentrations of Aβ1-42 in 0.456 mg/ml precipitated urine. these methods [33]. An sdAb is an antibody fragment con-
sisting of a single monomeric variable antibody domain,
unlike a whole antibody, which can selectively bind to a very
specific antigen. The sdAb could be produced from both con-
ventional antibodies [34] and heavy chain antibodies from
camelids [35]. reactivity to other synthesized Aβ peptides, which have the
same sequence as Aβ1-42 from different segments of the
sequence. We can presume that the binding site of the anti-
body has the same sequence as Aβ1-8 (DAEFRHD). The
assay, as described in this study, has great potential to detect
Aβ1-42 protein in cases of high-risk and early stages of AD,
with an easy and rapid method when applied to a urine sam-
ple. Moreover, this assay can be widely used at a low cost and
applied to other types of biological samples. In our study, an alpaca was immunized with Aβ1-42 to
produce antibodies. For our novel ic-ELISA for Aβ, pAb
was applied due to its convenience in the development of this
method of examination, but sdAb for Aβ can be developed in
the future. All data were shown in the manuscript. All data were shown in the manuscript. The developed ic-ELISA indicated sensitivity for Aβ1-42 and
peptides having a similar structure. Aβ1-40 showed 55%
cross-reactivity, and the synthesized Aβ1-8, which consists
of the same beginning sequence for all Aβ, showed 69.4%
cross-reactivity. In addition, the method showed no cross- References [18] S. D. Gan and K. R. Patel, “Enzyme immunoassay and
enzyme-linked immunosorbent assay,” Journal of Investigative
Dermatology, vol. 133, no. 9, pp. 1–3, 2013. [1] A. S. Schachter and K. L. Davis, “Alzheimer’s disease,” Dia-
logues in Clinical Neuroscience, vol. 2, no. 2, pp. 91–100, 2000. [19] S. D. Schmidt, R. A. Nixon, and P. M. Mathews, “ELISA
method for measurement of amyloid-beta levels,” Methods in
Molecular Biology, vol. 299, pp. 279–297, 2005. [2] D. Yan, Y. Zhang, L. Liu, and H. Yan, “Pesticide exposure and
risk of Alzheimer’s disease: a systematic review and meta-anal-
ysis,” Scientific Reports, vol. 6, no. 1, p. 3222, 2016. [3] A. R. Armstrong, “What causes Alzheimer’s disease,” Folia
Neuropathologica, vol. 3, no. 3, pp. 169–188, 2013. [20] Biocompare, Excellent Technical Reproducibility - Beta-
Amyloid ELISA Kit, Biocompare, 2020, https://www
.biocompare.com/Search-ELISA-Kits/?search=Amyloid%2C
+beta+42. [4] B. A. Yankner, L. K. Duffy, and D. A. Kirschner, “Neuro-
trophic and neurotoxic effects of amyloid beta protein: reversal
by tachykinin neuropeptides,” Science, vol. 250, no. 4978,
pp. 279–282, 1990. [21] M. Takata, M. Nakashima, T. Takehara et al., “Detection of
amyloid β protein in the urine of Alzheimer’s disease patients
and healthy individuals,” Neuroscience Letters, vol. 435, no. 2,
pp. 126–130, 2008. [5] E. Ghasemi, N. G. Azad, M. Tondar, P. Parirokh, and F. Aval,
“Tracking the footprint of pesticides in Alzheimer’s disease,”
Journal of Systems and Integrative Neuroscience, vol. 1, no. 1,
pp. 14–19, 2015. [22] G. Y. Wiederschain, “The ELISA guidebook,” Biochemistry
(Moscow), vol. 74, no. 9, pp. 1058–1058, 2009. [23] J. R. Crowther, “ELISA. Theory and practice,” Methods in
Molecular Biology, vol. 42, pp. 1–218, 1995. [6] S. Harald, F. Akio, T. Shinji, and O. Masayasu, “Making the
final cut: pathogenic amyloid-β peptide generation by γ-secre-
tase,” Cell Stress, vol. 2, no. 11, pp. 292–310, 2018. [24] S. D. Schmidt, M. J. Mazzella, R. A. Nixon, and P. M. Mathews,
“Aβ measurement by enzyme-linked immunosorbent assay,”
Methods in Molecular Biology, vol. 849, pp. 507–527, 2012. [7] C. Haass and D. J. Selkoe, “Soluble protein oligomers in neuro-
degeneration: lessons from the Alzheimer’s amyloid β-pep-
tide,” Nature Reviews. Molecular Cell Biology, vol. 8, no. 2,
pp. 101–112, 2007. [25] K. Linnet and M. Kondratovich, “Partly nonparametric
approach for determining the limit of detection,” Clinical
Chemistry, vol. 50, no. 4, pp. 732–740, 2004. [8] J. Ghiso, M. Calero, E. References Matsubara et al., “Alzheimer’s soluble
amyloid β is a normal component of human urine,” FEBS Let-
ters, vol. 408, no. 1, pp. 105–108, 1997. [26] J. Ruprich and V. Ostrý, “Immunochemical methods in health
risk assessment: cross reactivity of antibodies against myco-
toxin deoxynivalenol with deoxynivalenol-3-glucoside,” Cen-
tral European Journal of Public Health, vol. 16, no. 1, pp. 34–
37, 2008. [9] J. Hardy, K. Duff, K. G. Hardy, J. Perez-Tur, and M. Hutton,
“Genetic dissection of Alzheimer’s disease and related demen-
tias: amyloid and its relationship to tau,” Nature Neuroscience,
vol. 1, no. 5, pp. 355–358, 1998. [27] S. Englard and S. Seifter, “[22] precipitation techniques,”
Methods in Enzymology, vol. 182, pp. 285–300, 1990. [10] J. Ghiso and B. Frangione, “Amyloidosis and Alzheimer’s
disease,” Advanced Drug Delivery Reviews, vol. 54, no. 12,
pp. 1539–1551, 2002. [28] H. M. Brothers, M. L. Gosztyla, and S. R. Robinson, “The phys-
iological roles of amyloid-β peptide hint at new ways to treat
Alzheimer’s disease,” Frontiers in Aging Neuroscience, vol. 10,
p. 118, 2018. [11] T. Hartmann, S. C. Bieger, B. Brühl et al., “Distinct sites of
intracellular production for Alzheimer’s disease Aβ40/42 amy-
loid peptides,” Nature Medicine, vol. 3, no. 9, pp. 1016–1020,
1997. [29] C. Zecca, R. Tortelli, F. Panza et al., “Plasma β-amyloid1–42
reference values in cognitively normal subjects,” Journal of
the Neurological Sciences, vol. 391, pp. 120–126, 2018. [12] A. E. Roher, J. D. Lowenson, S. Clarke et al., “Beta-amyloid-(1-
42) is a major component of cerebrovascular amyloid deposits:
implications for the pathology of Alzheimer disease,” Proceed-
ings of the National Academy of Sciences, vol. 90, no. 22,
pp. 10836–10840, 1993. [30] D. Chatziharalambous, V. Lygirou, A. Latosinska et al.,
“Analytical performance of ELISA assays in urine: one more
bottleneck towards biomarker validation and clinical imple-
mentation,” PLoS One, vol. 11, no. 2, article e0149471, 2016. [31] Y. Xiang, X. L. Bu, Y. H. Liu et al., “Physiological amyloid-beta
clearance in the periphery and its therapeutic potential for
Alzheimer’s disease,” Acta Neuropathologica, vol. 130, no. 4,
pp. 487–499, 2015. [13] T. Schirinzi, G. Di Lazzaro, G. M. Sancesario et al., “Levels of
amyloid-beta-42 and CSF pressure are directly related in
patients with Alzheimer’s disease,” Journal of Neural Trans-
mission, vol. 124, no. 12, pp. 1621–1625, 2017. [32] N. S. Lipman, L. R. Jackson, L. J. Trudel, and F. Journal of Immunology Research Journal of Immunology Research 8 Acknowledgments [15] M. N. Sabbagh, J. Shi, M. Lee et al., “Salivary beta amyloid pro-
tein levels are detectable and differentiate patients with Alzhei-
mer’s disease dementia from normal controls: preliminary
findings,” BMC Neurology, vol. 18, no. 1, p. 155, 2018. We gratefully acknowledge the support from the Research
Institute for Health Science, Chiang Mai University, 50200,
Thailand, and Guangdong Provincial Key Laboratory of
Food Quality and Safety, College of Food Science, South
China Agricultural University, Guangzhou, 510642, People’s
Republic of China. We gratefully acknowledge the support from the Research
Institute for Health Science, Chiang Mai University, 50200, [16] K. A. Johnson, N. C. Fox, R. A. Sperling, and W. E. Klunk,
“Brain imaging in Alzheimer disease,” Cold Spring Harbor Per-
spectives in Medicine, vol. 2, no. 4, article a006213, 2012. [17] J. B. Toledo, L. M. Shaw, and J. Q. Trojanowski, “Plasma amy-
loid beta measurements - a desired but elusive Alzheimer’s dis-
ease biomarker,” Alzheimer's Research & Therapy, vol. 5, no. 2,
p. 8, 2013. Conflicts of Interest The authors declare no conflicts of interest. [33] T. De Meyer, S. Muyldermans, and A. Depicker, “Nanobody-
based products as research and diagnostic tools,” Trends in
Biotechnology, vol. 32, no. 5, pp. 263–270, 2014. References Weis-Garcia,
“Monoclonal versus polyclonal antibodies: distinguishing
characteristics, applications, and information resources,” ILAR
Journal, vol. 46, no. 3, pp. 258–268, 2005. [14] M. Lee, J. P. Guo, K. Kennedy, E. G. McGeer, and P. L. McGeer, “A method for diagnosing Alzheimer’s disease based
on salivary amyloid-β protein 42 levels,” Journal of Alzheimer's
Disease, vol. 55, no. 3, pp. 1175–1182, 2017. 9 [34] L. J. Holt, C. Herring, L. S. Jespers, B. P. Woolven, and I. M.
Tomlinson, “Domain antibodies: proteins for therapy,” Trends
in Biotechnology, vol. 21, no. 11, pp. 484–490, 2003. Journal of Immunology Research Journal of Immunology Research 9 [34] L. J. Holt, C. Herring, L. S. Jespers, B. P. Woolven, and I. M. Tomlinson, “Domain antibodies: proteins for therapy,” Trends
in Biotechnology, vol. 21, no. 11, pp. 484–490, 2003. [35] E. Pardon, T. Laeremans, S. Triest et al., “A general protocol
for the generation of nanobodies for structural biology,”
Nature Protocols, vol. 9, no. 3, pp. 674–693, 2014.
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https://openalex.org/W4224046913
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https://discovery.ucl.ac.uk/id/eprint/10147588/1/Hepatology%20Communications%20-%202022%20-%20Engelmann%20-%20Body%20fat%20composition%20determines%20outcomes%20before%20and%20after%20liver.pdf
|
English
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Body fat composition determines outcomes before and after liver transplantation in patients with cirrhosis
|
Hepatology communications
| 2,022
|
cc-by
| 8,152
|
Correspondence Cornelius Engelmann, Department
of Hepatology and Gastroenterology,
Campus Virchow-Klinikum, Charité–
Universitaetsmedizin Berlin, Berlin,
Germany Email: cornelius.engelmann@charite.de O R I G I N A L A R T I C L E O R I G I N A L A R T I C L E Body fat composition determines outcomes before and
after liver transplantation in patients with cirrhosis Body fat composition determines outcomes before and
after liver transplantation in patients with cirrhosis Cornelius Engelmann1,2,3,4 | Niklas F. Aehling1
| Stefan Schob5 |
Ines Nonnenmacher1 | Luise Handmann1 | Jane Macnaughtan2 |
Adam Herber1 | Alexey Surov6 | Thorsten Kaiser7 | Timm Denecke6 |
Rajiv Jalan2 | Daniel Seehofer8 | Michael Moche6,9 | Thomas Berg1 Cornelius Engelmann1,2,3,4 | Niklas F. Aehling1
| Stefan Schob5 |
Ines Nonnenmacher1 | Luise Handmann1 | Jane Macnaughtan2 |
Adam Herber1 | Alexey Surov6 | Thorsten Kaiser7 | Timm Denecke6 |
Rajiv Jalan2 | Daniel Seehofer8 | Michael Moche6,9 | Thomas Berg1 1Division of Hepatology, Department of
Medicine II, Leipzig University Medical
Center, Leipzig, Germany
2Liver Failure Group, Institute for Liver
and Digestive Health, University College
London, Royal Free Campus, London, UK
3Department of Hepatology and
Gastroenterology, Campus Virchow-
Klinikum, Charité–Universitaetsmedizin
Berlin, Berlin, Germany
4Berlin Institute of Health, Berlin, Germany
5Department for Neuroradiology,
University Hospital Leipzig, Leipzig,
Germany
6Department of Diagnostic and
Interventional Radiology, University
Hospital Leipzig, Leipzig, Germany
7Institute of Laboratory Medicine, Clinical
Chemistry and Molecular Diagnostics,
University Hospital Leipzig, Leipzig,
Germany
8Department of Visceral, Vascular,
Thoracic and Transplant Surgery,
University Hospital Leipzig, Leipzig,
Germany
9Diagnostic and Interventional Radiology,
Park Hospital Leipzig, Leipzig, Germany
Correspondence
Cornelius Engelmann, Department
of Hepatology and Gastroenterology,
Campus Virchow-Klinikum, Charité–
Universitaetsmedizin Berlin, Berlin,
Germany
Email: cornelius.engelmann@charite.de 1Division of Hepatology, Department of
Medicine II, Leipzig University Medical
Center, Leipzig, Germany Abstract Cachexia occurs in late stages of liver cirrhosis, and a low-fat mass is poten-
tially associated with poor outcome. This study compared different computed
tomography (CT)–derived fat parameters with respect to its prognostic im-
pact on the development of complications and death before and after liver
transplantation. Between 2001 and 2014, 612 patients with liver cirrhosis
without hepatocellular carcinoma listed for liver transplantation met the in-
clusion criteria, including abdominal CT scan (±200 days to listing). A total
of 109 patients without cirrhosis served as controls. The subcutaneous fat
index (SCFI), the paraspinal muscle fat index, and the visceral fat index were
assessed at L3/L4 level and normalized to the height (cm2/m2). Data were col-
lected and analyzed retrospectively. Low SCFI was associated with a higher
rate of ascites and increased C-reactive protein levels (p < 0.001). In addition,
multivariate Cox regression analysis adjusting for sex, age, body mass index
(BMI), and Model for End-Stage Liver Disease showed that decreasing SCFI
was also associated with an increased risk of cirrhosis-related complications
(p = 0.003) and death on the transplant wait list (p = 0.013). Increased par-
aspinal and visceral fat were not only positively correlated with creatinine
levels (p < 0.001), BMI, and metabolic comorbidities (all p < 0.001) before
transplantation, but also predictive for 1-year mortality after transplantation. Conclusion: The distribution of body fat is a major determinant for complica-
tions and outcome in cirrhosis before and after liver transplantation. 2Liver Failure Group, Institute for Liver
and Digestive Health, University College
London, Royal Free Campus, London, UK 3Department of Hepatology and
Gastroenterology, Campus Virchow-
Klinikum, Charité–Universitaetsmedizin
Berlin, Berlin, Germany | 1
wileyonlinelibrary.com/journal/hep4 Received: 8 October 2021 | Accepted: 17 February 2022
DOI: 10.1002/hep4.1946 Received: 8 October 2021 | Accepted: 17 February 2022
DOI: 10.1002/hep4.1946 Hepatology Communications. 2022;00:1–12. INTRODUCTION Europe.[1–3] The treatment of underlying liver diseases
effectively prevents the development of complications
in a proportion of patients, but some progress to later
disease stages in which liver transplantation is the only Liver cirrhosis is a major chronic disease that ranges
among the 10 most important causes of death in Hepatology Communications. 2022;00:1–12.
| 1
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Cornelius Engelmann and Niklas F. Aehling contributed equally to this work. Hepatology Communications. 2022;00:1–12. This is an open access article under the terms of the Creative Commons Attribu
any medium, provided the original work is properly cited, the use is non-comme
© 2022 The Authors. Hepatology Communications published by Wiley Periodica
Cornelius Engelmann and Niklas F. Aehling contributed equally to this work. BODY FAT COMPOSITION AND OUTCOMES BEFORE AND AFTER LT 2 2 therapeutic option.[4] To reduce the number of deaths
and to tailor individual management strategies, it is es-
sential to identify patients at high risk for fatal outcomes
and disease-related complications among a cohort
with very heterogeneous clinical phenotype, ranging
from well-compensated mild cirrhosis to severely de-
compensated patients with additional organ failures,
so-called acute-on-chronic liver failure (ACLF). transplantation,[17] and making high demands on body
fat composition as a prognostic marker in this cohort. Therefore, we performed a retrospective study as-
sessing the nutritional status of patients listed for liver
transplantation by measuring three CT-derived fat pa-
rameters to evaluate its impact on clinical outcomes
before and after liver transplantation. Herein, we could
show that a decreased subcutaneous fat is associated
with the development of disease-related complications
and death in patients with liver cirrhosis before trans-
plantation, whereas an increased muscle fat mass and
visceral fat mass enhances the likelihood of death after
transplantation. (
)
The indication and urgency for liver transplantation
depends on multiple aspects, of which the severity of
liver disease is one major criterion. Study design and population Between March 2001 and September 2014, a total of
1326 patients were evaluated for liver transplantation
in the University Hospital Leipzig. Of those, 612 pa-
tients with cirrhosis and without hepatocellular car-
cinoma who received an abdominal CT scan at the
time of transplant assessment ± 200 days were in-
cluded. Patients younger than 18 years, with previ-
ous liver transplantation and those with insufficient
data were excluded (Figure S1). A total of 109 pa-
tients without liver diseases with CT scan as part of
their diagnostic work-up after polytrauma served as
a control cohort. Clinical data including age, gender,
causes of cirrhosis, history of cirrhosis–associated
complications and co-morbidities at baseline, as well
as the development of cirrhosis-associated complica-
tions, biochemistry data and patients’ survival status
during follow-up, were retrieved retrospectively from
patients’ records. Chronic liver disease and cirrhosis are associated
with alterations in body composition and cachexia. Muscle wasting is a well-known phenomenon associ-
ated with late stages of liver disease,[8] but the body fat
distribution might also be a marker for disease sever-
ity and outcome in patients with liver cirrhosis. Indirect
impedance-based techniques revealed that wasting
and loss of body fat is a typical feature of liver cirrho-
sis.[9,10] Computed tomography (CT) or magnetic reso-
nance imaging–based techniques have been allocating
a high risk of liver-related complications to those with
low muscle fat or subcutaneous fat mass, especially in
female patients.[11,12] However, the link between body
fat composition and occurrence of individual complica-
tions tends to be more controversial, as individual fat
compartments might impact differently on the develop-
ment of disease-related complications.[11,13,14] INTRODUCTION In late stages of
cirrhosis, liver dysfunction develops with high Model
for End-Stage Liver Disease (MELD) score and other
disease-related complications such as hepatorenal
syndrome (HRS), ascites or hepatic encephalopathy
(HE), indicating an elevated likelihood of death.[5,6]
However, the current MELD-based allocation system
does not reflect the true survival probability in some
subgroups such as patients with refractory ascites or
ACLF, in whom the MELD score is less predictive.[7]
The second aspect that needs to be considered during
assessment for liver transplantation strongly relates to
the likelihood of success after transplantation, which is
majorly defined by the risk of posttransplant complica-
tion.[4] However, its prediction remains inaccurate also
because its genesis is less well defined. Therefore,
new prognostic markers might help to prioritize patients
on the wait list and to avoid fatal complications before
and after liver transplantation. Patients’ baseline characteristics The mean age of patients with liver cirrhosis was 52
years, which was significantly younger than the con-
trol group (61.7 years; p < 0.001). Of 612 patients with
liver cirrhosis, 63.6% had alcohol-associated liver dis-
ease and 66.7% were male (Tables 1 and 2). There
was no significant difference in terms of gender or BMI
between patients with cirrhosis and the control group. Patients with cirrhosis were primarily Child Pugh B
(51.2%), the mean MELD score was 17 ± 7.1. Further
baseline clinical and biochemical data are provided
in Table 2. Out of 612 patients, 264 patients received
liver transplantation. In total, 67% of patients suffered
from ascites, 80.8% from gastric and/or esophageal
varices, and 27.7% had a history of variceal bleeding. Transjugular intrahepatic portosystemic shunt (TIPS)
was implanted in 6.7%. At least one episode of HE
occurred in 83.2% in their past medical history; 18.6%
were at least once treated for spontaneous bacterial Assessment of body fat content by CT The body fat content was determined using CT scans. Two trained observers (interrater agreement: Cohen’s
Kappa coefficient of 0.89; p < 0.001) analyzed the
CT images. SliceOmatic V 5.0 software (Tomovision,
Montréal, Canada) was used to analyze an axial section
of the abdomen at the level of the spinal segment L3/
L4. SliceOmatic uses previously reported Hounsfield
unit (HU) thresholds to quantify different tissue com-
partments in cross-sectional images. The subcutane-
ous fat index (SCFI), paraspinal intramuscular fat index
(PSFI), and visceral fat index (VFI) was identified and
quantified using HU thresholds of −150 to −30. The
SliceOmatic V4.3 software automatically calculated
the cross-sectional areas (cm²). Normalization to body
height was performed by dividing the fat area by body
height in square meters. Alterations in body fat composition might also have
a persisting impact on patients’ disease course even
beyond the time point of liver transplantation. Metabolic
complications become more prevalent during mainte-
nance after transplantation,[15] and, indeed, it has been
shown that obesity and a metabolic syndrome is a neg-
ative predictor for complications and outcome after liver
transplantation.[16] These observations emphasize the complexity of
mechanisms linking body fat composition with dis-
ease severity in liver cirrhosis and success after liver HEPATOLOGY COMMUNICATIONS | 3 3 TA B L E 1
Demographics for patients with cirrhosis (derivation
cohort) on the wait list for transplantation and for patients after
polytraumatic accidents (group comparison with Mann-Whitney U
test) Statistical analysis Statistical analysis was performed using SPSS 22 soft-
ware (SPSS Inc., Chicago, IL). Categorical variables
were displayed as frequency (%), continuous variables
as mean ± SD, or median (range), as appropriate. A two-
sided p-value of p ≤ 0.05 implicated statistical signifi-
cance. Group comparisons for categorical variables were
performed using the χ²-test and for metric variables using
the Mann-Whitney U test. For more than two groups, data
were analyzed by one-way analysis of variance followed
by a Dunnett’s post hoc analysis for unequal variances. About one third of patients was transplanted within 1 year
after listing. We used Cox regression analysis adjusting
for age, body mass index [BMI], and MELD score to as-
sess factors modifying the cause-specific hazard func-
tions, censoring time-to-event endpoints at the time of
transplant, including transplantation itself. Parameter
Cirrhosis
n = 612
Polytrauma
n = 109
Level of
significance
Age (years)
52 ± 9.1
61.7 ±18
p < 0.001
Gender
♂ 408 (66.7%)
♂ 75 (68.8%)
p = 0.661
♀ 204 (33.3%)
♀ 34 (31.2%)
Body height (cm)
171.7 ± 9.1
171.8 ± 9.1
p = 0.998
Body weight (kg)
78 ± 16.8
79.2 ± 15.4
p = 0.535
BMI (kg/m2)
26.3 ± 4.8
26.9 ± 4.5
p = 0.226 peritonitis (SBP); and 20% had a history of bacterial
infections. To define patients with high-fat and low-fat mass
indices, the cohort was divided based on tertiles. As
calculated by Cox regression modeling based on the
metric variable, a decreased SCFI was associated with
an increased risk for complications and death before
transplantation; therefore the lower tertile was chosen
as the cutoff. VFI and PSFI showed higher values as-
sociated with worsened outcome after liver transplan-
tation. Therefore, the upper tertile was chosen as the
cutoff. Taking into account that there are gender-related
fat mass differences, we defined cutoffs individually for
men and women as follows: PSFI male, 4.04 cm²/m²;
PSFI female, 4.93 cm²/m²; SCFI male, 38.44 cm²/m²;
SCFI female, 39.58 cm²/m²; VFI male, 58.61 cm²/m²;
and VFI female, 49.97 cm²/m². RESULTS Patients’ baseline characteristics Fat indices and severity of liver disease PSFI, SCFI, and VFI were significantly lower in pa-
tients with cirrhosis compared to controls (PSFI: 3.9
± 2.3 cm²/m² vs. 5.3 ± 3.5 cm²/m² [p = 0.002]; SCFI:
56.7 ± 32.2 cm²/m² vs. 69.2 ± 35.4 cm²/m² [p = 0.002];
and VFI: 47.6 ± 24 cm²/m² vs. 61.3 ± 33.8 cm²/m² [p <
0.001]) (Figure 1; Table S1). Patients with liver cirrhosis
who suffered from refractory ascites or who had a his-
tory of SBP showed lower SCFI values (refractory as-
cites: 45 ± 29.3 cm²/m² vs. no ascites 67.2 ± 32.3 cm²/
m² [p < 0.001]; SBP: 49.3 ± 30.7 cm²/m² vs. no SBP
58.7 ± 31.2 cm²/m² [p = 0.008]), whereas the PSFI and
VFI were no different. In contrast, patients with Child-Pugh score C had a
higher PSFI than patients with Child Pugh Score A (3.3 ±
1.8 cm²/m² vs. 4.3 ± 2.6 cm²/m² [p = 0.028]). There was
neither a significant difference between Child Pugh A
and B nor between Child Pugh B and C. Neither a history
of HE nor TIPS was associated with alterations of fat indi-
ces. However, there were slight differences of fat indices
between genders (Figures S2–S4, Table S1A–C). Fat indices and development of
complications or death before liver
transplantation TA B L E 2
(Continued) 4 TA B L E 2
Baseline characteristics of patients with liver
cirrhosis in this study
Etiology of liver disease (n = 612)
• ALD
389 (63.6%)
• Viral (hepatitis B and C)
50 (8.2%)
• NASH
30 (4.9%)
• Others
143 (23.4%)
MELD score (n = 595)
17 ± 7.1
• 6–11 points
136 (22.9.0%)
• 12–24 points
375 (63%)
• 25–40 points
84 (14.1%)
Child-Pugh classification (n = 410)
• Class A
52 (12.7%)
• Class B
210 (51.2%)
• Class C
148 (36.1%)
Bilirubin (µmol/l)
48.9 (4.6–887.8)
Creatinine (µmol/l)
82 (32–868)
GFR (ml/min) (MDRD-Formel)
82.4 (6.4–251.6)
INR
1.45 (0.9–5.1)
Albumin (g/l)
32.9 (12.6–52.8)
WBC (exp9/l)
6.1 (1.2–45.2)
CRP (mg/dl)
9.7 (0.2–218.5)
Platelet count (exp9/l)
102.5 (12–1180)
Ascites (n = 555)
• No ascites
183 (33%)
• Mild to moderate ascites
144 (25.9%)
• Massive
228 (41.1%)
TIPS at evaluation
Yes/No
41 (6.7%)/571 (93.3%)
History of bacterial Infections
(n = 643)
Yes/No
99 (20%)/395 (80%)
History of SBP (n = 643)
Yes/No
92 (18.6%)/403 (81.4%)
History of HE (n = 333)
Yes/No
252 (83.2%)/51 (16.8%)
History of hepatorenal syndrome (n
= 650)
Yes/No
109 (17.8%)/393 (78.3%)
Varices (n = 724)
Yes/No
449 (80.8%)/107 (19.2%)
History of variceal bleeding (n = 664)
Yes/No
142 (27.7%)/371 (72.3%)
Diabetes mellitus (n = 556)
Yes/No
187 (33.6%)/369 (66.4%)
Arterial hypertension (n = 536)
Yes/No
219 (40.9%)/317 (59.1%)
Obesity (n = 524)
Yes/No
107 (20.4%)/417 (79.6%) TA B L E 2
Baseline characteristics of patients with liver
cirrhosis in this study S2; Figure 2). This result was also confirmed after ex-
clusion of patients with nonalcoholic steatohepatitis
(NASH) cirrhosis (n = 30) or patients with TIPS (n = 41)
(Table S2). After including the paraspinal muscle index
(as published by Engelmann et al.[8]) into the multivari-
ate regression model, only the paraspinal muscle index
remained as an independent predictor of 1-year mortal-
ity, whereas the SCFI cost its significance (Figure S5). Furthermore, the association between fat indices
and occurrence of cirrhosis-associated complica-
tions within 1 year after listing for liver transplantation
was calculated by univariate Cox regression analysis. Fat indices and development of
complications or death before liver
transplantation Univariate Cox regression analysis showed a de-
creased risk of death within 1 year after listing with a
higher SCFI (hazard ratio [HR] = 0.992 [0.985–1.000],
p = 0.043), whereas an increased PSFI was associ-
ated with higher risk (HR = 1.081 [1.001–1.167], p =
0.046) (Table S2). Multivariate Cox regression analysis
adjusted to age, BMI, MELD score, white blood count,
and gender revealed that the SCFI remained as an in-
dependent predictor of death before liver transplanta-
tion with a HR of 0.984 (0.971–0.997; p = 0.013) (Table BODY FAT COMPOSITION AND OUTCOMES BEFORE AND AFTER LT BODY FAT COMPOSITION AND OUTCOMES BEFORE AND AFTER LT 4 BODY FAT COMPOSITION AND OUTCOMES BEFORE AND AFTER LT
Etiology of liver disease (n = 612)
Coronary heart disease (n = 537)
Yes/No
31 (5.8%)/506 (94.2%)
Note: Values are displayed as median (range) or number (%), respectively. The numbers in brackets represent the number of patients providing
information. Abbreviations: ALD, alcohol-associated liver disease; CRP, C-reactive
protein; GFR, glomerular filtration rate; HE, hepatic encephalopathy; INR,
international normalized ratio; NASH, nonalcoholic steatohepatitis. Fat indices and development of
complications or death before liver
transplantation Accordingly, higher SCFI values were associated with
a reduced risk of developing any complication (HR =
0.993 [0.989–0.998], p = 0.005), bacterial infection (HR
= 0.989 [0.983–0.995], p < 0.001), SBP (HR = 0.988
[0.979–0.998], p = 0.015), and variceal bleedings (HR
= 0.983 [0.970–0.995], p = 0.007) but not with the de-
velopment of HRS or HE episodes. The PSFI showed
an opposite risk correlation with complications being
higher with increased PSFI values for any complication
(HR = 1.080 [1.024–1.140], p = 0.005) and HE (HR =
1.117 [1.043–1.197], p = 0.002). After multivariate analy-
sis adjusted to age, BMI, MELD score and gender, only
the SCFI remained as independent predictor for any
complication (HR = 0.989 [0.981–0.996], p = 0.003),
bacterial infection (0.984 [0.974–0.994], p = 0.001),
and SBP (0.970 [0.955–0.984], p < 0.001) (Table S3;
Figure 2). To define patients with low-fat and high-fat mass in-
dices, the cohort was divided based on index’s tertiles. A decreasing SCFI was associated with an increasing
risk of complication and death before liver transplanta-
tion. Therefore, the lower SCFI tertile was chosen as
the cutoff (male: 38.44 cm²/m²; female: 39.58 cm²/m²). Patients with a low SCFI had an increased risk of death
on the wait list (HR = 1.490 [0.966, 2.300], p = 0.072)
and an increased risk of developing complications be-
fore liver transplantation (HR = 1.403 [1.057, 1.862], p =
0.019) (Figure 3). They suffered more often from ascites
(80.4% vs. 62% [p < 0.001]) and had higher C-reactive
protein (CRP) levels (14 vs. 7.2 mg/dl [p < 0.001]). The
subgroup of patients with a high SCFI suffered more
often from diabetes mellitus (35.3% vs. 22%; p < 0.001)
and had a higher BMI (26.7 vs. 22.4 kg/m²; Table 3). | 5 5 HEPATOLOGY COMMUNICATIONS I G U R E 1
According to Table S1C, different computed tomography (CT)–derived fat parameters were obtained at baseline. Groups
ere compared by Mann-Whitney U test or one-way analysis of variance and post hoc Dunnett’s test (unequal variances), depending on
e number of groups according to subcutaneous fat index (SCFI) (A), paraspinal muscle fat index (PSFI) (B), and visceral fat index (VFI)
C). BODY FAT COMPOSITION AND OUTCOMES BEFORE AND AFTER LT BODY FAT COMPOSITION AND OUTCOMES BEFORE AND AFTER LT 6 6 F I G U R E 2
Multivariate Cox regression analysis of complications and 1-year-mortality before liver transplantation. (A–C) After
multivariate Cox regression analysis, adjusting fat parameters to age, body mass index (BMI), MELD and gender, the SCFI remained as
an independent predictor for complications, particularly bacterial infections and SBP. All other parameters were not associated with the
development of cirrhosis-related complications before liver transplantation. (D) After multivariate Cox regression analysis, adjusting fat
parameters to age, BMI, MELD, white blood count (WBC) and gender, the SCFI remained as independent predictor for death within 1 year
before liver transplantation (Table S2). HR, hazard ratio F I G U R E 2
Multivariate Cox regression analysis of complications and 1-year-mortality before liver transplantation. (A–C) After
multivariate Cox regression analysis, adjusting fat parameters to age, body mass index (BMI), MELD and gender, the SCFI remained as
an independent predictor for complications, particularly bacterial infections and SBP. All other parameters were not associated with the
development of cirrhosis-related complications before liver transplantation. (D) After multivariate Cox regression analysis, adjusting fat
parameters to age, BMI, MELD, white blood count (WBC) and gender, the SCFI remained as independent predictor for death within 1 year
before liver transplantation (Table S2). HR, hazard ratio F I G U R E 3
One-year mortality and development of complications before liver transplantation of patients with a high or low SCFI. Patients were divided into a cohort of low-fat and high-fat mass according to the gender-dependent, individual lower tertile (SCFI male:
38.44; SCFI female: 39.58). A lower SCFI was associated with a higher risk for death (A) and particularly complication (B) before live
transplantation F I G U R E 3
One-year mortality and development of complications before liver transplantation of patients with a high or low SCFI. Patients were divided into a cohort of low-fat and high-fat mass according to the gender-dependent, individual lower tertile (SCFI male:
38.44; SCFI female: 39.58). A lower SCFI was associated with a higher risk for death (A) and particularly complication (B) before live
transplantation Fat indices and development of
complications or death before liver
transplantation CPT, Child-Pugh Turcotte; HE, hepatic encephalopathy; HRS, hepatorenal syndrome; MELD: Model for End-Stage Liver Disease; S
pontaneous bacterial peritonitis; TIPS, transjugular intrahepatic portosystemic shunt F I G U R E 1
According to Table S1C, different computed tomography (CT)–derived fat parameters were obtained at baseline. Groups
were compared by Mann-Whitney U test or one-way analysis of variance and post hoc Dunnett’s test (unequal variances), depending on
the number of groups according to subcutaneous fat index (SCFI) (A), paraspinal muscle fat index (PSFI) (B), and visceral fat index (VFI)
(C). CPT, Child-Pugh Turcotte; HE, hepatic encephalopathy; HRS, hepatorenal syndrome; MELD: Model for End-Stage Liver Disease; SBP,
spontaneous bacterial peritonitis; TIPS, transjugular intrahepatic portosystemic shunt Fat indices and the risk of death after liver
transplantation [1.001–1.020], p = 0.031). Multivariate Cox regres-
sion adjusting to age, BMI, MELD score, and gender
also showed that a higher PSFI or VFI was associated
with an increased risk of death after liver transplanta-
tion (PSFI HR = 1.188 [1.032–1.368], p = 0.017; VFI
HR = 1.014 [1.001–1.027], p = 0.037) (Figure 4). Fat indices and the risk of death after liver
transplantation After Univariate Cox regression model showed a higher risk
of death within 1 year with an increased PSFI (HR =
1.141 [1.029–1.264], p = 0.012) and VFI (HR = 1.011 | 7 HEPATOLOGY COMMUNICATIONS TA B L E 3
Patients were divided into a cohort of low-fat and high-fat mass according to the gender-dependent, individual high-risk tertile (PSFI male: 4.04 cm²/m²; PSFI female: 4.93 cm²/
m²; SCFI male: 38.44 cm²/m²; SCFI female: 39.58 cm²/m²; VFI male: 58.61 cm²/m²; VFI female: 49.97 cm²/m²)
Baseline
SCFI
PSFI
VFI
Subgroup
Low
High
p
Low
High
p
Low
High
p
MELD
15 (6–40)
15 (6–40)
0.232
15 (6–40)
17 (5–39)
0.101
15 (6–40)
16.5 (7–40)
0.128
Ascites
119 (80.4%)
184 (62%)
<0.001
253 (68.9%)
133 (66.5%)
0.552
254 (68.3%)
129 (67.2%)
0.792
HE
33 (24.1%)
84 (29.9%)
0.215
100 (29.3%)
64 (35%)
0.184
96 (28.3%)
66 (36.3%)
0.062
Varices
108 (75.5%)
242 (82.6%)
0.082
293 (80.5%)
154 (81.1%)
0.875
288 (78.9%)
156 (93.9%)
0.163
Bilirubin (µmol/l)
44.2 (4.6–649.5)
45.3 (5.5–887.8)
0.146
48 (4.6–887.8)
52.8 (4.6–688.8)
0.759
50.7 (4.6–887.8)
46.8 (5.5–688.8)
0.665
Creatinine (µmol/l)
84.5 (34–509)
79 (32–868)
0.563
76 (32–868)
96 (45–577)
<0.001
76 (32–868)
93.5 (41–739)
<0.001
INR
1.4 (0.9–3.86)
1.4 (0.93–5.09)
0.227
1.4 (0.93–5.09)
1.38 (0.9–3.5)
0.615
1.4 (0.9–5.09)
1.36 (0.93–3.5)
0.554
WBC (×109/l)
6.1 (1.2–20.3)
5.8 (1.3–36)
0.330
5.8 (1.2–36)
6.4 (1.3–25.5)
0.023
5.8 (1.2–20.8)
6.5 (1.3–36)
0.007
CRP (mg/l)
14 (0.72–218.5)
7.2 (0.15–144-6)
<0.001
9.2 (0.15–218.5)
9.6 (0.47–127.8)
0.096
9.24 (0.15–218.5)
8.4 (0.47–127.8)
0.122
Diabetes mellitus
31 (22%)
103 (35.3%)
0.005
101 (28.1%)
84 (43.3%)
<0.001
97 (27%)
89 (46.6%)
<0.001
AHT
47 (34.1%)
112 (39.3%)
0.297
122 (34.9%)
96 (51.9%)
<0.001
118 (34%)
100 (54.3%)
<0.001
CKD
41 (28.5%)
100 (33.4%)
0.293
105 (28.4%)
81 (41.5%)
0.002
104 (28.3%)
81 (42%)
0.001
BMI (kg/m²)
22.4 (15.4–33.8)
26.7 (17.4–49)
<0.001
24.4 (15.4–37)
27.7 (20.9–49)
<0.001
24.4 (15.4–41.7)
27.8 (21.2–49)
<0.001
Age (years)
50 (21–71)
54 (27–71)
0.001
50 (21–70)
57 (27–71)
<0.001
51 (21–71)
54.5 (27–71)
<0.001
Note: Groups were compared by Mann-Whitney U test or one-way analysis of variance and post hoc Dunnett’s test (unequal variances), depending on the number of groups. p-Values are displayed if significant in
comparison to the control group. BODY FAT COMPOSITION AND OUTCOMES BEFORE AND AFTER LT BODY FAT COMPOSITION AND OUTCOMES BEFORE AND AFTER LT 8 8 F I G U R E 4
Mortality after liver transplantation according to different CT-derived fat parameters. After multivariate Cox regression
analysis, adjusting fat parameters to age, BMI, MELD and gender, the VFI and PSFI could be identified as an independent predictor for the
occurrence of death within 1 year after liver transplantation (Table S2) F I G U R E 4
Mortality after liver transplantation according to different CT-derived fat parameters. After multivariate Cox regression
analysis, adjusting fat parameters to age, BMI, MELD and gender, the VFI and PSFI could be identified as an independent predictor for the
occurrence of death within 1 year after liver transplantation (Table S2) F I G U R E 5
One-year mortality of patients with a high or low PSFI and VFI. Patients were divided into a cohort of low-fat and high-fat
mass according to the gender-dependent, individual upper tertile (PSFI male: 4.04; PSFI female: 4.93; VFI male: 58.61; FRI female: 49.97). The PSFI (A) and VFI (B) inversely correlated with the posttransplant 1-year-survival F I G U R E 5
One-year mortality of patients with a high or low PSFI and VFI. Patients were divided into a cohort of low-fat and high-fat
mass according to the gender-dependent, individual upper tertile (PSFI male: 4.04; PSFI female: 4.93; VFI male: 58.61; FRI female: 49.97). The PSFI (A) and VFI (B) inversely correlated with the posttransplant 1-year-survival exclusion of patients with NASH (n = 30) or patients
with TIPS (n = 41), the PSFI remained as independ-
ent prognosticator, whereas the VFI was lacking signifi-
cance (Table S2). (46.6% vs. 27%, p < 0.001), arterial hypertension (54.3
vs. 34%, p < 0.001), and chronic kidney disease (42%
vs. 28.3%, p = 0.001). They also had a higher BMI (27.8
kg/m² vs. 24.4 kg/m², p < 0.001), and they were also
older (54.5 years vs. 51 years, p < 0.001) (Table 3). Due to the positive correlation between risk of com-
plications and PSFI and VFI values, the upper tertile
was chosen as the cutoff to define high and low fatty
indices (PSFI male: 4.04 cm²/m²; PSFI female: 4.93
cm²/m²; VFI male: 58.61 cm²/m²; and VFI female: 49.97
cm²/m²). BODY FAT COMPOSITION AND OUTCOMES BEFORE AND AFTER LT Patients with high PSFI (HR = 1.743 [1.045,
2.905], p = 0.033) and high VFI (1.834 [1.105, 3.043],
p = 0.019) were more likely to die after liver transplan-
tation (Figure 5). Patients with a high PSFI suffered
more often from diabetes mellitus (43.3% vs. 28.1%, p
< 0.001), arterial hypertension (51.9% vs. 34.9%, p <
0.001), and chronic kidney disease (41.5% vs. 28.4%,
p = 0.002). In addition, they had a higher BMI (27.7 kg/
m² vs. 24.4 kg/m², p < 0.001), and they were older (57
years vs. 50 years, p < 0.001). Likewise, patients with
a high VFI suffered more often from diabetes mellitus A difference in severity of liver disease at transplan-
tation between patients with high and low fat at evalua-
tion might explain the effect on posttransplant outcome. Therefore, patient characteristics were calculated at
the time point of liver transplantation and compared be-
tween groups. Patients with high PSFI had increased
creatinine levels, whereas all other organ function pa-
rameters were not different between cohorts with high-
fat and low-fat indices (Table S4). Fat indices and the risk of death after liver
transplantation L E 3
Patients were divided into a cohort of low-fat and high-fat mass according to the gender-dependent, individual high-risk tertile (PSFI male: 4.04 cm²/m²; PSFI female: 4.93 cm²/
CFI male: 38.44 cm²/m²; SCFI female: 39.58 cm²/m²; VFI male: 58.61 cm²/m²; VFI female: 49.97 cm²/m²)
line
SCFI
PSFI
VFI
roup
Low
High
p
Low
High
p
Low
High
p
D
15 (6–40)
15 (6–40)
0.232
15 (6–40)
17 (5–39)
0.101
15 (6–40)
16.5 (7–40)
0.128
es
119 (80.4%)
184 (62%)
<0.001
253 (68.9%)
133 (66.5%)
0.552
254 (68.3%)
129 (67.2%)
0.792
33 (24.1%)
84 (29.9%)
0.215
100 (29.3%)
64 (35%)
0.184
96 (28.3%)
66 (36.3%)
0.062
es
108 (75.5%)
242 (82.6%)
0.082
293 (80.5%)
154 (81.1%)
0.875
288 (78.9%)
156 (93.9%)
0.163
bin (µmol/l)
44.2 (4.6–649.5)
45.3 (5.5–887.8)
0.146
48 (4.6–887.8)
52.8 (4.6–688.8)
0.759
50.7 (4.6–887.8)
46.8 (5.5–688.8)
0.665
inine (µmol/l)
84.5 (34–509)
79 (32–868)
0.563
76 (32–868)
96 (45–577)
<0.001
76 (32–868)
93.5 (41–739)
<0.001
1.4 (0.9–3.86)
1.4 (0.93–5.09)
0.227
1.4 (0.93–5.09)
1.38 (0.9–3.5)
0.615
1.4 (0.9–5.09)
1.36 (0.93–3.5)
0.554
(×109/l)
6.1 (1.2–20.3)
5.8 (1.3–36)
0.330
5.8 (1.2–36)
6.4 (1.3–25.5)
0.023
5.8 (1.2–20.8)
6.5 (1.3–36)
0.007
(mg/l)
14 (0.72–218.5)
7.2 (0.15–144-6)
<0.001
9.2 (0.15–218.5)
9.6 (0.47–127.8)
0.096
9.24 (0.15–218.5)
8.4 (0.47–127.8)
0.122
etes mellitus
31 (22%)
103 (35.3%)
0.005
101 (28.1%)
84 (43.3%)
<0.001
97 (27%)
89 (46.6%)
<0.001
47 (34.1%)
112 (39.3%)
0.297
122 (34.9%)
96 (51.9%)
<0.001
118 (34%)
100 (54.3%)
<0.001
41 (28.5%)
100 (33.4%)
0.293
105 (28.4%)
81 (41.5%)
0.002
104 (28.3%)
81 (42%)
0.001
kg/m²)
22.4 (15.4–33.8)
26.7 (17.4–49)
<0.001
24.4 (15.4–37)
27.7 (20.9–49)
<0.001
24.4 (15.4–41.7)
27.8 (21.2–49)
<0.001
years)
50 (21–71)
54 (27–71)
0.001
50 (21–70)
57 (27–71)
<0.001
51 (21–71)
54.5 (27–71)
<0.001
Groups were compared by Mann-Whitney U test or one-way analysis of variance and post hoc Dunnett’s test (unequal variances), depending on the number of groups. p-Values are displayed if significant in
rison to the control group DISCUSSION Liver cirrhosis accelerates wasting, as exaggerated
energy consumption requires amino acids and lipids | 9 HEPATOLOGY COMMUNICATIONS 9 established prognostic markers for cirrhosis, to in-
crease their prognostic accuracy. Ebadi et al. intro-
duced the MELD-SATI, a combination of MELD and the
SCFI, and it showed an increased c-index compared
with MELD only (0.93 [0.87–0.99] vs. 0.85 [0.75–0.96]). However, data used to calculate the MELD-SATI were
collected only in female patients,[11] questioning the gen-
eralizability of these data especially as the gender did
not play a role in our cohort. Previous attempts to add
nutritional parameter to prognostic score, especially for
sarcopenia, were of limited success.[24] Therefore, it
might be necessary to validate such scores in a large-
scale, multicenter setting. as additional energy sources,[18] and wasting is associ-
ated with poor outcome.[8] The CT scan is a widespread
and reliable technique to determine body composition. CT-derived fat mass parameters serve to identify sub-
groups of patients with cirrhosis with high risks of com-
plications before and after liver transplantation. This is
a large retrospective study in patients with end-stage
liver disease using three different CT-derived fat param-
eters to explore their impact on developing cirrhosis-
associated complications and on mortality before and
after liver transplantation. Although patients with cirrhosis had lower fatty indi-
ces compared with liver-healthy control patients, there
was a great heterogeneity among individual fat com-
partments to predict patients’ outcome, and only the
SCFI but not the other parameters was associated with
the development of complications such as bacterial in-
fections, ascites, SBP, or death before transplantation. The lower the subcutaneous fat mass, the higher the
risk of complications. Data emphasize that wasting in
end-stage liver disease goes beyond sarcopenia as an
indicator of disease severity,[8] and suggest that adipose
tissue composition has the potential to serve as an al-
ternative or additional marker for outcome in cirrhosis. To date there are several relevant studies evaluating
the prognostic role of adipose tissue in liver disease. Ebadi et al.[11] showed in a large retrospective cohort
of 677 patients that a decreased SCFI was associated
with a higher mortality in female patients with cirrhosis
awaiting liver transplantation. However, the impact of
body fat composition after transplantation was not ex-
plored. The second study presented by Tapper et al.[19]
investigated the influence of fat and muscle density on
mortality in a prospective cohort (n = 274). DISCUSSION This study
showed that a decreased density of fatty tissue was
associated with increased mortality and risk for decom-
pensation. However, this analysis was performed in a
univariate manner only, which in combination with the
low sample size certainly questions the robustness of
these results. The third study enrolled 104 patients with
cirrhosis due to alcohol-associated liver disease and
showed a shorter survival in patients with increased
subcutaneous fat mass.[20] Finally, a fourth study eval-
uated sarcopenia in 109 patients with CT who under-
went hepatic vein pressure gradient measurement, and
revealed sarcopenia as an independent risk factor for
increased mortality.[21] Recently two other studies eval-
uated fat mass and myosteatosis at L3 in especially the
perioperative setting, implying that at the timepoint of
transplantation, body composition acts as a prognos-
tic factor.[22,23] Herein, the authors describe a poorer
outcome and increased hospital and intensive-care-
unit stay with a higher myosteatosis at the time point of
transplantation. However, there was no differentiation
of compartments. In light of the results presented here, it might be It would be interesting to understand whether a re-
duced fat mass actively contributes to a progression
of liver cirrhosis, thereby explaining its prognostic rele-
vance. To answer this, it is important to note that CRP
values as a marker of inflammatory response were
increased in patients with low SCFI. Lipids are strong
signals for intercellular communication, and a loss of
fat mass in cirrhosis is associated with increased lev-
els and impaired composition of circulating lipids.[18,25]
In cirrhosis, lipids are inflammatory cues enhancing
inflammation through alterations of toll-like receptor
signaling.[26] Therefore, a loss of adipose tissue might
enhance inflammation and organ injury in decompen-
sated liver cirrhosis. Interestingly, the interplay between body fat compo-
sition and patients’ outcome appears to be complex. A
low SCFI increased the risk of complications, whereas
patients suffering from HRS and varices were char-
acterized by higher PSFI and VFI values. Although it
remains speculative, previous observations in obese
patients might provide one explanatory approach. ACKNOWLEDGMENT Indeed, several observations highlighted especially
visceral adipose tissue being associated with the de-
velopment of NASH, arteriosclerosis, and increasing
insulin resistance.[37–39] However, there was no differ-
ence between patients with low and high PSFI and
SCFI concerning their cause of death (Table S5). The
rather large number of unknown causes of death might
influence the lack of significance. We thank Dr. Koji Moriishi and Dr. Atsuya Yamashita for
their scientific advice and Ms. Takako Ohmori and Ms. Tomoko Nakajima for their technical assistance. Open
Access funding enabled and organized by Projekt DEAL. DISCUSSION The
presence of the metabolic syndrome was associated
with an elevated sympathetic nerve activity in both
muscles as in kidneys,[27] leading to a “sympathetic
overdrive.”[28] This overdrive initiated an activation of
the so-called hepatorenal reflex, leading to decreased
renal blood flow, sodium retention, and increased por-
tal vein pressure.[29] Therefore, it might be possible that
an increase in visceral and paraspinal adipose tissue
could enhance renal sympathetic activity. In addition,
there were gender differences of fat composition, which
prompted us to include gender as a co-founder in the
multivariate regression model. Results did not provide
evidence of a gender-related effect of fat composition
on patient’s outcome. It is intriguing that while cachexia generally predicts
outcome before transplantation, there is an opposite
relationship between fat parameters and death after
liver transplantation. Patients with high visceral and
paraspinal muscle fat mass were more likely to die
after transplantation. Therefore, a HR of 1.188 for PSFI
translates into a risk increase to die after transplanta-
tion of about 19% with every point of PSFI elevation. In addition to patient’s age, this was associated with In light of the results presented here, it might be
tempting to add CT-derived fat parameters to already 10 BODY FAT COMPOSITION AND OUTCOMES BEFORE AND AFTER LT 10 the presence of diabetes mellitus, arterial hyperten-
sion and chronic renal insufficiency, implying that the
presence of other diseases in general and the meta-
bolic syndrome in particular significantly contribute to
this observation. This is well in line with studies eval-
uating the outcome of obese patients who underwent
liver transplantation. These patients were more likely
to develop wound complications, postoperative in-
fections, metabolic syndrome–related complications,
and death.[16,30,31] Further studies also describe an in-
creased risk of death after transplantation for patients
with an increased visceral-subcutaneous fat tissue
ratio,[32] an increased visceral fat area,[33] and with
myosteatosis.[22,23,34] However, there are also contrary
data showing that obesity does not affect survival after
liver transplantation,[35,36] suggesting that the distinc-
tion between different fat compartments might be the
clue to reliably predict patients’ outcome in different
disease scenarios. between muscle and fat composition in the context of
liver cirrhosis, and further studies are needed to evalu-
ate the interplay between fatty and muscle tissue. CONFLICT OF INTEREST R.J. owns stock in, is an employee of, consults, ad-
vises, received grants, and holds intellectual property
rights with Yaqrit Ltd. He consults, advises, and received
grants from Grifols. C.E. own stock in and holds intellec-
tual property rights with Hepyx. D.S. advises Sirtex and
is on the speaker’s bureau of Astelas, Bayer, Eisai, and
MSD/Merck. He advises and is on the speaker’s bureau
of BTG, Johnson & Johnson, Novartis, and Olympus. There are several limitations to that study. The ret-
rospective design might question the quality of data
retrieval, especially if there are a considerable number
of censored data included in the analysis. It might be
arguable that there is a significant difference in age be-
tween patients with cirrhosis and controls included in
this study. Assuming that older muscle mass decreases
and fatty tissue increases with age, this might interfere
with the difference in fatty indices in this study. However,
it appears unlikely, as multivariate analysis did not re-
veal age or gender as a significant factor. Furthermore,
it might be argued that patients with NASH-related cir-
rhosis or patients with TIPS might have a significant
influence on the prognostic impact of fat parameters
in patients with cirrhosis. However, these subgroups
represented only a minority in our cohort (NASH 4.9%,
TIPS 6.7%), and the multivariate analysis in a cohort
without patients with NASH confirmed the results from
the overall cohort regarding mortality before and after
liver transplantation, although the VFI was lacking sig-
nificance for predicting death after transplantation. Finally, the categorized SCFI provided a HR for the risk
of death before transplantation with borderline signifi-
cance, while the metric SCFI variable proved to be a
significant independent risk factor. Generally, metric
variables provide statistically more robust results for
this type of regression analysis. Adding the paraspinal
muscle index as a confounder for 1-year mortality be-
fore liver transplantation, the SCFI loses significance,
which emphasizes the potential complex interplay CONCLUSIONS Distinct fat compartments impacted differently on
patients’ outcome in cirrhosis. Although a low sub-
cutaneous fat mass increased the risk of death and
complications in patients with cirrhosis on the wait list,
the risk of complications after liver transplantation was
associated with high muscle and visceral fat. Therefore,
it appears worthwhile to consider the nutritional state of
patients awaiting liver transplantation as an important
determinant of potential complications in relation to this
intervention, and future risk indices may include fat in-
dices as an essential confounder. ETHICS, CONSENT, AND PERMISSION Due to this retrospective, non-interventional, obser-
vational study design, patients’ informed consent was
not required. The study protocol conformed to the ethi-
cal guidelines of the 1975 Declaration of Helsinki and
was approved by the ethics committee of the University
of Leipzig (No. 356-10-13122010). Data shown in this
manuscript can be requested from the corresponding
author. The manuscript was compiled according to the
STROBE guidelines. R E FE R E NCES 1. Rehm J, Mathers C, Popova S, Thavorncharoensap M,
Teerawattananon Y, Patra J. Global burden of disease and in-
jury and economic cost attributable to alcohol use and alcohol-
use disorders. Lancet. 2009;373:2223–33. 19. Tapper EB, Zhang P, Garg R, Nault T, Leary K, Krishnamurthy
V, et al. Body composition predicts mortality and decompen-
sation in compensated cirrhosis patients: a prospective cohort
study. JHEP Rep. 2020;2:100061. 2. Rehm J, Shield KD, Gmel G, Rehm MX, Frick U. Modeling the
impact of alcohol dependence on mortality burden and the ef-
fect of available treatment interventions in the European Union. Eur Neuropsychopharmacol. 2013;23:89–97. 20. Sakamaki A, Yokoyama K, Koyama K, Morita S, Abe H,
Kamimura K, et al. Obesity and accumulation of subcutaneous
adipose tissue are poor prognostic factors in patients with alco-
holic liver cirrhosis. PLoS One. 2020;15:e0242582. 3. Sheron N. Alcohol and liver disease in Europe—simple mea-
sures have the potential to prevent tens of thousands of prema-
ture deaths. J Hepatol. 2016;64:957–67. 21. Cho YS, Lee HY, Jeong JY, Lee JG, Kim TY, Nam SW, et al. Computed tomography-determined body composition abnor-
malities usefully predict long-term mortality in patients with
liver cirrhosis. J Comput Assist Tomogr. 2021;45:684–90. 4. Artru F, Louvet A, Ruiz I, Levesque E, Labreuche J, Ursic-
Bedoya J, et al. Liver transplantation in the most severely ill
cirrhotic patients: a multicenter study in acute-on-chronic liver
failure grade 3. J Hepatol. 2017;67:708–15. 22. Meister FA, Bednarsch J, Amygdalos I, Boecker J, Strnad P,
Bruners P, et al. Various myosteatosis selection criteria and
their value in the assessment of short- and long-term outcomes
following liver transplantation. Sci Rep. 2021;11:13368. 5. D'Amico G, Garcia-Tsao G, Pagliaro L. Natural history and
prognostic indicators of survival in cirrhosis: a systematic re-
view of 118 studies. J Hepatol. 2006;44:217–31. 23. Czigany Z, Kramp W, Bednarsch J, Kroft G, Boecker J, Strnad
P, et al. Myosteatosis to predict inferior perioperative outcome
in patients undergoing orthotopic liver transplantation. Am J
Transplant. 2020;20:493–503. 6. D'Amico G, Pasta L, Morabito A, D'Amico M, Caltagirone M,
Malizia G, et al. Competing risks and prognostic stages of
cirrhosis: a 25-year inception cohort study of 494 patients. Aliment Pharmacol Ther. 2014;39:1180–93. 24. van Vugt JLA, Alferink LJM, Buettner S, Gaspersz MP, Bot
D, Darwish Murad S, et al. R E FE R E NCES A model including sarcopenia sur-
passes the MELD score in predicting waiting list mortality in
cirrhotic liver transplant candidates: a competing risk analysis
in a national cohort. J Hepatol. 2018;68:707–14. 7. Engelmann C, Thomsen KL, Zakeri N, Sheikh M, Agarwal B,
Jalan R, et al. Validation of CLIF-C ACLF score to define a
threshold for futility of intensive care support for patients with
acute-on-chronic liver failure. Crit Care. 2018;22:254. p
25. Phillips R, Ursell T, Wiggins P, Sens P. Emerging roles
for lipids in shaping membrane-protein function. Nature. 2009;459:379–85. 8. Engelmann C, Schob S, Nonnenmacher I, Werlich L, Aehling
N, Ullrich S, et al. Loss of paraspinal muscle mass is a gender-
specific consequence of cirrhosis that predicts complications
and death. Aliment Pharmacol Ther. 2018;48:1271–81. 26. Köberlin M, Snijder B, Heinz L, Baumann C, Fauster A, Vladimer
G, et al. A conserved circular network of coregulated lipids
modulates innate immune responses. Cell. 2015;162:170–83. 9. Figueiredo FA, De Mello PR, Kondo M. Effect of liver cirrhosis
on body composition: evidence of significant depletion even in
mild disease. J Gastroenterol Hepatol. 2005;20:209–16. 27. Mancia G, Bousquet P, Elghozi JL, Esler M, Grassi G, Julius
S, et al. The sympathetic nervous system and the metabolic
syndrome. J Hypertens. 2007;25:909–20. 10. Crawford DH, Shepherd RW, Halliday JW, Cooksley GW,
Golding SD, Cheng WS, et al. Body composition in nonalco-
holic cirrhosis: the effect of disease etiology and severity on
nutritional compartments. Gastroenterology. 1994;106:1611–7. 28. Lambert GW, Straznicky NE, Lambert EA, Dixon JB, Schlaich
MP. Sympathetic nervous activation in obesity and the meta-
bolic syndrome—causes, consequences and therapeutic im-
plications. Pharmacol Ther. 2010;126:159–72. 11. Ebadi M, Tandon P, Moctezuma-Velazquez C, Ghosh S,
Baracos VE, Mazurak VC, et al. Low subcutaneous adiposity
associates with higher mortality in female patients with cirrho-
sis. J Hepatol. 2018;69:608–16. 29. Jalan R, Forrest EH, Redhead DN, Dillon JF, Hayes PC. Reduction in renal blood flow following acute increase in the
portal pressure: evidence for the existence of a hepatorenal
reflex in man? Gut. 1997;40:664–70. 12. Praktiknjo M, Book M, Luetkens J, Pohlmann A, Meyer C,
Thomas D, et al. Fat-free muscle mass in magnetic resonance
imaging predicts acute-on-chronic liver failure and survival in
decompensated cirrhosis. Hepatology. 2018;67:1014–26. 30. van Son J, Stam SP, Gomes-Neto AW, Osté MCJ, Blokzijl
H, van den Berg AP, et al. Post-transplant obesity impacts
long-term survival after liver transplantation. Metabolism. 2020;106:154204. 13. Niklas F. Aehling
https://orcid.
org/0000-0002-2258-847X Niklas F. Aehling
https://orcid. org/0000-0002-2258-847X Niklas F. Aehling
https://orcid. org/0000-0002-2258-847X 18. Moreau R, Clària J, Aguilar F, Fenaille F, Lozano JJ, Junot C,
et al. Blood metabolomics uncovers inflammation-associated
mitochondrial dysfunction as a potential mechanism underlying
ACLF. J Hepatol. 2020;72:688–701. AUTHOR CONTRIBUTIONS Cornelius Engelmann: Study concept and design,
analysis, interpretation of data, draft of the manuscript;
Niklas F. Aehling: Analysis, interpretation, draft of the
manuscript; Stefan Schob, Ines Nonnenmacher, Luise
Handmann: data collection, interpretation of data, criti-
cal revision of the manuscript; Jane Macnaughtan,
Adam Herber, Alexey Surov, Thorsten Kaiser, Timm
Denecke, Rajiv Jalan, Daniel Seehofer, Michael Moche,
Thomas Berg: interpretation of data, critical revision of
the manuscript. 11 11 HEPATOLOGY COMMUNICATIONS 17. van der Poorten D, Milner K-L, Hui J, Hodge A, Trenell MI,
Kench JG, et al. Visceral fat: a key mediator of steatohepatitis
in metabolic liver disease. Hepatology. 2008;48:449–57. R E FE R E NCES Tachi Y, Kozuka A, Hirai T, Kojima Y, Ishizu Y, Honda T, et al. Skeletal muscle fat deposition is associated with hepatocellular
carcinoma development in patients with chronic liver disease. Nutrition. 2018;54:83–8. 31. Barone M, Viggiani MT, Losurdo G, Principi M, Leandro G, Di
Leo A. Systematic review with meta-analysis: post-operative
complications and mortality risk in liver transplant candidates
with obesity. Aliment Pharmacol Ther. 2017;46:236–45. 14. Montano-Loza AJ, Mazurak VC, Ebadi M, Meza-Junco J,
Sawyer MB, Baracos VE, et al. Visceral adiposity increases
risk for hepatocellular carcinoma in male patients with cir-
rhosis and recurrence after liver transplant. Hepatology. 2018;67:914–23. 32. Hamaguchi Y, Kaido T, Okumura S, Kobayashi A, Shirai H, Yagi
S, et al. Impact of skeletal muscle mass index, intramuscular
adipose tissue content, and visceral to subcutaneous adipose
tissue area ratio on early mortality of living donor liver trans-
plantation. Transplantation. 2017;101:565–74. 15. García-Pajares F, Peñas-Herrero I, Sánchez-Ocaña R,
Torrres-Yuste R, Cimavilla-Román M, Carbajo-López
A, et al. Metabolic syndrome after liver transplantation:
five-year prevalence and risk factors. Transplant Proc. 2016;48:3010–2. 33. Terjimanian MN, Harbaugh CM, Hussain A, Olugbade KO,
Waits SA, Wang SC, et al. Abdominal adiposity, body compo-
sition and survival after liver transplantation. Clin Transplant. 2016;30:289–94. 16. Spengler EK, O’Leary JG, Te HS, Rogal S, Pillai AA, Al-Osaimi
A, et al. Liver transplantation in the obese cirrhotic patient. Transplantation. 2017;101:2288–96. 34. Czigany Z, Kramp W, Lurje I, Miller H, Bednarsch J, Lang SA,
et al. The role of recipient myosteatosis in graft and patient 12 BODY FAT COMPOSITION AND OUTCOMES BEFORE AND AFTER LT 12 survival after deceased donor liver transplantation. J Cachexia
Sarcopenia Muscle. 2021;12:358–67. 39. Husing A, Kabar I, Schmidt HH. Lipids in liver transplant recip-
ients. World J Gastroenterol. 2016;22:3315–24. SUPPORTING INFORMATION Additional supporting information may be found in the
online version of the article at the publisher’s website. p
35. Singhal A, Wilson GC, Wima K, Quillin RC, Cuffy M, Anwar N,
et al. Impact of recipient morbid obesity on outcomes after liver
transplantation. Transpl Int. 2015;28:148–55. 36. Ata N, Ayloo S, Tsung A, Molinari M. Recipient obesity does
not affect survival after deceased donor liver transplantation
for hepatocellular carcinoma. A national retrospective cohort
study in the United States. HPB (Oxford). 2019;21:67–76. How to cite this article: Engelmann C, Aehling
NF, Schob S, Nonnenmacher I, Handmann L,
Macnaughtan J, et al. Body fat composition
determines outcomes before and after liver
transplantation in patients with cirrhosis. Hepatol
Commun. 2022;00:1–12. https://doi.org/10.1002/
hep4.1946 37. Engin A. The definition and prevalence of obesity and meta-
bolic syndrome. Adv Exp Med Biol. 2017;960:1–17. 38. Pelaez-Jaramillo MJ, Cardenas-Mojica AA, Gaete PV,
Mendivil CO. Post-liver transplantation diabetes mellitus: a re-
view of relevance and approach to treatment. Diabetes Ther. 2018;9:521–43. 39. Husing A, Kabar I, Schmidt HH. Lipids in liver transplant recip-
ients. World J Gastroenterol. 2016;22:3315–24.
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La reforma del Reglamento del Congreso de los Diputados
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Revista de las Cortes Generales. ISSN: 0213-0130
Nº 104, Segundo Cuatrimestre (2018): pp. 43-87
LA REFORMA DEL REGLAMENTO DEL CONGRESO
DE LOS DIPUTADOS
Carlos Gutiérrez Vicén
Letrado de las Cortes Generales
RESUMEN
La reforma del Reglamento del Congreso de los Diputados se ha convertido
en una verdadera asignatura pendiente, tal y como puedan ser la reforma del
Senado, la modificación del régimen constitucional en cuanto a la sucesión
de la Corona o la aprobación del Reglamento de las Cortes Generales que
para regir las sesiones conjuntas de ambas Cámaras prevé el artículo 72.2
de la Constitución.
Este artículo pretende contribuir al homenaje que el Nº 100 de la Revista
de las Cortes Generales quiere hacer a la Constitución de 1978 en el XL
Aniversario de su promulgación. Se trata de exponer la líneas generales en
las que se enmarca la reforma del Reglamento del Congreso, destacando
el contraste entre el deseo manifestado prácticamente por todos los grupos
políticos con representación parlamentaria de llevar a cabo una completa
modificación del Reglamento y la falta de éxito en todos los intentos de
conseguirlo, analizando las dificultades para lograrlo y recogiendo las
distintas reformas parciales aprobadas hasta la fecha.
Palabras clave: Reforma, Reglamento, Congreso de los Diputados, Grupos
políticos, Representación, Reforma parcial, Procedimiento de reforma,
Reserva reglamentaria, Control de constitucionalidad.
ABSTRACT
The reform of the Regulation of the Congress of Deputies has become a
true pending subject, such as the reform of the Senate, the modification of
the Constitutional Regime concerning the Succession to the Crown or the
approval of the Regulation of the Spanish Constitution to regulate the joint
sessions of both Chambers.
44
CARLOS GUTIÉRREZ VICÉN
The present article aims to contribute to the tribute made to the Constitution
of 1978 on the occasion of the 40th Anniversary of its enactment. It intends
to draw the general guidelines that constitute the frame works for the reform
of the Regulation of the Congress. The article highlights the contrast between
the willingness to fully modify the Regulation, expressed by almost every
political group with parliamentary representation, and the lack of success
in every attempt to achieve. In this regard, it analyses the difficulties to
make it possible, and gathers the different partial reforms which have been
approved until the present day.
Keywords: Reform, Regulation, Congress of Deputies, Political group,
Representation, Partial reform, Reform procedure, Government’s power
statutory regulations
SUMARIO: I. Introducción. II. Procedimiento de reforma: antecedentes
y derecho comparado. 1. Antecedentes. 2. Derecho Comparado.
III. Procedimiento de reforma. IV. Posición en el ordenamiento,
reserva reglamentaria y control de constitucionalidad. V. Reformas parciales e intentos de reforma global. 1. Reformas parciales. 2. Reforma global. VI. Conclusiones
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I. Introducción
Es un hecho notorio que el cuadragésimo aniversario de la Constitución coincide con una etapa de profundos cambios en nuestro país. En
poco tiempo hemos vivido experiencias que hace unos años nos hubieran
parecido hipótesis de laboratorio, más propias de la política-ficción que de
la realidad cotidiana o probable.
Así, por ejemplo, la fallida XI Legislatura y el año 2016 (en el que
tuvieron lugar hasta tres sesiones de investidura) o la aprobación de una
moción de censura por primera vez en nuestra experiencia constitucional el 1
de junio de 2018, no son sino el reflejo de la ruptura del sistema bipartidista
de alternancia en el Gobierno con un Parlamento muy fragmentado como,
por otra parte, está sucediendo en toda Europa.
La división se manifiesta, asimismo, en lo que se refiere al modelo
de distribución territorial del poder llegando a la puesta en marcha del
mecanismo previsto en el artículo 155, a raíz de la declaración unilateral de
independencia formulada en el Parlamento de Cataluña el 27 de octubre de
2017, con todas las peripecias posteriores a la celebración de las elecciones
del 21 de diciembre de 2017. Acontecimientos en los que algunos han
querido ver el agotamiento del modelo del Estado autonómico diseñado en
el título VIII y la necesidad de su modificación.
Y finalmente, también en cuanto a la propia reforma de la Constitución, conviven las propuestas de modificación parcial con las voces de
quienes pretenden una completa sustitución de la misma. Desde esta última
perspectiva no falta quien cuestione lo que se considera una interpretación
ingenua, idílica, y a la postre falsa, de la etapa conocida como “la Transición” que se habría ido transmitiendo de forma acrítica desde entonces.
Si, como decía Jefferson, una “generación viviente” dura diecinueve o treinta y cuatro años, habrían transcurrido algo más de una o dos
generaciones, respectivamente, con un derecho consolidado a reformar la
Constitución de 1978.1 Yo pertenezco a una de ellas pues entonces tenía
1
En la famosa carta que Thomas Jefferson escribió a James Madison desde París el 6
de septiembre de 1789, en plena Revolución Francesa, se contenía su célebre negativa a una
Constitución perpetua que concluía con la afirmación: “Every constitution then, and every
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CARLOS GUTIÉRREZ VICÉN
catorce años y aunque, como es lógico a esa edad, ni yo ni la mayoría de
mis amigos poníamos en el primer lugar de nuestras preocupaciones las
cuestiones de política nacional, pronto comprendimos el significado que
la Constitución tenía en la Historia de España. Más tarde, en la Facultad
de Derecho o preparando las consabidas oposiciones, fuimos testigos de
los importantes cambios que en poco tiempo permitió y así se asentó entre
nosotros un fundado respeto, tanto por aquella época, como por el sistema
constitucional a que dio lugar.
Los años posteriores no han hecho sino confirmar esta opinión que
es, por otra parte, poco original, pues las valoraciones positivas han sido
muy numerosas desde las manifestaciones sobre su calidad técnica, hasta
las que se han centrado en el hecho de que ha permitido uno de los más
largos períodos de paz y estabilidad en nuestra convulsa historia constitucional. La mejor muestra de esa calidad es el tiempo de su vigencia sin
apenas modificaciones, pues, como es sabido, la Constitución española se
ha reformado tan sólo en dos ocasiones. Y, si se quiere, también es un buen
indicio del sólido diseño constitucional de las instituciones su resistencia
a las distintas pruebas a las que hacíamos referencia al comienzo, que han
constituido un auténtico “test de estrés” del que han salido, como ha ocurrido
con el Parlamento, notablemente reforzadas.2
Sin embargo, es evidente que este juicio no es unánime ni tiene por
qué ser compartido. Especialmente por aquellas generaciones de españoles
que no aprecian mayores méritos en el establecimiento de un régimen
democrático ya que nacieron y se criaron en uno de ellos, rodeados además
law, naturally expires at the end of 19 years”. Una generación abarcaría pues un período
de 19 años. Sin embargo, en la carta que dirigió al Doctor Richard Gem el 9 de septiembre
siguiente, entendía que este período debía ser de 34 años, considerando que este era el plazo
máximo por el que se podían adquirir deudas.
El texto completo de ambas cartas en The papers of Thomas Jefferson. Princeton
University. Disponible en: https://jeffersonpapers.princeton.edu.
2
Algún autor ha hablado ya del “gran cambio”. Así, José Pablo Fernándiz. La
década del gran cambio. El camino hacia el cuatripartidismo en España. Edit. Biblioteca
Nueva, S.L. Madrid, 2018, que desde una perspectiva sociológica analiza la evolución de
los resultados electorales desde el inicio de la crisis en la IX Legislatura hasta las elecciones
generales del 20 de diciembre de 2015 en que se produce lo que llama la “materialización
del cambio” y que podría resumirse en la ruptura del bipartidismo y la aparición de un nuevo panorama con cuatro partidos protagonistas principales de la escena política nacional.
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de Estados en los que la ausencia de libertad es, ciertamente, una excepción.
Un buen resumen del variopinto panorama de opiniones al respecto se
manifestó en la sesión del Pleno del Congreso de los Diputados del día 17
de octubre de 2017, con ocasión de la discusión de una Proposición no de
Ley, presentada por el Grupo Parlamentario Popular, relativa a impulsar la
celebración el 6 de diciembre de 2018 del Cuadragésimo Aniversario de la
Constitución española de 1978. Y una iniciativa similar, la moción por la que
se insta al Gobierno a impulsar las medidas necesarias para la celebración el
6 de diciembre de 2018 del 40 aniversario de la Constitución, fue aprobada
en el Senado el 22 de noviembre de 2017. 3
En todo caso, nuestro propósito ahora es sumarnos al homenaje que
este Número Extraordinario (nº 100) de la Revista de las Cortes Generales
La defensa corrió a cargo del Sr. Posada Moreno (Grupo Parlamentario Popular),
para quien se trata de la conmemoración de un hecho transcendental en nuestra historia,
pues la Constitución “ha brindado a España el período de estabilidad democrática más prolongado de nuestra historia reciente, ha propiciado que España alcance cotas de progreso y
bienestar homologables a las de los países más prósperos de Europa y ha ofrecido un fundamento sólido para progresar juntos y para dotarnos de un espacio de convivencia que todos
los españoles pudiéramos compartir”. Frente a ello el representante del Grupo Mixto, Sr.
Xuclà i Costa, afirmó que a pesar de que en 1978 su partido estuvo en el consenso constitucional hoy entiende que no hay nada que celebrar ya que para él existe una “incapacidad de
la política española de afrontar las reformas de los marcos constitucionales en su momento”.
Por su parte, el representante del Partido Nacionalista Vasco, Sr. Legarda Uriarte, tampoco
ve motivos para la celebración “en coherencia con la postura de abstención que mantuvo
en aquel referéndum del año 1978”. Para el Sr. Villegas Pérez, (Grupo Parlamentario de
Ciudadanos), en cambio, “hay motivos para la celebración, pero también para la reflexión
y para las reformas (…) Hace falta actualizar, modernizar y reformar nuestro modelo de
convivencia para que esos mismos valores y principios vuelvan a brillar”. Mientras que para
el Sr. Monereo Pérez, del Grupo Parlamentario Confederal de Unidos Podemos-En Comú
Podem-En Marea, “mitificar, idealizar la Constitución es un inmenso error, en primer lugar,
porque no fue verdad, y en segundo lugar, porque fue muy duro y hasta terrible” y aseguraba
que “cada etapa política debe ganarse a los jóvenes de su generación”. Finalmente, para el
Sr. Cámara Villar, (Grupo Parlamentario Socialista) pese a los logros de la Constitución,
“debido al inexorable paso del tiempo y a la crisis económica, social, política, institucional
y territorial que estamos viviendo, necesita ser reformada”.
La Proposición no de Ley fue finalmente aprobada con 237 votos a favor, 74 en contra
y 5 abstenciones.
Diario de Sesiones del Congreso de los Diputados de 17 de octubre de 2017, nº 78,
págs. 24 y ss.
Los debates sobre la moción del Senado que reflejaron posturas similares pueden
consultarse en el Diario de Sesiones de esta Cámara. Núm. 50, de 22 de noviembre de 2017,
págs. 131 y ss.
3
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CARLOS GUTIÉRREZ VICÉN
quiere hacer al cuadragésimo aniversario de la Constitución examinando la
evolución durante este período de la reforma del Reglamento del Congreso
de los Diputados. Cuestión aparentemente menor que, sin embargo, se ha
convertido en una verdadera asignatura pendiente, tal y como puedan ser la
reforma del Senado, la modificación del régimen constitucional en cuanto
a la sucesión en la Corona o, más cercana a la nuestra, la aprobación del
Reglamento de las Cortes Generales que para regir las sesiones conjuntas
de ambas Cámaras prevé el artículo 72.2 de la Constitución. Como en todos
estos casos, resulta curioso el contraste entre el deseo manifestado prácticamente por todos los grupos políticos con representación parlamentaria
de llevar a cabo una reforma completa del Reglamento del Congreso de los
Diputados y la falta de éxito en todos los intentos al respecto.
Es llamativo, en cambio, que se hayan aprobado numerosas reformas
parciales (un total de trece) y ninguna de ellas haya permitido introducir
más cuestiones que las concretamente pactadas para asuntos muy limitados
y particulares. Para entender este resultado, en cierto modo frustrante, debe
partirse del procedimiento agravado que está previsto para las reformas
reglamentarias, lógica consecuencia de su procedimiento de aprobación.
II. Procedimiento de reforma: antecedentes y derecho comparado
El establecimiento de un procedimiento específico dotado de especial rigidez para la reforma de los Reglamentos parlamentarios es una
consecuencia lógica de la exigencia de algunos requisitos agravados para
su aprobación. En efecto, el artículo 72 de nuestra Constitución determina
en la proposición final del apartado primero que: “Los Reglamentos y
su reforma serán sometidos a una votación final sobre su totalidad, que
requerirá mayoría absoluta”.
En desarrollo de esta exigencia la disposición final segunda del
Reglamento del Congreso configura dicho procedimiento por remisión al de
las proposiciones de ley de iniciativa del Congreso, reiterando la exigencia
de una votación final de totalidad que reciba la aprobación de la mayoría
absoluta; es decir, de al menos la mitad más uno de los diputados.
Por su parte, el artículo 196 del Reglamento del Senado sigue una
pauta similar al declarar de aplicación a las propuestas de reforma del ReRevista de las Cortes Generales
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glamento lo dispuesto en él para las proposiciones de ley. Aunque, con un
desarrollo algo más extenso, incluye un “trámite de admisión” por el Pleno de
la Cámara y la remisión, una vez superado éste, a la Comisión de Reglamento
para su estudio e informe. Finalmente, el apartado 3 contempla el debate en
Pleno que se pronunciará sobre el dictamen de la Comisión y sobre los votos
particulares “en la misma forma que en el procedimiento legislativo ordinario.
Habrá una votación final sobre su totalidad, requiriéndose para su aprobación
el voto favorable de la mayoría absoluta de Senadores”.
Como es evidente, la cuestión procedimental se relaciona con el
principio de autonomía parlamentaria. No en vano el artículo 72 de la Constitución destaca por consagrar aquélla del modo más completo, recogiendo no
sólo la potestad autonormativa sino también otras manifestaciones como la
autonomía financiera y la administrativa cuyo reconocimiento en el Derecho
Comparado es frecuente dejar a normas de menor rango. También se vincula
con la necesidad de proteger las normas rectoras de las Cámaras del juego de
mayorías políticas ocasionales. Es decir, para evitar los llamados “golpes de
mayoría” en una materia tan sensible para el funcionamiento de las Cámaras.
Todo ello se relaciona al mismo tiempo con algunas cuestiones clave que han
sido objeto de un extenso y profundo análisis doctrinal como son la naturaleza
y la posición en el ordenamiento jurídico de los Reglamentos parlamentarios
y, especialmente, el problema de la reserva reglamentaria y el papel de las
otras fuentes del Derecho Parlamentario.
1. Antecedentes
El examen de los antecedentes más relevantes debe abarcar tanto
las previsiones constitucionales sobre la autonomía reglamentaria y la
elaboración de los Reglamentos en general, como las referidas estrictamente
al procedimiento de reforma que hacían los Reglamentos históricos.
Debemos entonces remontarnos al artículo 127 de la Constitución
de Cádiz. Con adelanto a muchos otros europeos, este texto recogía ambas
cuestiones al disponer que: “En las discusiones de las Cortes, y en todo
lo demás que pertenezca a su gobierno y orden interior, se observará el
reglamento que se forme por estas Cortes generales y extraordinarias, sin
perjuicio de las reformas que las sucesivas tuvieren por conveniente hacer
en él.” Bien es cierto que las circunstancias históricas hacían preciso aclarar
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y dejar bien sentados tales extremos. Baste recordar al respecto cómo la más
célebre de las construcciones doctrinales que sirvió de apoyo al carácter
constituyente de las Cortes de Cádiz, la Teoría de las Cortes de Martínez
Marina, fue también utilizada como armazón ideológico en defensa de los
postulados realistas o absolutistas contrarios al régimen doceañista.4
Posteriormente empieza a reflejarse en el reconocimiento constitucional de la autonomía reglamentaria el carácter pendular de nuestro siglo
XIX. Así, dicho reconocimiento está ausente en el Estatuto Real de Martínez
de la Rosa en 1834 y vuelve a aparecer, junto a la atribución a las Cámaras
de las funciones de tribunal de garantías electorales, en la Constitución de 18
de junio de 1837 cuyo artículo 29 disponía que: “Cada uno de los Cuerpos
Colegisladores forma el respectivo reglamento para su gobierno interior y
examina la legalidad de las elecciones y las calidades de los individuos que
la componen.” Y la misma fórmula emplea el artículo 28 de la Constitución
de 1845, aunque dado el carácter no electivo del Senado reservaba al
Congreso la decisión sobre la legalidad de las elecciones de los diputados.
Al amparo de esta norma se incluyó en el Reglamento de 4 de mayo
de 1847 un Título XXI dedicado a las reformas del Reglamento donde, por
primera vez, se establecían los trámites de las proposiciones de ley para las
de reforma del Reglamento y se contemplaba la formación por la Secretaría
de un “Apéndice” que debía recoger “las resoluciones del Congreso en casos
Martínez Marina, F.: Teoría de las Cortes o Grandes juntas nacionales de los
Reinos de León y Castilla: monumentos de su constitución política y de la soberanía del
pueblo: con algunas observaciones sobre la lei fundamental de la monarquía española
sancionada por las Cortes Generales y Extraordinarias, y promulgada en Cádiz a 19 de
marzo de 1812. Imp. de Fermín Villalpando, Madrid, 1813.
José Antonio Escudero ha puesto de relieve esta paradoja de modo particular por lo
que se refiere a D. Bernardo Mozo de Rosales y los firmantes del llamado Manifiesto de los
Persas: “Se trata, en resumen, de un ejemplo de cómo la misma tradición histórica puede
ser manipulada por dos distintas interpretaciones políticas.”. Escudero, J.A.: Estudio Introductorio a la Teoría de las Cortes. Edición de la Junta General del Principado de Asturias.
Oviedo, D.L. 1996, pp. CLXX-CLXXIV.
Para un análisis en profundidad de ésta y otras influencias como el papel de D. Pedro
Quevedo y Quintano, a la sazón Presidente de la Regencia, o la Instrucción Pastoral de los
obispos refugiados en Mallorca, en el debate suscitado sobre la legitimidad de la convocatoria de Cortes, su composición y el alcance de su mandato debe verse el espléndido trabajo
de Andrés Gambra Gutiérrez. Gambra Gutiérrez, A.: Los opositores a la Constitución de
Cádiz. En Cortes y Constitución de Cádiz: 200 años. Espasa, Madrid, 2011, Vol. 2, pp.
496-518.
4
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omisos o dudosos” y que debía repartirse a los diputados al principio de cada
Legislatura. Estos precedentes se aplicarían como adiciones provisionales
al Reglamento en una especie de integración constante del mismo para su
aplicación en casos análogos.
En 1852, el proyecto constitucional de Bravo Murillo, proponía
incluir entre las leyes fundamentales o “leyes del Estado” las de organización
del Senado, elección de diputados a Cortes, de régimen de los Cuerpos
colegisladores y de relaciones entre los dos Cuerpos colegisladores con
un claro sentido restrictivo de la autonomía parlamentaria que llevaba a la
aprobación de los Reglamentos por el Rey y al nombramiento por éste de
los Presidentes de las Cámaras.
El Reglamento Provisional de 9 de noviembre de 1854, que había de
regir hasta la constitución definitiva de las Cortes convocadas después de la
Vicalvarada, establecía en su artículo adicional 1º que una vez constituidas
las Cortes se nombraría una Comisión permanente de Reglamento que
debía ocuparse de examinar las adiciones y enmiendas presentadas por los
diputados y de preparar el proyecto de Reglamento definitivo. Era la primera
vez que se contemplaba una Comisión específica para preparar la labor del
Pleno en esta materia. Sin embargo, tal previsión no llegó a cumplirse, como
tampoco vio la luz la conocida como Constitución nonata de 1856. Más
tarde el Acta adicional a la Constitución de 1845, impulsada por Narváez
y aprobada por ley de 17 de julio de 1857, disponía en su artículo 28 que
“Los Reglamentos del Senado y del Congreso serán objeto de una Ley”.
Como es sabido, el Acta fue derogada por la Ley de 20 de abril de 1864 que
restablecía la integridad de la Constitución de 1845 añadiendo solamente
una disposición transitoria sobre nombramiento de Senadores.
De esta forma, la Constitución de 6 de junio de 1869, de corte
progresista como correspondía a un texto surgido tras la revolución de 1868,
recuperaba la autonomía de las Cámaras en su artículo 45 donde reconocía
a cada una por separado las facultades de formar su respectivo Reglamento,
examinar la legalidad de las elecciones y la aptitud legal de los diputados
y senadores, y nombrar a sus respectivos Presidente, Vicepresidentes y
Secretarios. Dicha autonomía se mantendrá ya en la Constitución de 30 de
junio de 1876, que regirá todo el período de la Restauración, en los artículos
34 y 35. Si bien presenta un rasgo conservador que se muestra en la mayor
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intervención real en el caso del Senado, desde su propia composición
hasta la designación de su Presidente y Vicepresidentes, aunque la de los
Secretarios sigue reservándose a la propia Cámara Alta.
Es curioso destacar que durante este largo período y bajo la vigencia
de tan diferentes textos constitucionales, la fórmula recogida por los distintos Reglamentos fue siempre la misma; es decir, la del Reglamento de 1847.
El procedimiento ordinario de las proposiciones de ley y la formación del
Apéndice se repitieron así en el Reglamento de 25 de junio de 1867 (Título
XX, artículos 196 y 197); en el Reglamento del Congreso de los Diputados
de 1847 restaurado con las modificaciones introducidas en 18 de junio de
1864, 16 de diciembre de 1878, 7 de abril de 1880, 10 de abril de 1894, 23
de febrero de 1895 y 24 de julio de 1896 (Título XXI, artículos 223 y 224,
en el que se incorporó, efectivamente, el citado Apéndice recogiendo los
acuerdos del Congreso sobre las materias más variadas),5 así como en el de
24 de mayo de 1918.
El principio de autonomía reglamentaria desaparecía en el proyecto
de Constitución de Primo de Rivera que en 1929 ensayaba unas Cortes pseudo corporativas, y se recuperaba de nuevo en el Parlamento unicameral de
la II República. La Constitución de 9 de diciembre de 1931, disponía en su
artículo 57 que: “El Congreso de los Diputados tendrá facultad para resolver
sobre la validez de la elección y la capacidad de sus miembros electos y
para adoptar su Reglamento de régimen interior.” El Reglamento que fue
aprobado al amparo de este precepto el 29 de noviembre de 1934 dedicaba su
Título XIII (artículo 136) a la “Reforma de este Reglamento”. Contenía una
Desde el acuerdo adoptado en la sesión de 27 de diciembre de 1848 sobre el orden
de intervención en los debates, hasta el del 9 de julio de 1904 en materia de tramitación de
suplicatorios.
Dicho apéndice puede consultarse en: Reglamentos (del Congreso de los Diputados
y de las Cortes). Madrid: Cortes, Secretaría, 1977 (pp. 320 a 322). Esta Recopilación, presentada por D. Felipe de la Rica y Montejo, fue hecha con ocasión del mandato de la Ley
para la Reforma Política de que las nuevas Cortes estableciesen su propio Reglamento.
Resulta de gran utilidad para los estudios de carácter histórico pues, además de reunir el
conjunto de todos los Reglamentos que han estado en vigor desde 1810, la mayoría de los
cuales sólo puede consultarse en los archivos de su publicación oficial, incorpora el texto de
otros documentos de interés como la Ley de Relaciones entre los Cuerpos Colegisladores,
de 19 de julio de 1837, el Proyecto de Ley para el régimen de los Cuerpos Colegisladores,
de 3 diciembre de 1852, o el Reglamento Provisional de la Asamblea Nacional, de 20 de
septiembre de 1927.
5
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regulación algo detallada del procedimiento que era también más riguroso:
comenzaba por una iniciativa reforzada de las proposiciones de reforma
que debían “contar con diez firmas como mínimo y veinte como máximo.”
Debían ser leídas en sesión pública, impresas y repartidas. El trámite de la
toma en consideración exigía el voto favorable de 100 diputados, tras de lo
cual la proposición pasaría a Comisión. Ésta no tenía carácter permanente,
sino que habría de constituirse para la ocasión formada por 21 miembros
designados en proporción a la fuerza numérica de las distintas fracciones
políticas. La tramitación del dictamen, votos particulares, enmiendas y
votación seguirían las normas correspondientes a los proyectos de ley.
Como es de sobra conocido, el principio desaparecía con las Leyes
Fundamentales y, en concreto, con la Ley de 17 de julio de 1942 que creó
las Cortes Españolas. Éstas tenían una significación muy diferente a las que
habían existido entre nosotros desde los comienzos de la era constitucional, estando plenamente sometidas al Poder Ejecutivo, como se observa,
incluso, en el instrumento normativo mediante el que se aprobaban sus
Reglamentos. La disposición adicional primera de la Ley de 1942 (elevada
al rango de Ley Fundamental por la de 26 de julio de 1947) establecía que:
“Las Cortes, de acuerdo con el Gobierno redactarán su Reglamento.” Pero
antes de desarrollar este procedimiento mixto se publicó mediante una ley
“dada” por el Jefe del Estado el Reglamento Provisional de 5 de enero de
1943 (al que se incorporaron las adiciones aprobadas en la sesión plenaria
de 15 de julio de 1946) pues, según se diría más tarde, “como suele suceder
en estos casos, se juzgó oportuno facilitar los primeros pasos del nuevo
Cuerpo, suministrándole de oficio un primer Reglamento provisional. Sin
embargo, la provisionalidad duró quince años, rigiendo el funcionamiento
de las cinco primeras legislaturas hasta que se aprobó el Reglamento de las
Cortes Españolas de 26 de diciembre de 1957 que inauguró el procedimiento
mixto de elaboración que aseguraba el “acuerdo” mediante la presentación
por el Gobierno de un proyecto de Reglamento que después era sometido a
las Cortes y aprobado como Ley6. Así se aprobaron también el Reglamento
de 22 de julio de 1967 y el de 15 de noviembre de 1971.
Manuel Fraga Iribarne recordaba entonces que “también las Cortes Constituyentes
de 1931 recibieron un Reglamento provisional, de un Gobierno igualmente provisional (18
de julio de 1931).” Y sostenía, con abundante cita doctrinal respecto a las características de
tipo formal del Reglamento de 26 de diciembre de 1957, que no podía incluirse en la clásica
6
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CARLOS GUTIÉRREZ VICÉN
En todos los casos se mantenía este esquema que permitía la influencia del Ejecutivo en las reformas del Reglamento: se preveía que el
Reglamento podía ser modificado por las Cortes con el acuerdo del Gobierno
y que “toda enmienda al mismo se tramitará con las formalidades que el
propio Reglamento establece para las proposiciones de ley”, (disposiciones finales primera y segunda de los Reglamentos de 1957 y 1967). El
Reglamento de 1971 establecía, además, entre las Comisiones Generales,
la Comisión de Reglamento, presidida por el Presidente de las Cortes e
integrada por cinco Presidentes de Comisiones y cinco Procuradores de los
que uno tendría la condición de Ministro del Gobierno. A esta Comisión le
correspondía tomar en consideración las proposiciones de ley de reforma
del Reglamento que presentaran los Procuradores y la elaboración “de
estudios e informes encaminados a mejorar el procedimiento parlamentario
y, en su caso, de las proposiciones que inicien la reforma. Pero, como se
encargaba de aclarar el artículo 28.3, estas atribuciones lo eran “sin perjuicio
de lo dispuesto en la disposición adicional de la Ley de Cortes y en la final
primera de este Reglamento.” Es decir, que en todo caso se requería el
acuerdo del Gobierno para la tramitación de las reformas. Y, según disponía
la disposición final tercera, una vez que las proposiciones de reforma fuesen
tomadas en consideración por la Comisión de Reglamento, se tramitarían
en una Comisión legislativa especial.
división tripartita de Hatschek puesto que era un “acuerdo” entre las propias Cortes y el
Gobierno. Lo que, a su juicio, aclaraba el problema de la naturaleza jurídica del Reglamento
de las Cortes Españolas: era una norma auténtica, obligatoria para la Cámara en cuanto
tal y para cada uno de sus miembros, y su rango de ley formal le daba un alcance general
sólo limitado por su esfera de aplicación efectiva. Fraga Iribarne, M.: “Los Privilegios
de los Procuradores y el nuevo Reglamento de las Cortes Españolas”. Revista de Estudios
Políticos, nº 99, 1958, pp.57-83.
Sin embargo, como decía Joan Corominas en polémica con María Rosa Lida de Malkiel sobre la prisión padecida por el Arcipreste de Hita y recoge Juan Luis Alborg, “es en
vano siempre echar mano de la erudición contra la evidencia…” (Alborg, J. L.: Historia de
la literatura española. Vol. I. Ed. Gredos, 2ª ed. Ampliada. Madrid, 1970, P.228) No puede
desconocerse que esta construcción doctrinal era un ingenioso fruto de su época y en ese
contexto debe analizarse. Pretendía encajar en las categorías jurídico-políticas al uso en
los sistemas democráticos una realidad muy difícil o imposible de equiparar: la sumisión
al Poder Ejecutivo (en todos los aspectos de su existencia) de unas Cortes no elegidas
libremente impedía la formación de una voluntad autónoma que pudiese acordar nada u
oponerse a cualquier decisión gubernamental. Y esto siguió siendo así hasta el Reglamento
de 1971, por más que en él se apreciase algún avance o “apertura” admitiendo, al menos, la
iniciativa parlamentaria de reforma.
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La tutela terminará con la Ley para la Reforma Política de 4 de enero
de 1977 que recupera con decisión la autonomía parlamentaria al disponer
en su artículo 2.5 que: “El Congreso y el Senado establecerán sus propios
Reglamentos y elegirán sus respectivos Presidentes.” Así se aprobaron en
las sesiones plenarias del 13 de octubre de 1977 el Reglamento Provisional
del Congreso de los Diputados, y en la del 14 del mismo mes y año el
Reglamento Provisional del Senado que rigieron las Cámaras durante la
transición en las legislaturas Constituyente y Primera, tras la celebración de
las elecciones generales de marzo de 1979.7 En concordancia con su carácter
democrático, la disposición final segunda del Reglamento Provisional del
Congreso eliminaba toda mención al Gobierno, señalando que: “La reforma
de este Reglamento se tramitará conforme a lo establecido para las proposiciones de ley.” Mientras el artículo 155 del Reglamento Provisional del
Senado disponía que: “En la tramitación de las propuestas de reforma del
Reglamento se observará lo dispuesto en éste para el procedimiento legislativo ordinario, con las especialidades que pueden derivarse del carácter
autonómico de esta Norma.”
En fin, con la promulgación de la Constitución de 1978 cobró pleno
vigor el mandato contenido en su artículo 72 que se desarrolló en primer
término con la aprobación del Reglamento del Congreso de los Diputados
el 10 de febrero de 1982 y el del Senado el 26 de mayo del mismo año.
Ambos han sido objeto de numerosas reformas parciales, pero tan sólo el
segundo ha conocido la aprobación de un Texto Refundido, el aprobado
el 3 de mayo de 1994. Dicho texto deroga formalmente el Reglamento de
1982. Sin embargo, no se trataba de una reforma global del mismo ya que
se mantenía prácticamente en su totalidad, incluso respetando la numeración
de sus preceptos. Simplemente se buscaba integrar las reformas aprobadas
hasta entonces, las de 11 de noviembre de 1992, 6 de octubre de 1993 y,
sobre todo, la de 11 de enero de 1994 que creaba la Comisión General de las
Comunidades Autónomas como órgano en el que se esperaba que recayese
Reglamento Provisional del Congreso de los Diputados de 17 de octubre de 1977,
(BOE nº 256, de 26 de octubre), fue modificado el 3 de mayo de 1979, sin embargo esta
modificación sólo fue recogida por el Diario de Sesiones de aquella fecha (Diario nº 5 de
1979) y en la edición del Servicio de Estudios de Cortes Generales (Madrid, 1981) y Reglamento provisional del Senado de 18 de octubre de 1977 (BOE nº 256 de 26 de octubre),
modificado el 27 de diciembre de 1978 y el 20 de noviembre de 1980. (BOE nº 287, de 29
de noviembre de 1980).
7
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56
el peso fundamental del reforzamiento del papel del Senado como Cámara
de representación territorial. Más tarde ha sido objeto también de distintas
reformas parciales, la última de las cuales tuvo lugar en la sesión plenaria
del Senado celebrada el 19 de junio de 2018.
2. Derecho Comparado
Desde la perspectiva del Derecho Comparado, la autonomía reglamentaria de las Cámaras es un principio reconocido de modo casi general, de forma
que cuando no es así, sufre el principio democrático y se refuerza el carácter
autoritario del sistema político. Cosa distinta es que este reconocimiento
tenga lugar de manera expresa en la Constitución o se entienda implícito
en ésta. Oponiéndose así, en la clásica división de Hastchek, el sistema de
reglas codificadas propias del Derecho Parlamentario continental a la “lex
parliamenti” inglesa como suma de precedentes consuetudinarios y al modelo
nórdico típico de la Ley constitucional que aprueba el Reglamento sueco.
Aunque, la clasificación va perdiendo nitidez con el transcurso del tiempo.8
Son muy numerosos los ejemplos de recepción constitucional de
la autonomía reglamentaria. Por limitarnos a unos cuantos entre los más
clásicos dentro de la Unión Europea pueden citarse los casos de: Alemania
(arts. 40.1 y 52.3 para el Bundestag y el Bundesrat, respectivamente);
Austria (arts. 30.2 y 37.2 con la misma advertencia para el Nationalrat y el
Bundesrat); Bélgica (art. 60); Dinamarca (art. 48); Grecia (art. 65); Irlanda
(art. 15.10); Italia (art. 64.1 para la Cámara de diputados y el Senado); Países
Bajos (art. 72 para ambas Cámaras, tanto por separado como reunidas en
sesión conjunta); Polonia (art. 112 para la Cámara de diputados y art. 124
para el Senado); Portugal (art. 175 a).
Pero, incluso en esta pequeña muestra, la casuística de supuestos
particulares es muy variada: En Francia, es sabido, el artículo 61 de la
Constitución de 4 de octubre de 1958 (reformada por última vez el 23 de
julio de 2008) establece un control previo de constitucionalidad al disponer
que los reglamentos de la Asamblea Nacional y del Senado, “antes de
su aplicación deben ser sometidos al Consejo Constitucional, el cual se
8
Hastschek, J.: Das Parlamentsrecht (Das Parlamentsrecht Des deutschen Reiches).
Leipsig, 1915. (Edición inglesa de Walter de Gruyter, 1973).
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pronunciará sobre su conformidad con la Constitución”. En Luxemburgo la
regulación de la organización y funcionamiento de la Cámara de diputados
está compartida entre la Ley (artículo 51.2 de la Constitución de 17 de
octubre de 1868, Texto refundido con la última reforma de 12 de marzo de
2009) y el Reglamento (artículo 70).
Por otro lado, el modelo nórdico de aprobación del Reglamento mediante una ley constitucional va experimentando una cierta aproximación al
sistema continental europeo clásico. Así ocurre en el caso de Suecia, donde
la Ley del Riksdag, aprobada en 1974 (SFS 1974: 153) al amparo de los
artículos 10 del cap. IV y 16 del cap. VIII del Instrumento de Gobierno, no
se considera como éste una de las cuatro leyes fundamentales que integran
la Constitución. Aunque, por su importancia, está a medio camino entre
éstas, junto a las que suele citarse, y las leyes ordinarias, estando previsto
un procedimiento de reforma agravado para alguna de sus partes por lo que
podríamos hablar de ley semi-constitucional. Fue modificada por última vez
mediante ley de 1 de agosto de 2010. De forma más clara en Finlandia se
ha optado, frente al antiguo sistema de la Ley Orgánica del Parlamento de
1928, aprobada al amparo del artículo 17 del Instrumento de Gobierno de
17 de julio de 1919, por integrar en el texto constitucional las principales
disposiciones sobre el Parlamento remitiéndose para una regulación más
detallada al Reglamento que se aprobará conforme al procedimiento establecido para los proyectos de ley (artículo 52 de la Constitución finlandesa
de 11 de junio de 1999, modificada y puesta al día el 12 de octubre de 2010).
Por último, como es bien sabido, el peculiar caso del Reino Unido
también ha experimentado un proceso de racionalización y sistematización
que ha acercado a las Standing Orders de la Cámara de los Comunes y de
los Lores a los Reglamentos parlamentarios continentales. Si bien es cierto
que aquellas no son exhaustivas, ya que muchos de los procedimientos
seguidos en las Cámaras tienen su origen en la costumbre y las prácticas
consuetudinarias. En el caso de los Comunes existen dos compilaciones: una
para Public Business y otra para Private Business cuyas últimas versiones
fueron aprobadas, respectivamente, en mayo y octubre de 2005, aunque
siguen añadiéndose nuevas standing orders desde entonces. En la Cámara
de los Lores existe además el denominado Companion to Standing Orders
aprobado en 2010 por el Procedure Committee. Esta es la vigésimo segunda
edición desde que en 1862 Sir John Shaw-Lefevre, entonces Clerk of the
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Parliaments, hiciese la primera compilación de las reglas de procedimiento.
Y otro tanto sucede en distintos países del entorno del Common Law, así por
ejemplo la última versión consolidada de las standing orders de la Cámara
de los Comunes canadiense fue aprobada el 18 de septiembre de 2017 y
contiene no sólo una detallada descripción de las reglas que rigen el procedimiento legislativo, las funciones del Speaker, el calendario de sesiones
y el funcionamiento de las comisiones o estatuto de los parlamentarios
entre otros contenidos clásicos de los reglamentos continentales, sino que
también incluye como apéndices el Código de Conducta de los miembros
del Parlamento en cuanto a posibles conflictos de interés, acoso sexual, etc.9
En cuanto a los procedimientos, si nos atenemos al concepto estricto
de reforma concebida como una alteración del texto del Reglamento acordada
mediante el procedimiento específicamente establecido para ello y, en principio,
con vocación de generalidad y permanencia, no son pocos los casos en que el
procedimiento de reforma no se distingue del procedimiento legislativo ordinario.
Por ejemplo, no existe ningún procedimiento específico, aunque se
reconozcan ciertas peculiaridades que exigen las reformas reglamentarias
en la Cámara de Representantes de Bélgica, el Folketing de Dinamarca, el
Parlamento japonés, el Consejo Nacional y el Consejo de los Estados de
Suiza. En otros casos se reconoce tan sólo la existencia de determinados
requisitos, por ejemplo, en materia de iniciativa reservada a los parlamentarios como sucede en el Bundestag alemán, la Cámara de los Comunes
canadiense o el Senado de Uruguay.
Sin embargo, lo normal es que las Cámaras incluyan entre sus normas rectoras algunas relativas al procedimiento de reforma del Reglamento,
configurándolo como un procedimiento especial aunque esté basado en sus
líneas generales, como es lógico, en el procedimiento legislativo ordinario (así
ocurre en España y también en Italia). De esta forma es frecuente la reserva de
la iniciativa a instancias parlamentarias; bien a los miembros de la Cámara en
general (Asamblea Nacional y Senado franceses); a un número determinado
de miembros o a los Grupos Parlamentarios (la Asamblea de la República de
Portugal exige una décima parte de los diputados); o a uno o varios órganos
(en el Parlamento Europeo a la Mesa o una Comisión, en el Parlamento de
9
Puede consultarse en: www.ourcommons.ca/About/standingOrders/Index-e.htm.
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Finlandia al Speaker´s Council, en la Cámara de Diputados italiana a la
Giunta per il Regolamento, y en el Sejm polaco al Presidium, al Committee
on Procedure and Members Matters o un grupo de al menos 15 diputados.
De las especialidades propias del procedimiento de reforma la más
común es la de la existencia de una fase de Comisión en la que la Comisión
de Reglamento o un órgano similar que cumpla sus funciones examina las
propuestas y emite un informe que se conocerá por el Pleno. Así ocurre,
por citar tan sólo algunos casos, en las dos Cámaras del Parlamento irlandés
(por el Committee of Procedure and Privileges respectivo), el Knesset israelí
(House Committee) y el Storting noruego (en donde además del informe de
la Comisión se prevé también el del Presidium).
En la práctica totalidad de los casos está previsto que los proyectos
de reforma sean aprobados por mayoría de los miembros de la Cámara en
sesión plenaria, exigiéndose en algún caso una mayoría cualificada como
en el Senado italiano donde se requiere que la reforma sea aprobada por la
mayoría absoluta de senadores. Finalmente, en algún caso están previstas
varias lecturas para la aprobación de las reformas del Reglamento como
sucede en las dos Cámaras de la Asamblea Federal suiza y el Sejm de
Polonia, en que se exigen dos lecturas.10
III. Procedimiento de reforma
Como hemos visto el procedimiento de reforma en el Reglamento
del Congreso de los Diputados se basa en el procedimiento legislativo
ordinario y, en particular, el de las proposiciones de ley de iniciativa de la
Cámara. Haciendo un breve recorrido por sus fases y destacando sólo los
Los datos para esta perspectiva comparada han sido extraídos, en el caso de las
referencias constitucionales de los textos incluidos en: Ripollés Serrano, M. R. [Coord.]:
Constituciones de los 27 Estados miembros de la Unión Europea. Congreso de los Diputados. Madrid, 2010.
En el caso de las previsiones reglamentarias fueron recogidos del cuestionario aprobado en la reunión de la ASGP de abril de 1993 en materia de reforma de los Reglamentos
parlamentarios y remitido a los Parlamentos miembros de la Unión Interparlamentaria ese
mismo año. Sirvieron para presentar un informe al respecto que puede consultarse en la página web: http://www.asgp.info/en/publications/constitutional y están publicados por Alba
Navarro, M.: “Procedimiento de reforma de los Reglamentos parlamentarios”. Revista de
las Cortes Generales, nº. 30, 1993, pp. 7-51.
10
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aspectos más sobresalientes habría que decir en primer lugar, que para la
presentación de las propuestas de reforma son de aplicación los requisitos
del artículo 126; es decir, que se excluye tanto la iniciativa gubernamental
como la del Senado, la de las Asambleas Legislativas de las Comunidades
Autónomas y la iniciativa legislativa popular. Las propuestas de reforma
deben presentarse por un diputado con la firma de otros catorce miembros de
la Cámara o por un Grupo Parlamentario con la sola firma de su portavoz.11
Por otra parte, las propuestas de reforma deben reunir los requisitos
formales del artículo 124 del Reglamento, es decir, serán acompañadas de
una Exposición de motivos y de los antecedentes necesarios para poder
pronunciarse sobre ellas.
Sin embargo, no resulta de aplicación a las propuestas de reforma
reglamentaria el resto del artículo 126 relativo a la remisión de las proposiciones de ley al Gobierno al objeto de que manifieste su criterio respecto a la
toma en consideración así como su conformidad o no con su tramitación. Este
trámite se relaciona con el artículo 134.6 de la Constitución y la competencia
del Gobierno en materia presupuestaria. Por eso limita su aplicación a las
proposiciones de ley de iniciativa parlamentaria y a las enmiendas, pero
no a las propuestas de reforma del Reglamento que, por otra parte, muy
difícilmente podrían suponer un aumento significativo de los créditos o una
disminución apreciable de los ingresos presupuestarios. Por ello, en el acuerdo
de calificación de la Mesa junto a la admisión a trámite viene incluyéndose
desde antiguo el traslado al Gobierno “a los efectos de su conocimiento”.
Presentada la iniciativa tiene lugar el trámite de toma en consideración por el Pleno de la Cámara que, conforme a lo dispuesto en el artículo
En la práctica cuando se trata de pequeñas reformas parciales sobre las que existe
un acuerdo general, se busca el reforzamiento de éste y la agilización de todos los trámites
mediante la presentación de una proposición suscrita por todos los Grupos Parlamentarios.
Así, en la XII Legislatura se han presentado un total de 10 proposiciones de reforma del
Reglamento. De ellas, tan sólo se han aprobado dos firmadas por todos o la mayor parte
de los Grupos parlamentarios y en todos los casos mediante tramitación urgente por el
procedimiento de lectura única, mientras otra, la presentada por el Grupo Parlamentario
Confederal de Unidos Podemos-En Comú Podem-En Marea, para incluir en el artículo 46.1
del Reglamento a la Comisión para las Políticas Integrales de la Discapacidad, fue retirada.
El resto, como se estudia más adelante, se encuentra en una u otra de las fases iniciales del
procedimiento.
11
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126.4, se ajustará a lo establecido para los de totalidad. Concluido el debate
y si la Cámara toma en consideración la propuesta de reforma, la Mesa debe
acordar su envío a la Comisión de Reglamento y la apertura del plazo de
enmiendas previsto en el artículo 110 sin que sean admisibles enmiendas
de totalidad de devolución.
La propuesta de reforma será primero examinada por una Ponencia
designada en el seno de la Comisión de Reglamento conforme a las reglas
del artículo 113. También en este caso y salvo declaración de urgencia o
que se acuerde la tramitación por lectura única, será de aplicación el plazo
de quince días para la emisión de su Informe. Este plazo podrá prorrogarse
en los términos del apartado 2 del mismo precepto.
Concluido el Informe de la Ponencia tiene lugar la fase de Comisión
de acuerdo con lo previsto en el artículo 114 del Reglamento. En cuanto a la
ordenación de los debates en la Comisión, debe tenerse en cuenta que, según
el artículo 47, la Mesa de la Comisión de Reglamento está integrada por
los miembros de la Mesa de la Cámara, siendo presidida por el Presidente
del Congreso de los Diputados. El resto de los miembros de la Comisión se
elige conforme a las normas del artículo 40 de manera que su composición,
salvo en lo que se refiere a su órgano directivo, es idéntica a las restantes
comisiones.12
El debate en Pleno sigue las reglas generales del procedimiento
legislativo ordinario (artículos 117 a 119) con la especialidad de que concluida la votación de los votos particulares y el dictamen debe procederse
a una votación final sobre la totalidad del texto que requiere su aprobación
por mayoría absoluta. En este caso la práctica aconseja que, como ocurre
con las votaciones previstas en el artículo 131 para las leyes orgánicas,
dicha votación sea anunciada con antelación por la Presidencia, aunque tal
12
Debe reconocerse que la forma de trabajar en los distintos intentos de reforma global que se han llevado a cabo no siempre han respetado la ortodoxia de este esquema. Por
ejemplo, en los trabajos de reforma llevados a cabo durante la VIII Legislatura se sucedió
la labor de un Grupo de Trabajo y de la Ponencia formalmente constituida en el seno de
la Comisión de Reglamento sobre un texto completo acompañado de unas llamadas ¨Normas de Funcionamiento¨ que no eran fruto de una proposición presentada por los Grupos
parlamentarios, sino de un borrador encargado a los letrados de la Comisión. Por ello tan
sólo pudo seguirse, aunque inspirado en los preceptos del Reglamento, un procedimiento
informal que, como es sabido, no finalizó con éxito.
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CARLOS GUTIÉRREZ VICÉN
anuncio no es preceptivo pues dicho artículo sólo lo prevé para el caso de
los proyectos y proposiciones de Ley Orgánica.
Finalizada la votación, y si el texto consigue la citada mayoría, se
entiende aprobada la reforma y procede su publicación en el Boletín Oficial de
las Cortes Generales y en el Boletín Oficial del Estado para su entrada en vigor.
En este sentido la fórmula habitualmente empleada en las reformas
aprobadas ha sido la de establecer, como ha hecho la última aprobada el 19
de junio de 2018, que la modificación entre en vigor el día de su publicación
o el día siguiente a la misma en el Boletín Oficial de las Cortes Generales,
aunque “también se publicará en el “Boletín Oficial del Estado”. Si bien
no han faltado casos como el de la reforma por la que se modificaba el
artículo 205, aprobada el 27 de junio de 2001, en la que tan sólo se preveía
la publicación en el Boletín Oficial de las Cortes Generales (disposición
final) aunque, de hecho, también se publicó en el Boletín Oficial del Estado
(BOE, núm. 156, de 30 de junio de 2001). Ni como el de la reforma por la
que se modificaban los artículos 79 y 82, aprobada el 21 de julio de 2011
que, sin mencionar su publicación, ordenaba la entrada en vigor a fecha fija,
el 1 de septiembre de 2011.
Este régimen, de publicación y entrada en vigor es idéntico al
general que recoge el propio Reglamento de 1982 para sí mismo en su
disposición final primera que, amparándose en la autonomía reglamentaria
consagrada en el artículo 72 de la Constitución, se separa, como también
lo hace el Reglamento del Senado, de la regla general fijada “por defecto”
en el artículo 2.1 del Código Civil según el cual las leyes entrarán en vigor
a los veinte días de su completa publicación en el BOE, si en ellas no se
dispone otra cosa.
Ello se debe, como han coincidido en señalar los distintos autores
que se han acercado a esta cuestión tan concreta, a que los Reglamentos
Parlamentarios no necesitan sanción ni promulgación para su entrada en
vigor al amparo de la ya citada autonomía reglamentaria reconocida por la
Constitución.13
13
Entre otros, pueden consultarse los estudios de: Rodríguez-Zapata Pérez, J.: “Los
Reglamentos parlamentarios y su posición en el sistema de fuentes del derecho español”.
En: I Jornadas de Derecho Parlamentario. Congreso de los Diputados, Secretaría General,
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Algo más discutida es la exigencia de publicación, en cuanto requisito esencial para la seguridad jurídica que en nada compromete la potestad
autonormativa de las Cámaras, especialmente si hablamos del Boletín Oficial editado por las Cortes Generales. La publicación en el Boletín Oficial
del Estado, prevista en el Reglamento del Congreso en 1982 y realizada
de hecho en el del Senado, tiene efectos simplemente amplificadores de su
publicidad, aunque también sea una medida de puro sentido común. Y en
el caso de un hipotético conflicto o discrepancia entre el texto aparecido
en uno y otro diario oficial, no cabe duda, porque así se deduce de ambas
disposiciones finales, de que prevalecería el texto del Boletín Oficial de las
Cortes Generales.14
IV. Posición en el ordenamiento, reserva reglamentaria y control
de constitucionalidad
Dada la especial consideración de los Reglamentos Parlamentarios
y su particular procedimiento de aprobación se plantea la cuestión de su
naturaleza. El TC (en la STC 179/1989, de 2 de noviembre) dice que son
normas “cuyo alcance es de mayor relevancia que la de un Reglamento
interno” y “con valor de ley, aunque desprovista de la fuerza propia de la
ley (STC 119/1990, de 21 de junio). No existe entre ellos y las leyes una
relación jerárquica, sino sólo una división por el distinto ámbito de materias
Madrid, 1985; Ripollés Serrano, M. R.: Los reglamentos parlamentarios en el sistema
de fuentes de la Constitución Española de 1978. Dirección General del Servicio Jurídico
del Estado. Instituto de Estudios Fiscales, Madrid, 1987. Vol. III, pp. 2047-2072; y, más
recientemente, el Reglamento Parlamentario en el sistema español de fuentes del derecho.
Cf.: Marco Marco, J.J.: El Reglamento Parlamentario en el Sistema Español de Fuentes
del derecho. Cortes Valencianas, Valencia, 2000.
Por su parte, A. Torres Moral se mostraba partidario de la sanción real en el caso de los
Reglamentos del Congreso de los Diputados y del Senado porque: «la sanción regia es un
acto debido, no acompañado de derecho de veto, y nada impide ni desaconseja que el Rey
sancione los Reglamentos parlamentarios».
Torres Del Moral, A.: “Naturaleza jurídica de los Reglamentos parlamentarios”.
Revista de la Facultad de Derecho de la Universidad Complutense, nº 10, 1986, p.14.
14
Si en cambio nos planteamos la cuestión respecto a los reglamentos de las asambleas legislativas de las Comunidades Autónomas, donde no existe una cobertura constitucional directa como la del artículo 72, la respuesta es diferente. Al respecto pueden verse
las reflexiones que suscita la STC. 179/1989, de 2 de noviembre. Gutiérrez Vicén, C.:
“Disposición Final Primera”. En: Comentarios al Reglamento del Congreso de los Diputados. . Congreso de los Diputados, Madrid, 2012, pp.1373-1382.
Revista de las Cortes Generales
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CARLOS GUTIÉRREZ VICÉN
que pueden regular, de modo similar a cómo se articula la relación entre
leyes orgánicas y ordinarias. Aunque, dado que se trata de las normas que
fijan las reglas procesales para aprobar las leyes, su importancia en el
conjunto de fuentes es capital. El Tribunal Constitucional también los ha
reconocido como parámetro de constitucionalidad formal en cuanto a los
vicios de procedimiento que pueden anular la validez de una ley en la STC
99/1987, de 11 de junio, si bien sólo cuando tales vicios alteren “de modo
sustancial el proceso de formación de voluntad en el seno de las Cámaras”.
Sin embargo, y aunque puedan servir para esta finalidad, no pueden
considerarse automáticamente como una parte integrante del llamado bloque de constitucionalidad relativo al artículo 23 de la Constitución (STC
36/1990, de 1 de marzo).
En inmediata conexión con lo anterior se encuentra la cuestión relativa a la existencia de una reserva reglamentaria de materias que no pueden ser
reguladas por la Ley. También en este caso después de muchas discusiones
teóricas se extiende la opinión de que esta reserva deriva directamente de
la Constitución y marca el límite de los ámbitos materiales objeto de cada
tipo de norma. Lo cual no quiere decir que no existan campos en los que la
frontera de las distintas competencias sea algo borrosa, como sucede, por
ejemplo, con la creación de las Comisiones parlamentarias por una norma
de rango legal; práctica que, pese a las críticas que ha recibido se ha hecho
relativamente frecuente. Del mismo modo que es aceptado que dentro de
los llamados “interna corporis” existan algunas materias reguladas por otras
fuentes del Derecho Parlamentario distintas de los Reglamentos como las
normas complementarias, interpretativas o supletorias de éstos.
Más recientemente el Tribunal Constitucional ha extendido esta
doctrina a los llamados usos parlamentarios en la STC 57/2011, de 3 mayo.
En este pronunciamiento estima el recurso de amparo planteado contra la
Resolución de la Mesa del Congreso que inadmitía una solicitud de información de la Administración Pública formulada por un diputado sin la firma
del portavoz de su Grupo Parlamentario, requisito que no está previsto en
el Reglamento de la Cámara para este tipo de iniciativas, ya que su artículo
7 tan sólo exige “el previo conocimiento” del Grupo al que pertenezcan
los diputados. Siendo así que los usos parlamentarios, al igual que el resto
de las normas complementarias o resoluciones interpretativas dictadas por
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los órganos de dirección de las Cámaras “tienen su límite inmediato en
el Reglamento mismo; de manera que la práctica parlamentaria efectivamente instaurada no puede resultar tan restrictiva que impida u obstaculice
desproporcionadamente las facultades reconocidas a los parlamentarios
en el ejercicio de sus funciones constitucionalmente garantizadas (SSTC
177/2002, de 14 de octubre y 190/2009, de 28 de septiembre). En otras
palabras: los usos parlamentarios son eficaces para la regulación del modo
de ejercicio de las prerrogativas parlamentarias, pero no pueden restringir
su contenido reconocido en la norma reglamentaria”.
Y en este mismo sentido se manifiesta la reciente STC 34/2018, de
12 de abril de 2018 que resuelve el conflicto entre órganos constitucionales
promovido por el Gobierno frente a los acuerdos de la Mesa del Congreso
que rechazaba la disconformidad expresada por el Gobierno a la tramitación
de la Proposición de ley orgánica presentada por el Grupo Parlamentario
Socialista sobre la suspensión del calendario de implantación de la Ley
Orgánica 8/2013, de 9 de diciembre, para la mejora de la calidad educativa
(LOMCE). En esta Sentencia se afirma que: “hemos reiterado que la autonomía parlamentaria garantizada constitucionalmente (art. 72 CE) implica
otorgar a los Parlamentos y, significativamente, a sus órganos rectores, un
margen de aplicación en la interpretación de la legalidad parlamentaria que
este Tribunal no puede desconocer [STC 215/2016, de 15 de diciembre,
FJ 5b)]. Por ello mismo, es en todo caso limitado el valor que puede otorgarse a los usos parlamentarios, pues «[(n) o existe tampoco prescripción
normativa alguna que imponga al Congreso de los Diputados la sujeción a
sus precedentes en relación con las decisiones sobre los procedimientos de
tramitación de las iniciativas legislativas, de modo que cualquier iniciativa
de reforma de un mismo texto legal haya de ser tramitada a través de
idéntico procedimiento parlamentario, como parece pretender el recurrente.
De nuevo aquí entra en juego la libertad de opción de la Cámara sobre el
procedimiento a seguir dentro del abanico de posibilidades que le brinda su
Reglamento» (STC 215/2016, de 18 de diciembre, FJ 5 c)). En este caso,
como afirma el escrito de la Letrada del Congreso, cada proposición es única
y debe examinarse en conexión con el plan presupuestario del Gobierno, sin
que quepa por ello calificar dicha actuación de uso parlamentario.”
Quizá no quede más remedio que aceptar cierta indefinición en el
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CARLOS GUTIÉRREZ VICÉN
nal en la STC 136/2011, de 13 de septiembre que, con abundante cita de su
propia jurisprudencia, dice que en el ejercicio de la autonomía reglamentaria
corresponde “una función ordenadora de la vida interna de las Asambleas”
(…) “para regular su propia organización y funcionamiento” (…) “para
ordenar los derechos y atribuciones que los parlamentarios ostentan” (…)
“así como para articular las fases o procedimientos que se desarrollan en
su seno”.
Sin duda habrá oportunidad de que esta jurisprudencia se amplíe y
complete cuando el Tribunal Constitucional tenga ocasión de pronunciarse
sobre los recursos presentados contra el Real Decreto-Ley 4/2018, de 22
de junio, por el que se concreta, con carácter urgente, el régimen jurídico
aplicable a la designación del Consejo de Administración de la Corporación
RTVE y de su Presidente, así como contra los actos de ejecución del mismo.
Una de las cuestiones nucleares en la fundamentación de estos recursos,
aparte del empleo del instrumento del Decreto-Ley es, precisamente, la
invasión de la autonomía parlamentaria y de los procedimientos previstos
reglamentariamente para la elección de los consejeros y el Presidente de
RTVE. No en vano en la Exposición de Motivos del Real Decreto-Ley se
reconoce que el mismo “tiene como objetivo resolver una situación provocada por la falta de cumplimiento por parte de las Cámaras del mandato
contenido en la disposición transitoria segunda de la Ley 5/2017, de 29
de septiembre, por la que se modifica la Ley 17/2006, de 5 de junio, de la
radio y la televisión de titularidad estatal, para recuperar la independencia
de la Corporación RTVE y el pluralismo en la elección parlamentaria de
sus órganos. Los contenidos del artículo único resuelven con urgencia la
situación permitiendo, de manera provisional, a la Corporación ejercer
eficazmente su función de servicio público hasta la elección del nuevo
Consejo de Administración a través del procedimiento que las propias
Cámaras aprobaron en 2017”.
Finalmente, la cuestión del control de constitucionalidad hace
tiempo que tampoco ofrece dudas, aunque para la doctrina italiana fuese
una cuestión muy debatida mezclada con la discusión sobre la verdadera
naturaleza de los Reglamentos Parlamentarios como normas jurídicas y para
la francesa suscitase algunas dudas la solución ofrecida por la Constitución
de 1958 que, como vimos, supone el examen sistemático de los Reglamentos
por el Consejo Constitucional antes de su entrada en vigor.
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En nuestro caso la posible sumisión de los Reglamentos al control
del Tribunal Constitucional mediante la interposición del correspondiente
recurso de inconstitucionalidad se establece en el art. 27.2 de la LO 2/1979,
de 3 octubre del Tribunal Constitucional, que en su letra d) incluye entre
las normas susceptibles de declaración de inconstitucionalidad a los Reglamentos de las Cámaras y de las Cortes Generales, mientras la letra f)
hace lo propio con los Reglamentos de las Asambleas Legislativas de las
Comunidades Autónomas.
En fin, el TC con una jurisprudencia oscilante, ha ido sentando
una doctrina primero extensiva del control de constitucionalidad mediante
el recurso de inconstitucionalidad a las Resoluciones interpretativas de la
Presidencia, dado su carácter normativo, para matizar después que ello no
debía implicar la exclusión de la vía del recurso de amparo cuando se tratase
de actos de aplicación de la norma que implicasen la violación de alguno
de los derechos fundamentales susceptibles de dicho amparo, así como en
los casos en que dichas resoluciones no se utilicen propiamente para suplir
omisiones del Reglamento o para interpretarlo, sino para desarrollarlo o
especificar sus prescripciones. Y ello porque la equiparación entre normas
reglamentarias y Resoluciones presidenciales en cuanto a su posible impugnación no puede implicar una equiparación entre ambas a todos los efectos
(SSTC 118/1988, de 20 de junio; 119/1990, de 21 de junio; 44/1995, de
13 de febrero y 12/1997, de 1 de julio, así como otros pronunciamientos
citados en éstas).
V. Reformas parciales e intentos de reforma global
1. Reformas parciales
Como ya se ha señalado, en la práctica se busca un reforzamiento
del acuerdo existente sobre las reformas, de manera que se constate el apoyo
de los principales grupos parlamentarios. Esto provoca, de hecho, que se dé
una mayor dificultad a la hora de conseguir el consenso para una reforma
completa del Reglamento cuya necesidad, sin embargo, se viene invocando
por dichos grupos desde hace décadas. Por ello todas las reformas que se
han conseguido aprobar han sido reformas parciales dirigidas a adaptar
algunos preceptos concretos a las nuevas normas o circunstancias políticas
(por ejemplo el artículo 46 que enumera las Comisiones Permanentes
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68
Legislativas para adaptarlo a las distintas modificaciones de la planta ministerial) o el artículo 82.2 para permitir la emisión del voto por procedimiento
telemático en los casos de embarazo, maternidad, paternidad o enfermedad
grave que impida el desempeño de la función parlamentaria, como ocurrió
con la reforma de 21 de julio de 2011.
De esta forma, el Reglamento del Congreso de 1982 ha sido objeto
de trece reformas parciales entre los años 1993 y 2018. En cambio, los
intentos de aprobación de un nuevo texto completo del Reglamento no
han concluido con éxito a pesar de que se vienen repitiendo desde la III
Legislatura. Quizá la razón se encuentra, como opina Ignacio Astarloa, en
que “los partidos políticos españoles, todos ellos sin distinción, no piensan
lo mismo sobre el Parlamento cuando están en el Gobierno que cuando están
en la oposición. Cuando tienen mayoría en las Cámaras rechazan lo mismo
que propusieron cuando eran minoría y perseguían apretar al Gobierno
mayoritario con todas las armas a su alcance.”15
La primera de las reformas parciales fue la aprobada el 23 de septiembre de 1993, por la que se modificaron los artículos 18, 20.1 y 46.1 y
se deroga el apartado 3 del artículo 88 que estaba referido principalmente
a la declaración de bienes y actividades, obligación para la que se remite
a la Ley Orgánica 5/1985, de 19 de junio, del Régimen Electoral General
y especialmente a su artículo 160, para cuya ejecución en su redacción
actual existe un Acuerdo de las Mesas del Congreso y del Senado de 21 de
diciembre de 2009, modificado en algunos aspectos por Acuerdo de 19 de
julio de 2011 en materia de Registro de Intereses.
Asimismo, se derogaba algún precepto relativo a las votaciones y
se modificaba por primera vez el artículo 46.1 del Reglamento que es el
que recoge la enumeración de las Comisiones Permanentes Legislativas.
Para este autor “ha faltado durante todo este tiempo generosidad para perseguir
el interés general y mayor responsabilidad institucional. Peor aún, se ha hecho política
partidista con los Reglamentos parlamentarios, proponiéndose en ocasiones reformas que
no tenían recorrido, con la única finalidad de poner en aprietos al adversario, sin preocuparse por el mejor funcionamiento de la institución”. Astarloa Huarte-Mendicoa, I.: El
Parlamento moderno. Importancia, descrédito y cambio. Ediciones de El Cronista. Iustel.
Madrid, 2017, p. 300.
15
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Este es el precepto del Reglamento que más veces ha sido modificado (ocho en total) con el objeto de adaptar el listado de Comisiones
Legislativas a la estructura departamental y a su denominación. Lo cual,
aunque puede tener una sencilla explicación práctica en la medida en que
en cada Comisión sectorial se desarrolla la actividad legislativa y de control
de cada Departamento ministerial y sus entes, no deja de reflejar un exceso
de dependencia del Ejecutivo.
Así el artículo 46.1 ha sido modificado en las siguientes reformas:
26 de septiembre de 1996, 11 de mayo de 2000, 28 de abril de 2004,
29 de abril de 2008, 15 de octubre de 2009, 11 de enero de 2012, 15 de
diciembre de 2016 y el 19 de junio de 2018. Es decir, hasta por dos veces
en una misma Legislatura, respondiendo de modo reflejo incluso a las crisis
gubernamentales que se resolvieron con reordenaciones ministeriales o al
cambio de Gobierno debido a la aprobación de una moción de censura en
el último caso.
Además de estas reformas, el 16 de junio de 1994 se aprobó una
reforma sobre la publicidad de las Comisiones de Investigación estableciendo el carácter secreto de las reuniones preparatorias de su plan de trabajo
o de deliberación interna y las de las Ponencias, pero no las restantes que
se ajustarán a lo dispuesto en el apartado 1 del artículo 64; es decir el
paradójico sistema que afirma que “las sesiones de las Comisiones no serán
públicas”, aunque permite la asistencia de “los representantes debidamente
acreditados de los medios de comunicación social, excepto cuando aquellas
tengan carácter secreto.” Todo ello salvo que la comparecencia verse sobre
materias que hayan sido declaradas reservadas o secretas conforme a la
legislación vigente o cuando a juicio de la Comisión los asuntos a tratar
coincidan con actuaciones judiciales que hayan sido declaradas secretas.
Asimismo se modificaba el art. 85.1 descartando la votación secreta
en los procedimientos legislativos y cuando los acuerdos se adopten en
función del criterio del voto ponderado y el artículo 99.1.2º sobre la posibilidad de privar a un diputado de los derechos de los artículos 6 a 9 cuando
quebrantaren el deber de secreto del artículo 16.
La reforma aprobada el 27 de junio de 2001 modificaba el artículo 205 del Reglamento para incluir un nuevo apartado 2 regulando la
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tramitación de la propuesta para el nombramiento de los seis Vocales del
Consejo General del Poder Judicial que la Cámara debe realizar entre Jueces
y Magistrados de todas las categorías judiciales. De conformidad con el
sistema establecido por la Ley Orgánica 2/2001, por la que se modifica la
Ley Orgánica 6/1985, de 1 de julio, del Poder Judicial, corresponde a los
jueces y magistrados presentar hasta un máximo de 36 candidatos. Estos son
sometidos directamente a la votación del Pleno, una vez comprobado por la
Mesa de la Cámara que cumplen los requisitos constitucional y legalmente
establecidos sin que proceda la comparecencia previa de los mismos.
Los grupos explicarán su posición por tiempo máximo de 5 minutos
y cada diputado podrá escribir en la papeleta hasta seis nombres.
La reforma por la que se modifica el artículo 63.2 en materia de
publicidad de los dictámenes de la Comisión del Estatuto de los Diputados
sobre incompatibilidades aprobada el 29 de octubre de 2009. Para el resto de
los debates plenarios sobre propuestas, dictámenes, informes o conclusiones
elaboradas en la Comisión del Estatuto (distintas de incompatibilidades) se
mantiene el carácter no público o secreto. Y en la disposición final de la
reforma se establecía que la Mesa de la Cámara adoptaría las disposiciones
necesarias para garantizar la publicidad de los dictámenes de esta Comisión
en materia de incompatibilidades de los diputados, mientras en la Exposición
de Motivos se entendía que el procedimiento de mayor accesibilidad y
menos coste es que estos dictámenes se publiquen en la página web de
la Cámara. Así se hace en la actualidad en base al Acuerdo de las Mesas
del Congreso de los Diputados y del Senado en reunión conjunta de 21
de diciembre de 2009 por el que se aprobaron las Normas en materia de
Registro de Intereses.
Finalmente, la Reforma por la que se modifican los artículos 79 y
82 del Reglamento para permitir el voto por el procedimiento telemático
en los casos de embarazo, maternidad, paternidad o enfermedad grave fue
aprobada el 21 de julio de 2011, al final de IX Legislatura.
Esta reforma trae causa de la naturaleza personal e indelegable del
voto de los parlamentarios que dispone el artículo 79.3 de la Constitución
y que reitera para los diputados el artículo 79.2 del Reglamento. Supuso la
introducción en este último precepto de un nuevo apartado 3 según el cual:
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“Se computarán como presentes en la votación los miembros de la Cámara
que, pese a estar ausentes, hayan sido expresamente autorizados por la Mesa
para participar en la misma.” Y un apartado 2 en el artículo 82 según el cual:
“En los casos de embarazo, maternidad, paternidad o enfermedad grave en
que, por impedir el desempeño de la función parlamentaria y atendidas las
especiales circunstancias se considere suficientemente justificado, la Mesa
de la Cámara podrá autorizar en escrito motivado que los diputados emitan
su voto por procedimiento telemático con comprobación personal en las
sesiones plenarias en aquellas votaciones que, por no ser susceptibles de
fragmentación o modificación, sea previsible el modo y el momento en que
se llevarán a cabo.
A tal efecto, el diputado cursará la oportuna solicitud mediante
escrito dirigido a la Mesa de la Cámara, quien le comunicará su decisión,
precisando, en su caso, las votaciones y el período de tiempo en el que
podrá emitir el voto mediante dicho procedimiento. El voto emitido por
este procedimiento deberá ser verificado personalmente mediante el sistema
que, a tal efecto, establezca la Mesa y obrará en poder de la Presidencia de
la Cámara con carácter previo al inicio de la votación correspondiente”.
En aplicación de esta reforma se aprobó la Resolución de la Mesa
del Congreso de los Diputados, de 21 de mayo de 2012, para el desarrollo
del procedimiento de votación telemática en la que se exige un acuerdo
motivado de la Mesa caso por caso y en el que se establece el período por
el que se concede este derecho al ejercicio del voto por procedimiento
telemático (una sesión o por un mes como mucho, aunque en ocasiones se
concede hasta el fin del período de sesiones correspondiente en función de
la causa que lo justifica) y los puntos del orden del día sobre el que se puede
ejercer: debates de totalidad, de proyectos de ley, toma en consideración
de proposiciones de ley, convalidación de Reales Decretos-Ley, etc., pero
no cuestiones como proposiciones no de ley, mociones, o dictámenes de
Comisión sobre los que, hasta el último momento cabe aceptar enmiendas.
Y el procedimiento comenzó a llevarse a cabo con el desplazamiento de un
miembro del personal informático al domicilio del parlamentario, pero una
vez desarrollada la correspondiente aplicación con un certificado electrónico
se permite el voto desde la propia tableta o un dispositivo similar.
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La reforma alcanzó un alto grado de consenso porque venía a permitir superar una situación derivada de la imposibilidad de sustituir a los
diputados, dado, además, que su relación no se considera una relación
laboral y que, por tanto, no contempla las bajas temporales por estos motivos. En el pasado, cuando se producían estas situaciones, se corregían
normalmente mediante un pacto entre caballeros que vinculaba a los dos
grandes partidos del arco parlamentario, de forma que en el contrario se
producían las ausencias voluntarias necesarias que equilibraran las forzosas.
De todas maneras es visible el carácter muy restrictivo con que se configura
esta posibilidad lo cual también debe analizarse reflexionando sobre las
posibilidades de la ciberdemocracia: si es posible que todos los diputados
voten desde su casa… ¿cuál sería el siguiente paso? Y todo ello sin contar
con otros problemas adicionales como los que han surgido con ocasión de la
aplicación del artículo 155 de la Constitución en Cataluña y el planteamiento
del posible voto electrónico de los diputados que se encuentran fuera de
España o están sometidos a prisión provisional.
En fin, todas estas cuestiones nos hacen pensar en las posibles
consecuencias de la extensión creciente de este sistema de votación. Sin
embargo, no parece ser un motivo de preocupación para los grupos parlamentarios que el 19 de septiembre de 2017 presentaron una Proposición de
reforma suscrita conjuntamente por todos ellos para modificar el artículo
82 del Reglamento en materia de voto telemático por la que se extiende la
posibilidad de la emisión del voto por este sistema “a los miembros de las
Delegaciones Permanentes de las Cortes Generales en Asambleas Parlamentarias Internacionales cuando la participación en sus actividades oficiales les
impide la asistencia a la votación en una sesión plenaria, siempre que dicha
participación haya sido autorizada por la Mesa”. (BOCG. Congreso de los
Diputados. Núm. 161-1, de 29 de septiembre de 2017). Sin embargo, en
todo este tiempo tal Proposición de reforma no ha sido sometida al trámite
de toma en consideración por el Pleno.
2. Reforma global
En la III Legislatura la Propuesta de un texto articulado completo
llegó a ser informada por la Ponencia de la Comisión de Reglamento y en
la IV Legislatura se presentó otra propuesta similar que fue dictaminada
por dicha Comisión en marzo de 1993.
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Tras una interrupción durante la V Legislatura, en la VI se reanudaron los trabajos y se constituyó una Ponencia encargada de elaborar un
proyecto de Reforma del Reglamento del Congreso sobre la base de los
anteriores trabajos, especialmente de los concluidos en 1993 como consecuencia de la disolución anticipada de la Cámara. Dicha Ponencia llegó a
elaborar dos textos provisionales, aunque no pudo culminar su Informe. No
obstante, sus deliberaciones y acuerdos sirvieron de punto de partida para
el Grupo de Trabajo constituido en el seno de la Comisión de Reglamento
al comienzo de la VII Legislatura.
Este Grupo tuvo numerosas reuniones a puerta cerrada durante
los años 2000 y 2001 y culminó su tarea con la aprobación de un texto
provisional. Sin embargo, los avances se interrumpieron sin que hubiese
lugar al nombramiento de una Ponencia encargada de emitir Informe sobre
la propuesta de los Grupos. Esto no obstante, la existencia de algunos
acuerdos sobre determinados aspectos puntuales llevó a la incorporación
de los mismos a la práctica vigente como sucedió con:
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Las interpelaciones urgentes y su debate en Pleno, del que se excluye
desde entonces y por acuerdo de la Junta de Portavoces ya asentado
como criterio general, el turno de fijación de posiciones del resto de
grupos parlamentarios distintos a aquel del que proceda la interpelación
que establece el artículo 183.2 lo cual agiliza el debate y lo sitúa entre
el Gobierno y el interpelante.
Asimismo la agilización de la tramitación de las mociones consecuencia
de interpelación y de las proposiciones de ley en Pleno para las que se
fijan turnos más breves (7 minutos el autor y 5 los enmendantes y los
grupos que fijan posición).
Las comparecencias durante la tramitación del Proyecto de Ley de
Presupuestos Generales del Estado que originalmente se desarrollaban
todas ante la Comisión de Presupuestos (como se sigue haciendo en el
Senado) y ahora se distribuyen entre todas las Comisiones sectoriales
por Departamentos y entidades públicas, Asuntos Exteriores, Justicia,
Defensa, etc.
En ciertos casos, además, dieron lugar a la aprobación de Resoluciones de la Presidencia, como la de 18 de junio de 1996, sobre desarrollo
del artículo 188 del Reglamento, relativo a preguntas para respuesta oral
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CARLOS GUTIÉRREZ VICÉN
en Pleno, que incorpora la posibilidad de formular preguntas sobre asuntos
de especial actualidad y fija el cupo de preguntas que corresponden a cada
grupo.
Y la de 26 de junio del mismo año, sobre el procedimiento de
creación y reglas de funcionamiento de las Subcomisiones en el seno de
las Comisiones de la Cámara que pone algo de orden en esta materia
habida cuenta de su proliferación y atribuye la misma composición que las
Ponencias en defecto de fijación de otra composición distinta, así como la
necesidad de que se aprueben por el Pleno y por la Mesa, en su caso, el
debate en Pleno de sus informes.
En otras ocasiones el acuerdo se tradujo en la aprobación de reformas parciales concretas que plasmaban el consenso existente. Es el caso
de la reforma del artículo 205 del Reglamento aprobada el 27 de junio de
2001 antes mencionado, y de la Resolución de la Presidencia del Congreso
de los Diputados, de 25 de mayo de 2000, relativa a la intervención de la
Cámara en el nombramiento de autoridades del Estado. Ambas reflejan
el acuerdo básico existente entre los Grupos Parlamentarios en la materia
regulada por su Título XII, relativo a las propuestas de nombramiento y
designación de personas. Así se creó un órgano parlamentario de naturaleza
consultiva, la Comisión Consultiva de Nombramientos que, integrada por
representantes de los distintos Grupos parlamentarios, está encargada de
informar al Pleno acerca de la idoneidad de las personas propuestas para
acceder a los diferentes cargos previa comparecencia ante la Comisión, si
se estima conveniente, de los candidatos.
Algo parecido sucedió en la VIII Legislatura en la que, sobre la base
del trabajo efectuado en pasadas legislaturas y, en particular, el texto provisional aprobado en 2001, el Grupo de Trabajo designado en la Comisión de
Reglamento celebró doce reuniones entre el 2 de junio y el 14 de octubre de
2004, estableciendo los principios y líneas generales del texto que serviría
para iniciar de nuevo las discusiones (por ejemplo, sobre el procedimiento
legislativo, la reducción de tiempos en las intervenciones, etc.)
Tras la conclusión de esta fase se convocó a la Comisión de Reglamento el 15 de noviembre de 2004 para proceder a la distribución y
conocimiento por los Grupos Parlamentarios del Borrador de Propuesta
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de Reforma del Reglamento del Congreso de los Diputados, elaborado por
los Letrados de la Comisión a partir de los criterios adoptados en el Grupo
de Trabajo.
El texto estaba acompañado de una Propuesta de Normas de Funcionamiento cuyo objetivo era incorporar soluciones concretas a algunos
problemas planteados por la práctica parlamentaria y que no encuentran
acomodo en una norma de carácter general y mayor grado de abstracción
como es el Reglamento de la Cámara. De esta forma en las Normas de
Funcionamiento se incorporaban numerosos usos, precedentes y acuerdos
de la Mesa y de la Junta de Portavoces que han servido para regular distintos aspectos de funcionamiento del Congreso en materias prácticas tan
importantes como:
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La elaboración del orden del día del Pleno (incluyendo el régimen de
cupo, las reglas para su modificación, etc.).
La ordenación de los debates de cada tipo de iniciativas de que conoce
el Pleno.
La convocatoria de las sesiones, o la tramitación de las preguntas orales
en la Comisión de Control de RTVE, hoy en día Comisión Mixta de
Control Parlamentario de la Corporación RTVE y sus Sociedades.
Dada su naturaleza y la mayor facilidad de aprobación y modificación, estas Normas podrían servir para regular con mayor flexibilidad
cualesquiera otras cuestiones no resueltas en el Reglamento.
La Comisión acordó designar una Ponencia y abrir un plazo para la
presentación de enmiendas por los Grupos Parlamentarios. Tras la presentación de las enmiendas y propuestas por parte de los Grupos Parlamentarios,
la Ponencia celebró un total de 13 reuniones entre los días 24 de febrero y 10
de noviembre de 2004. Durante las mismas se fue avanzando en la adopción
de acuerdos sobre la incorporación de las modificaciones, sin perjuicio del
derecho a mantener vivas aquéllas enmiendas o propuestas que no fuesen
incorporadas por parte de los Grupos autores de las mismas y sosteniendo,
asimismo, el principio de que tan sólo podría hablarse de un acuerdo final,
cuando se adoptase un acuerdo global sobre el conjunto del texto.
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CARLOS GUTIÉRREZ VICÉN
De las reuniones celebradas en el Parador Nacional de Sigüenza
(Guadalajara) surgió una propuesta en la que se incorporaban las enmiendas
que habían recibido el apoyo mayoritario de los miembros de la Ponencia,
dejando de lado algunas otras cuestiones concretas sobre las que no había
sido posible llegar a acuerdos como, señaladamente, la cuestión del uso de
las lenguas cooficiales distintas del castellano en el Congreso de los Diputados. Dicha propuesta abarcaba tanto al Reglamento del Congreso como
al texto completo de las Normas de Funcionamiento que lo completaban.
Posteriormente, la Ponencia se reunió en cuatro ocasiones más
entre los días 21 de noviembre de 2006 y el 12 de septiembre de 2007 para
debatir sobre la posibilidad de seguir avanzando en la reforma global del
Reglamento del Congreso de los Diputados o, por el contrario, trabajar en
orden a la aprobación de un conjunto de reformas parciales para abordar una
serie amplia de cuestiones que se plantearon con la aprobación de nuevas
leyes y que no habían sido tenidas en cuenta en la reforma de conjunto. Sin
embargo, la Ponencia hubo de concluir sus trabajos constatando que, por
el momento, no se daba el grado de acuerdo suficiente para emprender un
proceso de reformas de esta naturaleza. No obstante, también en este caso
se produjeron algunas modificaciones puntuales como consecuencia del
estudio de estos aspectos susceptibles de reforma parcial en los que había,
más o menos, coincidencia entre todos los Grupos parlamentarios. En esta
línea habría que considerar la Resolución de la Presidencia del Congreso
de los Diputados sobre Secretos Oficiales de 11 de mayo de 2004 que
permitía ampliar el acceso a las materias clasificadas a todos los Grupos
Parlamentarios.
De otra parte, algunas de las innovaciones que se pretendían introducir en el Reglamento se incorporaron, de hecho, a la práctica parlamentaria
por la vía de acuerdos de la Junta de Portavoces, como sucedió según vimos
con las interpelaciones urgentes y su debate en Pleno; con la tramitación de
las mociones consecuencia de interpelación (en relación con el debate de
ambas iniciativas, la Junta de Portavoces, en su reunión del día 9 de mayo de
2001, acordó reducir el número y la duración de las intervenciones previstas
en ambos debates, conforme a lo acordado en el Grupo de trabajo para la
reforma del Reglamento). De manera similar, la Junta de Portavoces, por
acuerdo de 21 de junio de 2005 acordó reducir el tiempo de las intervenciones en la tramitación de las Proposiciones no de Ley, tomando como
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ejemplo los anteriores y a propuesta, asimismo, del Grupo de trabajo para
el estudio de la Reforma del Reglamento.
El texto mencionado de 2005 se ha tomado como punto de partida
en posteriores intentos de reforma global por considerar que suponía un alto
grado de acuerdo entre los grupos en cuestiones básicas como simplificación
del procedimiento legislativo. Ha sido conocido después como “Propuesta
Marín” por el empeño que puso este Presidente en sacarla adelante. Sin
embargo, y sin perjuicio de que la excusa formal de su fracaso fuese la
insistencia de las fuerzas nacionalistas en la admisión del uso de las lenguas
distintas del castellano que tuvieran el carácter de cooficiales en alguna
Comunidad Autónoma, lo cierto es que los dos grandes partidos nunca
parecieron confiar en serio en que la reforma llegase a buen puerto y la mejor
prueba de ello es que no hubo iniciativas de grupos parlamentarios como
tales (proposiciones de reforma del Reglamento registradas) ni Informe de
Ponencia que se pudiese elevar a la Comisión, sino que todos los esfuerzos
se hicieron en grupos de trabajos de naturaleza informal.
A la vista de lo anterior, en la IX Legislatura pareció haberse renunciado temporalmente al objetivo de la aprobación de una reforma global, sin
que dejaran de aprobarse también modificaciones parciales del Reglamento
sobre aspectos en los que había unanimidad como las citadas reformas del
artículo 63.2 en materia de publicidad de los dictámenes de la Comisión
del Estatuto de los Diputados sobre incompatibilidades en 2009, y de los
artículos 79 y 82 sobre voto mediante procedimiento telemático en los casos
de embarazo, maternidad, paternidad o enfermedad grave, del año 2011.
Y en esta línea también se aprobaron algunas normas supletorias como
la Resolución de la Presidencia del Congreso de los Diputados, de 10 de
junio de 2008, sobre desarrollo del artículo 188 del Reglamento, relativo
a preguntas para respuesta oral en Pleno que derogaba la anteriormente
mencionada y que ha sido modificada por última vez el 15 de noviembre
de 2016, fijando el número máximo de preguntas en 24: 9 del Grupo
Parlamentario Popular, 6 del Grupo Parlamentario Socialista, 4 del Grupo
Parlamentario Confederal Unidos Podemos-En Comú Podem-En Marea, 2
del Grupo Parlamentario Ciudadanos y 1 de cada uno del resto de grupos
parlamentarios; la Resolución de las Mesas del Congreso de los Diputados
y del Senado, reunidas en sesión conjunta de 26 de mayo de 2008, sobre
composición de las Comisiones Mixtas Congreso-Senado; o el Acuerdo de
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CARLOS GUTIÉRREZ VICÉN
las “Mesas del Congreso de los Diputados y del Senado en reunión conjunta”
de 21 de diciembre de 2009, por el que se aprobaban nuevas normas en
materia de Registro de intereses. Asimismo debe mencionarse la creación
de la Oficina Presupuestaria de las Cortes Generales por la Ley 37/2010,
de 15 de noviembre, cuya composición y funcionamiento se regula por
la Resolución de las Mesas del Congreso de los Diputados y del Senado,
reunidas conjuntamente, de 19 de julio de 2011.
Durante la X Legislatura el Pleno del Congreso de los Diputados, en
su sesión de 29 de noviembre de 2012, con motivo del debate de la Moción
consecuencia de interpelación urgente del Grupo Parlamentarios de IU,
ICV-EUiA, CHA: La Izquierda Plural, acordó lo siguiente:
El Congreso de los Diputados:
1. Manifiesta su voluntad de encomendar a la Comisión de Reglamento,
de conformidad con los cauces reglamentarios oportunos, la puesta en
marcha de los trabajos para impulsar, desde el mayor consenso posible,
los cambios reglamentarios que contribuyan a mejorar el funcionamiento de la Cámara y a lograr una mayor identificación en su capacidad de
representación de los ciudadanos.
2. Adopta el compromiso, desde los principios de transparencia, responsabilidad y fortalecimiento institucional, de impulsar y debatir,
en su seno, medidas que incidan en la profundización y regeneración
democrática tomando como base de discusión el informe que, a estos
efectos, ha encargado el Gobierno al Centro de Estudios Políticos y
Constitucionales.
Asimismo, en el debate de política general sobre el estado de la
Nación celebrado en 2013, se aprobaron (el 26 de febrero de 2013) distintas
resoluciones presentadas por los Grupos Parlamentarios. Entre ellas, la
Resolución Número 1, referente a Regeneración democrática y transparencia
que incluía la previsión de estudiar en las correspondientes Comisiones
parlamentarias los siguientes aspectos:
I.
Medidas oportunas a adoptar para regular las organizaciones de intereses o “lobbies”, con medidas que clarifiquen cuáles pueden ser sus
actividades y cuáles deben ser sus límites.
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II. Forma de aplicación a Diputados y Senadores de las normas de transparencia incluidas en la futura Ley Reguladora del Ejercicio de las Funciones Políticas, estableciendo un procedimiento concreto de publicidad
de las declaraciones tributarias, de actividades y bienes.
III. Reformas necesarias para modernizar las campañas electorales (sondeos, tratamiento por los medios, debates e incluso duración).
IV. Nuevas medidas a adoptar contra el transfuguismo político.
V. Posibles reformas de la Ley Orgánica reguladora de la Iniciativa Legislativa Popular para facilitar su impulso y tramitación.
VI. Posibles reformas de la Ley Orgánica del Régimen Electoral General
para mejorar el procedimiento de votación de los ciudadanos españoles
residentes en el exterior.
VII. La puesta en marcha inmediata de la Oficina Presupuestaria de las
Cortes Generales.
La Ponencia encargada de la reforma en la X Legislatura se constituyó el 24 de abril de 2013 y celebró un total de nueve reuniones que
finalizaron con la del 17 de diciembre de 2014 con la constatación de que
no parecía posible avanzar en las negociaciones en busca de consenso.
En las distintas reuniones se acordó trabajar sobre la base del texto
de 2005 agrupando los temas tratados e introduciendo algunos nuevos. Así
por ejemplo:
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En cuanto al Estatuto del Diputado además de las cuestiones relativas al
protocolo y la situación al cese y la suspensión y pérdida de la condición
del diputado, el suplicatorio, el juramento y sus efectos, se presentaron
nuevas propuestas respecto a la relación del diputado individual con el
grupo, su derecho a la información, los derechos económicos, los deberes de asistencia, incompatibilidades y ética del cargo, declaraciones
y Registro de intereses o incompatibilidades.
Por lo que se refiere a los grupos parlamentarios, se mantuvieron los
temas del número de portavoces, el Reglamento interno, el funcionamiento del Grupo Mixto, y el acceso a la información de Registros
Públicos. Y además se incluyeron cuestiones como los requisitos de
constitución y los diputados no adscritos.
Respecto a la Mesa, se incorporaron temas como los relativos a la
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CARLOS GUTIÉRREZ VICÉN
mentaria que corresponde a este órgano y la cobertura y posibles ceses
en la Mesa de la Cámara.
En relación con las Comisiones, a los temas anteriormente discutidos se
añadió el del funcionamiento general y la programación de los trabajos
con reuniones periódicas de las Comisiones. Así como una propuesta
de reforzamiento de la Comisión de Peticiones.
En el punto relativo a las normas de funcionamiento, se incorporaron
materias relativas a publicidad y transparencia; ordenación de los períodos de sesiones, y horarios y días de sesión, fijación del orden del día,
regulación de turnos y tiempos de debate, votaciones, plazos, publicidad
de actas, seguimiento del cumplimiento de acuerdos, especialmente de
las proposiciones no de ley y las mociones por el Gobierno, y los grupos
nacionalistas incluyeron un punto relativo al respeto a las minorías.
Dentro del procedimiento legislativo, se añadió un cambio completo del
procedimiento ordinario, la reforma de las proposiciones de ley y de la
iniciativa legislativa popular; el acceso de los ciudadanos al procedimiento,
revisión de la delegación en Comisión y del procedimiento de lectura única;
cuestiones de técnica legislativa y evaluación de la calidad de las leyes.
En materia de control al Gobierno, se plantean nuevas regulaciones de interpelaciones y mociones, la moción de censura o reprobación a los Ministros
y la regulación de la intervención de los Ministros en Pleno y Comisión
y nuevo régimen completo de las proposiciones no de ley o resoluciones.
Se planteó, asimismo, la regulación del debate sobre el estado de la
Nación, y se añadió también a la lista de cuestiones a tratar la definición de
las delegaciones parlamentarias, las relaciones con la Unión Europea a través
de la Comisión Mixta para la Unión Europea; el fomento de una mayor
participación ciudadana con la creación de una Oficina del Ciudadano, la
regulación de los lobbies y la integración de los medios y nuevas tecnologías,
así como se reiteró la cuestión del uso de las lenguas cooficiales y la de la
regulación de la autorización de las operaciones de las Fuerzas Armadas.
En definitiva, se trabajó sobre la base de que todos los grupos deseaban conseguir un Congreso abierto y transparente, más cercano al ciudadano
y más participativo así como más ágil y que elaborase leyes más eficaces16.
16
Un Parlamento abierto en el sentido en el que lo describen R. Rubio Núñez y R.
Vela Navarro-Rubio, que aprovechando las facilidades que permiten las nuevas tecnologías
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No se pudo llegar a un texto completo tampoco esta vez. No obstante,
se consiguió poner en funcionamiento la Oficina Presupuestaria (Resolución de
las Mesas del Congreso de los Diputados y del Senado, de 19 de julio de 2011,
por la que se regula la composición y funcionamiento de la Oficina Presupuestaria de las Cortes Generales, creada por la Ley 37/2010, de 15 de noviembre,
por la que se crea la Oficina Presupuestaria de las Cortes Generales) y también
aprobar las Normas de la Mesa del Congreso de los Diputados, de 20 de enero
de 2015, para la aplicación de las disposiciones de la Ley 19/2013, de 9 de
diciembre, de transparencia, acceso a la información pública y buen gobierno
a la Cámara, en relación con su actividad sujeta a Derecho Administrativo; y
abrir el Portal de Transparencia en la página web de la Cámara.
En la breve XI Legislatura, además de la solicitud de constitución de
una Ponencia encargada de estudiar la reforma del Reglamento presentada
por el Grupo Socialista, hay que citar dos proposiciones de reforma parcial.
Concretamente: la Proposición de reforma para la inclusión de la Comisión
para las Políticas Integrales de la Discapacidad en el artículo 46.1 presentada
por el Grupo Parlamentario Mixto (BOCG. Congreso. Núm. B-37, de 15
de abril de 2016) y la Proposición de reforma para la creación del Registro
de los Grupos de Interés o Lobbies presentada por el Grupo Parlamentario
Catalán (Democràcia i Libertad) (BOCG. Congreso. Núm. B-36-1, de 15 de
abril de 2016), que llegó a ser tomada en consideración en la sesión plenaria
del 27 de abril de aquel año.
Ambas fueron recuperadas en la XII Legislatura, en la que se han
presentado un total de diez proposiciones de reforma del Reglamento del
Congreso.
De ellas dos estaban dirigidas a la adaptación de la enumeración de
Comisiones Permanentes Legislativas del artículo 46.1 a la planta ministerial, fueron presentadas por la totalidad de los grupos parlamentarios y
incorpore no sólo el principio de transparencia sino también y, de forma especial, los principios de participación y de colaboración de los ciudadanos permitiendo el acercamiento
entre representantes y representados y la recuperación por parte de éstos de la confianza en
la Institución parlamentaria. Rubio Núñez, R. y Vela Navarro-Rubio, R.: El Parlamento
abierto en el mundo, evolución y buenas prácticas. 125 instrumentos de apertura parlamentaria. Fundación Giménez Abad de Estudios Parlamentarios y del Estado Autonómico,
Zaragoza, 2017.
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aprobadas por el procedimiento de lectura única en 2016 y en junio de 2018
como ya quedó reseñado.
Otras cuatro tan sido tomadas en consideración y se encuentran en
plazo de presentación de enmiendas. En concreto son:
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La proposición de reforma del Reglamento del Congreso de los Diputados para el control parlamentario de acuerdos parlamentarios sin fuerza
de ley, presentada por el Grupo Parlamentario Vasco (EAJ-PNV) con la
intención de incluir un nuevo artículo 203 bis que obligase al Gobierno
a remitir un informe al principio de cada período de sesiones sobre el
grado de cumplimiento de las proposiciones no de ley, mociones y
resoluciones aprobadas por el Pleno y las Comisiones, así como a comparecer ante la Comisión de Reglamento para explicar dicho Informe
(BOCG. Congreso. Núm. 80-1, de 30 de enero de 2017).
La proposición de reforma del Reglamento del Congreso de los Diputados para la regulación de los Grupos de Interés, presentada por el Grupo
Parlamentario Popular en el Congreso, que busca añadir un artículo
107 bis en el que se contemple la creación de un Registro Público de
carácter obligatorio para la inscripción de los representantes de Grupos
de Interés que mantengan encuentros con los Diputados y el personal de
los grupos parlamentarios, regulando el contenido de dicho Registro y
los datos de la inscripción así como las consecuencias de la infracción
de sus previsiones. (BOCG. Congreso. Núm. 96-1, de 3 de marzo de
2017). Es similar a la Proposición de reforma del Reglamento para la
creación del Registro de los Grupos de Interés o Lobbies presentada
al comienzo de la XII Legislatura por el Grupo Parlamentario Mixto
recuperando la iniciativa presentada en la XI Legislatura por el Grupo
Parlamentario Catalán de Convergència i d´Unió, aunque regulando de
forma más amplia el Código de conducta de los representantes de los
grupos de interés, los derechos de acceso y la supresión del Registro.
Sin embargo, esta Proposición (BOCG. Congreso. Núm. 28-1, de 9 de
septiembre de 2016) no se ha sometido aún al Pleno para su toma en
consideración.
La Proposición de reforma por la que se modifican los artículos 111 y
126 del Reglamento del Congreso, presentada por el Grupo Parlamentario Confederal Unidos Podemos-En Comú Podem-En Marea (BOCG.
Núm. 17-1, de 5 de mayo de 2017) fue tomada en consideración en
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la sesión celebrada el 24 de octubre de 2017 y tenía por finalidad la
modificación de dichos preceptos para fijar los límites formales a los
que el Gobierno debe atenerse para ejercer la facultad que le atribuyen
para oponerse a la tramitación de proposiciones de ley o enmiendas
que supongan aumento de los créditos o disminución de los ingresos
presupuestarios, todo ello de conformidad con lo previsto en el artículo
134.6 de la Constitución. En el fondo de esta proposición de reforma se
encuentra el problema planteado con el uso ciertamente amplio de esta
facultad por parte del Gobierno de la primera mitad de la XII Legislatura
y el planteamiento de sendos conflictos entre órganos constitucionales
ante el Tribunal Constitucional por la negativa de la Mesa de la Cámara
a aceptar dos de los llamados “vetos” del Gobierno a las proposiciones
de ley orgánica de suspensión del calendario de la implantación de
la LOMCE y de modificación del artículo 42.1 del Estatuto de los
Trabajadores para garantizar la igualdad en las condiciones laborales de
los trabajadores subcontratados presentadas por el Grupo Parlamentario
Socialista. Como es sabido, el Tribunal falló a favor del Congreso de
los Diputados desestimando el conflicto en las STCs. 34/2018, de 12
de abril de 2018 y 44/2018, de 26 de abril de 2018.
Y la Proposición de reforma del Reglamento del Congreso de los
Diputados sobre limitación de las prórrogas de plazos de enmiendas a
las iniciativas legislativas (BOCG. Congreso. Núm. B-147-1, de 8 de
septiembre de 2017) presentada por el Grupo Parlamentario Socialista
que fue tomada en consideración en la Sesión Plenaria de día 30 de
octubre de 2018. Con esta reforma se pretende incorporar al Reglamento
el uso vigente en pasadas legislaturas según el cual las dos primeras
ampliaciones del plazo de enmiendas se concedían siempre que lo
pidiese algún grupo parlamentario, pero en cambio para las sucesivas
ampliaciones se exigía que lo pidan, al menos, dos grupos que representen a la mayoría absoluta de la Cámara.
Además, se han presentado dos proposiciones de reforma del Reglamento dirigidas a incluir entre las Comisiones Permanentes Legislativas la
Comisión para las Políticas Integrales de la Discapacidad, retomando la
iniciativa de la XI Legislatura antes reseñada, y siendo retirada la última
de ellas presentada por el Grupo Parlamentario Confederal de Unidos
Podemos-En Comú Podem-En Marea, para no duplicar la iniciativa
Revista de las Cortes Generales
Nº 104, Segundo Cuatrimestre (2018): pp. 43-87
CARLOS GUTIÉRREZ VICÉN
84
presentada con anterioridad por el Grupo Parlamentario Mixto (BOCG.
Congreso. Núm. B-50-1, de 21 de octubre de 2016).
VI. Conclusiones
Del examen de los distintos textos provisionales elaborados durante
los trabajos desarrollados en el seno de la Comisión de Reglamento desde
la VI a la X Legislatura, así como de los puntos esenciales de acuerdo entre
los Grupos Parlamentarios que trascendieron y de las proposiciones de
reforma que se han presentado durante la XI y la XII Legislaturas, pueden
destacarse las siguientes conclusiones:
1. Existe un primer grupo de modificaciones respecto de las que parece
existir un acuerdo básico en el que hay que incluir cuestiones muy diversas que van desde las que afectan a los Grupos Parlamentarios (como la
regulación del funcionamiento interno del Grupo Mixto, o la de la figura
de los Diputados no inscritos aunque existen divergencias respecto a su
plasmación concreta); hasta las referidas al procedimiento legislativo,
como la celebración obligatoria del debate de totalidad (inversión de
la previsión del artículo 48), la eliminación del debate de enmiendas
singulares en Pleno y la nueva regulación del debate presupuestario.
Asimismo habría que mencionar, en relación con otros procedimientos,
la mejora técnica general de la regulación de las comparecencias, del
acceso a secretos oficiales y el control de gastos reservados, el reforzamiento de las facultades investigadoras de la Comisión del Estatuto
de los Diputados, o el incremento de las funciones de la Comisión de
Peticiones.
2. En cuanto a las reglas generales de funcionamiento, existía un alto grado
de consenso sobre cuestiones como la de las reuniones de las Mesas de
las Comisiones junto a los Portavoces de los Grupos Parlamentarios, la
extensión del principio de publicidad de las sesiones de Comisión, la
incorporación de la figura de las resoluciones internas o la regulación
del Debate sobre el Estado de la Nación.
3. Mención aparte requerirían aquellas cuestiones relativas al Estatuto de
los Diputados, como su retribución, protección social, garantías parlamentarias, regulación de su tratamiento protocolario y de sus deberes
y régimen disciplinario respecto de los que se plantea la conveniencia
de abordarlos conjuntamente con las que afectarían a los Senadores e,
Revista de las Cortes Generales
Nº 104, Segundo Cuatrimestre (2018): pp. 43-87
LA REFORMA DEL REGLAMENTO DEL CONGRESO DE LOS DIPUTADOS
85
incluso, como materia propia de un futuro Reglamento de las Cortes
Generales.
4. En esta línea parece existir también consenso en la oportunidad de
incluir algunas medidas que incidan en la consecución de un Parlamento
más abierto y cercano a los ciudadanos como la introducción de mecanismos de participación y colaboración como la regulación del trámite
obligatorio de comparecencias de expertos al principio de la tramitación
de las iniciativas legislativas, y la regulación de las relaciones de los
diputados y los grupos parlamentarios con los grupos de interés o
lobbies. Asimismo existe un amplio grado de acuerdo en la necesidad
de incorporar medidas de transparencia y de lucha contra la corrupción
en la línea de las recomendaciones del Grupo de Estados contra la
Corrupción creado en el seno del Consejo de Europa (GRECO). En este
sentido cabe mencionar el inicio de algunos trabajos en el ámbito de la
Comisión del Estatuto del Diputado en orden a preparar un borrador
de Código ético de conducta de los diputados que pudiera vincularse
de alguna manera al Reglamento de la Cámara.
5. Además de estos aspectos existe otra serie de cuestiones en las que
tradicionalmente se han centrado las divergencias de más difícil resolución. Entre ellas están los requisitos para la constitución de Grupos
Parlamentarios, así como diversos aspectos de la figura de los Diputados
no inscritos y de la llamada “firma de complacencia”; la regulación
definitiva de las Comisiones de Investigación; la de las preguntas al
Presidente del Gobierno en el Pleno; o la posibilidad de incorporar al
Reglamento las interpelaciones dirigidas directamente a aquél.
Sin embargo, no es necesario decir que las condiciones no parecen
las mejores para llegar a un acuerdo que finalice con éxito. Hoy en día
la posibilidad de una reforma global del Reglamento del Congreso de
los Diputados como otras tantas cosas, una reforma electoral, la reforma
constitucional… parece más lejana que nunca.
Bibliografía
Alba Navarro, M.: “Procedimiento de reforma de los Reglamentos parlamentarios”. Revista de las Cortes Generales, nº. 30, 1993, pp. 7-51.
Alborg, J. L.: Historia de la literatura española. Vol. I. Ed. Gredos, 2ª ed.
Ampliada. Madrid, 1970.
Revista de las Cortes Generales
Nº 104, Segundo Cuatrimestre (2018): pp. 43-87
86
CARLOS GUTIÉRREZ VICÉN
Astarloa Huarte-Mendicoa, I.: El Parlamento moderno. Importancia,
descrédito y cambio. Ediciones de El Cronista. Iustel. Madrid, 2017.
Escudero, J.A.: Estudio Introductorio a la Teoría de las Cortes. Edición de
la Junta General del Principado de Asturias. Oviedo, D.L. 1996.
Fernández, J.P.: La década del gran cambio. El camino hacia el cuatripartidismo en España. Biblioteca Nueva, S.L.,Madrid, 2018.
Fraga Iribarne, M.: “Los Privilegios de los Procuradores y el nuevo Reglamento de las Cortes Españolas”. Revista de Estudios Políticos, nº 99,
1958, pp. 57-83.
Gambra Gutiérrez, A.: Los opositores a la Constitución de Cádiz. En Cortes
y Constitución de Cádiz: 200 años. Espasa, Madrid, 2011.
Gutiérrez Vicén, C.: “Disposición Final Primera”. En: Comentarios al
Reglamento del Congreso de los Diputados, Congreso de los Diputados.
Madrid, 2012.
Hastschek, J.: Das Parlamentsrecht (Das Parlamentsrecht Des deutschen
Reiches). Leipsig, 1915. (Edición inglesa de Walter de Gruyter, 1973).
Jefferson, T.: The papers of Thomas Jefferson. Princeton University. Disponible en: https://Jeffersonpapers.princeton.edu.
Marco Marco, J.J.: El Reglamento Parlamentario en el Sistema Español de
Fuentes del derecho. Cortes Valencianas, Valencia, 2000.
Martínez Marina, F.: Teoría de las Cortes o Grandes juntas nacionales
de los Reinos de León y Castilla: monumentos de su constitución política y de la soberanía del pueblo: con algunas observaciones sobre la
lei fundamental de la monarquía española sancionada por las Cortes
Generales y Extraordinarias, y promulgada en Cádiz a 19 de marzo de
1812. Imp. de Fermín Villalpando, Madrid, 1813.
Reglamentos (del Congreso de los Diputados y de las Cortes). Cortes
Generales, Secretaría. Madrid, 1977.
Ripollés Serrano, M. R. [Coord.]: Constituciones de los 27 Estados miembros de la Unión Europea. Congreso de los Diputados. Madrid, 2010.
Ripollés Serrano, M. R.: Los reglamentos parlamentarios en el sistema
de fuentes de la Constitución Española de 1978. Dirección General del
Servicio Jurídico del Estado. Instituto de Estudios Fiscales, Madrid, 1987.
Rodríguez-Zapata Pérez, J.: “Los Reglamentos parlamentarios y su posición
en el sistema de fuentes del derecho español”. En: I Jornadas de Derecho
Parlamentario. Congreso de los Diputados, Secretaría General, Madrid,
1985.
Rubio Núñez, R. y Vela Navarro-Rubio, R.: El Parlamento abierto en el
mundo, evolución y buenas prácticas. 125 instrumentos de apertura
Revista de las Cortes Generales
Nº 104, Segundo Cuatrimestre (2018): pp. 43-87
LA REFORMA DEL REGLAMENTO DEL CONGRESO DE LOS DIPUTADOS
87
parlamentaria. Fundación Giménez Abad de Estudios Parlamentarios y
del Estado Autonómico, Zaragoza, 2017.
Torres Del Moral, A.: “Naturaleza jurídica de los Reglamentos parlamentarios”. Revista de la Facultad de Derecho de la Universidad Complutense, nº 10, 1986, pp. 7-22.
Revista de las Cortes Generales
Nº 104, Segundo Cuatrimestre (2018): pp. 43-87
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Risks Facing Russian Stock Exchange during Sanctions and Ways of their Overcomin
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Vestnik Rossijskogo èkonomičeskogo universiteta imeni G. V. Plehanova
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cc-by
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Московский финансово-промышленный университет «Синергия»,
Москва, Россия Статья посвящена проблемам, стоящим перед российским фондовым рынком в условиях санкций, введен-
ных западными странами в отношении организаций и физических лиц Российской Федерации. Серьезные
санкционные меры, затронувшие ключевые финансовые институты России, не могли не оказать влияния на
фондовый рынок, который находится в турбулентности с конца февраля 2022 г. Для снижения негативного
влияния этих мер как правительству, так и регулятору (Центральному банку Российской Федерации) при-
ходится реагировать принятием весьма жестких решений, направленных на стабилизацию положения в
сфере финансов, среди которых следует отметить резкое увеличение ключевой ставки, закрытие торгов на
Московской бирже, ограничения на операции с иностранной валютой, интервенции на фондовом рынке. В статье освещены проблемы, которые повлекли сильные колебания валютного курса на товарных и валют-
ных рынках, вызванные также нестабильностью политической ситуации в мире. Авторами проведена оцен-
ка перспектив дальнейшего движения рынка и возможных ответных контрсанкционных мер, которые долж-
ны быть приняты как российским правительством, так и регулятором для сглаживания негативных послед-
ствий в экономике страны. р
Ключевые слова: фондовый рынок, санкции, биржа, Банк России, инфляция, курсы валют. ЭКОНО
OI: http://dx.doi.org/10.21686/2413-2829-2022-5-5-11
РИСКИ РОССИЙСКОГО ФОНДОВОГО РЫНКА
В УСЛОВИЯХ САНКЦИЙ И ПУТИ
ИХ ПРЕОДОЛЕНИЯ ЭКОНОМИКА DOI: http://dx.doi.org/10.21686/2413-2829-2022-5-5-11 Keywords: stock exchange, sanctions, exchange, the Bank of Russia, inflation, currency rates. РИСКИ РОССИЙСКОГО ФОНДОВОГО РЫНКА
В УСЛОВИЯХ САНКЦИЙ И ПУТИ
ИХ ПРЕОДОЛЕНИЯ А. П. Гарнов, Е. В. Афанасьев
Российский экономический университет имени Г. В. Плеханова,
Москва, Россия RISKS FACING RUSSIAN STOCK EXCHANGE
DURING SANCTIONS AND WAYS
OF THEIR OVERCOMING Andrey P. Garnov, Evgeniy V. Afanasyev
Plekhanov Russian University of Economics, Moscow, Russia
Nadezhda P. Tishkina
Moscow University for Industry and Finance «Synergy», Moscow, Russia Andrey P. Garnov, Evgeniy V. Afanasyev
Plekhanov Russian University of Economics, Moscow, Russia
Nadezhda P. Tishkina
Moscow University for Industry and Finance «Synergy», Moscow, Russia The article deals with problems facing Russian stock exchange in conditions of sanctions imposed by western states
on organizations and individuals of the Russian Federation. They are harmful and affect key financial institutions of
Russia, thus they are bound to impact the stock market experiencing turbulence since late February 2022. In order to
cut the adverse influence of such measures both the government and the regulator (the Central Bank of the Russian
Federation) have to response by tough decisions aimed at stabilizing the situation in finance sphere, among which
we should mention a sharp rise in the key interest rate, closing stock trading on the Moscow exchange, restrictions
on foreign currency transactions and interventions on stock market. The article highlights problems that caused
serious fluctuations of currency rate on commodity and foreign exchange markets brought about by unstable
political situation in the world. The authors evaluated prospects of further movements of market and possible
countermeasures, which should be taken both by the Russian government and the regulator to smooth negative
after-effects in country economy. Keywords: stock exchange, sanctions, exchange, the Bank of Russia, inflation, currency rates. 5 Вестник РЭУ им. Г. В. Плеханова ● 2022 ● Том 19 ● № 5 (125) В ысокие темпы экономического роста,
а также ускорение инфляции под
действием временных и устойчивых
факторов наряду с долгосрочными струк-
турными тенденциями определяли вектор
развития российских финансовых рынков
в 2021 г. При этом российская экономика
выросла на 4,7% после снижения в 2020 г. на 2,7%. ВВП достиг докоронавирусного
уровня к середине года. Рост как россий-
В ской, так и мировой экономики в 2021 г. оказался существенно выше прогнозов
конца 2020 – начала 2021 г.: предприятия и
население адаптировались к изменившим-
ся условиям быстрее, чем ожидалось. Фондовый рынок является чутким ба-
рометром состояния экономики. Поэтому
в первых трех кварталах 2021 г. индекс
МосБиржи рос довольно быстрыми темпа-
ми (рис. 1). Рис. 1. Индекс МосБиржи в 2021–2022 гг. ММВБ – Индекс МосБиржи Рис. 1. Индекс МосБиржи в 2021–2022 гг. Источник: URL: https://ru.investing.com/indices/mcx Также следует отметить увеличение по-
пулярности фондового рынка в целом в
2021 г. Число зарегистрированных физиче-
ских лиц, несмотря на разворот ключевой
ставки и рост доходностей депозитов, уве-
личилось [4]. Однако отечественный фон-
довый рынок к концу 2021 г. вступил в фа-
зу серьезной коррекции, за счет которой
потерял около половины всего роста, слу-
чившегося за первые три квартала. Andrey P. Garnov, Evgeniy V. Afanasyev
Plekhanov Russian University of Economics, Moscow, Russia
Nadezhda P. Tishkina
Moscow University for Industry and Finance «Synergy», Moscow, Russia Во мно-
гом это было обусловлено периодически
появлявшимися в информационных кана-
лах сведениями о подготовке в рядах Рос-
сийской армии специальной военной опе-
рации. Тем не менее панических настрое-
ний на рынке практически не отмечалось, хотя инвесторы-нерезиденты стабильно
продавали акции российских компаний на
сумму около 100 млрд рублей в месяц, что
в итоге привело к смене ценового тренда
на нисходящий. После осложнения политической ситу-
ации в конце февраля 2022 г. произошло
резкое падение цен российских активов. Индекс МосБиржи на эту дату вернулся к
значениям 2015 г., снизившись почти в
2 раза. В то же время в отношении ряда лиц и
финансовых институтов России были не-
медленно введены санкции, ограничива-
ющие или полностью исключающие про- 6 Гарнов А. П. и др. Риски российского фондового рынка в условиях санкций и пути их преодоления Гарнов А. П. и др. Риски российского фондового рынка в условиях санкций и пути их преодоления ведение ключевых операций с валютой и
ценными бумагами. по сути, блокировку, находятся наиболее
крупные системообразующие банки, такие
как Сбербанк, ВТБ, Альфа-Банк и др. Учи-
тывая, что именно банки являются глав-
ными
участниками
фондового
рынка,
можно понять, что санкционные меры
имеют серьезные последствия для даль-
нейшего обращения капитала в России. В настоящее время практически ни од-
но государство в мире не существует изо-
лированно от других, между ними посто-
янно происходят экономические, полити-
ческие, культурные взаимодействия, ведет-
ся обмен. Внешняя политика Российской
Федерации предполагает экспорт товаров
за рубеж, международную торговлю, при-
влечение иностранных инвестиций и ис-
пользование различных зарубежных фи-
нансовых и других учреждений. Эта по-
требность используется правительствами
США и европейских стран как рычаг дав-
ления. Практически сразу было приостановле-
но сотрудничество санкционных банков с
международными платежными системами
Visa и Mastercard. Планируется отключе-
ние Сбербанка, Московского кредитного
банка и Россельхозбанка от платежной си-
стемы SWIFT (в составе шестого пакета
санкций). В марте Евросоюз уже отключил
от SWIFT семь российских банков: ВТБ,
«Россия»,
«Открытие»,
Новикомбанк,
Промсвязьбанк, Совкомбанк и ВЭБ. В конце февраля – начале марта 2022 г. CША, Великобритания, страны Европей-
ского союза разработали новые санкцион-
ные меры, направленные на то, чтобы
нанести еще более масштабный ущерб
российской экономике, в первую очередь
оборонной индустрии. По сути, эти новые
меры во многом продолжаются и ужесто-
чают секторальный санкционный режим,
введенный администрацией Б. Обамы [5]. Дочерние компании банков также по-
падают под санкции. Особенно пострада-
ли клиенты брокеров банков из списка
SDN: они не могут покупать и продавать
иностранные акции. Andrey P. Garnov, Evgeniy V. Afanasyev
Plekhanov Russian University of Economics, Moscow, Russia
Nadezhda P. Tishkina
Moscow University for Industry and Finance «Synergy», Moscow, Russia Брокеры под санкци-
ями бесплатно переводят такие бумаги к
свободным от ограничений брокерам, но
выбор клиентам не предоставили. При этом в феврале – марте 2022 г. мно-
гие участники рынка ожидали, что уже к
лету – осени этого года санкционное дав-
ление будет уменьшено, вследствие чего
рынок постепенно, хоть и не сразу, придет
в нормальное положение. Теперь таких
иллюзий у большинства участников рынка
больше нет: нам предстоит непростой путь
перенастройки отечественной экономики
в условиях новой реальности. Ситуация, сложившаяся на фондовом
рынке 24–25 февраля, требовала быстрого
реагирования от регулятора для предот-
вращения еще более тяжких последствий
для экономики. Поэтому Центральным
банком Российской Федерации было при-
нято решение о приостановке торгов на
Московской бирже и существенных огра-
ничениях для Санкт-Петербургской бир-
жи. Разумеется, такое решение было срод-
ни тому, как тяжелобольного вводят в ис-
кусственную кому, чтобы дать организму
силы и время справиться с недугом. Мож-
но сказать, что Банк России временно пе-
ревел российский фондовый рынок на
полностью ручное управление. Быстрыми темпами происходит дегло-
бализация финансовых рынков, начавшая-
ся еще во время кризиса 2008 г. Самым
важным индикатором финансовой глоба-
лизации, как верно отмечают Е. В. Семен-
кова и Е. Н. Власова, была возможность для
компаний привлекать финансовый капи-
тал по всему миру путем листинга соб-
ственных акций на нескольких мировых
биржах [3]. При этом также с 28 февраля 2022 г. был
установлен запрет на продажу акций рос-
сийских компаний нерезидентами Россий-
ской Федерации. Это достаточно жесткий
запрет, однако он был продиктован острой
необходимостью: нерезидентам на данный Так, в 2022 г. под санкции попали
20 российских банков. При этом под самы-
ми жесткими санкциями, означающими, 7 7 Вестник РЭУ им. Г. В. Плеханова ● 2022 ● Том 19 ● № 5 (125) не получить планируемую доходность, а
то и вовсе остаться в убытке. момент по различным оценкам принадле-
жит от 60 до 70% всех российских акций
ведущих компаний, находящихся в сво-
бодном обращении. Повышение ставок и проблемы в бан-
ковском секторе уже отражаются на стои-
мости жилой и коммерческой недвижимо-
сти. Вложить капиталы в объекты станет
значительно сложнее, существенно подо-
рожают и ипотечные кредиты. Московская биржа открылась лишь спу-
стя месяц с начала упомянутых событий,
24 марта. Торги открывались постепенно с
постоянным мониторингом ситуации во-
круг различных видов активов. Возможен рост стоимости активов то-
варного рынка. Andrey P. Garnov, Evgeniy V. Afanasyev
Plekhanov Russian University of Economics, Moscow, Russia
Nadezhda P. Tishkina
Moscow University for Industry and Finance «Synergy», Moscow, Russia Так, например, уже после
объявления санкций существенно подоро-
жал газ на европейских спотовых площад-
ках, нефть надежно закрепилась над уров-
нем 100 долларов за баррель (рис. 2), отме-
чается повышение цен на пшеницу, титан,
алюминий, палладий и т. д. Снижение цен облигаций и акций про-
исходит
не
только
из-за
панических
настроений на рынке и распродажи акций
нерезидентами. Серьезные
изменения,
происходящие в российской экономике,
требуют переоценки справедливой стои-
мости акций российских компаний: какие-
то из них лишатся зарубежных рынков
сбыта, у других возрастут расходы и, сле-
довательно, в санкционных условиях ста-
нет меньше уровень прибыли. Пока труд-
но строить прогноз относительно восста-
новления стоимости компаний и перспек-
тив их работы. Рис. 2. Уровень цен на нефть
в феврале – мае 2022 г. Источник: URL: https://yandex.ru/news/quotes/1006.html В связи с финансовыми ограничениями
нарушаются и товарные потоки – импорт
зарубежных товаров и экспорт отечествен-
ных. Это неизбежно вызовет рост цен и,
как следствие, разгон инфляции. В резуль-
тате неизбежны просадки фондового рын-
ка. Дополнительными факторами здесь
станут продажи иностранных инвесторов,
открытие коротких позиций на опасениях
ужесточения санкций. И хотя просадки
могут быть весьма значительными, кризис,
вероятно, будет преодолен за счет мер
поддержки от Банка России и государ-
ственного бюджета. Рис. 2. Уровень цен на нефть
в феврале – мае 2022 г. Источник: URL: https://yandex.ru/news/quotes/1006.html Источник: URL: https://yandex.ru/news/quotes/1006.html Это, естественно, скажется на котиров-
ках срочных контрактов, увеличит их во-
латильность и, соответственно, уровень
рисков для инвесторов (особенно с учетом
доступной
технологии
маржинальных
сделок с гарантийным обеспечением). Перспективы роста инфляции вынуди-
ли Центробанк поднять ключевую ставку
до 20% годовых. В результате существенно
подорожают заемные средства для компа-
ний, что затормозит развитие бизнеса и
станет еще одним фактором для развития
негативных сценариев на фондовом рын-
ке. Рост ставки отразился и на стоимости
облигаций: для обеспечения доходности
цены долговых бумаг существенно снизи-
лись. В результате инвесторы, желающие
продать облигации до погашения, могут Высокая волатильность на всех рынках
вынуждает
Московскую
и
Санкт-
Петербургскую биржи изменять расписа-
ние торгов, ограничивать проведение ряда
операций и задействовать другие рыноч-
ные предохранители (перевод торгов в ре-
жим дискретного аукциона, приостановку
их и пр.). Это может обернуться для инве- 8 Гарнов А. П. и др. Риски российского фондового рынка в условиях санкций и пути их преодоления сторов как недополученной прибылью, так
и реальными потерями. Банка России 28 февраля 2022 г. с 9,5 до
20%. В настоящее время ставка последова-
тельно снижена сначала до 17%, а затем до
14% (рис. 3). Для поддержания курсов отечественных
акций из Фонда национальной безопасно-
сти был выделен 1 трлн рублей для осу-
ществления интервенции на рынке в виде
покупки государством акций наиболее
уязвимых компаний. Таким способом уда-
лось в краткосрочном периоде поддержать
фондовый рынок, при этом не следует ис-
ключать возможность для государства за-
работать на разнице курсов, когда они вос-
становятся. Можно сказать, что эти меры имели
определенный
эффект. Курс
доллара
США в настоящее время держится на от-
метках ниже 70 рублей, что благоприятно
для покупательной способности в отноше-
нии товаров иностранного производства. Однако с точки зрения макроэкономики
крепкий рубль снижает конкурентоспо-
собность отечественной промышленности. Причина роста курса рубля по-прежнему в
существенном превышении предложения
валюты над спросом. В качестве меры, способной нивелиро-
вать вред от отказа в сотрудничестве со
стороны Visa и Mastercard, рассматривался
переход к использованию китайской пла-
тежной системы UnionPay. О данной си-
стеме известны следующие факты: Рис. 3. Динамика ключевой ставки
Центрального банка Российской Федерации
в 2022 г. Источник: URL: https://cbr.ru/hd_base/KeyRate/ − она была учреждена по решению
Народного банка Китая и Госсовета в
2000 г. и в 2005 г. стала международным
сервисом; − она была учреждена по решению
Народного банка Китая и Госсовета в
2000 г. и в 2005 г. стала международным
сервисом; − система занимает 1-е место по коли-
честву выпущенных пластиковых карт в
мире; − пользоваться
картами
системы
UnionPay можно более чем в 180 странах
мира; Рис. 3. Динамика ключевой ставки
Центрального банка Российской Федерации
в 2022 г. − пластиковые карты этой системы вы-
пускают более чем в 70 странах мира; − в России система работает офици-
ально с осени 2013 г. через дочернюю ком-
панию, зарегистрированную в стране, –
ООО «Юнион Пэй». Большинство
аналитиков
объясняют
сложившуюся ситуацию тем, что россий-
ский экспорт превышает импорт, поэтому
валютная выручка экспортеров давит на
валютный рынок. Экспортеры продают
валюты больше, чем покупают импортеры,
в результате доллар падает. Вместе с тем по последней информации
«Сбер», ВТБ, Альфа-Банк, «Открытие» и
другие подсанкционные банки не смогут
выпускать карты UnionPay: китайская пла-
тежная система опасается сотрудничать с
ними из-за риска вторичных санкций. По мнению ряда экспертов, к осени сле-
дует ожидать падения курса рубля по от-
ношению к основным мировым валютам. Этому будут способствовать введенные
США и Европейским союзом эмбарго на
некоторые экспортные отрасли, смягчение
ограничений Центрального банка Россий-
ской Федерации и частичное восстановле-
ние импорта. Для поддержания курса национальной
валюты по отношению к доллару США и
евро были введены такие меры, как обяза-
тельная продажа части валютной выручки
компаниями-экспортерами; комиссия по
приобретению валюты для физических и
юридических лиц, одномоментное резкое
повышение
ставки
рефинансирования 9 Вестник РЭУ им. Г. В. Плеханова ● 2022 ● Том 19 ● № 5 (125) Вестник РЭУ им. Г. В. Плеханова ● 2022 ● Том 19 ● № 5 (125) Таким образом, существует еще доволь-
но большая потребность в принятии
контрсанкционных мер как правитель-
ством, так и Банком России в качестве ре-
гулятора. В частности, звучат предложения
разрешить негосударственным пенсион-
ным фондам держать больше активов в
акциях российских компаний, а также ин-
вестировать в них до 10% средств Пенси-
онного фонда Российской Федерации. Предлагаются
меры
стимулирования
частных инвесторов, например, отмена
налогообложения купонного и дисконтно-
го дохода по облигациям, сохранение ин-
вестиционного налогового вычета по ин-
дивидуальному инвестиционному счету. Следует подвести итог и обозначить ос-
новные перспективы, на которых хотелось
бы остановить внимание. 1. Негативное влияние политической
ситуации на экономику России сохраняет-
ся (по некоторым данным – усугубляется). Пока нет ясной перспективы урегулирова-
ния текущей ситуации на политической
арене. 2. Планируется ввод шестого пакета
санкций в отношении банковской сферы
Российской Федерации. В него включат по-
этапный запрет импорта нефти и отключе-
ние от SWIFT Сбербанка (и еще двух круп-
ных российских банков). Санкционное дав-
ление нарастает, что не может не оказывать
влияния и на фондовый рынок. При этом
эмбарго на нефть – довольно чувствитель-
ная мера для экономики России. Несомненно, следует согласиться с мне-
нием А. Е. Абрамова, А. Г. Косырева,
А. Д. Радыгина, М. И. Черновой, что в но-
вых условиях поддержание стабильности
на рынке акций российских компаний ста-
новится столь же значимой задачей, как и
обеспечение стабильности банковской си-
стемы, макроэкономических параметров, в
том числе целевого уровня инфляции и
прогнозируемого валютного курса [1]. р
3. Курс доллара США колеблется на
бирже на уровне 55–60 рублей, что, оче-
видно, давит на наш рынок. Экспортеры
будут чувствовать себя не очень хорошо с
таким курсом. 4. Есть сомнения по возможной выплате
дивидендов
некоторыми
российскими
компаниями, которые также сильно по-
страдали от введенных санкций. В частно-
сти это касается таких крупных компаний,
как «Газпром», «Лукойл», Сбербанк и ряда
других,
стабильно
выплачивавших
до
2022 г. сравнительно высокие доходы сво-
им акционерам. Такое положение не мо-
жет не повлиять негативно на цену акций. 4. Есть сомнения по возможной выплате
дивидендов
некоторыми
российскими
компаниями, которые также сильно по-
страдали от введенных санкций. В частно-
сти это касается таких крупных компаний,
как «Газпром», «Лукойл», Сбербанк и ряда
других,
стабильно
выплачивавших
до
2022 г. сравнительно высокие доходы сво-
им акционерам. Такое положение не мо-
жет не повлиять негативно на цену акций. Вместе с тем следует учесть, что по-
настоящему положительное влияние как
на фондовый рынок, так и в целом на рос-
сийскую экономику может оказать лишь
глобальное изменение политической ситу-
ации в положительную сторону, за кото-
рым последуют постепенный отказ от
санкционного давления и восстановление
нарушенных экономических связей. References 1. Abramov A. E., Kosyrev A. G., Radygin A. D., Chernova M. I. Rossiyskiy rynok aktsiy v
2021 g. i v nachale 2022 g. [The Russian Stock Market in 2021 and at the Beginning of 2022]. Ekonomicheskoe razvitie Rossii [Economic Development of Russia], 2022, No. 1, pp. 36–42. (In Russ.). 1. Abramov A. E., Kosyrev A. G., Radygin A. D., Chernova M. I. Rossiyskiy rynok aktsiy v
2021 g. i v nachale 2022 g. [The Russian Stock Market in 2021 and at the Beginning of 2022]. Ekonomicheskoe razvitie Rossii [Economic Development of Russia], 2022, No. 1, pp. 36–42. (In Russ.). (
)
2. Rossiyskiy rynok aktsiy k kontsu goda rasteryal polovinu rosta [The Russian Stock
Market Lost Half of its Growth by the End of the Year]. (In Russ.). Available at:
https://www.interfax.ru/business/813531 2. Rossiyskiy rynok aktsiy k kontsu goda rasteryal polovinu rosta [The Russian Stock
Market Lost Half of its Growth by the End of the Year]. (In Russ.). Available at:
https://www.interfax.ru/business/813531 p
3. Semenkova E. V., Vlasova E. N. Prichiny, faktory i posledstviya deglobalizatsii dlya
rossiyskogo fondovogo rynka [Causes, Factors and Consequences of Globalization for the
Russian Stock Market]. Izvestiya vysshikh uchebnykh zavedeniy. Seriya: Ekonomika, finansy i
upravlenie proizvodstvom [News of Higher Educational Institutions. Series: Economics, Finance
and Production Management], 2022, No. 1 (51), pp. 26–31. (In Russ.). p
3. Semenkova E. V., Vlasova E. N. Prichiny, faktory i posledstviya deglobalizatsii dlya
rossiyskogo fondovogo rynka [Causes, Factors and Consequences of Globalization for the
Russian Stock Market]. Izvestiya vysshikh uchebnykh zavedeniy. Seriya: Ekonomika, finansy i
upravlenie proizvodstvom [News of Higher Educational Institutions. Series: Economics, Finance
and Production Management], 2022, No. 1 (51), pp. 26–31. (In Russ.). 4. Chalenko D. D., Mballa Nomo Zh. F. Vozdeystvie makroekonomicheskikh faktorov na
strukturu i dinamiku fondovogo rynka Rossii: institutsionalnye aspekty [The Impact of
Macroeconomic Factors on the Structure and Dynamics of the Russian Stock Market:
Institutional Aspects]. Finansovye rynki i banki [Financial Markets and Banks], 2022, No. 3,
pp. 82–85. (In Russ.). 5. Ellen M.-I. Ukrainskiy konflikt i sanktsii Zapada. Instrument globalnoy ekspansii
[The Ukrainian Conflict and Western Sanctions. A Tool of Global Expansion]. Svobodnaya mysl
[Free Thought], 2022, No. 2 (1692), pp. 35–48. (In Russ.). 5. Ellen M.-I. Ukrainskiy konflikt i sanktsii Zapada. Instrument globalnoy ekspansii
[The Ukrainian Conflict and Western Sanctions. A Tool of Global Expansion]. Svobodnaya mysl
[Free Thought], 2022, No. 2 (1692), pp. 35–48. (In Russ.). Гарнов А. П. и др. Риски российского фондового рынка в условиях санкций и пути их преодоления Гарнов А. П. и др. Риски российского фондового рынка в условиях санкций и пути их преодоления References Андрей Петрович Гарнов Андрей Петрович Гарнов
доктор экономических наук, профессор,
профессор кафедры мировых финансовых
рынков и финтеха РЭУ им. Г. В. Плеханова. Адрес: ФГБОУ ВО «Российский экономический
университет имени Г. В. Плеханова», 117997,
Москва, Стремянный пер., д. 36. E-mail: profgarnov@yandex.ru Андрей Петрович Гарнов
доктор экономических наук, профессор,
профессор кафедры мировых финансовых рынков и финтеха РЭУ им. Г. В. Плеханова. Адрес: ФГБОУ ВО «Российский экономический
университет имени Г. В. Плеханова», 117997,
Москва, Стремянный пер., д. 36. E-mail: profgarnov@yandex.ru Evgeniy V. Afanasyev
Doctor of Economics, Professor
of the Department for World Financial
Markets and Fintech of the PRUE. Address: Plekhanov Russian University
of Economics, 36 Stremyanny Lane,
Moscow, 117997, Russian Federation. E-mail: e.v.afanasiev@mail.ru Евгений Васильевич Афанасьев
доктор экономических наук,
профессор кафедры мировых финансовых
рынков и финтеха РЭУ им. Г. В. Плеханова. Адрес: ФГБОУ ВО «Российский экономический
университет имени Г. В. Плеханова», 117997,
Москва, Стремянный пер., д. 36. E-mail: e.v.afanasiev@mail.ru Список литературы 1. Абрамов А. Е., Косырев А. Г., Радыгин А. Д., Чернова М. И. Российский рынок акций в
2021 г. и в начале 2022 г. // Экономическое развитие России. – 2022. – № 1. – С. 36–42. 2. Российский рынок акций к концу года растерял половину роста. – URL:
https://www interfax ru/business/813531 1. Абрамов А. Е., Косырев А. Г., Радыгин А. Д., Чернова М. И. Российский рынок акций в
2021 г. и в начале 2022 г. // Экономическое развитие России. – 2022. – № 1. – С. 36–42. 2. Российский рынок акций к концу года растерял половину роста. – URL:
https://www.interfax.ru/business/813531 1. Абрамов А. Е., Косырев А. Г., Радыгин А. Д., Чернова М. И. Российский рынок акций в
2021 г. и в начале 2022 г. // Экономическое развитие России. – 2022. – № 1. – С. 36–42. 3. Семенкова Е. В., Власова Е. Н. Причины, факторы и последствия деглобализации для
российского фондового рынка // Известия высших учебных заведений. Серия: Эконо-
мика, финансы и управление производством. – 2022. – № 1 (51). – С. 26–31. 3. Семенкова Е. В., Власова Е. Н. Причины, факторы и последствия деглобализации для
российского фондового рынка // Известия высших учебных заведений. Серия: Эконо-
мика, финансы и управление производством. – 2022. – № 1 (51). – С. 26–31. у
4. Чаленко Д. Д., Мбалла Номо Ж. Ф. Воздействие макроэкономических факторов на
структуру и динамику фондового рынка России: институциональные аспекты // Фи-
нансовые рынки и банки. – 2022. – № 3. – С. 82–85. р
5. Эллен М.-И. Украинский конфликт и санкции Запада. Инструмент глобальной экс-
пансии // Свободная мысль. – 2022. – № 2 (1692). – С. 35–48. р
5. Эллен М.-И. Украинский конфликт и санкции Запада. Инструмент глобальной экс-
пансии // Свободная мысль. – 2022. – № 2 (1692). – С. 35–48. 10 Сведения об авторах Andrei P. Garnov
Doctor of Economics, Professor, Professor
of the Department for World Financial
Markets and Fintech of the PRUE. Address: Plekhanov Russian University
of Economics, 36 Stremyanny Lane,
Moscow, 117997, Russian Federation. E-mail: profgarnov@yandex.ru Nadezhda P. Tishkina д
д
кандидат экономических наук,
доцент кафедры управления человеческими
ресурсами Университета «Синергия». Адрес: Негосударственное образовательное
частное учреждение высшего образования
«Московский финансово-промышленный
университет "Синергия"», 105318, Москва,
ул. Измайловский вал, д. 2. E-mail: tnadezd@yandex.ru 11
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https://openalex.org/W4243401838
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https://zenodo.org/record/1527888/files/article.pdf
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English
| null |
The Delta Residence of the Ramessides
|
The journal of Egyptian archaeology/Journal of Egyptian Archaeology
| 1,918
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public-domain
| 28,947
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The Delta Residence of the Ramessides
Author(s): Alan H. Gardiner
Source: The Journal of Egyptian Archaeology, Vol. 5, No. 4 (Oct., 1918), pp. 242-271
Published by: Egypt Exploration Society
Stable URL: http://www.jstor.org/stable/3853579
Accessed: 26-05-2016 10:11 UTC Egypt Exploration Society is collaborating with JSTOR to digitize, preserve and extend access to The
Journal of Egyptian Archaeology 2 Recueil de Travaux, vol. xxxi, pp. 113 120, with full publication of the inscriptions of the obelisk.
3 So in the great Edfu geographical text, BRUGSCH, Dictionnaire Geographique, p. 1366; in the Edfu
mythological text, ibid., 1388; in a Philae text, BRUGSCH, Geographische Inschriften, vol. in, P1. V; in two
texts at Dendereh, DUMICHEN, Geographische Inschriften, vol. iii, P1. XXIII; op. cit., vol. I, P1. XCIX, 1. 21;
and doubtless elsewhere. 4 Tuthmosis III, see SETHE, Urkunden, iv, 647; Sethos I, see LEPsIUS, Denkmdler, Part III, P1. 126 a,
and above all P1. 128 b; Ramnesses II, see above p. 179, under no. 2. Egypt Exploration Society The Delta Residence of the Ramessides
Author(s): Alan H. Gardiner
Source: The Journal of Egyptian Archaeology, Vol. 5, No. 4 (Oct., 1918), pp. 242-271
Published by: Egypt Exploration Society
Stable URL: http://www.jstor.org/stable/3853579
Accessed: 26-05-2016 10:11 UTC The Delta Residence of the Ramessides
Author(s): Alan H. Gardiner
Source: The Journal of Egyptian Archaeology, Vol. 5, No. 4 (Oct., 1918), pp. 242-271
Published by: Egypt Exploration Society
Stable URL: http://www.jstor.org/stable/3853579
Accessed: 26-05-2016 10:11 UTC Your use of the JSTOR archive indicates your acceptance of the Terms & Conditions of Use, available at JSTOR is a not-for-profit service that helps scholars, researchers, and students discover, use, and build upon a wide range of content in a trusted
digital archive. We use information technology and tools to increase productivity and facilitate new forms of scholarship. For more information about
JSTOR, please contact support@jstor.org. Egypt Exploration Society is collaborating with JSTOR to digitize, preserve and extend access to The
Journal of Egyptian Archaeology Egypt Exploration Society is collaborating with JSTOR to digitize, preserve and extend access to The
Journal of Egyptian Archaeology This content downloaded from 128.255.6.125 on Thu, 26 May 2016 10:11:29 UTC
All use subject to http://about.jstor.org/terms 242 1 PETRIE, Nebesheh and Defenneh, pp. 96 foll., and Plate LI. IV HERE at last we come to grips with the problem to which, in a sense, all the foregoing
investigations have been prefatory-the localization of Pi-Rarmesse, the Delta Residence
of the Pharaohs of the Nineteenth and early Twentieth Dynasties. of the Pharaohs of the Nineteenth and early Twentieth Dynasties. The discussion commenced under no. 39 of the last section provides us with a good
point of departure. The researches of recent years have made it practically certain that
ff^r ' \ Thel, the metropolis of the XIVth nome of ( 4 --.- Khant-yeb, was
situated, not at Tanis, not at Tanis, but at Tell Abu Sefeh, an ancient site some 1 miles east of El-
Kantareh. Mr Griffith, who in 1886 studied the neighbourhood of El-Kantareh with much
care', found there part of an obelisk bearing the names of Ramesses I, Sethos I and
Ramesses II, which Prisse d'Avennes had seen and published entire; a few years ago
M. Cledat discovered the whereabouts of the missing portion and produced documentary
evidence showing that the obelisk came from Tell Abu Sefeh (" du cote de l'Asie, vers l'est,
a environ quatre kilometres ")2. At Tell Abu Sefeh itself Mr Griffith discovered, obviously
in situ or almost so, a base for an image of some sort dedicated by Ramesses II, as well as a
Latin inscription from the joint reign of Diocletian and Maximian recording the establish-
ment there of a military station. Both the Ramesside monuments mentioned the god
Ncc 3 ® "Horus of Mesen," often referred to as the god of the XIVth nome. This suggested the possibility that the place might be the capital of that nome3,
namely Thel or, as it is often transcribed, Zaru, where was a fortress which Tuthmosis III,
Sethos I and Ramesses II all had to pass when setting forth on their Asiatic campaigns4. Again, the Latin inscription made it appear likely that Tell Abu Sefeh was Selle, a town
in the eastern Delta where, according to the Notitia Dignitatum (beginning of the Vth
century) a Roman garrison was stationed. Now the Antonine Itinerary mentions a Sile at This suggested the possibility that the place might be the capital of that nome3,
namely Thel or, as it is often transcribed, Zaru, where was a fortress which Tuthmosis III,
Sethos I and Ramesses II all had to pass when setting forth on their Asiatic campaigns4. PETRIE, Nebesheh and Defenneh, pp. 96 foll., and Plate LI.
Recueil de Travaux, vol. xxxi, pp. 113-120, with full publication of the inscriptions of the obeli This content downloaded from 128.255.6.125 on Thu, 26 May 2016 10:11:29 UTC
All use subject to http://about.jstor.org/terms 1 PETRIE, Nebesheh and Defenneh, pp. 96 foll., and Plate LI.
2 Recueil de Travaux, vol. xxxi, pp. 113-120, with full publication of the inscript IV Again, the Latin inscription made it appear likely that Tell Abu Sefeh was Selle, a town
in the eastern Delta where, according to the Notitia Dignitatum (beginning of the Vth
century) a Roman garrison was stationed. Now the Antonine Itinerary mentions a Sile at This content downloaded from 128.255.6.125 on Thu, 26 May 2016 10:11:29 UTC
All use subject to http://about.jstor.org/terms THE DELTA RESIDENCE OF THE RAMESSIDES 243 a distance of 24 Roman miles, equivalent to about 221 English miles, from Pelusium on
the road via Serapeum to Clysma (Suez), and this estimate is but a little in excess of the
actual distance-some 19 English miles-between Farameh and Tell Abu Sefehl. The
identification, thus obtained, of Tell Abu Sefeh with Sile or Selle suits the old Egyptian
evidence admirably, for the name written with the signs T'-rw, contains actual distance-some 19 English miles-between Farameh and Tell Abu Sefehl. The
identification, thus obtained, of Tell Abu Sefeh with Sile or Selle suits the old Egyptian
evidence admirably, for the name written with the signs T'-rw, contains
according to the so-called "syllabic" orthography current in the New Kingdom only two
consonants that count, and of these t appears as a- in Greek (cf. Tb-ntr ;e/3evvv'ro), while
the other consonant r may equally well stand for 1; Thel (or perhaps better Sel) is, accord-
ingly, a perfectly legitimate equivalent for the old hieroglyphic name, and the identity of
this with Sile, Sele, Selle is apparent. Mr Griffith was, therefore, fillly justified in identifying
Tell Abu Sefeh with the Pharaonic fortress of Thel and the Romnan garrison-town of Sile; but
he was less happy in the distinction he attempted to draw between the fortress of Thel and
the town of the same name that was the metropolis of the XIVth nome. The reason assigned
by him for this distinction was the fact that the XIVth nome of Lower Egypt seemed to
correspond to Ptolemy's Sethroite nome, of which the capital, Herakleopolis Parva, ought
probably, in his opinion, to be looked for at Tell Belim (Tell esh-Sherig)2; the town of
Thel would, therefore, be situated at Tell Belim, on the edge of Lake Menzaleh, while the
fortress of Thel was at Tell Abu Sefeh. This content downloaded from 128.255.6.125 on Thu, 26 May 2016 10:11:29 UTC
All use subject to http://about.jstor.org/terms 4 Pap. Anastasi III, 1, 10.
5 See Zeitschriftfiir dgyptische Sprache, vol. xxvi (1888), p. 81. ,
p
, p
4 Pap. Anastasi III, 1, 10. IV This theory overlooks the fact, of which we find
further instances in the case of the Tanite and Arabian nomes, that an old metropolis
was apt to be superseded by some other town that had come to surpass it in importance. In the case of the XIVth nome we may perhaps distinguish three successive capitals:
Mesen, the home of the nome-god Horus; Thel, the frontier-town and military centre;
and finally, in Graeco-Roman times, Herakleopolis Parva. For all we know, Herakleopolis
Parva and Mesen may have been identical; they have no direct bearing on the problem
before us, and we therefore cannot discuss them further; but there can be but little doubt
that Thel, both town and fortress, is Tell Abu Sefeh3. About Thel we may gather the
following additional information. It was on the very edge of the desert and almost out-
side Egypt; this is indicated by the determinatives 1 accompanying its name in
hieroglyphic writing. It was the boundary between Egypt and Syria (Khal), as appears
from the epithet "Royal envoy [to the...] countries of Khal from Thel to Yupe4." Again,
in Haremhab's time criminals were sent thither, docked of their noses, just as in later
times they were sent to 'PtvoKopovpa, a place that owed its name to that barbarous form
of punishment5. On the other hand, Thel lay on the border of the cultivation, for it pos- side Egypt; this is indicated by the determinatives 1 accompanying its name in
hieroglyphic writing. It was the boundary between Egypt and Syria (Khal), as appears
from the epithet "Royal envoy [to the...] countries of Khal from Thel to Yupe4." Again,
in Haremhab's time criminals were sent thither, docked of their noses, just as in later
times they were sent to 'PtvoKopovpa, a place that owed its name to that barbarous form
of punishment5. On the other hand, Thel lay on the border of the cultivation, for it pos- 1 For the evidence as to Sile see KUTHMANN, Die Ostgrenze Aegyptens, pp. 5, 38-40. The distance
from Clysma to Serapeum, according to the Antonine Itinerary, was 50 miles; the remainder of the road
to Pelusium is given as follows: Iter a Serapiu Pelusio:
Thaubasio . . . . . . . . Sile . . . . . . . . . . Magdolo . . . . . . . . . Pelusio
m.p. 1 For the evidence as to Sile see KUTHMANN, Die Ostgrenze Aegyptens, pp. 5, 38-40. The distance
from Clysma to Serapeum, according to the Antonine Itinerary, was 50 miles; the remainder of the road
to Pelusium is given as follows: p
3 So KtTHMANN, op. cit., pp. 38-9. IV VIII
,, XXVIII
XII
XII Iter a Serapiu Pelusio:
Thaubasio . . . . . . . . Sile . . . . . . . . . . Magdolo . . . . . . . . . Pelusio . . . . . . . . . 2 PETRIE N b
h h
d D f
h
103 f
t
t
2
m.p. VIII
,, XXVIII
XII
XII 2 PETRIE, Nebesheh and Defenneh, p. 103, footnote 2. 3 So KtTHMANN, op. cit., pp. 38-9. 4 Pap. Anastasi III, 1, 10. 5 See Zeitschriftfiir dgyptische Sprache, vol. xxvi (1888), p. 81. This content downloaded from 128.255.6.125 on Thu, 26 May 2016 10:11:29 UTC
All use subject to http://about.jstor.org/terms ATLAN H. GARDINER 244 sessed vineyards whence wine was sent to the Theban Ramesseuml; and it was accessible
by water2, probably by a canal which later, at least if local tradition, backed by some slight
classical authority, can be trusted, extended to Ostracine, now El-Flusiyeh at the east end
of Lake Sirbonis3. We must not forget to mention here the interesting sculptured scene
on the north wall of Karnak, where the fortress of Thel is depicted as it was in the time
of Sethos I4. In conclusion, reference must be made to some late sarcophagi recently
found at Tell Abu Sefeh5; not only do their inscriptions mention Thel, but they also
contain ample testimony as to the priestly and divine names connected with the XIVth
nome. It is desirable for our purpose to form some idea as to the extent and boundaries of
that nome. Its south-western end, Mr Griffith reasonably supposes, may have lain between
Tell Defenneh (Daphnae) and El-Menagi, since at the latter place a block of Nektanebos
was found on which some words are addressed to Buto of [ - 6~~ 'Imt; 'Imt is
Neb8sheh, the capital of the XIXth nome of _ 'Imt-pehu "the lower 'Imt-nome,"
some six miles from El-Menagi'. The natural boundary between the XIVth and XIXth
nomes would be the Pelusiac or Bubastite branch of the Nile, which, according to Mr
Griffith, "running W. of Herakleopolis, seems to have turned to the N. IV a little before
reaching Defenneh." Ptolemy makes the Nile the dividing-line between the nomes;
between the Busiric and Bubastite river, he says, were (from north to south) the nome
of Nesyt with its metropolis Panephysis, the Tanite nome with its metropolis Tanis, and It is desirable for our purpose to form some idea as to the extent and boundaries of
that nome. Its south-western end, Mr Griffith reasonably supposes, may have lain between
Tell Defenneh (Daphnae) and El-Menagi, since at the latter place a block of Nektanebos
was found on which some words are addressed to Buto of [ - 6~~ 'Imt; 'Imt is
Neb8sheh, the capital of the XIXth nome of _ 'Imt-pehu "the lower 'Imt-nome," more recent excavations (Recueil de Travaux, vol. xxxviii, pp. 21-32) produced no inscriptions. 6 The following bibliographical notes may be useful. Brugsch at first (Geographische Inschriften,
vol. I, pp. 262-3) identified Thel with Heroonpolis and placed it at the mouth of the Wady Tfmilat;
later, as we have seen, he changed his view and located it at Tanis (see especially Dictionnaire Geo-
graphique, pp. 992-7, 1356), J. de Roug6 following suit (Geographie de la Basse-Žgypte, p. 95). Diimichen,
however, laid great stress on a passage in the Edfu texts relating to the myth of Horus, and hence sought
to show that Thel lay near Ismailtyeh (Geschichte Aegyptens, pp. 257-60); though he himself subsequently
modified his view, placing the town somewhat further north (Zur Geographie des altens Aegyptens, p. 33);
this opinion was retained by German scholars until quite recently (e.g. STEINDORFF, Die dgyptischen Gaue,
p. 6, footnote 2, in Abhandl. d. phil.-hist. Klasse d. kon. Sacs. Ges. d. iss., vol. xxvii, vol. 1909), when it was
disposed of by Kiithmann (op. cit., p. 49). MAX MULLER, Proceedings of the Society of Biblical Archaeo-
logy, vol. x, pp. 467-77, ignores Griffith, but correctly remarks that Thel would be best located " where
the great road from the East crosses the narrowest part of the water between the Birket BallAh and the
lake of Menzaleh"; his further suggestion (p. 478) that Thel is identical with Shuiir, Gk. zovp, of the Bible,
is less fortunate. To complete the documentation of Thel a few references that do not occur elsewhere in this article may
here be added: "split in-fishes of Thel," Pap. 1 SPIEGELBERG, Hieratic Ostraca, nos. 163, 189, 203, 211.
2 See above, p. 132, under the letter H.
3 Annales du Service, vol. xvi, p. 8. 4 LEPSIUS, Denzkmdler, Part III, P1. 128, b.
5 Annales du Service, vol. xii, pp. 69-76; Bulletin de l'lnstitut Franfais, vol. xi, pp. 29-38. Still
more recent excavations (Recueil de Travaux, vol. xxxviii, pp. 21-32) produced no inscriptions.
6 The following bibliographical notes may be useful. Brugsch at first (Geographische Inschriften,
vol. I, pp. 262-3) identified Thel with Heroonpolis and placed it at the mouth of the Wady Tfmilat;
later, as we have seen, he changed his view and located it at Tanis (see especially Dictionnaire Geo-
graphique, pp. 992-7, 1356), J. de Roug6 following suit (Geographie de la Basse-Žgypte, p. 95). Diimichen,
however, laid great stress on a passage in the Edfu texts relating to the myth of Horus, and hence sought
to show that Thel lay near Ismailtyeh (Geschichte Aegyptens, pp. 257-60); though he himself subsequently
modified his view, placing the town somewhat further north (Zur Geographie des altens Aegyptens, p. 33);
this opinion was retained by German scholars until quite recently (e.g. STEINDORFF, Die dgyptischen Gaue,
p. 6, footnote 2, in Abhandl. d. phil.-hist. Klasse d. kon. Sacs. Ges. d. iss., vol. xxvii, vol. 1909), when it was
disposed of by Kiithmann (op. cit., p. 49). MAX MULLER, Proceedings of the Society of Biblical Archaeo-
logy, vol. x, pp. 467-77, ignores Griffith, but correctly remarks that Thel would be best located " where
the great road from the East crosses the narrowest part of the water between the Birket BallAh and the
lake of Menzaleh"; his further suggestion (p. 478) that Thel is identical with Shuiir, Gk. zovp, of the Bible,
is less fortunate. This content downloaded from 128.255.6.125 on Thu, 26 May 2016 10:11:29 UTC
All use subject to http://about.jstor.org/terms 1 SPIEGELBERG, Hieratic Ostraca, nos. 163, 189, 203, 211. ,
,
2 See above, p. 132, under the letter H man of Thel, see SPIEGELBERG, Correspondances des Temps des Ro
7 PETRIE, Nebesheh and Defenneh, P1. XLIII, and pp. 46, 107. , p
,
3 Annales du Service, vol. xvi IV Anastasi IV, 15, 7; the fortress of Thel is named in the
well-known journal of a frontier-official, Pap. Anastasi III, verso 3,5; at Serabit el-KhAdim was found the
stele of a mayor of Thel from the reign of Tuthmosis IV, see GARDINER-PEET, Inscriptions of Sinai, vol. I,
P1. XIX, no. 59, and a stele apparently of the same man is now in Leyden (V43, see BOESER, Denknmaler des
Neuen Reichs, Part iII, P1. XIII, no. 22). There also occurs the personal name Tlry, doubtless meaning
" a man of Thel " see SPIEGELBERG Correspondances des Temps des Rois-Prgtres Index s v t'h
Sketch Map of the
EASTERN DELTA
Reconstructed physical details are
marked in red. The Roman numnbers in red are those
of the Egyptian nomes, to twhich the
Graeco-Roman names are attached. 2·9
4./.-
4
zS'
TANIS · - ,
TANIS e-,a
San el-Hagarj
XIX. HE
rTA
Nebshehe ' - Me
I#
I Sledllll '
° PHARBAETHUS
Horbet ¢
,0 ,. $2 # -
1 " Pi- Ba(r)st """
J BUBASTUS, Tell Basteh -"
XVlIII. Pi-' S a "" ? ',^,
, c "T'r c'. ARABIA?THt.OU9? -ASTITES Saftel-Henineli 0
6 . ,o0\\1
Tell Abu Sulmn;n"*' ."
0
Belbes,'
- kh e t a
e I1 d - o f - Z o a nJ
IRACLEOPOLIS PARVA? el// esh-Sher^g, Tell Beln is
NIE.S T
A7gi , " : , , -. [ " ^ -
l ihiyeh
0t ^ gPHACUSA, Fakus
ARABIA? ' , '
XX. AR^ A' "IA
'5-? o * ....? ,,,,
^ -..,,,,,,,,..,,,,
; o4 ... 4 e
g' x,,
A< , \i
f, Ix,\9P, 8 ',,,,. % \! ,,,.~t,,I
t,,, : . .... -PI '
English Miles
o 5 o10
I . ,. , 15 I
o IoI
Kilometres
20
Roman Miles
... I5 I. I
Egyptian names
Classical , . Arabic ,,
.- ----- - ' - MAGDOLON ? ,
,~ ..7 .... ... . "i- Tell el-Her
i-i: -. XIV, S E'¥H
K. 7 Ml Abu Sefeh
^f - LAKE BALLAH
y -? 3 o0
45'
1
32
o3
PLATE XXXV
,5
3'
4S
ES L-
road
f, c-i- . 1- K , 1 s 'I-, - Af ' k I 4,
UlB
30 3O ,. .».'
Isnmaili'yeh ...'.o ..""". I VIII. ,. J '
,.,,,N.- .,....,,,,%D,l ,1-
{, ,\M«\ \l, \\s, . Y
-.c^ '
P1
." ",",,,,.,,.,,,,,... ....... ,
, p
4 Prof. Naville (Goshen, pp. 14 foll.) contends that Phacfisa must be the modern Saft el-Henneh,
since Strabo (p. 805) states that the canal running from the Nile to the Red Sea branches off from the
river at Phacusa; this, says Prof. Naville, would be a physical impossibility if Phacusa were the modern
Fakfis. It seems to me easier to suppose that Strabo has confused the earlier and later capitals of the
nome than that Fakfis should not be the modern equivalent of Phacuisa. The capital of the nome seems
to have been called Arabia in late classical times; see KUTHMANN, op. cit., pp. 9-10. This content downloaded from 128.255.6.125 on Thu, 26 May 2016 10:11:29 UTC
All use subject to http://about.jstor.org/terms 1 The name of the Pharbaethite nome survives in the modern place-name Horb6t, which possibly
marks the site of the capital Svdnw, the cult-place of Har-merti; see DE RoUGA, Geographie de la Basse-
Egypte, pp. 66 foll., and Annales du Service, Index to vols. I-x, p. 29, s.v. Horbelt. The nome was a late
creation, which took in some lists the place of the old nome of 1sb (XI), though this was probably situated
in a quite different part of the Delta. IV the Pharbaethite nome with its metropolis Pharbaethosl; to the east of the Bubastite
river were the Sethroite nome with its metropolis Herakleopolis Parva, the nome of Arabia
with its mnetropolis Phacusa, the Bubastite nome with its metropolis Bubastus2, and the
Heliopolitan nome with its metropolis Oniou. Doubtless this account is too schematic
even for Graeco-Roman times, and there is the additional difficulty that the old Egyptian
nomes cannot be legitimately equated in all details with those recorded by the classical
writers. Still, if it is roughly permissible to identify the XIVth nome with the Sethroites
of Ptolemy, then surely we must go further and identify the XIXth nome with Ptolemy's
Tanites. As the pivot on which the former identification revolved was the localization of
Thel at Tell Abu Sefeh, so that on which the latter identification turns is the localization
of 'Imt at Nebesheh. This was sufficiently proved by Professor Petrie's excavations in
1886, and the same scholar was amply justified in explaining3 the Greek namne of the nome
as due to the fact that Tanis was a city of more recent origin which in course of time had
come to overshadow the old religious centre of 'Imt. So too, probably, Phakuisa (Fafkuis)
later took the place of Pi-Sapt (Saft el-Henneh) as the capital of the XXth nome of
Arabia4, and we have seen that the Sethroite nome may have possessed three successive
capitals. p
It thus appears that Brugsch, in identifying the XIVth nome with the Tanites and
the XIXth with the Sethroites, exactly reversed the truth. Some modern writers on the
subject, like Professor Naville5, seem clear on the point that the XIVth is the Sethroite
nome, but an Egyptologist as well acquainted with Delta geography as M. Daressy still
maintains that though Tell Abu Sefeh was the earlier capital of the nome, later it was
eclipsed in importance by Tanis, which then took its place as the metropolis6. How
improbable a view this is may be seen from a mere inspection of the map; Tanis is some
ten miles to the north-west of Nebesheh, the capital of the XIXth nome, while Tell
Abu Sefeh is about thirty miles due east of the latter place. If there is no very definite q
p
2 Bubastus is the form of the place-name preferred by almost all the classical geographers except
Herodotus, in contradistinction to the goddess Bubastis. to have been called Arabia in late classical times; see KUTHMANN, op. cit., pp. 9 10.
5 Proceedings of the Society of Biblical Archaeology, vol. xxxiv (1912), p. 310. The proposal there
made to identify Thel with the Zoar of Genesis xix, 20 is phonetically quite impossible. IV I"'l,
SERAPEI
Gebel Map
LAjE TIMSA H
live
,/4
15 20
3° 40
30,
30
_F,, SERAPEUM? ''(Descr. de 1' Eg.)
BITTER
. LA KES
.TANIS
..Belbes
I. t
,
"I
I I
'oc,
I -- -
e I
.._ "II. I
I . I . . I
I ............I . I ...I
_/f
PHAR BA ET , TE S:
-
I
20
I 'J
,, .1!;,
:'." /Sff I PLATE XXXV
I Sketch Map of the
EASTERN DELTA
Reconstructed physical details are
marked in red. The Roman numnbers in red are those
of the Egyptian nomes, to twhich the
Graeco-Roman names are attached. LAjE TIMSA H This content downloaded from 128.255.6.125 on Thu, 26 May 2016 10:11:29 UTC
All use subject to http://about.jstor.org/terms THE DELTA RESIDENCE OF THE RAMESSIDES 245 the Pharbaethite nome with its metropolis Pharbaethosl; to the east of the Bubastite
river were the Sethroite nome with its metropolis Herakleopolis Parva, the nome of Arabia
with its mnetropolis Phacusa, the Bubastite nome with its metropolis Bubastus2, and the
Heliopolitan nome with its metropolis Oniou. Doubtless this account is too schematic
even for Graeco-Roman times, and there is the additional difficulty that the old Egyptian
nomes cannot be legitimately equated in all details with those recorded by the classical
writers. Still, if it is roughly permissible to identify the XIVth nome with the Sethroites
of Ptolemy, then surely we must go further and identify the XIXth nome with Ptolemy's
Tanites. As the pivot on which the former identification revolved was the localization of
Thel at Tell Abu Sefeh, so that on which the latter identification turns is the localization
of 'Imt at Nebesheh. This was sufficiently proved by Professor Petrie's excavations in
1886, and the same scholar was amply justified in explaining3 the Greek namne of the nome
as due to the fact that Tanis was a city of more recent origin which in course of time had
come to overshadow the old religious centre of 'Imt. So too, probably, Phakuisa (Fafkuis)
later took the place of Pi-Sapt (Saft el-Henneh) as the capital of the XXth nome of
Arabia4, and we have seen that the Sethroite nome may have possessed three successive
capitals. PETRIE, Nebesheh and Defennek, p. 6. made to identify Thel with the Zoar of Genesis xix
6 Bulletin de l'lnstitut Franfais, vol. xi, p. 35. q
p
2 Bubastus is the form of the place-name preferred by almost all the classical geographers except
Herodotus, in contradistinction to the goddess Bubastis. The prototypes of the Tanite and Bubastite
nome together originally formed the large nome of 'Imt, part of which was to the right and part to the
left of the Bubastite Nile-arm. At an early date the nome of 'Imt seems to have been divided into two,
known respectively as the Upper and Lower 'Imt-nomes ('Imt-khant, 'Imt-pehu). In Graeco-Roman
timnes the Pharbaethite norne may have been cut partly out of the early Bubastite nomne ('Imt-khant); see
last note. 1 The name of the Pharbaethite nome survives in the modern place-name Horb6t, which possibly
marks the site of the capital Svdnw, the cult-place of Har-merti; see DE RoUGA, Geographie de la Basse-
Egypte, pp. 66 foll., and Annales du Service, Index to vols. I-x, p. 29, s.v. Horbelt. The nome was a late
creation, which took in some lists the place of the old nome of 1sb (XI), though this was probably situated
in a quite different part of the Delta.
2 Bubastus is the form of the place-name preferred by almost all the classical geographers except
Herodotus, in contradistinction to the goddess Bubastis. The prototypes of the Tanite and Bubastite
nome together originally formed the large nome of 'Imt, part of which was to the right and part to the
left of the Bubastite Nile-arm. At an early date the nome of 'Imt seems to have been divided into two,
known respectively as the Upper and Lower 'Imt-nomes ('Imt-khant, 'Imt-pehu). In Graeco-Roman
timnes the Pharbaethite norne may have been cut partly out of the early Bubastite nomne ('Imt-khant); see
last note.
PETRIE, Nebesheh and Defennek, p. 6.
4 Prof. Naville (Goshen, pp. 14 foll.) contends that Phacfisa must be the modern Saft el-Henneh,
since Strabo (p. 805) states that the canal running from the Nile to the Red Sea branches off from the
river at Phacusa; this, says Prof. Naville, would be a physical impossibility if Phacusa were the modern
Fakfis. It seems to me easier to suppose that Strabo has confused the earlier and later capitals of the
nome than that Fakfis should not be the modern equivalent of Phacuisa. The capital of the nome seems
to have been called Arabia in late classical times; see KUTHMANN, op. cit., pp. 9-10.
5 Proceedings of the Society of Biblical Archaeology, vol. xxxiv (1912), p. 310. The proposal there
made to identify Thel with the Zoar of Genesis xix, 20 is phonetically quite impossible.
6 Bulletin de l'lnstitut Franfais, vol. xi, p. 35. made to identify Thel with the Zoar of Genesis xix, 20 is phonetically quite impossible.
6 Bulletin de l'lnstitut Franfais, vol. xi, p. 35. see too Annales du Service, vol. nII, p. 27
3 BRUGSCH, op. cit., pp. 1369, 1389. This content downloaded from 128.255.6.125 on Thu, 26 May 2016 10:11:29 UTC
All use subject to http://about.jstor.org/terms IV The prototypes of the Tanite and Bubastite
nome together originally formed the large nome of 'Imt, part of which was to the right and part to the
left of the Bubastite Nile-arm. At an early date the nome of 'Imt seems to have been divided into two,
known respectively as the Upper and Lower 'Imt-nomes ('Imt-khant, 'Imt-pehu). In Graeco-Roman
timnes the Pharbaethite norne may have been cut partly out of the early Bubastite nomne ('Imt-khant); see
last note ALAN H. GARDINER 246 evidence beyond its proximity-this indeed would seem enough-to prove that Tanis was
in the same nome as Nebesheh, there is no really valid argument to show that it belonged
to the same nome as Thel. Since Brugsch's error still appears to exercise considerable
influence, and since a decision on this point has an important bearing upon the problem of
the position of Pi-Racmesse, his arguments for identifying the XIVth nome with the
Tanites must receive very careful examination. y
Let us remember that Brugsch, when compiling the Dictionnaire Geographique, had
as yet no means of locating 'Imt, the capital of the XIXth nome; nor does he seem ever
to have realized the import of Professor Petrie's researches at Nebesheh, since in his latest
utterance (1891) on these geographical problems he still clings to his conjecture that 'Imt
signified "the mud-city" (Coptic ozue, lutum) and hence was to be equated with Pelusiuml. We must take the Dictionnaire Geographique as the clearest expression of Brugsch's
opinions. Handicapped by his ignorance of the true whereabouts of 'Imt, he would
naturally attach the greater importance to his apparent evidence for the identity of Thel
with Tanis. This evidence appears to consist of the following points: (1) > . \ (a
Sht-DCnt " Field-of-Zacanet," which is obviously identical with the "Field-of-Zoan"
(i.e. Field of Tanis) of the Bible, occurs on several occasions in place of the more usual
,000 ~ Sht-Dc "Field-of-ZaC," which is the pehu or " Hinterland " of the XIVth nome;
(2) monuments have been found at Tanis which appear to connect that town with Thel
(Sile), because they bear upon them the name either of the town itself or of its gods. (
),
y
p
g
(1) The first point does indeed seem to be a formidable one, and requires the most
careful consideration. 3 BRUGSCH, op. cit., pp. 1369, 1389.
4 For .Hbyt, the modern Bekbet, see particularly ROEDER, Zeitschrift fur dgyptische Sprache, vol. XLVI
(1909), pp. 62 foil. 1 BRUGSCH, Dictionnaire Geographique, p. 1373. A few other references, DUMICHEN, Geographische
Intschriften, vol. I, P1. XIV (Edfu); P1. XXVIII (Dendereh); vol. iv, P1. CXX (Dendereh); GRIFFITH-
PETRIE, Two Hieroglyphic Papyri, PI. X, frag. 18.
2 See Bulletin de l'Institut Franvais, vol. xi, p. 36, for a full bibliography of this monument.
3 Recueil de Travaux, vol. xv, p. 150. This content downloaded from 128.255.6.125 on Thu, 26 May 2016 10:11:29 UTC
All use subject to http://about.jstor.org/terms ETRIE, Two Hieroglyphic Papyri, PI. X, frag. 18.
2 See Bulletin de l'Institut Franvais, vol. xi, p. 36, for a full bibliography of this monument.
3 Recueil de Travaux, vol. xv, p. 150. 1 BRUGSCH, Dictionnaire Geographique, p. 1373. A few other references, DUMICHEN, Geographische
Intschriften, vol. I, P1. XIV (Edfu); P1. XXVIII (Dendereh); vol. iv, P1. CXX (Dendereh); GRIFFITH-
PETRIE, Two Hieroglyphic Papyri, PI. X, frag. 18. Intschriften, vol. I, P1. XIV (Edfu); P1. XXVIII (Dendereh); vol. iv, P1. CXX (Dendereh); GRIFFITH
PETRIE, Two Hieroglyphic Papyri, PI. X, frag. 18.
2 See Bulletin de l'Institut Franvais, vol. xi, p. 36, for a full bibliography of this monument.
3 Recueil de Travaux, vol. xv, p. 150. IV The resemblance of "Field-of-ZaCanet" to the W^-lnw "Field-of-Zoan," n-X8iov Tave'ws,
TcoC)ige 1i1e&&", TROI RiX&InH of Psalm 78 was far too striking to be fortuitous, so that
Brugsch could conclude with some show of reason that the nome to which " Field-of-Za',"
"Field-of-ZaCanet" belonged was the nome of Tanis. That "Field-of-ZaCanet" is no mere
mistake on the part of a scribe is shown by the facts that a Ptolemaic stele in Cairo2
couples the goddess C ~ ©} "Nebhotpe in the
territory of RaCnufer, arising in Field-of-Zacanet" with the god of the fourteenth nome
" Horus of Mesen, the noble flying scarabaeus, protecting the two lands, great god of Thel,"
and that a third instance of the expression " Field-of-Zacanet" occurs on a late statue pub-
lished by M. Daressy3 in a more or less close association with Thel. The text inscribed on
the statue is very obscure, but it is somehow narrated of its owner, the general Amenpiom,
that his business was to superintend the irrigation of the north-eastern nomes: · @
^ ° ^^c nnn^ 5,o '^ [l @ ^ <=, the
king appointed him as the governor over the province (?) of Field-of-ZaCanet in order to pre-
vent the oppression of ..... in their oppressions (?)." Then follow some extremely unintelli-
gible sentences, the text of which, according to M. Daressy, runs as follows: <o=>N_ that his business was to superintend the irrigation of the north eastern nomes @
^ ° ^^c nnn^ 5,o '^ [l @ ^ <=, the
king appointed him as the governor over the province (?) of Field-of-ZaCanet in order to pre-
vent the oppression of ..... in their oppressions (?)." Then follow some extremely unintelli-
gible sentences, the text of which, according to M. Daressy, runs as follows: <o=>N g
g
y
I I I ,a (l A r 'K 0 = 31 = 1 l 1 -" ^^I>: ww
- ^AAAA---H--TT.T A ^ V>? / 00^ ^ <^> H H fl^*^-^31^^___ 0 ___^A AAAAM
w /ww^s W\ -^ Avesv^/ ]\^nO °UUU -3V>~)X ^It is
<=>/^won^TJE , fv,/~ 1 © , ~ o 1s /
,
,/
,
difficult to believe that the published text is quite correct, though its obscurity may well
be due in some part to the ancient sculptor. IV The name Q "Field-of-ZaC " occurs first of all amid a series
of representations of inundated districts and the like depicted upon a rlined wall of the
temple at Memphis which Ramesses II dedicated to Ptah2. The adjacent names are:
(a) I O- Sha'usef, the flooded land of the IXth, Busirite, nome; (b) = e ©
Sha'mentet, a designation unknown from any other source, which might, however, mean
the land flooded by the waters V mnwt of the XVth Hermopolite nome3; (c) l, roite nome. The general sequence seems to be from west to east along the northern ex-
tremity of the Delta. The addresses to Ptah which accompany these personifications of
geographical areas are, as a rule, without interest; alone in the case of " Field-of-Za¢ "
does the accompanying legend contain references that may be of topographical significance. The address in question runs thus: "Ramesses II comes to thee, 0 Ptah, he brings to thee Field-[of-Z This content downloaded from 128.255.6.125 on Thu, 26 May 2016 10:11:29 UTC
All use subject to http://about.jstor.org/terms THE DELTA RESIDENCE OF THE RAMESSIDES 247 Ramnesses II gives to thee .........." To these words I shall return later. In Graeco-Roman
times "Field-of-ZaC" is constantly named as the pehu of the XIVth nomel; thus in the great Ramnesses II gives to thee .........." To these words I shall return later. In Graeco-Roman
times "Field-of-ZaC" is constantly named as the pehu of the XIVth nomel; thus in the great Ramnesses II gives to thee .........." To these words I shall return later. In Graeco-Roman
times "Field-of-ZaC" is constantly named as the pehu of the XIVth nomel; thus in the great
geographical text of Edfu we read V~ : 7. _> f z D X
"he (the nome-god Horus of Mesen) inundates the Boinu-land (Phoenix-land) at (its) season
of the year, he pours its fresh water into the pehu of Field-of-ZaC." To repeat what was
said under no. 39 of the last section (p. 200) the title f- LI Oss"he who is
in the regions of Field-of-ZaCanet" occurs on one of the statues of Teos among titles that
point unequivocally to the nome of Khant-yeb (XIV) and not to that of 'Imt-pehu (XIX). 1 See ERMAN, Agyptische Grammatic3, § 236.
2 See H. RANKE, Keilschriftliches Material zur altdgyptischen Vocalisation, p. 34, in Abh. d. ko'n. Preuss.
Acad. d. Wiss., 1910, where, however, S a'anu is not properly distinguished from Si'inu, guessed by Prof.
Spiegelberg to be Pelusium; see below p. 253. This content downloaded from 128.255.6.125 on Thu, 26 May 2016 10:11:29 UTC
All use subject to http://about.jstor.org/terms IV If then "Field-of-ZaCanet"
is to be accepted, like "Field-of-Za,") as a name of the pehu of the XIVth nome, we must
face the fact that the nome whose capital was at Tell Abu Sefeh possessed a pehu having
its name compounded with the name of Tanis-Zoan. For the identity of "Field-of-ZaCanet"
with the Biblical "Field-of-Zoan" is beyond dispute, and the LXX and Coptic equivalents y
p
,
p
q
prove that the latter contained the name of Tanis; on the other hand \ {3
. 2n \" x-~ r
Dent is really the Egyptian name of Tanis, though this fact was until comparatively recently
merely a deduction based by Brugsch on the term ijJs D "Field-of-Zacanet." The
Annals of Assurbanipal had indeed afforded the Assyrian transcription Sa'anu2, but the
9 A WV\ AM W
name w © Dent was actually first found as the name of the city of Tanis
in M. Golenischeff's papyrus containing the romantic story of the mission of Unamfin to
Phoenicia; here it appears as the seat of government of Smendes, the founder of Manetho's
XXIst Tanite government, and as a port where the prince of Dor alone had twenty trading-
vessels (1, x + 23). The city-name DCnt-Zacanet has since been encountered in the
Golenischeff glossary (above no. 38), on the Stele of the Adoption of Nitokris, and in the
Demotic tale of Petubastis. Now since the name DCnt-ZaCanet for Tanis is conspicuously absent from texts of
earlier date-at Tanis itself it does not occur at all except in "_Field-of-ZaCanet" on the
statue of Teos-it seems likely that it owes its origin to the proximity of the " Field-of-
Za¢," which may well be a rather wide expression signifying the region of Lake Menzaleh. How great was the extension of the "Field-of-Za " we do not know; if any importance is
to be attached to the words on the Memphite wall addressed to Ptah in connection with it,
then we should have to conclude that it covered the whole marshy region lying between
the region north of Tell Abu Sefeh and the Phatnitic mouth; the statue of Amenpiom,
however, indicates a less extension. IV The following rendering will, however, give
some notion of its contents: "in order to punish the deed of him who commits it and who
transgresses (??) it, in order to free ([s]sw ?) (it) from ruins (?) which fail to receive mud (i.e. he had to remove brick ruins which prevented the inundation from spreading its mud over
the area in question ??) and in order to divide (?) ...... near the ...... of Thel. He made pro-
lific the good territories in front of them, Sha'sef (there is an intrusive m, which makes it 248 ATIAN H. GARDINER doubtful whether Sha'usef, the flooded land of the Busirite nome mentioned above, is really
meant) being with (?) their waters, and from the territory of the Mendesian nome as far as
Field-of-ZaCanet being inundated every [year]." After making all allowances for mistrans-
lation, it is clear that the general Amenpiom was charged with the duty of looking after
the irrigation of the extreme north, from the Phatnitic mnouth eastward to "Field-of-
ZaCanet"; the latter is somehow connected with the name of Thel. These three instances of "Field-of-ZaCanet" appear to me to place its equivalence with
"Field-of-ZaC " beyond a doubt. "Field-of-Za¢" appears, so far as our evidence goes, to
be the older form ; the later variation can only be explained by taking D as a femi-
nine adjective agreeing with sht "field" in place of the old genitive D _d, "Zac." Egyptian
does display analogous adjectival formations, cf n. mhnt " the Northern House" and the
like; compare the Semitic terminations, Arabic CO-, Hebrew lb-. If then "Field-of-ZaCanet"
is to be accepted, like "Field-of-Za,") as a name of the pehu of the XIVth nome, we must
face the fact that the nome whose capital was at Tell Abu Sefeh possessed a pehu having
its name compounded with the name of Tanis-Zoan. For the identity of "Field-of-ZaCanet"
with the Biblical "Field-of-Zoan" is beyond dispute, and the LXX and Coptic equivalents These three instances of "Field-of-ZaCanet" appear to me to place its equivalence with
"Field-of-ZaC " beyond a doubt. "Field-of-Za¢" appears, so far as our evidence goes, to
be the older form ; the later variation can only be explained by taking D as a femi- does display analogous adjectival formations, cf n. mhnt " the Northern House" and the like; compare the Semitic terminations, Arabic CO-, Hebrew lb-. 1 See ERMAN, Agyptische Grammatic3, § 236. IV In any case, it is necessary to emphasize the fact
that because the pehu of a nome has a name that can be associated with a place which This content downloaded from 128.255.6.125 on Thu, 26 May 2016 10:11:29 UTC
All use subject to http://about.jstor.org/terms THE DELTA RESIDENCE OF THE RAMESSIDES 249 would otherwise be considered to lie outside that nome, this is no reason whatsoever for in-
cluding the said place in the norne to which the pehu in question belongs'. We know hardly
anything as to the real nature of the pehu; the word seems to mean " Hinterland" or
" back-lying district"; in the great Edfu geographical inscription it would appear to signify
the region into which the river of the nome pours its waters (see above, p. 247, top). Even
this is doubtful, however, for the pehu of the Arabian nome (XX) bears the samine name
a i--r A , AAA 'Ity as the "river" of the Heliopolitan nome (XIII) farther upstream2, though
\\ AWA
this seeming contradiction may be reconciled by supposing that 'Ity was one name of the
entire stretch of the Bubastite river from the Heliopolitan nome to below that of Arabia. What is more illuminating for our present argument, the pehu of the IVth nome, that of
the Southern Neith, bears the name (iAc CAnz, which is obviously inseparable from the
name and the deity of the IXth, the Busirite, nome 3 that lay wholly or partially to the
north of the IVth nome. - _
(2) It cannot, therefore, be proved from the term " Field-of-ZaCanet " that ZaCanet-
Tanis lay within the XIVth nome, and so far as the testimony of this expression is
concerned we may still regard the Bubastite river as the dividing line between the
Sethroites (XIV) and the Tanites (XIX). It remains, however, to examine the second
argument that seems to have influenced Brugsch, namely the fact that Thel, or the god of
Thel, is named on certain monuments discovered at Tanis, whence it might seem natural
to identify Tanis and Thel. Little weight can be attached to the application of the
title "Commander of the Fortress of Thel" to the Vizier Pracmesse who accompanies
Ramesses II on the Stele of Four Hundred Years, where Ramesses II is depicted offering
to Setekh-of-Ramesses4. 1 In my discussion of the town of Avaris (Journal of Egyptian Archaeology, vol. iI, pp. 99-101)
I failed to realize this point, and the remarks there made on the relationship between the XIVth and
XIXth nomes consequently require revision. This content downloaded from 128.255.6.125 on Thu, 26 May 2016 10:11:29 UTC
All use subject to http://about.jstor.org/terms 1 In my discussion of the town of Avaris (Journal of Egyptian Archaeology, vol. iI, pp. 99-101)
I failed to realize this point, and the remarks there made on the relationship between the XIVth and
XIXth nomes consequently require revision.
2 BRUGSCH, Dictionnaire Geographique, pp. 1369, 1373.
3 See GRIFFITH, Proceedings of the Society of Biblical Archaeology, vol. xxi, pp. 278--9, for the reading
for these names.
4 The most accessible reproduction is BUDGE, History of Egypt, vol. in, p. 157.
5 PETRIE, Tanis II, P1. X, nos. 168, 170.
Op. cit., P1. X, nos. 164, 165. She occurs also on a statue usurped by Meneptah, Tanis I, P1. I,
no. 3, B.
This stele has been already quoted in another connection, see above p. 247, with footnote 2.
8 Unamun, II, 35.
Journ. of Egypt. Arch. v. 33 q
y
q
2 BRUGSCH, Dictionnaire Geographique, pp. 1369, 1373. 2 BRUGSCH, Dictionnaire Geographique, pp. 1369, 1373.
3 See GRIFFITH, Proceedings of the Society of Biblical Archaeology, vol. xxi, pp. 278--9, for the reading
for these names. 4 The most accessible reproduction is BUDGE, History of Egypt, vol. in, p. 157. I failed to realize this point, and the remarks there made on the relationship between t
XIXth nomes consequently require revision. p
XIXth nomes consequently require revision. IV It must be admitted, on the other hand, that the statues of
Teos come from Tanis, and that one or two Ptolemaic stelae found in the excavations
there 'either mention Thel or are dedicated to the Horus of Mesen5. Other Ptolemaic
stelae from Tanis, however, are dedicated to Buto of Nebesheh6, though her name scarcely
occurs upon the earlier monuments from that site. M. Daressy tells us that the chief
deity of Tanis was Amen-ReC, and he accordingly quotes a late stele from Memphis where
the divinities of Thel are associated with Amen-ReC as proof that Tanis later replaced
Thel as capital of the XIVth nome7. As a matter of fact Amen-R6C hardly occurs on the
Tanite monuments, though the rulers of the XXIst Dynasty, spoken of as " the officers
whom Amen-ReC has given to the north of his land8," may well have shown to the god of 33 33 33 Journ. o ALAN H. GARDINER 250 their Theban home more consideration than previous Pharaohs had done. To tell the
truth, the documents at our disposal do not permit us to decide what special cults were
most in favour at Tanis; Mr Griffith, who made a careful investigation of this questioln,
summed up his opinion as follows': "The search for a local mythology and really local
worship has not been successful. When we have sifted out the national gods who change
with the dynasties (the Ptah, Osiris, and Sokar of the Middle Kingdom; Set of the
Hyksos; Set, Harmachis, Turn, Tathnen and Amen of the Ramessides) there is no resi-
duum left sufficient to certify a local worship. Set, Uati ap taui and Horus of the
foreigners, wear a semblance of localization." g
,
The uncertainty of which Mr Griffith here complains would be much increased if a
plausible theory recently put forward by M. Daressy were to prove true2. Combating
the late Sir Gaston Maspero's hypothesis of a special Tanite school of Art, he
argues that the Ramesside and later Pharaohs who adorned the great temple of Tanis
transported thither, and particularly from Memphis, many of the older monuments found
on the site; only thus, he considers, can we explain the prominence of the Memphite
Ptah on a number of the early statues excavated at Tanis. M. 1 Tanis II, p. 34. 2 Annales du Service, vol. xvii, pp. 164-176.
3 Journal of Egyptian Archaeology, vol. iII, pp. 99-101. 1 Tanis II, p. IV Daressy does not extend
his theory to the monuments naming Seth of Avaris, since though he does not admit the
identity of Avaris and Tanis, he thinks that those towns were quite close to one another. Manetho, however, distinctly says that Avaris lay to the east of the Bubastite river and
in the Sethroite nome; I have tried elsewhere3 to make it probable that Avaris was
Pelusium or at all events near it, a view for which, as we shall see, there is evidence in
tradition. Still, just as Thel was close enough to Tanis for its gods occasionally to be
mentioned there, so may Avaris also have been. Whether or no, therefore, we suppose
that the monuments discovered at Tanis and bearing the name of Seth of Avaris were
moved thither by the kings of the Nineteenth or of the Tanite Dynasty, no serious
evidence is forthcoming for the view that Seth was the principal god of Tanis. The same
argument applies to the monuments naming the Seth of Meneptah, who, as will be shown
subsequently, was merely the Seth of Pi-Racnesse under another nane. From the coins
of the Tanite nome it appears that its predominant cult was that of the falcon-god Horus. pp
p
g
To sum up the results of the last few pages, there is no evidence favouring the
view that Tanis was in the nome of Khant-yeb which can outweigh the inherent impro-
bability of such a supposition. The actual topographical conditions demand imperatively
that Tanis should belong to the nome of which Nebesheh was, at one time at least, the
capital; we are, therefore, justified in identifying the Tanites with the nomne of 'Imt-Pehu
(XIX) and in assuming, until contradictory facts make their appearance, that in the
Pharaonic times, as also later, the Bubastite branch formed the boundary between the
XIVth and the XIXth nomes. This elaborate discussion of the relationship between the two north-eastern nomes of
the Delta may have seemed irrelevant to the particular question here at issue; in reality
it has cut away the ground beneath Brugsch's identification of Pi-Racmesse with Tanis. That identification rested to no small extent on the occurrence of the title "priest of
Amfin of RaCmes of Pi-RaCmesse" on the statue of Teos found at Tanis (above p. 199,
no. This content downloaded from 128.255.6.125 on Thu, 26 May 2016 10:11:29 UTC
All use subject to http://about.jstor.org/terms 1 Tanis II, p. 34. 2 Annales du Service, vol. xvii, pp. 164-176.
3 Journal of Egyptian Archaeology, vol. iII, pp. 99-101. p
3 Journal of Egyptian Archaeology, vol. iII, pp. 99-101. IV Knowing what we
now know about the relations of the XIXth and XIVth, the fTanite and the Sethroite,
nomes, the close association of the title "priest of Amien of Racmes of Pi-RaCmesse" with
titles belonging to the XIVth nome either indicates nothing at all or else indicates that
Pi-RaCmesse is to be sought eastward of the Bubastite branch of the Nile. It is true that
the statue of Teos was found at Tanis, and its owner may therefore have held some offices
there. But that would not prove that the Tanitic and Sethroitic nomes were in any
way fused or inseparable; the general Nektanebos who lived under Ptolemy Soter was
governor not only in Thel (Sile), but also in 'Imt (Nebesheh) and Thebnute (Sebennytos)'. Similarly the owner of the Sarcophagus Louvre D 1 (quoted above p. 130, under C) appears
to have held priesthoods in various cities in by no means close proximity to one another. Numberless other examples of the same kind could be quoted. p
q
If no convincing argument can be based on the testimony of the statue of Teos
adduced by Brugsch, another piece of evidence that he employed can now be made to
weigh heavily against him. In the long description contained in Pap. Anastasi III (above
p. 184, no. 15) of the delights and riches of Pi-Racmesse, a number of localities are named
which must necessarily lie in the neighbourhood, though possibly not in the immediate
neighbourhood, of that city. Unhappily only one of the names is identifiable: in 2, 8-9
it is said that "The- Waters-of-Horus yield salt," and three lines further on we find the
sentence, "The reed-swamps come to it (Pi-RaCmesse) with papyrus, and The-Waters-of-
Borus with rushes." Now the name I-: l ; P, Sz-Hr, here rendered
"The- Waters-of-Horus," is obviously the same as the ^ - S-i-Hr " Waters-of-
Horus" frequently mentioned by the Graeco-Roman texts in connection with the XIVth
nome2. ,
,
,
2 E.g., Dendereh, DiUMICHEN, Geographische Inschriften, vol. iv, P1. CXX; MARIETTE, Denderah, vol. I,
P1. 66 a, 7. At Edfu, cf. DtMICHEN, op. cit., vol. iII, P1. XXII ; DE ROUGE, Edfou, P1. XXVI; op. cit.,
P1. LXIII; PIEHL, Inscriptions HIieroglyphiques, vol. i, P1. CII, F. Only indisputable references to the
SA-JHr of the XIVth nome have here been quoted; for other localities with the same or a similar name,
cf. BRUGSCH, Dictionnaire Geographique, pp. 519, 1261. IV 39), where it was associated with various priesthoods connected with Thel and with This content downloaded from 128.255.6.125 on Thu, 26 May 2016 10:11:29 UTC
All use subject to http://about.jstor.org/terms THE DELTA RESIDENCE OF THE RAMESSIDES 251 the XIVth nome. We now realize that Thel was Tell Abu Sefeh and not Tanis, as Brugsch
supposed; but still if Tanis had been in the same nome as Thel the title in question
might have seemed to point naturally to the equation of Pi-RaCmesse with Tanis, the
more so because Tanis possesses an abundance of Ramnesside monuments and was also
virtually a sea-port, as we have learnt from the narrative of Unamuan. Knowing what we
now know about the relations of the XIXth and XIVth, the fTanite and the Sethroite,
nomes, the close association of the title "priest of Amien of Racmes of Pi-RaCmesse" with
titles belonging to the XIVth nome either indicates nothing at all or else indicates that
Pi-RaCmesse is to be sought eastward of the Bubastite branch of the Nile. It is true that
the statue of Teos was found at Tanis, and its owner may therefore have held some offices
there. But that would not prove that the Tanitic and Sethroitic nomes were in any
way fused or inseparable; the general Nektanebos who lived under Ptolemy Soter was
governor not only in Thel (Sile), but also in 'Imt (Nebesheh) and Thebnute (Sebennytos)'. Similarly the owner of the Sarcophagus Louvre D 1 (quoted above p. 130, under C) appears
to have held priesthoods in various cities in by no means close proximity to one another. Numberless other examples of the same kind could be quoted. the XIVth nome. We now realize that Thel was Tell Abu Sefeh and not Tanis, as Brugsch
supposed; but still if Tanis had been in the same nome as Thel the title in question
might have seemed to point naturally to the equation of Pi-RaCmesse with Tanis, the
more so because Tanis possesses an abundance of Ramnesside monuments and was also
virtually a sea-port, as we have learnt from the narrative of Unamuan. This content downloaded from 128.255.6.125 on Thu, 26 May 2016 10:11:29 UTC
All use subject to http://about.jstor.org/terms 1 SETHE, Urkunden, II, 24-6.
2 E.g., Dendereh, DiUMICHEN, Geographische Inschriften, vol. iv, P1. CXX; MARIETTE, Denderah, vol. I,
P1. 66 a, 7. At Edfu, cf. DtMICHEN, op. cit., vol. iII, P1. XXII ; DE ROUGE, Edfou, P1. XXVI; op. cit.,
P1. LXIII; PIEHL, Inscriptions HIieroglyphiques, vol. i, P1. CII, F. Only indisputable references to the
SA-JHr of the XIVth nome have here been quoted; for other localities with the same or a similar name,
cf. BRUGSCH, Dictionnaire Geographique, pp. 519, 1261.
3 BRUGSCH, op. cit., p. 1369.
4 At Edfu see PIEHL op cit
P1 CVIII L; cf also MARIETTE op cit
vol I P1 10 3 BRUGSCH, op. cit., p. 1369.
4 At Edfu, see PIEHL, op. cit., P1. CVIII, L; cf. also MARIETTE, op. cit., vol. I, P1. 10. 1 SETHE, Urkunden, II, 24-6. 1 SETHE, Urkunden, II, 24-6. IV In the great geographical inscription of Edfu "Waters-of-Horus" is the "river"
( lr--t) of the XIVth nome-the stream or strip of water upon which'floated the
sacred bark "Beautiful-is-Mesen3." Most of the references to "Waters-of-Horus" in the
late temples are devoid of geographical interest, but once4 in a legend that accompanies
a figure of the king pouring libations we read, "These thy libations come forth from Ele-
phantine, A I \ ~r I they arrive at Waters-of-Horus, that thou mayst drink
of them," etc.; apparently the purpose of the writer was to say that the Nile is offered to
the god in its full extent, from Elephantine and the First Cataract down to " Waters-of- 33-2 This content downloaded from 128.255.6.125 on Thu, 26 May 2016 10:11:29 UTC
All use subject to http://about.jstor.org/terms ATLAN H. GARDINER 252 Horus," its northernmost reach. From this and various other passages it seems evident
that "Waters-of-Horus" must be a stretch of running water; it cannot (e.g.) be equated
with Lake Ballah, nor again is it likely to have anything to do with the canal, already
mentioned, which connected Thel with the Nile. For the Egyptian the only drinking-
water that seemed desirable was that of the Nile, and it is therefore necessary to regard
" Waters-of-Horus" as name of a part of the Nile itself. From the circumstances of the
case it can only be the name of that stretch of the Bubastite branch which we must pre-
sume to have formed the western boundary of the XIVth nome, in other words the stretch
which debouched at or near Pelusium. This conclusion is confirmed in a quite remarkable manner by the place-name Shihor
familiar from the Old Testament. The Hebrew name 'min" Shihor, once (Joshua xiii, 3)
preceded by the definite article inwn Hash-Shihor, is an impeccable equivalent of the
Egyptian 2Si-Hr " Waters-of-Horus" or :cxa xx , Pi Si-Hr " The- Waters-
of-Horus'." Two of the passages where Shihor occurs prove it to be a name of the Nile
or a part of it, and the other two equally clearly show that it marked the potential or
actual boundary between Egypt and the land of Israel. This content downloaded from 128.255.6.125 on Thu, 26 May 2016 10:11:29 UTC
All use subject to http://about.jstor.org/terms 3 BROWN-DRIVER-BRIGGS, Hebrew Lexicon, s.v. Shihor, takes the correct view, as does also E. MEYER,
Die Israeliten und ihre lVachbarstdimme, p. 457, footnote 1. CEEYNE, Encyclopaedia Biblica (s.v.), deals
with the name in a characteristically fanciful way. gyp
g
(
), p
( p
, p
,
)
g
y
2 R.V. gratuitously inserts after Shihor " the brook." This insertion rests on the supposed identity
of Shihor with " the brook of Egypt" namned (e.g.) Numbers xxxiv, 5, and generally taken to be the WAdy
el-eArish. 1 The equation is perhaps due to Brugsch, the first mention of it that is known to m
Aegyptologie (1891), p. 451. Dr Ktithmann (op. cit., p. 41, footnote 2) has rightly revived it. THE DELTA RESIDENCE OF THE RAMESSIDES THE DELTA RESIDENCE OF THE RAMESSIDES 253 As we have seen, it was Chabas who first voiced the possibility that Pi-RaCmesse was
Pelusium or in its neighbourhood; apart from Max Miiller, whose adhesion to this theory
seems to have been quite transitory, it has found no supporters. Chabas attached much
weight to the passage in the " Poem of Pentaur" (no. 2), whence we learn that Ramesses II
passed the fortress of Thel before reaching the town of Ramesses; but in view of the
defective text, and the consequent uncertainty whether the particular town of Ramesses
there meant was the Delta capital, we have pledged ourselves not to use this passage
otherwise than as corroborative evidence. What further arguments can be adduced in
favour of our thesis ? Thus far we have ascertained that Pi-RaCmesse was intimately
associated with Shihor, a name of the lower reaches of the Bubastite Nile-arm; further,
that it was near the sea and was distinct from Thel. Certain epithets, moreover, indicate
that it lay on the extreme eastern border (p. 252). But it did not lie on the route between
Thel and Raphia; else it would have been named in the comprehensive list of names of
places on that route contained in Pap. Anastasi I, 27, 3-8. Beyond these details and the
fact that Pi-RaCmesse was accessible by water from Heliopolis (no. 8) we have no direct or
certain information as to its whereabouts. But there remains a certain amount of indirect
and not quite demonstrable testimony which, taken in bulk, renders it exceedingly
probable that Pi-RaCmesse stood on the site known to the Greeks as Pelusium, "the
city of mud." y
Pelusium, as has been said already, was situated at the approximate distance of
24 Roman miles from Sile (Thel) and must have lain in the same nome. The ruins, now
known as Tell Farameh, have been described by Mr Griffith1 and, more recently, by
M. C14dat2. Thus far the only monuments of Pharaonic date discovered there have been
a weight bearing the name of the Pharaoh Nektanebos, part of a sarcophagus of the same
period, and a small fragment of a temple scene (or the like) that appears to belong to Ra-
messide times3. There exists evidence, however, that the town was a very old one. 1 PETRIE, Nebesheh and Defenneh, pp. 99 101.
2 Annales du Service, vol. xII, pp. 79-85, with a plan of the ruins. The general position of the town
is best shown by Clddat's map, op. cit., vol. x, unnumbered Plate referring to the article, pp. 209-237.
3 Recueil de Travaux, vol. xxxvii, pp. 33-4. IV In Isaiah's "Burden of Tyre"
(xxiii, 3) we read, "And on great waters the seed of Shihor, the harvest of the Nile, was her
revenue "; and the prophet Jeremiah asks (ii, 18), "And now what hast thou to do in the way
to Egypt, to drink the waters of Shihor?" Again, when Joshua was grown old, there re-
mained yet much land to be possessed by Israel, " all the regions of the Philistines, and all
the Geshurites; fromn the Shihor which is before Egypt, even unto the border of Ekron north-
ward " (Joshua xiii, 3); and in the history of David, "So David assembled all Israel together,
from Shihor of Egypt2 even unto the entering in of Hamath" (I Chronicles, xiii, 5). It is
strange that these very explicit passages could ever have been misinterpreted3; neither
the Hebrew Shihor nor the Egyptian "Waters-of-Horus" can well be understood otherwise
than as designations of the lower reaches of the Bubastite or Pelusiac Nile-arm. g
Thus the association of " Waters-of-Horus" with Pi-RaCmesse indicates the identity
of the latter, not as Brugsch supposed with Tanis, but rather with Pelusium or at all events
with some town situated near the sea on the Bubastite branch of the Nile. With the Biblical
passages representing Shihor as the boundary of Israel onie may compare the Egyptian
texts describing Pi-Ra(messe as "betwixt Zahi and Egypt" (no. 17) and as "the forefront of
every land, the end of Egypt" (no. 16). That Pi-RaCmesse was a sea-port, whether actually
beside the sea or some little distance inland beside the river-mouth, is shown by the
words "the harbourage of thy ships' troops" (no. 16); " its ships fare forth and return to
port" (no. 15). p
In parting company once and for all with Brugsch and his theory of the identity of
Pi-Racmesse and Tanis, let us recall the decisive evidence of the Golenischeff Glossary
(no. 38), where Pi-Racmesse is distinct both from Thel and from Tanis. This content downloaded from 128.255.6.125 on Thu, 26 May 2016 10:11:29 UTC
All use subject to http://about.jstor.org/terms is best shown by Clddat s map, op. cit., vol. x, unnumbered Plate referring to the articl
3 Recueil de Travaux, vol. xxxvii, pp. 33-4. 1 PETRIE, Nebesheh and Defenneh, pp. 99-101. 1 PETRIE, Nebesheh and Defenneh, pp. 99 101.
2 Annales du Service, vol. xII, pp. 79-85, with a plan of the ruins. The general position of the
best shown by Clddat's map op cit
vol x unnumbered Plate referring to the article pp 209- 2 Annales du Service, vol. xII, pp. 79-85, with a plan of the ruins. The general position of the town
is best shown by Clddat's map, op. cit., vol. x, unnumbered Plate referring to the article, pp. 209-237.
3 Recueil de Travaux vol xxxvii pp 33-4 t shown by Clddat s map, op. cit., vol. x, unnumbered Plate referring to the article, pp. 209-237
Recueil de Travaux, vol. xxxvii, pp. 33-4. 1 PETRIE, Nebesheh and Defenneh, pp. 99-101. THE DELTA RESIDENCE OF THE RAMESSIDES Its
original name may have been [1 S()nw, this occurring already in the Pyramid Texts as
the provenance of a particularly good kind of wine; the name possibly means " stronghold "
(1+ + i e . The native Egyptian inscriptions of the Pharaonic period do not allude
to inw except in this connection, but the Annals of Assurbanipal name Sharludari, prince
of Si'inu, as one of the Delta chieftains subjugated by the Assyrians; Si'inu here must be
a city distinct from Sa'anu-Tanis, since the prince of that city bore the name of Petubishti
(Petubastis). In Demnotic two references to a town of similar name are found: the Vienna
novel of Petubastis sends that warrior "into the provinces of Egypt from Elephantine to
Swn," where Swn must obviously be a place in the extreme north; in the geographical
manual Pap. Cairo 31169, 3, 26 a place o) ot Swn is named in a position such that
we must assume it to be just outside the borders of Egypt. A few years ago Professor
Spiegelberg, combining these data with the prophecy Ezechiel xxx, 15, " I will pour my
anger upon Sin, the strength of Egypt," where the Vulgate has Pelusium for the Hebrew
IP (probably to be vocalized catv with the Septuagint), made out a plausible case for the This content downloaded from 128.255.6.125 on Thu, 26 May 2016 10:11:29 UTC
All use subject to http://about.jstor.org/terms ALAN H. GARDINER 254 old Slnw of the Pyramid Texts being Pelusiumn. The Greek name l1Xovo-tov "mud-
city" would on this view be a popular etymology from the Egyptian word [1 sin
" clay," " mud." Modern scholars have always adhered to the Vulgate's identification of
pD in Ezechiel with Pelusium, both because Pelusiumn suits the requirements of the passage
well and because of the Syriac word sCydna " mud," which seemed to furnish the Semitic
equivalent of the Greek name2. Professor Erman attempts to reconcile these conflicting
etymologies by regarding the Egyptian word sin " mud " as the source both of the Syriac
scydna, which has no good Senmitic affinities, and also of the Greek translation Hf\XoVi3tov. y
g
Leaving now these rather doubtful philological details, we may take it as possible
that Sainu or some similarly vocalized name was the commonest Egyptian designation of
the important and historic town of Pelusium3. 1 Zeitschrift fur agyptisclhe Sprache, vol. XLIX (1911), pp. 81-4. Spiegelberg makes out a fairly good
case for transcribing the old Egyptian name as Sinw,'though in a number of instances Swn, with w, is
written. This content downloaded from 128.255.6.125 on Thu, 26 May 2016 10:11:29 UTC
All use subject to http://about.jstor.org/terms 1 Zeitschrift fur agyptisclhe Sprache, vol. XLIX (1911), pp. 81-4. Spiegelberg makes out a fairly good
case for transcribing the old Egyptian name as Sinw,'though in a number of instances Swn, with w, is
written.
2 MAX MtLLER, Encyclopaedia Biblica, art. Sin (written before the appearance of Spiegelberg's essay),
rejects the identification of the Sin of Ezechiel with Pelusium.
3 For the history of Pelusium in classical and medieval times, see a good popular account by Dr W. F.
Hume in the Cairo Scientific Journal, vol. ix (1917), pp. 54-63.
4 Journal of Egyptian Archaeology, vol. in, pp. 99-101. rejects the identification of the Sin of Ezechiel with Pelusium.
3 For the history of Pelusium in classical and medieval times, see a good popular account by Dr W. F.
Hume in the Cairo Scientific Journal, vol. ix (1917), pp. 54-63.
4 J
l
f E
ti
A
h
l
l i
99 101 2 MAX MtLLER, Encyclopaedia Biblica, art. Sin (written before the appearance of Spiegelberg
rejects the identification of the Sin of Ezechiel with Pelusium. THE DELTA RESIDENCE OF THE RAMESSIDES II) called " House-of-Ramesses-Prince-of-Heliopolis
(R III)-in-the-House-of-Setekh ;" this possessed 106 serfs, no 29 y
p
q
p
"Setekh-great-of-valour-of-Ramesses-Beloved-of-Amiun" (R. II), nos. 12, 30; "Setekh-great-of-valour-
son-of-Nut" named immediately after Arfin and Ptah of R. II, no. 4. Of-Pi-RaCmesse it is said:
" Its southern part is the house of Setekh," no. 17. In the reign of R. III, Pi-Ratmesse had a temple
of " Setekh-of-Ramesses-Beloved-of-Amun " (R. II) called " House-of-Ramesses-Prince-of-Heliopolis
(R. III)-in-the-House-of-Setekh ;" this possessed 106 serfs, no. 29. (R. III) in the House of Setekh ; this possessed 106 ser
"PrSe-of-Ramesses-Beloved-of-Amin," only nos. 30 and 31. ,
y
In addition to these deities, it is once said of Pi-Raemesse that "Astarte is in its Orient, and Buto in
its northern part," no. 17. On the stele of the Hittite treaty (no. 4), R. II is described as doing the
behests of certain gods in the Residence-city; Amen-Re¢, Harakhte and Atum are here named
before Amuin of R. II, Ptah of R. II and Setekh, great of valour, son of Nut, but there is no
reason for thinking that the first three gods were specially worshipped in Pi-RaCmesse. ,
y
In addition to these deities, it is once said of Pi-Raemesse that "Astarte is in its Orient, and Buto in
its northern part," no. 17. On the stele of the Hittite treaty (no. 4), R. II is described as doing the
behests of certain gods in the Residence-city; Amen-Re¢, Harakhte and Atum are here named
before Amuin of R. II, Ptah of R. II and Setekh, great of valour, son of Nut, but there is no
reason for thinking that the first three gods were specially worshipped in Pi-RaCmesse. g
g
It is extremely interesting to find that on several monuments usurped by Meneptah
he describes himself alternately as (a) " loved of Seth, lord of Avaris," (,3) " loved of Seth,
great of valour," and (y) " beloved of Seth-of-Meneptah." The monuments in question are:
base of statue, PETRIE, Tanis I, P1. II, no. 5 A (a, /3, 7 together)*; colossus originally of
Sesostris I, now in Berlin, Aeg. Inschr. aus den kon. Mus., vol. II, pp. 19-22 (a, y together);
statue originally of Amenemmes III, now in Berlin, op. cit., vol. Il, p. 18 (/3 only); statue
originally of Sesostris I, now in Cairo, Annales du Service, vol. XVii, p. 170, no. THE DELTA RESIDENCE OF THE RAMESSIDES There are, however, certain indications which make it by no means improbable that
Pi-RaCmesse stood on the site of the old Avaris, and consequently is none other than
Pelusium itself; possibly even the story told by Josephus may contain a hint of this, for
that story describes how numbers of Egyptians and foreigners were gathered together into
Avaris-Pelusium during the Ramesside age, just as it is said in a poem about Pi-Racmesse THE DELTA RESIDENCE OF THE RAMESSIDES 255 translated above (no. 17): "Everyone hath left his town and settled within its territory."
Apart from this, however, the promninence of Setekh in both Avaris and Pi-Racmesse is a
point strongly in favour of the identity of the two places. The gods of Pi-RaCmesse, as
we learn from the evidence set forth in the last section, were as follows: "Amiin-of-Ramesses-Beloved-odf-Amun" (R. II), nos. 1, 4, 17, 20, 30, 31. Of Pi-RaCmesse it is said:
"Its western part is the house of Amun," no. 17. His temple, no. 1. "Anman-of-Ramesses-Prince-
of-Heliopolis" (R. III); his temple described, no. 26; it possessed 7872 serfs, no. 27. In late
times, "Amnin-of-RaCmes" (sic), no. 39. "Amiin-of-Ramesses-Beloved-odf-Amun" (R. II), nos. 1, 4, 17, 20, 30, 31. Of Pi-RaCmesse it is said:
"Its western part is the house of Amun," no. 17. His temple, no. 1. "Anman-of-Ramesses-Prince-
of-Heliopolis" (R. III); his temple described, no. 26; it possessed 7872 serfs, no. 27. In late
times, "Amnin-of-RaCmes" (sic), no. 39. ,
(
),
"Ptah-of-Ramesses-Beloved-of-Amun" (R. II), nos. 1, 4, 19, 20, 30, 31. His temple, no. 1. "Ptah-of-
Ramesses-Prince-of-Heliopolis" (R. III); his temple is described in no. 28, and was apparently
attended by 23 (16+ 7) persons, but it is not quite certain that this temple was in Pi-Ra'messe. ,
(
),
"Ptah-of-Ramesses-Beloved-of-Amun" (R. II), nos. 1, 4, 19, 20, 30, 31. His temple, no. 1. "Ptah-of-
Ramesses-Prince-of-Heliopolis" (R. III); his temple is described in no. 28, and was apparently
attended by 23 (16+ 7) persons, but it is not quite certain that this temple was in Pi-Ra'messe. y
(
) p
,
q
p
"Setekh-great-of-valour-of-Ramesses-Beloved-of-Amiun" (R. II), nos. 12, 30; "Setekh-great-of-valour-
son-of-Nut" named immediately after Arfin and Ptah of R. II, no. 4. Of-Pi-RaCmesse it is said:
" Its southern part is the house of Setekh," no. 17. In the reign of R. III, Pi-Ratmesse had a temple
of " Setekh-of-Ramesses-Beloved-of-Amun " (R. 1 See above, pp. 249-251.
2 The most handy reproduction of this curious monument is to be found in BUDGE, History of Egypt,
vol. III, p. 157. On the Seth of Ramesses II, see Griffith's article in Proceedings of the Society of Biblical
Archaeology, vol. xvi, pp. 87-89, where it is pointed out that he is associated with Buto of Nebesheh
not only in the titles of the Stele of Four Hundred Years but also on a monument from Nebesheh itself.
3 A 21, see SHARPE, Egyptian Inscriptions, vol. ii, P1. 44; also PETRIE, Tanis, I, P1. II, nlo. 25. THE DELTA RESIDENCE OF THE RAMESSIDES But Egyptian towns have, as has been
noted previously, a way of possessing several different names, and it is by no means
unlikely that this may have been the case with Pelusium. In the confused and un-
doubtedly composite story told by Josephus about the expulsion of the Hyksos and the
Exodus of the Jews, Pelusium is several times mentioned in a mnanner that leaves no
doubt in the mind that it was thought synonymous with Avaris. The Heliopolitan priest
Osarsiph had been made ruler of the lepers set apart by king Amenophis in Avaris (contra
Apione7n, ed. NABER, I, 238-9); Osarsiph now sends to Jerusalem to the descendants of
the Hyksos who had been driven out of Avaris by Tethmosis, and begs them to return
thither (op. cit., I, 242-3). This they do, but at a subsequent stage of the narrative it is
at Pelusium, and not at Avaris, that the army of the son of Amenophis, according to
Manetho, encounters the lepers (op. cit., I, 274). In the still more muddled version of
the legend ascribed by Josephus to Chairemon, Moses-Tisithen and Joseph-Peteseph
arrive at Pelusium and find 380,000 men left there by Amenophis, he not wishing to take
them into Egypt; Moses and Joseph enter into a league of friendship with them and join
them in an expedition to Egypt (op. cit., I, 290-1; cf. also 302); Pelusium is here what
Avaris is in the other accounts, the place of assembly for foreigners and rebels engaged in
warfare against Egypt. g
g
Now as I have shown elsewhere4, the scanty data we possess concerning the position
of Avaris point to its having been situated in the neighbourhood, if not on the actual site,
of Pelusium, so that the tradition as to the identity of the two places handed down by
Josephus is entitled to a respect which would not have been due to it had it stood alone. This content downloaded from 128.255.6.125 on Thu, 26 May 2016 10:11:29 UTC
All use subject to http://about.jstor.org/terms 1 See above, pp. 249-251. THE DELTA RESIDENCE OF THE RAMESSIDES 4 (,3 only)*;
statue originally of Sesostris I, now in Cairo, loc. cit., nos. 5 and 8 (/3 and 7 together)*. Those statues here marked with an asterisk are known to have come from Tanis, and the
same may be true of the others, as well as of several related monuments yet to be quoted;
but we have seen that not much importance is to be attached to this fact in connection with
our topographical probleml. Now Seth-of-Meneptah is obviously identical with Seth-of-
Ramesses-Beloved-of-Amun, who is depicted on the Stele of Four Hundred Years found
at Tanis2, and named on a sphinx from the same place now in the Louvre3. Thus one of
the principal gods of Pi-RaCmesse-we shall return to the others further on-is also
the principal god of Avaris, a fact which seems to point to the identity of Avaris and
Pi-RaCmesse; but if Avaris is Pelusium, then Pi-RaCmesse will have to be looked for at
Pelusium too. With this fact would agree, further, the prominence of Amufin at Pelusium. In Coptic
times the town was called nepeao-n, which must surely correspond to an old Pr-'Imn This content downloaded from 128.255.6.125 on Thu, 26 May 2016 10:11:29 UTC
All use subject to http://about.jstor.org/terms ALAN H. GARDINER 256 " House-of-A man,," whatever the reluctance of Egyptologists to recognize the fact1; and
it is this name which gave rise, it is believed, to the namine Tell Farameh borne by the
mounds now concealing the remains of Pelusium2. In Roman times the Pelusiac Amfin
was called Zeus Kasios, and the remains of his temple have been recently excavated in
the middle of the western mound of Tell Farameh3. It is probably the merest coincidence
that Pap. Anastasi III, describing Pi-RaCmesse, tells us that " its western part is the house
of Amun." It cannot be denied that the deities of Pi-RaCmesse were contemporaneously wor-
shipped, or at least commemorated, in various other cities besides Pi-Rarmesse itself. Seth-of-Ramesses has been met with at Tanis, and it must now be added that he occurs
in company with Ptah-of-Ramesses also at Bubastus4; Ptah-of-Ramesses is named on a
palette fronm Thebes5 and at es-SebOca in Nubia6, and Ptah-of-Meneptah, evidently the
same god, is recorded on a lintel from Memphis7. At Tell-el-Yahudiyeh Amfn-of-Meneptah
and Ptah-of-Meneptah are associated with the erased Seth-of-Meneptah8. Lastly, Amun-of-
Usimarc¢-setpenrec is depicted at Abu Simbel9. 1 AMALINEAU, La Geographie a l epoqtue Copte, pp. 319 20.
2 A different and impossible origin is proposed by BRUGSCH, Dictionnaire Geographique, p. 1089;
rightly combated by Maspero in Zeitschrift fir dgyptische Sprache, vol. xxi (1883), pp. 63-4.
3 Annales du Service, vol. xviii, pp. 79-85. For references to the temple in classical writers see
WIEDEMANN, Herodots Zweites Buch, p. 63.
4 NAVILLE, Bubastis, P1. XXXVI, F, H.
5 Berlin 6764; see Zeitschrift fur dgyptisc]he Sprache, vol. xxx (1892), pp. 43-6.
6 GAUTHIER, Le Temple de Ouadi es-Seboud, p. 151.
7 PETRIE, Palace of Apries, P1. XXI.
8 PETRIE, Hyksos and Israelite Cities, P1. XVI.
9 CHAMPOLLION, Notices Descriptives, vol. I, p. 73.
10 See BREASTED, Battle of Kadesh, p. 11.
1 GARDINER, Th/e Stele of Bilgai, in Zeitschriftfi'r dgyptische Sprache, vol. L (1912), pp. 49-57.
12 NAVILLE, Bubastis, P1. XLVI, B. This content downloaded from 128.255.6.125 on Thu, 26 May 2016 10:11:29 UTC
All use subject to http://about.jstor.org/terms 5 Berlin 6764; see Zeitschrift fur dgyptisc]he Sprache, vol. xxx (1892), pp. 43-6. p
GARDINER, Th/e Stele of Bilgai, in Zeitschriftfi'r dgyptische Sprache, vol. L (1912), pp. 49-57. 1 GARDINER, Th/e Stele of Bilgai, i
12 NAVILLE, Bubastis, P1. XLVI, B. 1 AMALINEAU, La Geographie 'a l'epoqtue Copte, pp. 319-20. ,
p
,
8 PETRIE, Hyksos and Israelite Cities, P1. XVI. ,
/
g ,
gyp
p
,
(
), pp
12 NAVILLE, Bubastis, P1. XLVI, B. p
7 PETRIE, Palace of Apries, P1. XXI. THE DELTA RESIDENCE OF THE RAMESSIDES The two gods in question occur among the delicately sculptured figures of This content downloaded from 128.255.6.125 on Thu, 26 May 2016 10:11:29 UTC
All use subject to http://about.jstor.org/terms THE DELTA RESIDENCE OF THE RAMESSIDES
257 F THE RAMES
ompanied by the l
z-of-Ramesses-("
8 f h 0 -..l f0
r." If the argument
at Pi-RaCmesse was s
" The- Waters-of-Rec
us passages recorded
Pi-Racmesse lay bes
e- Waters-of-the-
to which they appe
know about t" The- W
t of nomes, inundate
os I at Abydos: the l
h," [j Q "The- W
of-the-Sun" and a
s from the Ramesse
Thebes), which is in
in the Golenischeff THE DELTA RESIDENCE OF THE RAMESSIDES 257 numerous local deities, and their images are accompanied by the legends: Jj z mutually confirm one another and the conclusion to which they appeared to p
acquires some degree of solidity. What then do we know about t" The- Waters-of acquires some degree of solidity. What then do we know about t The Waters of the Sun ? The earliest occurrence of this name is in a list of nomes, inundated districts and river-
arms depicted on the walls of the temple of Sethos I at Abydos: the list concludes with
~Aw A O "The
Waters of Ptah " [j Q "The
Waters of Mac q
g
y
The earliest occurrence of this name is in a list of nomes, inundated districts and river-
arms depicted on the walls of the temple of Sethos I at Abydos: the list concludes with p
p
y
~Aw A O "The- Waters-of-Ptah," [j Q "The- Waters-of-M ~Aw A O "The- Waters-of-Ptah," [j Q "The- Waters-of-Mac- ~Aw A O "The- Waters-of-Ptah," [j Q "The- Waters-of-Mac- v ~\wA' "The-Waters-of-the-Sun" and another name that is illegible,. On a number of fragmentary wine-jars from the Ramesseum we read of wine
from " the great orchard of the Ramesseum (i.e. of Thebes), which is in The- Waters-of-the-
Sun2." The same branch of the river is mentioned in the Golenischeff Glossary and in the
analogous catalogue of place-names, the Demotic Pap. Cairo 311693. In Pap. Harris 10,
7-11 is a list of herds of cattle belonging to the estate of Amrun; each herd has a name,
and after three of them is an indication of the district where they were pastured ("in the
Great-River," "in The- Waters-of the-Sun," "in the Great-River"). 1 MARIETTE, Abydos, vol. I, P1. 14, c; DUMJCHEN, Geographische Inschriften, vol. I, PI. XCII. " The-
Waters-of-Ptah" are named on the fragments of two wine-jars, SPIEGELBERG, Hieratic Ostraka, nos. 197,
292. The destroyed name may have been " The- Waters-of-Amrln " named on the fragments, op. cit., nos.
153, 225, 228. Stress must be laid on the importance of these fragments of wine-jars for a knowledge of
the names of Nile-arms and canals in the Delta; they have already been quoted several times in this
connection. Note that Li "Ka"' in nos. 186, 209, 217, 218, 221, 243, 269, 289, 292 looks like the
original of the " Agathodaemon " river in Ptolemy 1 MARIETTE, Abydos, vol. I, P1. 14, c; DUMJCHEN, Geographische Inschriften, vol. I, PI. XCII. " The-
Waters-of-Ptah" are named on the fragments of two wine-jars, SPIEGELBERG, Hieratic Ostraka, nos. 197,
292. The destroyed name may have been " The- Waters-of-Amrln " named on the fragments, op. cit., nos.
153, 225, 228. Stress must be laid on the importance of these fragments of wine-jars for a knowledge of
the names of Nile-arms and canals in the Delta; they have already been quoted several times in this
connection. Note that Li "Ka"' in nos. 186, 209, 217, 218, 221, 243, 269, 289, 292 looks like the
original of the " Agathodaemon " river in Ptolemy.
2 Op. cit., nos. 143, 231, 276; for no. 264, which may have named Pi-RaCmesse, see no. 37 of last
section.
3 Sphinx, vol. xiv, p. 163. 4 Ancient Records, vol. iv, § 224. 5 See above, p. 134, under M.
Journ. of Egypt. Arch. v. 34 This content downloaded from 128.255.6.125 on Thu, 26 May 2016 10:11:29 UTC
All use subject to http://about.jstor.org/terms Ancient Records, vol. iv, § 224. 5 See above, p. 134, under M. THE DELTA RESIDENCE OF THE RAMESSIDES So devoted, indeed, was Ramesses II to
his four gods Preg, Amufin, Ptah and Seth that he not only honoured them in his Residence,
but also named the four divisions of his army after them10. A temple of Prc¢-of-Ramesses
situated to the south of Memphis has been discussed above (p. 133, under I), but
apart from this we have no evidence of an established cult of the gods of Pi-RaCmesse
elsewhere than at that city itself. For it is reasonable to conjecture that the chapel of
Amun-of-Usimare-setpenrec dedicated by a queen who may have been Tewosret ("Tausert")
of the Nineteenth Dynasty'1 was at Pi-Racmesse itself or quite close to it; this is the
more likely, since it was placed in charge of an official known as " The Commander of the
Fortress of the Sea." But even if we suppose the gods of Pi-RaCmesse to have possessed
temples and priests of their own in other towns beside Pi-Rarmesse, it is highly improbable
that such cults survived Ramesside times. In Pi-RaCmesse itself they may have lingered
on, the priesthoods sustaining themselves on the relics of the vast heritage with which
Ramesses II endowed them; indeed we know for a fact from the statue of Teos (no. 39)
that Amiln-of-Ramesses was attended in Pi-Racmesse by a priest as late as the fourth
century B.C. The foregoing argument enables us to estimate at its true value the mention of two
of the gods of Pi-RaCmesse on a shrine of red granite dedicated by the Pharaoh Nekht-
harhebet (Dyn. XXX), the fragments of which were discovered by Professor Naville at
Bubastus12. original of the Agathodaemon river in Ptolemy.
2 Op. cit., nos. 143, 231, 276; for no. 264, which may have named Pi-RaCmesse, see no. 37 of last
section. 4 See above, p. 249. Since the first part of this article was in print, I have noticed that the inscrip-
tion on the Carnarvon scarab, p. 131, under E, ought probably to be translated: " The-Castle-of-Ramesses-
Beloved-of-Amrtln-Beloved-like-T7mr on the west of the 'Ity-waters." Where this temple was situated is un-
known. There is as yet no reason to think that a town of Ramesses was built around it. gyp
g
2 Skn is probably a derivative of Hebrew 1:r in spite of the determinatives of water; these may be
borrowed fiom 'Ity by a kind of anticipatory attraction; so BURCHARDT, Die altkanaandischen Fremnd-
worte, no. 885. This content downloaded from 128.255.6.125 on Thu, 26 May 2016 10:11:29 UTC
All use subject to http://about.jstor.org/terms g
p
g
g
p
7 The fictitious writer of the satirical letter contained in Pap. Anastasi I is of mythological name and
parentage; he was called Hori, son of Onnophris of Abydos, " born of Tewosret (" the powerful," i.e. Isis)
in the district of Brst, the chantress of Bast in Field-of-the-God." See GARDINER, Egyptian Hieratic Texts,
vol I p 5 and p 7* notes 2 and 3 8 BRUGSCH Dictionnaire Geographique p 1328 5 BRUGSCH, Dictionnaire Geographique, p. 197.
6 NAVILLE, Goshen, p. 26; ID., Mound of the Jew, pp. 24-5; PETRIE, Hyksos and Israelite Cities, p. 65.
It is true that the few fragments of inscription found by Professor Naville at Belbes did mention the
goddess Bast and places belonging to the Bubastite nome; but this does not prove that Brst is Belb8s. vol. I, p. 5 and p. 7 , notes 2 and 3. 8 BRUGSCH, Dictionnaire Geographique, p. 132
9 BENEDITE, Le Tombeaut de Ne/erhotpou, P1. III, in Memoires de la Mission Francaise, vol. y
5 BRUGSCH Dictionnaire Geographique p 197 1 Latest and best edition, MAX MULLER, Egyptological Researches, vol. I, Pls. 17-32. 1 Latest and best edition, MAX MULLER, Egyptological Researches, vol. I, Pls. 17-32.
2 Skn is probably a derivative of Hebrew 1:r in spite of the determinatives of water; these may be THE DELTA RESIDENCE OF THE RAMESSIDES 7) it is said that foreign invaders had pitched p , 1 ,
I!IlI r-^-\ I _IA I I , ,II
"tents in front of Pr-Brst and had made (their) habitation2 in the tract of 'Ity3."
Now the name 'Ity is determined with the signs for water, and "the tract of 'Ity" must
therefore be the region watered by that r k ^ / 'Ity which, as we have seen, is
described by the great Edfu geographical text as the " river " of the XIIIth (Heliopolitan)
and the pehu of the XXth (Arabian) nome4; hence it is plausible to suppose that 'Ity was the
name given to the portion of the Bubastite Nile-arm adjacent to those two nomes. Brugsch
bears the responsibility for the conjecture that Brst or Pr-Brst is the modern Belbes
(Coptic teX2ec5), a conjecture that has received a quite unmerited degree of acceptance6,
seeing that it rests on nothing more than a superficial consonantal resemblance. There is
no evidence that the Bubastite branch ran so far east as Belbes, and it may be guessed that
Brst and Pr-Brst are but variant names, due to some cause unknown, of Bst and
- r( Pr-B?st respectively. At all events it is a fact that in two of the three7 instances
where Brst, Pr-Brst occurs it is in connection with the goddess of Bubastus. Brugsch and
others have quoted a goddess j% <> nj Brst8; I am unable to lay my hands on
the evidence for her, but if such exists, she is probably only Bast with the name abnormally
spelt. This view is confirmed by the occurrence of a writing || \1 -. j that is
obviously intermediate between Brst and B?st9. The conclusion to be drawn, then,
258 ALAN H. GARDINER 258 Professor Breasted is obviously in error, as also a passage now to be quoted tends to
show. In the list of dedications made to the less important local deities by Ramesses III show. In the list of dedications made to the less important local deities by Ramesses III
are named 169 serfs who were placed <=> 01 ~ . J f ® l~ OS
I l
X"iln the House of Bast, lady of Brst, in The-Waters-of-the-Sun"
(Pap. Harris, 62a, 2). The locality Brst is referred to again in the great Karnak inscrip-
tion of Meneptahl, where (1. 3 Probably so to be read, though the bird-sign actually employed is / and not tlw. THE DELTA RESIDENCE OF THE RAMESSIDES The conclusion to be drawn, then, I!IlI r-^-\ I _IA I I , ,II
"tents in front of Pr-Brst and had made (their) habitation2 in the tract of 'Ity3."
Now the name 'Ity is determined with the signs for water, and "the tract of 'Ity" must
therefore be the region watered by that r k ^ / 'Ity which, as we have seen, is
described by the great Edfu geographical text as the " river " of the XIIIth (Heliopolitan)
and the pehu of the XXth (Arabian) nome4; hence it is plausible to suppose that 'Ity was the I!IlI r-^-\ I _IA I I , ,II
"tents in front of Pr-Brst and had made (their) habitation2 in the tract of 'Ity3."
Now the name 'Ity is determined with the signs for water, and "the tract of 'Ity" must Brst and Pr-Brst are but variant names, due to some cause unknown, of Bst and
- r( Pr-B?st respectively. At all events it is a fact that in two of the three7 instances
where Brst, Pr-Brst occurs it is in connection with the goddess of Bubastus. Brugsch and
others have quoted a goddess j% <> nj Brst8; I am unable to lay my hands on
the evidence for her, but if such exists, she is probably only Bast with the name abnormally
spelt. This view is confirmed by the occurrence of a writing || \1 -. j that is
obviously intermediate between Brst and B?st9. The conclusion to be drawn, then, 5 BRUGSCH, Dictionnaire Geographique, p. 197. 6 NAVILLE, Goshen, p. 26; ID., Mound of the Jew, pp. 24-5; PETRIE, Hyksos and Israelite Cities, p. 65. It is true that the few fragments of inscription found by Professor Naville at Belbes did mention the
goddess Bast and places belonging to the Bubastite nome; but this does not prove that Brst is Belb8s. 7 The fictitious writer of the satirical letter contained in Pap. Anastasi I is of mythological name and
parentage; he was called Hori son of Onnophris of Abydos " born of Tewosret (" the powerful " i e Isis) goddess Bast and places belonging to the Bubastite nome; but this does not prove that Brst is Belb8s. 7 The fictitious writer of the satirical letter contained in Pap. 1 Latest and best edition, MAX MULLER, Egyptological Researches, vol. I, Pls. 17-32.
2 Skn is probably a derivative of Hebrew 1:r in spite of the determinatives of water; these may be
borrowed fiom 'Ity by a kind of anticipatory attraction; so BURCHARDT, Die altkanaandischen Fremnd-
worte, no. 885.
3 Probably so to be read, though the bird-sign actually employed is / and not tlw.
4 See above, p. 249. Since the first part of this article was in print, I have noticed that the inscrip-
tion on the Carnarvon scarab, p. 131, under E, ought probably to be translated: " The-Castle-of-Ramesses-
Beloved-of-Amrtln-Beloved-like-T7mr on the west of the 'Ity-waters." Where this temple was situated is un-
known. There is as yet no reason to think that a town of Ramesses was built around it.
5 BRUGSCH, Dictionnaire Geographique, p. 197.
6 NAVILLE, Goshen, p. 26; ID., Mound of the Jew, pp. 24-5; PETRIE, Hyksos and Israelite Cities, p. 65.
It is true that the few fragments of inscription found by Professor Naville at Belbes did mention the
goddess Bast and places belonging to the Bubastite nome; but this does not prove that Brst is Belb8s.
7 The fictitious writer of the satirical letter contained in Pap. Anastasi I is of mythological name and
parentage; he was called Hori, son of Onnophris of Abydos, " born of Tewosret (" the powerful," i.e. Isis)
in the district of Brst, the chantress of Bast in Field-of-the-God." See GARDINER, Egyptian Hieratic Texts,
vol. I, p. 5 and p. 7*, notes 2 and 3. 8 BRUGSCH, Dictionnaire Geographique, p. 1328.
9 BENEDITE, Le Tombeaut de Ne/erhotpou, P1. III, in Memoires de la Mission Francaise, vol. v. THE DELTA RESIDENCE OF THE RAMESSIDES Such at least seems the
natural way of interpreting the text; but Professor Breasted attaches the supposed local
indications to the names themselves, thus obtaining in the case that concerns us "Herd
(called) Usimare¢- Miamibn,-L-P-H,- is- the- conTqueror - of- the- Meshwesh - at- the- Waters-of-
the-Sun4." Since, however, the victory of Ramesses III over the Meshwesh here alluded to
certainly took place in the west of the Delta5, it would necessarily follow that "The- Waters-
of-the-Sun" was the name of the western branch of the Nile. This agrees with nothing
else that we know about this name; moreover, we have seen that the westernmost branch
of the Nile was called " The- Western- Waters," "The- Western-River" (above, p. 130, under 0). he Agathodaemon river in Ptolemy. t., nos. 143, 231, 276; for no. 264, which may have named Pi-RaCmesse, see no. 37 of last 4 This content downloaded from 128.255.6.125 on Thu, 26 May 2016 10:11:29 UTC
All use subject to http://about.jstor.org/terms INER
a passage now to be
portant local deities b
ced <=> 01 ~ . J
l
of Brst, in The-Wat
again in the great K
reign invaders had
I I , ,I
eir) habitation2 in th
water, and "the tra
/ 'Ity which, as w
" river " of the XII
s plausible to suppose
adjacent to those two
or Pr-Brst is the m
te unmerited degree ALAN H. GARDINER
Professor Breasted is obviously in error, as also a passage now to be quoted tends to
show. In the list of dedications made to the less important local deities by Ramesses III
are named 169 serfs who were placed <=> 01 ~ . J f ® l~ OS
I l
X"iln the House of Bast, lady of Brst, in The-Waters-of-the-Sun"
(Pap. Harris, 62a, 2). The locality Brst is referred to again in the great Karnak inscrip-
tion of Meneptahl, where (1. THE DELTA RESIDENCE OF THE RAMESSIDES 7) it is said that foreign invaders had pitched p , 1 , show. In the list of dedications made to the less important local deities by Ramesses III
are named 169 serfs who were placed <=> 01 ~ . J f ® l~ OS
I l
X"iln the House of Bast, lady of Brst, in The-Waters-of-the-Sun"
(Pap. Harris, 62a, 2). The locality Brst is referred to again in the great Karnak inscrip-
tion of Meneptahl, where (1. 7) it is said that foreign invaders had pitched p , 1 ,
I!IlI r-^-\ I _IA I I , ,II
"tents in front of Pr-Brst and had made (their) habitation2 in the tract of 'Ity3."
Now the name 'Ity is determined with the signs for water, and "the tract of 'Ity" must
therefore be the region watered by that r k ^ / 'Ity which, as we have seen, is
described by the great Edfu geographical text as the " river " of the XIIIth (Heliopolitan)
and the pehu of the XXth (Arabian) nome4; hence it is plausible to suppose that 'Ity was the
name given to the portion of the Bubastite Nile-arm adjacent to those two nomes. Brugsch
bears the responsibility for the conjecture that Brst or Pr-Brst is the modern Belbes
(Coptic teX2ec5), a conjecture that has received a quite unmerited degree of acceptance6,
seeing that it rests on nothing more than a superficial consonantal resemblance. There is
no evidence that the Bubastite branch ran so far east as Belbes, and it may be guessed that
Brst and Pr-Brst are but variant names, due to some cause unknown, of Bst and
- r( Pr-B?st respectively. At all events it is a fact that in two of the three7 instances
where Brst, Pr-Brst occurs it is in connection with the goddess of Bubastus. Brugsch and
others have quoted a goddess j% <> nj Brst8; I am unable to lay my hands on
the evidence for her, but if such exists, she is probably only Bast with the name abnormally
spelt. This view is confirmed by the occurrence of a writing || \1 -. j that is
obviously intermediate between Brst and B?st9. p
p
,
3 BRUGSCH, Dictionnaire Geographique, pp. 439-40, 1247-8. For " The-Western-Border," see MARIETTE,
Monuments Divers, 277, and several other passages that all throw light on its extension. From Pap.
Harris 77, 1 it is clear that it extended from Memphis in a north-westerly direction. In the accounts of
Meneptah's defeat of the Libyans it is twice said that this occurred in " The-Western-Border " viz., on the
Athribis stele, Zeitschrift fur dgyptische Sprache, vol. xxi [1883], p. 66, and in a new fragment of the
Karnak text, Recueil de Travaux, vol. xxxi, p. 179; and it is clear that it is in this sense that p/ rd is
to be understood in 1. 30 of the Karnak inscription, where the locality is more definitely specified under
the name Pr-lrw. In Pap. Bologna 1094, 7, 3 the writer of a letter addresses his prayers to the gods of
"The-Western-Border," and later on (7, 9), when narrating events of local interest, mentions Pr-'Irw.
No doubt Golenischeff is wrong in identifying this Pr-irw with a place south of Herakleopolis Magna
mentioned in his hieratic glossary (Zeitschrift fur dgyptische Sprache, vol. XL [1902-3], p. 102); nor is the
name to be read Pr-ir-sps, and Brugsch's identification with Prosopis therefore falls to the ground. pp
2 It had military officers of its own, who were apparently subordinated to the commandant of Theku
in the Wady Tfimilat, Pap. Anastasi V, 25, 3. 4; their province of action must have been the nome of
Arabia and the parts east of it. See also Inscriptions of Sinai, no.'295. ame to be read Pr ir sps, and Brugsch s identification with Prosopis t
4 Pap Harris 500 verso 5 2; SPIEGELBERG Rechnungen p 44 This content downloaded from 128.255.6.125 on Thu, 26 May 2016 10:11:29 UTC
All use subject to http://about.jstor.org/terms 1 Annales du Service, vol. xi, pp. 142-4.
2 It had military officers of its own, who were apparently subordinated to the commandant of Theku
in the Wady Tfimilat, Pap. Anastasi V, 25, 3. 4; their province of action must have been the nome of
Arabia and the parts east of it. See also Inscriptions of Sinai, no.'295.
3 BRUGSCH, Dictionnaire Geographique, pp. 439-40, 1247-8. For " The-Western-Border," see MARIETTE,
Monuments Divers, 277, and several other passages that all throw light on its extension. From Pap.
Harris 77, 1 it is clear that it extended from Memphis in a north-westerly direction. In the accounts of
Meneptah's defeat of the Libyans it is twice said that this occurred in " The-Western-Border " viz., on the
Athribis stele, Zeitschrift fur dgyptische Sprache, vol. xxi [1883], p. 66, and in a new fragment of the
Karnak text, Recueil de Travaux, vol. xxxi, p. 179; and it is clear that it is in this sense that p/ rd is
to be understood in 1. 30 of the Karnak inscription, where the locality is more definitely specified under
the name Pr-lrw. In Pap. Bologna 1094, 7, 3 the writer of a letter addresses his prayers to the gods of
"The-Western-Border," and later on (7, 9), when narrating events of local interest, mentions Pr-'Irw.
No doubt Golenischeff is wrong in identifying this Pr-irw with a place south of Herakleopolis Magna
mentioned in his hieratic glossary (Zeitschrift fur dgyptische Sprache, vol. XL [1902-3], p. 102); nor is the
name to be read Pr-ir-sps, and Brugsch's identification with Prosopis therefore falls to the ground.
4 Pap. Harris 500, verso 5, 2; SPIEGELBERG, Rechnungen, p. 44.
5 Pap. Anastasi 1, 22, 2; 27, 5.
6 Recueil de Travaux, vol. xviii, p. 53.
34 2 5 Pap. Anastasi 1, 22, 2; 27, 5.
6 Recueil de Travaux, vol. xviii, p. 53. 4 Pap. Harris 500, verso 5, 2; SPIE
5 Pap. Anastasi 1, 22, 2; 27, 5. THE DELTA RESIDENCE OF THE RAMESSIDES Anastasi I is of mythological name and
parentage; he was called Hori, son of Onnophris of Abydos, " born of Tewosret (" the powerful," i.e. Isis)
in the district of Brst, the chantress of Bast in Field-of-the-God." See GARDINER, Egyptian Hieratic Texts,
vol I, p 5 and p 7*, notes 2 and 3 8 BRUGSCH, Dictionnaire Geographique, p 1328 7 The fictitious writer of the satirical letter contained in Pap. Anastasi I is of mythological name and
parentage; he was called Hori, son of Onnophris of Abydos, " born of Tewosret (" the powerful," i.e. Isis)
in the district of Brst, the chantress of Bast in Field-of-the-God." See GARDINER, Egyptian Hieratic Texts,
vol I p 5 and p 7* notes 2 and 3 8 BRUGSCH Dictionnaire Geographique p 1328 vol. I, p. 5 and p. 7 , notes 2 and 3. 8 BRUGSCH, Dictionnaire Geographique, p. 1328. 9 BENEDITE, Le Tombeaut de Ne/erhotpou, P1. III, in Memoires de la Mission Francaise, vol. v. THE DELTA RESIDENCE OF THE RAMESSIDES 259 from the passage in Pap. Harris which gave rise to this discussion of Brst, Pr-Brst is
that "The- Waters-of-the-Sun" was the name of the Nile-arm that ran past Bubastus. The designation is a natural one, for the Bubastite branch left the main river (the
"Great River") near Heliopolis, to whose god it appears to owe its name. We have
only to suppose that "The- Waters-of-the-Sun" was the term applied to the entire
Bubastite branch in order to understand how that term could be used in connection
with Pi-RaCmesse. Pi-RaCmesse was near the sea, and accordingly lay near the mouth
of the Bubastite Nile-arm. But the Bubastite Nile-arm debouched in the Pelusiac
mouth, and consequently we are again led back to the conclusion that Pi-RaCmesse
is Pelusium. With this view of "The- Waters-of-the-Sun" agrees the fact that the entire
region lying along this branch seems to have been called 2x, ^Si
PI-rd-n-p?-RC, "The-Border-of-the-Sun"; a prince of this region has left a statue at Saft el-
Henneh1. Brugsch rightly conjectured that "The-Border-of-the-Sun" represented the
eastern margin of the Delta2 just as XI 16 E I P?-rd-tnity," The- Western- Border," was the name given to its western margin3; in two places & f
jI P?-rd-'lbty, "The-Eastern-Border," is mentioned4, and either is identical with "The-
Border-of-the-Sun" or else has a wider extension but includes it. ame to be read Pr ir sps, and Brugsch s identification with Prosopis
4 Pap. Harris 500, verso 5, 2; SPIEGELBERG, Rechnungen, p. 44.
5 Pap. Anastasi 1, 22, 2; 27, 5.
6 Recueil de Travaux, vol. xviii, p. 53. 1 Annales du Service, vol. xi, pp. 142-4. THE DELTA RESIDENCE OF THE RAMESSIDES Other place-names in
the same general region into the composition of which RC, P]-RC enters are sc
t- I j d ~ .fJ ~ W]ht-R¢-m-Pr-B?st, "Settlement-of-ReC-in-Bubastus," which clearly
cannot have been far from Bubastus5, and , A -D P?-grg-p?-RB, " The-Foundation-
of-the-Sun," attested by an inscription of Takelothis II as being somewhere in this
vicinity6 y
Thus the identification of Pi-RaCmesse with Pelusium is further suggested by its
situation on the banks of " The- Waters-of-the-Sun," a good wine-growing district, as the 34-2 This content downloaded from 128.255.6.125 on Thu, 26 May 2016 10:11:29 UTC
All use subject to http://about.jstor.org/terms ATLAN H. GARDINER 260 potsherds from the Ramesseum indicate. Pelusium is not mentioned by the classical
writers as especially famous for its wines, but as we have seen, the wine of SinW, Swn
enjoyed a high repute in Pharaonic Egypt from the very earliest times. That Pi-RaCmesse
was in the centre of a great wine-growing region is proved by the praise bestowed upon
the famous vineyards of Kenkeme; for these see nos. 15, 26 and perhaps no. 37, together
with the notes thereupon. Pelusium was also a great place in Graeco-Roman times for
the drying and salting of fish, and for the cultivation of lentils; in the Revenue papyrus
it is a commercial port for oil rivalling even Alexandria. These conditions generally agree
well with the account of Pi-RaCmesse given in Pap. Anastasi III (no. 15). g
p
Strabo (c. 803) says that Pelusiuin was more than twenty stades from the sea, i.e. some 21 miles, a distance which corresponds pretty well to modern conditions. Lying
beside the Bubastite Nile-arm it was to all intents and purposes a sea-port. It seems not
impossible-though for this we have no very tangible evidence-that the actual harbour
of Pi-Racmesse was known as "[] (f r lt "the Port of
Usimare¢-setpenr¢ " or simply X '~2~ i "the Port." In a model letter its g
Strabo (c. 803) says that Pelusiuin was more than twenty stades from the sea, i.e. some 21 miles, a distance which corresponds pretty well to modern conditions. Lying
beside the Bubastite Nile-arm it was to all intents and purposes a sea-port. THE DELTA RESIDENCE OF THE RAMESSIDES It seems not
impossible-though for this we have no very tangible evidence-that the actual harbour
of Pi-Racmesse was known as "[] (f r lt "the Port of
Usimare¢-setpenr¢ " or simply X '~2~ i "the Port." In a model letter its
writer describes how he sought two boats: "I weent southwards upon the edge of the water
(the sea-shore ?) and found them in the Port of Usimaric-setpenriC in charge of the Fan-
bearer Rekhyl." On several wine-jars discovered in the Raimesseum mention is made of
"wine of the vineyard of the Castle-of- Usimarec-setpenre¢-in-the-House-of-Am n (i.e. the
Ramesseum) on the west of the Port2," and once the entry "much oil from the Port" occurs in
a list of imported oils and the like3. Whether this guess (for it is nothing more) be true or
not, it is now familiar to us that Pi-Racmesse was considered as a port (see nos. 15, 16),
and may therefore well have been Pelusium. y
The last reason to be invoked in favour of the position here accorded to Pi-RaCmesse
is its suitability from a historical point of view. The Hyksos had established themselves
in a fortress-town midway between Palestine and the main valley of the Nile, and had
thus created a precedent which Ramesses II may well have copied. In the flourishing
period of the Eighteenth Dynasty the Pharaohs were powerful enough, and sufficiently
little apprehensive of Eastern aggression, to rule their Syrian Empire from Thebes and
Memphis. In the Nineteenth Dynasty, however, that Empire was no longer secure, but
required careful watching fromn a central positionl; therefore Ramesses II, or it may even
have been his grandfather Ramesses I4, founded a new Residence near Pelusium, much as 1 Pap. Leyden 348, 8, 6-7, cf. also 9, 2; " edge " (spt) here is an emendation, but a practically cer-
tain one. 4 In 1913 M. Legrain discovered near the pylon of Hareinhab at Karnak two statues dating fromn
that reign and belonging to a Vizier PraCmesse son of Setoy (Annales du Service, vol. xiv, pp, 29 38);
in publishing the find M. Legrain makes the very probable suggestion that this Vizier was none other
than Ramesses I. Recently (op. cit., vol. xvii, p. 168) M. This content downloaded from 128.255.6.125 on Thu, 26 May 2016 10:11:29 UTC
All use subject to http://about.jstor.org/terms 3 A nastasi IV, 14, 4. 2 SPIEGELBERG, Hieratic Ostraka, nos. 239, 262, 299. 1 Pap. Leyden 348, 8, 6-7, cf. also 9, 2; " edge " (spt) here is an emendation, but a practically cer-
tain one. 1 Pap. Leyden 348, 8, 6-7, cf. also 9, 2; " edge " (spt) here is an emendation, but a practically cer-
tain one.
2 SPIEGELBERG, Hieratic Ostraka, nos. 239, 262, 299.
3 A nastasi IV, 14, 4.
4 In 1913 M. Legrain discovered near the pylon of Hareinhab at Karnak two statues dating fromn
that reign and belonging to a Vizier PraCmesse son of Setoy (Annales du Service, vol. xiv, pp, 29 38);
in publishing the find M. Legrain makes the very probable suggestion that this Vizier was none other
than Ramesses I. Recently (op. cit., vol. xvii, p. 168) M. Daressy has called attention to the title borne by
him "overseer of the river-mouths " and also to the name of his father, which is simply that of the god
Setekh found on the monuments of Tanis. Hence M. Daressy concludes that the family of the Rames-
sides originated in these parts. This notion appears to me by no means improbable, though, from what
we have seen, all that M. Daressy says about the connection between Setekh and Tanis must be trans-
ferred to the site of Avaris and Pi-RaCmesse near Pelusium. This content downloaded from 128.255.6.125 on Thu, 26 May 2016 10:11:29 UTC
All use subject to http://about.jstor.org/terms THE DELTA RESIDENCE OF THE RAMESSIDES Daressy has called attention to the title borne by
him "overseer of the river-mouths " and also to the name of his father, which is simply that of the god
Setekh found on the monuments of Tanis. Hence M. Daressy concludes that the family of the Rames-
sides originated in these parts. This notion appears to me by no means improbable, though, from what
we have seen, all that M. Daressy says about the connection between Setekh and Tanis must be trans-
ferred to the site of Avaris and Pi-RaCmesse near Pelusium. THE DELTA RESIDENCE OF THE RAMESSIDES 261 Peter the Great, needing to guard his Baltic provinces, removed his capital from Moscow
to St Petersburg. Later, the Egyptian hold over Syria became so insecure that the
Delta capital was withdrawn to Tanis. Such appears to have been the general sequence
of events. From the number of serfs of Amun resident in Pi-RaCmesse under Ramesses III (no. 27)
we learn that it must have been a town of considerable size. The officials and domestics of
the Court will certainly have been numerous, and since the place became a great adminis-
trative centre it must undoubtedly have ranked among the larger cities of Egypt, though
never rivalling with Thebes, Memphis or Heliopolis. It owed its prominence to the favour
bestowed upon it by all the Pharaohs from Ramesses II to Ramesses III, as well as to
its strategic importance. 1 There is no evidence whatever that the temple " T/he-Castle-of-Ramesses-Beloved-of-A m Sn-Beloved-
like-Tum-on-the-west-of-the-'Ity-waters" on the Carnarvon scarab (p. 131, E and p. 258, footnote 4) represents
a town of Ramesses, so that this alternative may be left out of account. (a) Genesis xlvi, 28-29: " A nd he (Jacob) sent Judah before him unto Joseph, to shew the way before
him unto Goshen; and they came into the land of Goshen. And Joseph made ready his chariot, and went up
to meet Israel his father, to Goshen." The Hebrew text does not mention the name of Rameses; but the LXX presents the version : "And
he sent Judah before them to Joseph to come to meet him at Heroonpolis into the land of Ramesses
(avvavreo-at avrTo KaO' 'Hpwowv roXLtv elv y~v 'Patsec-r'r). And Joseph, having yoked his chariot, went up to V GARDINER 262 meet Israel his father at Heroonpolis (eis rvvavrrtilv 'Io-paw)X rTO rarpl avrov KaO' 'Hpccov irOXtv)." Whereas
the Sahidic version' retains the name Heroonpolis in both places (KTua, 2,pwon Tuno3lc), the Boheiric
version has p. noe-toJa fiKi _Sen HIR K&i npajuaccH "to the town of Pithom in the land of Ramasse"
and enc c Aue¢wtxo ti&KI "towards the town of Pithom." meet Israel his father at Heroonpolis (eis rvvavrrtilv 'Io-paw)X rTO rarpl avrov KaO' 'Hpccov irOXtv)." Whereas
the Sahidic version' retains the name Heroonpolis in both places (KTua, 2,pwon Tuno3lc), the Boheiric
version has p. noe-toJa fiKi _Sen HIR K&i npajuaccH "to the town of Pithom in the land of Ramasse"
and enc c Aue¢wtxo ti&KI "towards the town of Pithom." ¢
The LXX presents a twofold expansion of the phrase "into the land of Goshen": first the words "at
Heroonpolis" are of the nature of a topographical gloss based on Exodus i, 11 (below c), and second, "into
the land of Raresses" is a harmonistic rendering derived from xlvii, 11 (below b). g
,
(
)
Josephus, Arch. Jud., ed. NABER, II, 184, says that the meeting-place of Jacob and Joseph was
Heroonpolis. g
,
Josephus, Arch. Jud., ed. NABER, II, 184, says that the meeting-place of Jacob and Joseph was
Heroonpolis. (b) Genesis xlvii, 11: " And Joseph placed his father and his brethren, and gave them a possession in the
land of Egypt, in the best of the land, in the land of Rameses, as Pharaoh had commanded." (b) Genesis xlvii, 11: " And Joseph placed his father and his brethren, and gave them a possession in the
land of Egypt, in the best of the land, in the land of Rameses, as Pharaoh had commanded." gyp ,
,
,
The command of Pharaoh (xlvii, 6) actually was: "in the land of Goshen let them dwell"; clearly "the
land of Rameses " here is synonymous with " the land of Goshen," a standpoint that was in the mind of the
LXX translators of xlvi, 28-29 (above a). See Mission Archeologique Francaise, vol. vi, p. 26. This content downloaded from 128.255.6.125 on Thu, 26 May 2016 10:11:29 UTC
All use subject to http://about.jstor.org/terms V ,
p
( ,
&
/
q
Q ,
The Targum of Palestine paraphrases: " And they builded walled cities to become Phar
places, Tanis2 and Pilusin "; the Targumn of Jerusalem gives the names in the same form. (d) Exodus xii, 37: " And the children of Israel journeyed from Rameses to Succoth."
This follows immediately upon the smiting of the first-born, upon the injunction to depart given by night
to Moses and Aaron, and upon the spoiling of the Egyptians by the taking of their gold and silver. ,
p
p
g
gyp
y
g
g
Targum of Palestine: "And the sons of Israel moved forth from Pilusin towards Succoth." g
(e) Numbers xxxiii, 3-6: " And they journeyed from Rameses in the first month...on the morrow after
the passover
And the children of Israel journeyed from Rameses and pitched in &tccoth " g
(e) Numbers xxxiii, 3-6: " And they journeyed from Rameses in the first month...on the morrow after
the passover... .And the children of Israel journeyed from Rameses, and pitched in &tccoth." (e) Numbers xxxiii, 3-6: " And they journeyed from Rameses in the first month...on the morrow af
the passover... .And the children of Israel journeyed from Rameses, and pitched in &tccoth."
Targum of Palestine: " Pelusin " for Rameses in both cases; so too Targum of Jerusalem. y j
y
the passover... .And the children of Israel journeyed from Rameses, and pitched in &tccoth."
Targum of Palestine: " Pelusin " for Rameses in both cases; so too Targum of Jerusalem. the passover... .And the children of Israel journeyed from Rameses, and pitched in &tccoth. Targum of Palestine: " Pelusin " for Rameses in both cases; so too Targum of Jerusalem. p
j
y
,
p
&
Targum of Palestine: " Pelusin " for Rameses in both cases; so too Targum of Jerusalem. To these passages must be added from the Apocrypha: (f) Judith i, 7-10: "And Nebuchadnezzar king of the Assyrians sent unto all that dwelt in Persia, ..,
and to all that were in Samaria and the cities thereof, and beyond Jordan unto Jerusalem, and Betane, and
Chellus, and Kadesh, and the river of Egypt, and Tahpanhes, and Rameses, and all the land of Goshen, until
thou comest above Tanis and Memphis, and to all that dwelt in Egypt, until thou comest to the borders
of Ethiopia " iopia. See Mission Archeologique Francaise, vol. vi, p. 26.
2 It is curious that the Targum of Palestine consistently calls Poti-phera " the rabba of Tanis," while
the Hebrew original has " priest of On " (Gen. xlii, 45, 50; xlvi, 20). See below, p. 265, footnote 2. V Biblical chronology assigns the king under whom Joseph lived
to the Hyksos period; be this as it may, the phrase "tht land of Ramieses" must in any case be a crass
anachronism, or, as the commentators more politely say, is used " proleptically." gyp ,
,
,
The command of Pharaoh (xlvii, 6) actually was: "in the land of Goshen let them dwell"; clearly "the
land of Rameses " here is synonymous with " the land of Goshen," a standpoint that was in the mind of the
LXX translators of xlvi, 28-29 (above a). Biblical chronology assigns the king under whom Joseph lived
to the Hyksos period; be this as it may, the phrase "tht land of Ramieses" must in any case be a crass
anachronism, or, as the commentators more politely say, is used " proleptically." anachronism, or, as the commentators more politely say, is used proleptically. The Targum of Palestine has: " And Joseph brought his father and brethren to dwell, and gave them
a possession in the land of Mizraim, in a goodly part of the country, in the country of Pilusin, as Pharaoh
had commanded." Targum Jerushalmi: " Pelusim"; it is quite evident that Pelusium is intended. ,
,
p
y
y,
p
p
y
The Targum of Palestine has: " And Joseph brought his father and brethren to dwell, and gave them
a possession in the land of Mizraim, in a goodly part of the country, in the country of Pilusin, as Pharaoh
had commanded." Targum Jerushalmi: " Pelusim"; it is quite evident that Pelusium is intended. had commanded. Targum Jerushalmi Pelusim ; it is quite evident that Pelusium is intended. Josephus, Arch. Jud., ed. NABER, nI, 188, states that the place where Jacob was given leave to dwell
was Heliopolis. had commanded. Targum Jerushalmi Pelusim ; it is quite evident that Pelusium is intended. Josephus, Arch. Jud., ed. NABER, nI, 188, states that the place where Jacob was given leave to dwell
was Heliopolis. (c) Exodus i, 11: And they built for Pharaoh store cities, Pithom and Raamses. LXX has "strong cities" (7roXet o3Xvpas) for nrbl3D=) "store-cities"; the Hebrew term is explained
to mean cities for provisions, materials of war, etc., possibly also cities used as trade emporia. LXX
further adds "and On, which is Heliopolis" (r,>v Tr IIEtO& Kat 'Pa/eacraq Kat "Qv, oritv 'HXiov ordX-t). V So far as the Biblical city of Raamses-Rameses is concerned, the plan of this essay has
been less to solve the problem than to provide the material for its solution. An estimate
of the historical value of the Exodus narrative obviously lies outside the province of the
Egyptologist; nor indeed can our quest be so extended as to include an exhaustive revision
of the geography of the Exodus-route in the light of the Egyptian sources. Nevertheless,
the conclusions here reached do seem to provide a basis for further deductions. These will
be suggested in a tentative way, and it will remain for Biblical students to reject or to
confirm them. Of the towns deriving their name from the Pharaoh Ramesses the foregoing investiga-
tions have elicited only two which could with any plausibility be claimed as the original of
the store-city mentioned in Exodus i, 11. One is the Residence-city at or near Pelusium,
and the other the station named "The-Dwelling-of-Ramesses-Beloved-of-Amun" on the
high-road from Thel (Sile) to Raphia (above p. 132, under H)1. The latter has been up to
the present without an advocate, and is likely to remain so; it seems to have been a place
of no great size or importance, and its name contains in its composition an unusual and
characteristic element, "The-Dwelling" (t? t), the omission of which to yield the shortened
place-name " Raamses" is highly improbable. On the other hand there is no difficulty in
identifying the name of the Biblical Raamses with that of the Ramesside Delta Capital
(see above, p. 138). The issue before us may, therefore, be defined: either Raamnses-Rameses
of the Bible is the Residence-city of the Ramnessides near Pelusiumn, or else it is a town unknown
to the Egyptian monuments, the existence of which is merely postulated. gyp
y p
In order that the problem may be the more clearly focussed, the various O.T. passages
in which the name of Rameses or Raamses occurs are here set forth seriatim, with a few
supplementary and explicative notes. 1 There is no evidence whatever that the temple " T/he-Castle-of-Ramesses-Beloved-of-A m Sn-Beloved-
like-Tum-on-the-west-of-the-'Ity-waters" on the Carnarvon scarab (p. 131, E and p. 258, footnote 4) represents
a town of Ramesses, so that this alternative may be left out of account. ALAN H. V The land of Goshen " here evidently means the Delta, and is opposed to Egypt, i.e. Upper Egypt. No great attention need be paid to the passage in Judith, the writer of which seems
simply to have chosen some of the commoner Egyptian place-names familiar to him from
the canonical scriptures; we may note, however, in passing, that Rameses is distinguished
from Tanis. It is upon the other five passages that tradition and modern exegesis alike
have based their hypothesis of a town of Ramesses in the Wady Timilat. So far as
tradition is concerned, the only quite definite evidence of the existence of such a view is This content downloaded from 128.255.6.125 on Thu, 26 May 2016 10:11:29 UTC
All use subject to http://about.jstor.org/terms THE DELTA RESIDENCE OF THE RAMESSIDES 263 a passage in the narrative of the Abbess Aetheria, the pilgrim lady from Gallia Narbonensis,
the account of whose travels in Biblical lands (533-540 A.D.) is preserved in the
Library of Arezzo. On her return journey from Sinai to Egypt via Clysma (Suez) and the
Wady Tumllat she visits in turn the supposed sites of Migdol, Baal-zephon, Etham,
Succoth, Pithom, Heroonpolis, Ramineses and Arabia, the last of which she says is a townii in
the land of Goshen1. The two places Heroonpolis and Arabia are not alluded to in the
Hebrew text of the Bible, but are derived from the Septuagint, on which, consequently,
Aetheria's narrative is largely dependent. In both cases Aetheria, or the authorities upon
whom she relies, has gone astray in her interpretation; for she distinguishes Heroonpolis
from Pithom, whereas it was precisely the identity of those two places, as we shall see,
which induced the LXX translator to substitute mcau' 'Hpcwv 7ro\Xtv for the Hebrew
"Goshen" in Genesis xlvi, 28-9 (above a); and again, she inverts the relationship of the
terms in the expressioun " Geshem of Arabia " used by the LXX for Hebrew " Goshen " in
Gen. xlv, 10 (cf. xlvi, 34), interpreting Arabia as a city and Geshem as a land, the exact
antithesis of the Greek translator's intention. Now both the city of Heroonpolis and that
of Arabia were in Aetheria's day populous places, bearing just those names; Heroonpolis
she describes as a large village, with a church, saints' tombs and many monasteries2, and
Arabia we know to have been the seat of a bishopric. This content downloaded from 128.255.6.125 on Thu, 26 May 2016 10:11:29 UTC
All use subject to http://about.jstor.org/terms V Excavation has shown that Heroonpolis
was, at all events, not very far from Tell el-Maskhuteh; and it is practically certain that
Pithom and Heroonpolis are identical3. The town of Arabia is stated by the Oxford list of
bishoprics4 to be the same as Fakus, otherwise one would have sought for it a position
nearer, like Saft el-Henneh, to the mouth of the Wady Timilat. These two towns, ac-
cordingly, are the fixed points in Aetheria's narrative. She may have concluded from
Exodus i, 11 (c), that Pithom and Rameses were towns not very far apart from one another;
she will certainly have argued from the words " at Heroonpolis into the land of Ramesses "
in Genesis xlvi, 28 (LXX) that Rameses and Heroonpolis were close lose together; finally, since
Rameses was the starting-point of the Exodus (passages d, e), this will have been in the
land of Goshen, i.e. in the neighbourhood of the town of Arabia. Such considerations are
enough to account for all Aetheria's learning on the subject of the town of Rameses. What
she has to tell us about it is as follows: "But from the town of Arabia it is four miles to Ramesses. We, in order to arrive at Arabia, our
stopping-place, had to pass through the midst of Harnesses, which town of arnamesses is now fields, so much
so that it does not possess a single habitation. It is true that it is visible, since it both was huge in
circuit and had many buildings; for its ruins, however tumble-down they may be, appear endless even to
this day. But now there is nothing there saving only one huge Thebaii stone, in which two statues have
been carved out, huge ones, which they say belonged to the holy me, i.e. to Moses and Aaron, for they
say the children of Israel placed them there in their honour5." 1 " Ac sic ergo exeuntes de Hero pervenirnus ad civitatem, quae appellatur Arabia, quae est civitas in
terra Jesse." I quote from the extracts of the pilgrimage printed in KUTHMANN, Die Ostgrenze Agyptens,
pp. 6--10. eroum autem civitas...nunc est come, sed grandis, quod nos dicimus vicus. Namn ipse vicus
habet et martyria et monasteria plurima sanctorum monachorum." pp
2 "Heroum autem civitas...nunc est come, sed grandis, quod nos dicimus vicus. 3 See the appended Note on Pithom and Heroonpolis, below, p. 268.
4 See DE ROUG*, Ge'ographie de la Basse Iigypte, p. 155. On this question and on Goshenr generally,
see further, Journal of Egyptian Archaeology, vol. v, pp. 218-223. see further, Journal of Egyptian Archaeology, vol. v, pp. 218 223.
5 " De Arabia autem civitate quattuor milia passus sunt in Ramessen. Nos autem, ut veniremus ad
mansionem Arabiae, per media Ramesse transivimus, quae Ramessen civitas nunc campus est, ita, ut nec
unam habitationem habeat. Paret sane, quoniam et ingens fuit per girum et multas fabricas habuit; pp
2 "Heroum autem civitas...nunc est come, sed grandis, quod nos dicimus vicus. Nam
ecclesiam habet et martyria et monasteria plurima sanctorum monachorum." V Namn
ecclesiam habet et martyria et monasteria plurima sanctorum monachorum." y
p
3 See the appended " Note on Pithom and Heroonpolis," below, p. 268. pp
p
,
, p
4 See DE ROUG*, Ge'ographie de la Basse Iigypte, p. 155. On this question and on Goshenr generally,
see further, Journal of Egyptian Archaeology, vol. v, pp. 218-223. pp
p
p
4 See DE ROUG*, Ge'ographie de la Basse Iigypte, p. 155. On this question and on Goshenr generally,
see further, Journal of Egyptian Archaeology, vol. v, pp. 218-223. ,
gyp
gy,
, pp
5 " De Arabia autem civitate quattuor milia passus sunt in Ramessen. Nos autem, ut veniremus ad
mansionem Arabiae, per media Ramesse transivimus, quae Ramessen civitas nunc campus est, ita, ut nec
unam habitationem habeat. Paret sane, quoniam et ingens fuit per girum et multas fabricas habuit; ,
gyp
gy,
, pp
5 " De Arabia autem civitate quattuor milia passus sunt in Ramessen. Nos autem, ut veniremus ad
mansionem Arabiae, per media Ramesse transivimus, quae Ramessen civitas nunc campus est, ita, ut nec
unam habitationem habeat. Paret sane, quoniam et ingens fuit per girum et multas fabricas habuit; ALAN H. GARDINER 264 Not much importance need be attached to this passage, which, be it said in passing, is
a very fair sample of the pious lady's literary style. Its historical value is no greater than
that of the early Jewish tradition which, as has been seen in the comments on passages c,
d, e, identified Raamses-Rameses with Pelusium. The latter identification may perhaps
seem a strange coincidence, in view of the fact that the Ramesside capital of Pi-RaCmesse
has been located at or near Pelusium. Nor, indeed, is it quite impossible that there may
be some causal connection here, but its roots are hidden and can no longer be unearthed. For the present, at least, we must measure the value of this Targumic tradition by that of
the parallel identification of Pithom with Tanis (see under c). p
Going back some centuries to the time of the Septuagint translation, we learn from
the variation between the Hebrew and Greek texts in (a) that the translators had made an
effort to interpret the Exodus narrative as a consistent whole, and had formed at least some
sort of conception of the Exodus geography. V It is impossible to account for the replacing
of " Goshen " in the Hebrew text by the Greek "at Heroonpolis" except by regarding this
as due to the influence of Exodus i, 11 (c), and to the knowledge that Heroonpolis was
merely the Greek name of Pithom. Similarly, the addition "into the land of Ramesses '
resulted from the desire to connect the reference to Goshen in this passage with that in
Genesis xlvii, 6, the latter being replaced in the Hebrew text a few verses later (xlvii, 11)
by "in the land of Rameses" (b). Since the LXX translator probably understood this
phrase to mean "in the land of (the town of) Rameses," as modern commentators, whether
rightly or wrongly, have for the most part done', he is likely to have interpreted his own
combination of words " at Heroonpolis into the land of Rameses " to mean that the town of
Raamses-Raineses was not far from Pithom. But, as we see, this conclusion was the out-
come of a harmonistic combination of the data of the Hebrew text, and represented no
independent tradition demanding to be taken into account by ourselves. p
g
y
A still earlier tradition, which is persistently ignored by students of the Exodus times,
is that of the Psalmist who sang of the " marvellous things " which God did "in the land of
Egypt, in the field of Zoan" (lxxviii, 12), "how he set his signs in Egypt, and his wonders
in the field of Zoan " (lxxviii, 43). Here we have a quite definite view, at all events, that
the scene of Moses' activities was the extreme north of the Delta. Are we to regard the
reference to " the field of Zoan," on which see above, pp. 200, 248, as a reminiscence of the
times of the Twenty-first Dynasty, when Tanis was the seat of the Lower Egyptian govern-
ment ? Or is the phrase a genuine recollection of the fact that the Ramesside Pharaohs,
under whom Moses lived, made their Delta residence near Pelusiuin, a place situated in
the nome with which the region called " the field of Zoan" was intimately connected ? This content downloaded from 128.255.6.125 on Thu, 26 May 2016 10:11:29 UTC
All use subject to http://about.jstor.org/terms posuerint.
1 Max Miiller (s.v. "Rameses" in Encyclopaedia Biblica, col. 4012) prefers "to understand Rameses
here as having preserved the original sense, namely, that of a royal name." ruinae enim ipsius, quem ad modum collapsae sunt, in hodie infinitae parent. Nunc autem ibi nichil aliud
est nIisi tantum unus lapis ingens thebaeus, in quo sunt duae statuae excisae, ingentes, quas dicunt esse
sanctorum hominum, id est Moysi et Aaron, nam dicent, eo quod filii Israhel in honore ipsorum eas
posuerint " V g
y
To turn now to modern views: the prevalent notion of a city of Ramesses within and
near the mouth of the Wady Tumilat owes its existence to the same kind of standpoint as
that which the LXX translator held, and partly indeed to his specific contributions to the
problem, namely, the introduction of the names " Heroonpolis " and " Geshem of Arabia."
The fixed point around which the whole theory circles is the known position of Pithom-
Heroonpolis in the Wady Tumilat (this is now sufficiently confirmed by the excavations at ruinae enim ipsius, quem ad modum collapsae sunt, in hodie infinitae parent. Nunc autem ibi nichil aliud
est nIisi tantum unus lapis ingens thebaeus, in quo sunt duae statuae excisae, ingentes, quas dicunt esse
sanctorum hominum, id est Moysi et Aaron, nam dicent, eo quod filii Israhel in honore ipsorum eas
posuerint " THE DELTA RESIDENCE OF THE RAMESSID 265 Tell el-Maskhiuteh). It is probably tacitly assumned that, since the Israelites, being confined
to the land of Goshen, cannot have built cities outside it, the land of Goshen must have
included the Wady Tumilat, where Pithom was situated (c); and Raamses, which is coupled
with Pithom, is accordingly in the same region too. This is supported by (b), where " in
the land of Rameses " corresponds to " in the land of Goshen " a few verses earlier, as well
as by the LXX version in (a) already sufficiently discussed. Lastly, when the Egyptians
set out upon their journey to Canaan, their starting-point is Rameses (d, e) which must,
accordingly, have lain quite at the Egyptian end of the Wady Tumilat. g y
q
gyp
y
All this is good logic, and would be valid argument if the narrative of the sojourning in
and departure from Egypt were a single homogeneous account, to be regarded as sound
historical evidence. It is easy to show, however, that the entire story is clothed in a
legendary form, and legend has no care for strict topographical exactitude. Modern critics
have pointed out that two irreconcilable views underlie the earlier chapters of Exodus: in
some places it is assumed, as throughout Genesis, that the Israelites were living apart in
the land of Goshen; elsewhere, on the other hand, it is unmistakably implied that they
were dwelling in the midst of the Egyptians'. V If Moses and the Israelites were separated
off in the Wady Tumilat, how could Moses " rise up early in the morning and stand before
Pharaoh " (Exodus viii, 20) ? Or how could his cradle have been deposited among the flags
in the river, to be found by Pharaoh's daughter (Exodus ii, 1-10)? ,
y
g
(
,
)
It having been established by our researches that the Delta capital of the Ramessides
was at Pelusium, or at all events nowhere near the Wady TAmilat, we may feel convinced
that there, if anywhere, must have occurred the finding of Moses as a babe and his later
controversies with Pharaoh. Thus, those who view the Exodus narrative as authentic
history can hardly refuse to deduce from the passages just quoted that at least a part of
the Israelites, and among them Moses, dwelt at Pi-RaCmesse. Nor indeed is there in the
Biblical passages referring to Raamses-Rameses anything seriously out of keeping with this
conclusion. The passage Exodus i, 11 (c) does not necessarily imply that Raamses was near
Pithom, and indeed the LXX translator, whose tendencies elsewhere are all in favour of
harmonizing the Exodus geography, here adds a third town Heliopolis that was far away
from Pithom2. The phrase "the land of Rameses " in a (LXX) and b is puzzling, and in g
1 See DRIVER on Exodus viii, 22, in the Cambridge Bible for Schools. For the view that the Israelites
were still in Goshen he quotes viii, 22: " And I will sever in that day the land of Goshen, in which my
people dwell, that no swarms of flies shall be there "; also ix, 26: " Only in the land of Goshen, where the
children of Israel were, was there no hail." For the opposite view, cf. iii, 21-22: "And it shall come to
pass, that, when ye go, ye shall not go empty: but every woman shall ask of her neighbour, and of her that
sojourueth in her house, jewels of silver, and jewels of gold, and raiment"; and the similar passage, xi, 2. Driver represents the view of the Israelites' confinement to Goshen as belonging only to J, while E pictures
them as living side by side with the Egyptians. But e.g. This content downloaded from 128.255.6.125 on Thu, 26 May 2016 10:11:29 UTC
All use subject to http://about.jstor.org/terms Journ. V xii, 23 (" For the Lord will pass through to
smite the Egyptians; and when he seeth the blood upon the lintel, and on the two side posts, the Lord will
pass over the door") presumes the standpoint attributed to E, but nevertheless is assigned to J p
) p
p
,
g
2 On the origin of this addition a guess may be hazarded. Heliopolis was the chief home of the deity
Tuim, and was therefore a Pi-tfim " House-of-Tum." The mention of Heliopolis will have arisen, accord-
ingly, as a gloss on Pithom. Some confirmation of this view may be found in the coincidence that the
Targum gives Tanis as the rendering, not only of Pithom here, but also of On in the phrase " Potiphar,
priest of On," see above, p. 262, footnote 2; how the Targumic commentator came by the identification of
these places with Tanis is unknown, but it is significant that they were associated in his mind. As for
Josephus' identification of Goshen with Heliopolis (see above on b), it was probably due to the considera-
tions (1) that Jacob would wish to live near Joseph, and (2) that Joseph, being married to the daughter
of a Heliopolitan priest, was presumably domiciled at Heliopolis. 5 Journ. ALAN H. GARDINER 266 any case contains a grave anachronism; in Genesis xlvii, 11 it clearly corresponds to "the
land of Goshen " in v. 6, but the variation of that name at such close quarters is so unnatural
and incongruous, that it is difficult to do otherwise than infer that two discrepant sources
have here been clumsily combined, in which case, of course, the term " land of Rameses "
would not necessarily be co-extensive with " land of Goshen." As regards d and e, it would
now become clear why the children of Israel, starting out on their journey, are said to have
journeyed from Rameses-it is because that was the place where Pharaoh dwelt and
persecuted them; the only difficulty in these passages is that, if Succoth is ,_(51
Theku towards the eastern end of the Wady Tumilat', this is more than one day's march
from the Delta Capital. 1 The identity of riDD. Succoth with Tkw (see below p. 265, in the appended note) was first proposed by
Brugsch (Zeitschrift fir dgyptische Sprache, vol. xiii (1875), p. 8); the rendering of the first two consonants
is correct, but as regards the termination of the Hebrew name it has to be assumed that this has been
altered in accordance with a popular etymology sukkoth =" huts." The identification is now pretty gener-
ally accepted and may stand; but there is no longer much reason for it beyond the general correspondence
of sound, and the fact that Theku was situated between Egypt and the desert and consequently corresponds
passably well with the Exodus data. It may be here noted that in the hieroglyphic lists of nomes Theku
is the capital of the VIIIth nome of the Eastern Harpoon. In Greek times this nome is merged in that
of Arabia, except in the case of Strabo 805, who places a nome called Phagroriopolites in this region. On
the VIIIth Lower Egyptian nome in general see KfUTHMANN op cit
pp 27 foll distance as shown by the Egyptian Survey map 1: 50,000 is 8½ miles.
3 See PETRIE, Hykcsos and Jsraelite Cities, Pls. XXVIII-XXXVI c, with pp. 28--34. This content downloaded from 128.255.6.125 on Thu, 26 May 2016 10:11:29 UTC
All use subject to http://about.jstor.org/terms the VIIIth Lower Egyptian nome in general see KfUTHMANN, op. cit., pp. 27 foll.
2 Op. cit., p. 28, Professor Petrie says eight miles, but in Egypt and Israel, p. 33, he
distance as shown by the Egyptian Survey map 1: 50,000 is 8½ miles. V p
If we take the opposite point of view, namely that the Exodus story, whatever nucleus
of truth it may contain, has come down to us in purely legendary garb, we shall not feel
disposed to insist upon the distance betwoen Rameses and Succoth, nor to equate " the land
of Rameses " exactly with " the land of Goshen." On the contrary, our verdict will be that
the Biblical town of Raamses-Rameses keeps alive a dim recollection of the very city where
the Pharaohs of the Oppression and of the Exodus actually resided. pp
y
To sum up: whether or no the Bible narrative be strict history, there is not the least
reason for assuming that any other city of Ramesses existed in the Delta besides those
elicited from the Egyptian monuments. In other words, the Biblical Raamses-Rameses is
identical with the Residence-city of Pi-RaCmesse near Pelusium. And at this point we
shall remember that there are two traditions, though both of uncertain value, which are in
accord, or can be construed as in accord, with our conclusion: these are the traditions of the
Psalmist and of the Targum, both discussed above. Psalmist and of the Targum, both discussed above. It may be objected: this fine-spun argument is all very well in its way, but has not
the Biblical town of Raamses-Rameses, in point of fact, been discovered by Professor Petrie
at Tell er-Retabeh, eight and a half miles westward of Tell el-Maskhuteh2? The evidence for
the identification proves, on close examination, to be more than scanty3. A temple-wall was
found on which Ramesses II is seen slaughtering prisoners before u
" TAm, lord of Thu (sic)"; "Theku " ought here to be read, as Professor Petrie has himself
seen, for among the few other Ramesside temple-fragments discovered there was one
mentioning Theku, as well as part of a door-jamb from the tomb of the contemporary com-
mandant of Theku. The remaining finds were a stele of Ramesses II recording the defeats 1 The identity of riDD. Succoth with Tkw (see below p. 265, in the appended note) was first proposed by
Brugsch (Zeitschrift fir dgyptische Sprache, vol. xiii (1875), p. V 8); the rendering of the first two consonants
is correct, but as regards the termination of the Hebrew name it has to be assumed that this has been
altered in accordance with a popular etymology sukkoth =" huts." The identification is now pretty gener-
ally accepted and may stand; but there is no longer much reason for it beyond the general correspondence
of sound, and the fact that Theku was situated between Egypt and the desert and consequently corresponds
passably well with the Exodus data. It may be here noted that in the hieroglyphic lists of nomes Theku
is the capital of the VIIIth nome of the Eastern Harpoon. In Greek times this nome is merged in that
of Arabia, except in the case of Strabo 805, who places a nome called Phagroriopolites in this region. On
the VIIIth Lower Egyptian nome in general see KfUTHMANN op cit
pp 27 foll the VIIIth Lower Egyptian nome in general see KfUTHMANN, op. cit., pp. 27 foll. 2 Op. cit., p. 28, Professor Petrie says eight miles, but in Egypt and Israel, p. 33, he says ten; the
distance as shown by the Egyptian Survey map 1: 50,000 is 8½ miles. THE DELTA RESIDENCE OF THE RAMESSID 267 mflicted on the Shosu (Asiatic Beduins)'; a dyad in red granite representing Ramesses II
and the god Tum; foundation deposits of Ramesses III; and various scarabs and minor
objects from burials of the Ninth Dynasty onwards. There is nothing here to suggest that
the place was called Raamses, and indeed Professor Petrie's commentary shows that the
identification is based on erroneous assumptions. He writes2: "All of these discoveries
exactly accord with the requirements of the city of Raamses, where both the second and
third kings of that name are stated to have worked, and where a store-city was built by
the Israelites along with that of Pithom, which is only eight miles distant. The absence
of any other Egyptian site suitable to these conditions, which are all fulfilled here, makes
it practically certain that this was the city of Raamses named in Exodus." In the first
sentences Professor Petrie is obviously referring to the Residence-city, which we now know
to have been situated elsewhere; and further on it is unjustifiably concluded from Exodus
i, 11 that Raamses and Pithom were close to one another. NOTE ON PITHOM AND HEROONPOLIS. The positions of Pithom, Heroonpolis and Theku (the supposed prototype of Succoth, see above,
p. 266, footnote 1) are sufficiently fixed for the purposes of this article, but I am the more desirous to review
the problems connected with them as I can no longer adhere to my statement above, p. 128, that the
excavations of Professor Naville at Tell el-Maskhfteh finally settled the question of Pithom, which was
found to be identical with that site. Most of the issues are discussed elaborately, though not always con-
vincingly, in NAVILLE, The Store-city of Pithom, pp. 4 foll. The old view of Lepsius, reiterated Zeitschrift
fuiir agyptische Sprache, vol. xxi (1883), pp. 41-53, to the effect that Pithom lay near Tell Abu Suleiman,
while Heroonpolis-Raamses was to be sought at or near Tell el-MaskhfAtteh, reposed (1) on the identification
of Pithom with Thou in the Antonine Itinerary, the place where the road via Daphnae to Pelusium 1 This stele, as is not unusual in the Ramesside period, consists merely of royal names and epithets,
of which the concluding words are very interesting. They run: -> n >
T~TJ^ A> ll X A A A Ai , , n
Hy1Y/vt I)rnIITjT7AelIp2 I I A/V
(Z ')>l"". In Professor Petrie's text this is translated: "(of the) great enemies in the land of the 1 This stele, as is not unusual in the Ramesside period, consists merely of royal names and epithets,
of which the concluding words are very interesting. They run: -> n >
T~TJ^ A> ll X A A A Ai , , n
Hy1Y/vt I)rnIITjT7AelIp2 I I A/V
(Z ')>l"". In Professor Petrie's text this is translated: "(of the) great enemies in the land of the 1 This stele, as is not unusual in the Ramesside period, consists merely of royal names and epithets,
of which the concluding words are very interesting. They run: -> n >
T~TJ^ A> ll X A A A Ai , , n
Hy1Y/vt I)rnIITjT7AelIp2 I I A/V
(Z ')>l"". In Professor Petrie's text this is translated: "(of the) great enemies in the land of the j
p
rofessor Petrie's text this is translated: "(of the) great enemies in the land of th y
j
p
(Z ')>l"". V No additional argument is
offered beyond the daring suggestion that the dyad of Ramesses II and Tuim is none other
than Aetheria's "lapis ingens thebaeus, in quo sunt duae statuae excisae, ingentes, quas
dicunt esse sanctorum hominum, id est Moysi et Aaron3." y
We may thus feel certain that Tell er-Retabeh is not Raamses, since there is no serious
evidence that a town of Ramesses ever existed in this region. Its ancient name is not
known to us, unless it, rather than Tell el-Maskhuteh, be the true site of Pithom4; but
our incertitude on this point need not trouble us, for there are several places in the
Wady Tumil&t still to be identified, and the topography of the whole region is still
regrettably obscure. This content downloaded from 128.255.6.125 on Thu, 26 May 2016 10:11:29 UTC
All use subject to http://about.jstor.org/terms ,
2 Op. cit., This content downloaded from 128.255.6.125 on Thu, 26 May 2016 10:11:29 UTC
All use subject to http://about.jstor.org/terms NOTE ON PITHOM AND HEROONPOLIS. Anastasi V,
v, 20,1, where the words " the fortress " appear to refer to Theku in 19, 8. Also Theku possessed an 'dnw,
the title usually borne by the "commandant" of a military station, cf. op. cit., 25, 2 ; 26, 1. Turning now branched off from the Heliopolis-Hero-Serapiu-Clysma (Suez) road, and (2) upon Herodotus ii, 158 KTraL 8E
a7ro rov NE'Xov TO vacop Es avrr,v (scil. TR?v &(opvKa), ?'KTC 8e KaTrv7repOe o'Xiyov Bovf3iomo0 7roAotLs0 7rapa HaTrovpAov
T77v 'ApafIr'v IrOXLv. As to (1), the suggestion would hardly have arisen but for the ill-supported various
reading Tlioum, which is certainly to be rejected; as to (2), this much-disputed passage (see NAVILLE, op. cit., pp. 34-9) is quite plausibly taken by Dillmann and others to mean that the water of the canal was
drawn away from the Nile not at, but alongside, Pithom, which may thus be at some distance from the
point of junction. The view of Brugsch that Pithom was near Lake Menzaleh hangs together with his
whole Exodus theory, some portion of which (the identity of Tanis and Raamses) has been disproved in
the present article. At the present time the only scholar who appears to disagree with Prof. Naville's con-
clusions is M. Daressy, see Bulletin de l'Institut .gyptien, vol. 5 (1911), p. 3. The ground may be cleared
by considering the relations of Pithom and Heroonpolis; the identity of these two places may be proved
both (1) on traditional and (2) on linguistic grounds. (1) The Boheiric version of Genesis xlvi, 28 has Pethomn
for LXX Heroonpolis, see passage a on p. 261; and as I have shownl (p. 264), Heroonpolis in the LXX trans-
lation was due simply to the presence of Pithom in Exodus i, 11. (2) The variants Eron (Geogr. Rav.), Ero
(inscriptions from Maskhfiteh), Ero and Hero (Aetheria) and 'Hpco (Steph. Byz.) suggest that the original
Greek name of the city was not Heroonpolis, but Heropolis, being derived from the name of an obscure
deity 'Hpcov of whom there was a temple at Magdola (see GRENFELL-HUNT, Tebtunis Papyri, no. 80, intro-
duction); and this is confirmed by the existence, in the translation of the (Flaminian ?) obelisk preserved
by Ammianus Marcellinus, of a royal epithet 'Hpovos vios, which, in spite of the caveat entered by Sethe
apud ERMAN, Die Obeliskeniibersetzung des Hernapion, p. 253, footnote 3, in Sitzb. d. NOTE ON PITHOM AND HEROONPOLIS. Berliner Akad., 1914,
ix, must surely correspond to sl Tm " son of Tfm " on the Flaminian obelisk. Thus the name Heropolis,
later misunderstood as Heroonpolis, would originally have been a simple translation of Pithom. The ex-
planations of the name Hero given by Lepsius (op. cit., p. 52) and Naville (op. cit., p. 10) are quite un-
satisfactory. Now it cannot be denied that the evidence for the identification of Pithom-Heroonpolis with
Maskhlfteh provided by Prof. Naville's excavations there is very formidable, seeing that they yielded not
only hieroglyphic inscriptions mentioning Pithom, but also Latin inscriptions mentioning Ero. None the
less, I incline to think that a still more likely view is that Pithom-Heroonpolis is identical with Tell er-
Ret..beh, 8 English miles further westward. As has been already seen (p. 266), " Tum lord of Theku " was
here worshipped, as at Maskhftteh, so that theoretically, at least, Tell er-Retabeh can be regarded as a Pi-Tfim,
Het-Tfim, "House of Tulm." The testimony of the hieroglyphic inscriptions from Tell el-Maskhfteh
shows indisputably that the commonest name of the place was Theku; Theku is mentioned there again
and again, whereas Pithom is named only in two documents, namely the Bubastite statue, op. cit., P1. 4,
A, D, and the great stele of Ptolemy Philadelphus. Particularly clear evidence that Maskhfteh was Theku
is the invocation on the statue, op. cit., P1. 5, A, to the priests " who enter into the temple of Tuim, the
great living god in the midst of Theku" and the statement on the great Ptolemaic stele (the so-called
Pithom stele, latest edition SETHE, Urkunden, II, 81-105) that this was erected " in front of Tiim, the great
living god of Theku." On the same stele (op. cit., 93), when the return of the gods from Persia is being
described, it is said that " the gods of Pithom and Theku (one can hardly translate " the gods of Pithom of
Theku" as Prof. Naville does) came to rest there" (i.e. in Egypt), and this expression seems to imply that
Pithom and Theku were distinguished. For the rest, the Pithom stele affords no evidence that Maskhciteh
was Pithom, for it describes the events that took place throughout the entire region, and if it records the
establishment of offerings for Pithom (op. cit., 98), it does as much also for another place called Pr-Krht
(op. cit., 104). NOTE ON PITHOM AND HEROONPOLIS. In Professor Petrie's text this is translated: "(of the) great enemies in the land of the Bedawyn he plundered their hill fortresses, slaughtering their faces, and building in cities upon which his
name is to eternity"; the comment is added that "this allusion to building in the various cities called
after Ramesses suggests that this city was one of such-that is, Raamses." The first phrases are simple,
but are mistranslated by Professor Petrie; at the end it seems necessary to bring the words kd mn dmnlw
somehow into connection with the Asiatics (Shosu), and it is therefore likely that -sn "their" has been
omitted. Accordingly I translate: " making a great massacre in the land of the Shosu; he plunders their
hills, and slaughters upon them; building in (their) cities in his (own) name for ever." The reference,
then, would be to the annexation of towns in Palestine, not to the building of towns of Ramesses in Egypt. 2 Op cit
p 28 3 Op cit
p 30 4 See below the appended note then, would be to the annexation of towns in Palestine, not to the building of
2 Op. cit., p. 28. 3 Op. cit., p. 30. 4 See below, the ,
2 Op. cit., te. 35-2 te. 35-2 H. GARDINER 26 branched off from the Heliopolis-Hero-Serapiu-Clysma (Suez) road, and (2) upon Herodotus ii, 158 KTraL 8E
a7ro rov NE'Xov TO vacop Es avrr,v (scil. TR?v &(opvKa), ?'KTC 8e KaTrv7repOe o'Xiyov Bovf3iomo0 7roAotLs0 7rapa HaTrovpAov
T77v 'ApafIr'v IrOXLv. As to (1), the suggestion would hardly have arisen but for the ill-supported various
reading Tlioum, which is certainly to be rejected; as to (2), this much-disputed passage (see NAVILLE, op. cit., pp. 34-9) is quite plausibly taken by Dillmann and others to mean that the water of the canal was
drawn away from the Nile not at, but alongside, Pithom, which may thus be at some distance from the
point of junction. The view of Brugsch that Pithom was near Lake Menzaleh hangs together with his
whole Exodus theory, some portion of which (the identity of Tanis and Raamses) has been disproved in
the present article. At the present time the only scholar who appears to disagree with Prof. Naville's con-
clusions is M. Daressy, see Bulletin de l'Institut .gyptien, vol. 5 (1911), p. 3. NOTE ON PITHOM AND HEROONPOLIS. The ground may be cleared
by considering the relations of Pithom and Heroonpolis; the identity of these two places may be proved
both (1) on traditional and (2) on linguistic grounds. (1) The Boheiric version of Genesis xlvi, 28 has Pethomn
for LXX Heroonpolis, see passage a on p. 261; and as I have shownl (p. 264), Heroonpolis in the LXX trans-
lation was due simply to the presence of Pithom in Exodus i, 11. (2) The variants Eron (Geogr. Rav.), Ero
(inscriptions from Maskhfiteh), Ero and Hero (Aetheria) and 'Hpco (Steph. Byz.) suggest that the original
Greek name of the city was not Heroonpolis, but Heropolis, being derived from the name of an obscure
deity 'Hpcov of whom there was a temple at Magdola (see GRENFELL-HUNT, Tebtunis Papyri, no. 80, intro-
duction); and this is confirmed by the existence, in the translation of the (Flaminian ?) obelisk preserved
by Ammianus Marcellinus, of a royal epithet 'Hpovos vios, which, in spite of the caveat entered by Sethe
apud ERMAN, Die Obeliskeniibersetzung des Hernapion, p. 253, footnote 3, in Sitzb. d. Berliner Akad., 1914,
ix, must surely correspond to sl Tm " son of Tfm " on the Flaminian obelisk. Thus the name Heropolis,
later misunderstood as Heroonpolis, would originally have been a simple translation of Pithom. The ex-
planations of the name Hero given by Lepsius (op. cit., p. 52) and Naville (op. cit., p. 10) are quite un-
satisfactory. Now it cannot be denied that the evidence for the identification of Pithom-Heroonpolis with
Maskhlfteh provided by Prof. Naville's excavations there is very formidable, seeing that they yielded not
only hieroglyphic inscriptions mentioning Pithom, but also Latin inscriptions mentioning Ero. None the
less, I incline to think that a still more likely view is that Pithom-Heroonpolis is identical with Tell er-
Ret..beh, 8 English miles further westward. As has been already seen (p. 266), " Tum lord of Theku " was
here worshipped, as at Maskhftteh, so that theoretically, at least, Tell er-Retabeh can be regarded as a Pi-Tfim,
Het-Tfim, "House of Tulm." The testimony of the hieroglyphic inscriptions from Tell el-Maskhfteh
shows indisputably that the commonest name of the place was Theku; Theku is mentioned there again
and again, whereas Pithom is named only in two documents, namely the Bubastite statue, op. cit., P1. 4,
A, D, and the great stele of Ptolemy Philadelphus. NOTE ON PITHOM AND HEROONPOLIS. Particularly clear evidence that Maskhfteh was Theku
is the invocation on the statue, op. cit., P1. 5, A, to the priests " who enter into the temple of Tuim, the
great living god in the midst of Theku" and the statement on the great Ptolemaic stele (the so-called
Pithom stele, latest edition SETHE, Urkunden, II, 81-105) that this was erected " in front of Tiim, the great
living god of Theku." On the same stele (op. cit., 93), when the return of the gods from Persia is being
described, it is said that " the gods of Pithom and Theku (one can hardly translate " the gods of Pithom of
Theku" as Prof. Naville does) came to rest there" (i.e. in Egypt), and this expression seems to imply that
Pithom and Theku were distinguished. For the rest, the Pithom stele affords no evidence that Maskhciteh
was Pithom, for it describes the events that took place throughout the entire region, and if it records the
establishment of offerings for Pithom (op. cit., 98), it does as much also for another place called Pr-Krht
(op. cit., 104). Unfortunately the fact that Maskhtiteh can be shown to be Theku (or, as we had better say,
the very heart of Theku, for we shall soon see that the term had a wider, as well as a narrower, significance)
does not exclude the possibility that Maskhiteh was also called Pithom; and this, indeed, is the standpoint
that Prof. Naville takes. Still, there is evidence that " the fortress of Theku " was to the east of Pithom,
for the famous passage Pap. Anastasi VI, 11. 54-7 states " we have finished causing the Beduin tribes of
Edom to pass the fortress of Meneptah belonging to Theku towards the pools of Pithom [of] Meneptah
belonging to Theku, in order to feed themselves and to feed their flocks." Here Theku appears as a wider
term including Pithom, and with this fact we may compare the other that at Tell er-Retabeh the deity
worshipped is "Tfum, lord of Theku." Obscure as are the facts, it appears, then, that the most likely con-
clusion from the hieroglyhic data is that Maskhfiteh represents the "fortress of Theku" and that Tell
er-Retabeh represents Pithom. For further evidence of a fortress at Theku see the passage Pap. NOTE ON PITHOM AND HEROONPOLIS. 10)
do suggest that this is "the fortress of Theku." NOTE ON PITHOM AND HEROONPOLIS. Unfortunately the fact that Maskhtiteh can be shown to be Theku (or, as we had better say,
the very heart of Theku, for we shall soon see that the term had a wider, as well as a narrower, significance)
does not exclude the possibility that Maskhiteh was also called Pithom; and this, indeed, is the standpoint
that Prof. Naville takes. Still, there is evidence that " the fortress of Theku " was to the east of Pithom,
for the famous passage Pap. Anastasi VI, 11. 54-7 states " we have finished causing the Beduin tribes of
Edom to pass the fortress of Meneptah belonging to Theku towards the pools of Pithom [of] Meneptah
belonging to Theku, in order to feed themselves and to feed their flocks." Here Theku appears as a wider
term including Pithom, and with this fact we may compare the other that at Tell er-Retabeh the deity
worshipped is "Tfum, lord of Theku." Obscure as are the facts, it appears, then, that the most likely con-
clusion from the hieroglyhic data is that Maskhfiteh represents the "fortress of Theku" and that Tell
er-Retabeh represents Pithom. For further evidence of a fortress at Theku see the passage Pap. Anastasi V,
v, 20,1, where the words " the fortress " appear to refer to Theku in 19, 8. Also Theku possessed an 'dnw,
h
l
ll
b
b
h
"
d
"
f
l
f
25 2
26 1 T THE DELTA RESIDENCE OF THE RAMESSID 269 to the Latin inscriptions discovered at Maskhuteh, it is, indeed, awkward that two, and not merely one,
should mention Ero; but on the other hand the simplest way of interpreting the obscure words on the
milestone AB ERO IN CLVSMA vimIII is to understand this to signify " nine miles on the road from Ero to
Clysma (Suez)," which would bring Ero westward within a few hundred yards of Tell er-Retibeh; it is
curious that scholars should have failed to notice this easy way of reconciling Mommsen's rendering of the
Latin words with Prof. Naville's protests against supposing that the milestone had been brought to
Maskhfiteh from elsewhere (see on the whole question, NAVILLE, op. cit., pp. 22-24). NOTE ON PITHOM AND HEROONPOLIS. Turning now to
the Antonine Itinerary, it will be seen that its data are at least as favourable to the view that Ero is Tell
er-Retabeh as they are to the accepted' view that Ero is Maskhfiteh. Unhappily neither of the two
places, Thou and Serapiu, with which Hero is there placed in direct relation, has as yet been certainly
identified. Thou is placed by Prof. Naville (op. cit., p. 36) at Shugaflyeh near Tell el-Kebir; being, however,
the meeting-point of the Pelusium-Daphnae-Heliopolis and the Clysma-Heliopolis roads, this is far too
much to the east. Even (Abbaseh is too far eastward, and Saft el-Henneh would be a more suitable
position. Now Saft is 30 English miles, as the crow flies, from Tell el-Maskhftteh (the figures here
given have been verified on the 1 :50,000 Survey maps), while the Itinerary gives only 24 Roman miles as
the distance between Thou and Hero. If, then, Thou was at or near Saft, Tell er-Retabeh (21- English
miles) would be a most suitable position for Hero. The situation of Serapiu is even more doubtful than
that of Thou; but if it is to be sought, as Prof. Naville supposes (op. cit., p. 25), at the foot of Gebel Maryam,
where there are Roman ruins, this is only 12 English miles from Tell el-Masklhateh, whereas the Itinerary
gives 18 Roman miles between Hero and Serapiu. In this case Tell er-Retabeh is three to four miles too far
away, but is, nevertheless more suitable than Maskhfiteh. It is true that the distances indicated by the
Itinerary between Sile and Serapiu, on the one hand, and Serapiu and Clysma (Suez) on the other, seem
rather to point to a position near the modern railway-station Serapeum (the identification has been
inherited from the authors of the Description de 7l'Eqypte); but against this must be set the fact that
Serapiu was the place where the Pelusium-Clysma road parted from the road from Clysma via Hero and
Thou to Heliopolis, and that from this standpoint a position near Gebel Maryam would be much more
appropriate. In conclusion, we have seen (p. 263) that in Aetheria's time Ero had many monasteries and
saints' tombs, besides a church. None of these seems to have been found either at Maskhftteh or at Tell
er-Retabeh, so that archaeology here fails us; but the thick surrounding walls of Maskhfteh (op. cit., p. This content downloaded from 128.255.6.125 on Thu, 26 May 2016 10:11:29 UTC
All use subject to http://about.jstor.org/terms VI In conclusion, it will be well to pass in review the results that have been attained. In the first section the cities of Ramesses other than the Delta Capital were enumerated
and discussed. There were found to exist towns of Ramesses II near Naucratis (the modern
Ramsis), at Abu Simbel and at Derr, besides a small station on the Syrian road east of
Kantareh known as " The-Dwelling-of-Ramesses"; a town called after Ramesses III was
situated in the north-western Delta. After a careful consideration of the name of the Delta
Residence, which was " Pi-RaCmesse," often with the epithet " Great-of- Victories" or, after
the death of Ramesses II, " The-Great-Soul-of-the-Sun-Horus-of-the-Horizon" (§ II), the
passages where this is mentioned were set forth in chronological order (§ III). It was seen
that Pi-RaCmesse was the regular northern abode of the Pharaohs from the reign of
Ramesses II to Ramesses III, and was the seat of their Delta government. Hither the
taxes were brought, and here were the great public offices. Pi-RaCmesse possessed temples
of Amufin, ReC, Ptah and Setekh, besides shrines of other lesser deities. The population was
large, though doubtless it could not vie with that of Thebes or Memphis. The surrounding
country appears to have been rich in produce of all kinds; in the neighbourhood of Pi-
RaCmesse were the celebrated vineyards of Kenkeme. In the fourth section the geographical
position of Pi-RaCmesse was discussed. The problem was seen to turn largely upon the
relations of the XIVth and XIXth Lower Egyptian nomes, and it was shown that Brugsch, ALAN H. GARDINER 270 in identifying the XIVth nome with the Tanites and the XIXth with the Sethroites,
exactly reversed the truth. The association of Pi-RaCmesse with a stretch of water called
Sz-Hr "The-Waters-of-Horus" proved that Pi-RaCmesse was connected with the XIVth
(Sethroite) nome, of which " Waters-of-Horus " is said to be the " river." From the identi-
fication of the Egyptian " Waters-of-Horus " with the Biblical Shihor it became evident
that these names could only refer to the lower reaches of the Bubastite or Pelusiac branch
of the Nile. But since some quite explicit passages showed that Pi-RaCmesse lay near the
sea, the obvious conclusion seemed to be that it was situated either at or near Pelusium,
where the said river-arm debouched. This content downloaded from 128.255.6.125 on Thu, 26 May 2016 10:11:29 UTC
All use subject to http://about.jstor.org/terms VI The Egyptian evidence in connection with Pelusium
was next discussed, and it was shown that tradition associated Avaris with that town. On
the other hand, it appeared likely that the god Seth of Avaris and the god Seth of Pi-
Racmesse were identical, so that here again would be evidence in favour of the location of
Pi-RaCmesse at Pelusium. Further consideration of the deities of Pi-RaCmesse led to the
same result; and in particular the mention, on a monument from Bubastus, of " the temple
of PreC of Ramesses of The- Waters-of-the-Sun" recalled the fact that several slightly
doubtful passages connected Pi-Racmesse with " The- Waters-of-the-Sun"; the latter term
was found to be a name of the Pelusiac Nile-arm, and this, once more, pointed to the
identity of Pi-RaCmesse with Pelusiuin. Finally, the choice of Pelusium for the Delta
Residence was seen to have been politically opportune, its situation being such that the
Ramesside Pharaohs could thence control their ever increasingly restive tributaries in
Palestine and Syria. y
From the Egyptian city of Residence we passed on to the consideration of the Biblical
Raamses-Rameses. It was first pointed out that either the Raamses of Exodus was Pi-
Racmesse of the Pharaohs, or else it was another city of which the very existence had to be
postulated. A consideration of the Old Testament passages and of their traditional inter-
pretation showed that there was no real evidence that a town of Ramesses ever existed in
or near the Wady Tumilat; and it was further shown that, whether the Bible narrative
be regarded as sound historical evidence or whether it be looked upon as purely legendary,
in either case the scene of Moses' birth and struggles with the Pharaoh of the Oppression
could only be located at the Delta Residence of the Ramesside Pharaohs, i.e. at Pi-Rarmesse
at or near Pelusium. This conclusion proved quite reconcilable with the Biblical passages
naming Raamses-Rameses. Lastly, examination showed that Professor Petrie's claim to
have discovered Raamses at Tell er-Retabeh lacked justification. ADDITIONS AND CORRECTIONS. It was unfortunately necessary to print a small portion of this essay before the whole
investigation was completed, so that a few minor inconsistencies have found their way into
the text. It ought to have been stated, at the outset, that the name of Ramses formerly given to
the railway-station at Maskhuteh owed its existence to Lepsius' erroneous conclusions con-
cerning the topography of the WVady Tuimilat and its neighbourhood. Similarly, a doubtful
inference on the part of the topographers of the Description de Vl'gypte forms the basis of
the name borne by the modern railway-station of Serapeum. the name borne by the modern railway station of Serapeum. On p. 128, the statements with regard to Pithom and Succoth should be modified in
accordance with the conclusions reached in the note on pp. 267-9. THE DELTA RESIDENCE OF THE RAMESSIDES 271 P. 129. A reference in AMfLINEAU, La Geographie de l'Egypte a l'epoque Copte, p. 402,
was overlooked. In the first of the stories preserved in the Arabic book called "Forty
edifying stories" (Ms. Bibl. Nat., no. 155, fol. 50), one monk says to another: " 0 my father,
I am of a village of the land of Alexandria, which is called Ramsls." g
,
P. 131. The name of the temple mentioned on the Carnarvon scarab is probably to
be translated " The-Castle-of-Ramesses-Beloved-of-Amrin-Beloved-like-Tam on the west of
the (waters called) 'Ity." See p. 258, footnote 4. g
,
P. 131. The name of the temple mentioned on the Carnarvon scarab is probably to
be translated " The-Castle-of-Ramesses-Beloved-of-Amrin-Beloved-like-Tam on the west of
the (waters called) 'Ity." See p. 258, footnote 4. the (waters called) Ity. See p. 258, footnote 4. P. 133. A kneeling statue of the " Royal Son of Kush, PesiAr," a contemp the (waters called) Ity. See p. 258, footnote 4. P. 133. A kneeling statue of the " Royal Son of Kush, PesiAr," a contemp Ramesses II, has an invocation to 0I (- . - 1 "Amen-ReC-in- the-House-of-Ramesses-Beloved-of-Am in"; the owner's title renders it likely that Abu
Simbel is here meant, rather than the Delta Residence. The statue is preserved in the
British Museum (Exhib. no., 604; Invent, no., 1376); it is figured ARUNDALE-BONOMI,
Gallery of Antiquities, P1. This content downloaded from 128.255.6.125 on Thu, 26 May 2016 10:11:29 UTC
All use subject to http://about.jstor.org/terms ADDITIONS AND CORRECTIONS. 51, and again in the official Guide to the Egyptian Galleries
(1909) p 197 (
), p
The sketch-map of the Eastern Delta accompanying this article (Plate XXXV) has
been very carefully drawn by Messrs Emery Walker's skilled map-maker Mr Staton from
the latest maps of the Egyptian Survey.
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https://openalex.org/W4293213647
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How does the blockchain find its way in the UAE The blockchain as a sociotechnical system
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International journal of technology management
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public-domain
| 11,559
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Link to published version (if available):
10.1504/IJTM.2022.124616 Link to publication record on the Bristol Research Portal
PDF-document This is the accepted author manuscript (AAM). The final published version (version of record) is available online
via Inderscience at https://doi.org/10.1504/IJTM.2022.124616. Please refer to any applicable terms of use of the
publisher. Shin, D., Stylos, N., Asim, M., Park, Y., & Williams, R. (2022). How
does the blockchain find its way in the UAE? The blockchain as a
sociotechnical system. International Journal of Technology
Management, 90(1-2), 122-140. https://doi.org/10.1504/IJTM.2022.124616 Peer reviewed version Shin, D., Stylos, N., Asim, M., Park, Y., & Williams, R. (2022). How
does the blockchain find its way in the UAE? The blockchain as a
sociotechnical system. International Journal of Technology
Management, 90(1-2), 122-140.
https://doi.org/10.1504/IJTM.2022.124616 Shin, D., Stylos, N., Asim, M., Park, Y., & Williams, R. (2022). How
does the blockchain find its way in the UAE? The blockchain as a
sociotechnical system. International Journal of Technology
Management, 90(1-2), 122-140. https://doi.org/10.1504/IJTM.2022.124616 University of Bristol – Bristol Research Portal
General rights This document is made available in accordance with publisher policies. Please cite only the
published version using the reference above. Full terms of use are available:
http://www.bristol.ac.uk/red/research-policy/pure/user-guides/brp-terms/ SOCIOTECHNICAL BLOCKCHAIN How Does the Blockchain Find Its Way in the UAE?
The Blockchain as a Sociotechnical System How Does the Blockchain Find Its Way in the UAE? The Blockchain as a Sociotechnical System Donghee Shin, Ph.D. (Corresponding Author)
Professor
College of Communication and Media Sciences
Zayed University P.O. Box 144534
Abu Dhabi, United Arab Emirates,
Office: +971-2-599-3488 email: dshin1030@gmail.com; donghee.shin@zu.ac.ae Abstract Blockchain is emerging as a powerful technological force that promises to change society’s
status quo. The UAE has taken a proactive approach to blockchain innovation and development. With the framing of blockchain as a sociotechnical system, blockchain initiatives in the UAE are
critically examined in terms of prospects, challenges, and implications for future digital societies. Blockchain developmental trajectories are analyzed from a sociotechnical lens, i.e., societal,
technological, industrial, and economic trends that characterize the interfaces and interaction
among people, organizations, technology, and society, eliciting underlying potential influences
of cultural, ethical, and legal rhetoric. Despite strong initiatives, a series of challenges, such as
trust, privacy, and transparency, have emerged as blockchain begins to develop its full potential. With these issues, sociotechnical concerns have increased regarding how to respond to the
possible consequences that such a policy choice would entail, how to govern blockchains, and
how to create a sustainable blockchain ecosystem. The sociopolitical ramifications of UAE
blockchains are critically assessed to establish key features and conceptualize issues to unlock
opportunities to guarantee a sociotechnical approach to blockchains. Keywords: Blockchain; trust; sociotechnical perspective; sociotechnical blockchain SOCIOTECHNICAL BLOCKCHAIN How Does the Blockchain Find Its Way in the UAE? The Blockchain as a Sociotechnical System The Blockchain as a Sociotechnical System lockchains have flourished with an amazing growth across the globe (Duan et al., Blockchains have flourished with an amazing growth across the globe (Duan et al.,
2020). Blockchain technology is increasingly considered an innovative enabler for addressing
social and technical challenges in today’s society (Wamba & Queiroz, 2020). Blockchains have
evolved as a vibrant and innovative technology, which proves to be effective and powerful in a
number of critical services. Numerous leading industrial firms have been keenly investing in
blockchain utilization in order to enhance their portfolio of products. A majority of practitioners
believe that blockchain technology will drastically transform the manner we use online
applications today (Yang, 2019). The positive promises of a blockchain society are widely recognized, and there is
mounting pressure to achieve the dream of a full blockchain-based era (Marsal-Llacuna, 2018). Blockchain will trigger a fundamental paradigm change to a wide range of products and will
certainly influence the digital ecology in the world, but it also creates a series of challenges and
issues that need to be considered when such a large-scale system is widely integrated into
societies (Casino, Macrinici, Cartofeanu & Gao, 2018; Shin & Hwang, 2020). There are
mounting concerns as to social, ethical and political concerns (Yeh et al., 2020). One concern is
that both public and private sectors have faced glitches in determining justifiable governance and
applicable management with regard to blockchain drives (Lim et al., 2021). In the UAE, for
instance, while the technical capability of blockchains is rapidly progressing, the related social
progress is sluggish, mainly due to complicated concerns and issues. Blockchains have emerged as a new distributed ledger platform that securely saves
transactions, and any other data, and confirms them without the need of any centralized SOCIOTECHNICAL BLOCKCHAIN SOCIOTECHNICAL BLOCKCHAIN mediation (Ghosh, 2019). The innovative features of blockchain, such as immutability, smart
contract, security, consensus, and transparency, create negative side effects, namely, privacy,
accountability, and fairness (Shin & Hwang, 2020). Security concerns are the most salient ones
as most active blockchains are vulnerable to security attacks (Casino et al., 2018; Chang, Chen,
& Lu, 2019). The key to sustainable development is tackling the security concerns in blockchains
(Joshi, Han, & Wang, 2018). Addressing the privacy and security provision in blockchains has
been a key task to make the technology everyday useable and familiarize users with the
possibilities it offers (Shin & Hwang, 2020). While these concerns continue to trigger further debates and actions, recent blockchain
designs have been industry-leading and technology-driven, leaning toward technical performance
at the expense of user rights and societal benefits (Upadhyay, 2020). Thus far, most blockchain
development has focused on the supply aspect, or on the overly technical nitty-gritty While these concerns continue to trigger further debates and actions, recent blockchain
designs have been industry-leading and technology-driven, leaning toward technical performance
at the expense of user rights and societal benefits (Upadhyay, 2020). Thus far, most blockchain
development has focused on the supply aspect, or on the overly technical nitty-gritty
implementation of distributed ledger systems and commercializing token-based processes (Du et
al., 2019). Little effort has been spent on in-depth contextual considerations of the social, ethical,
cultural, and legal aspects essential to blockchain design, deployment, and optimization (Shin &
Ibarahim, 2020). The ongoing concerns over blockchains such as data integrity, privacy
provisions, transparency, and governance have rarely been tackled, in contrast to the proactive
technical focus (Duan et al., 2020). The question of how we operationally manage and
strategically maneuver the evolution of blockchains will be key to its success and growth, both in
the UAE and worldwide. development has focused on the supply aspect, or on the overly technical nitty-gritty
implementation of distributed ledger systems and commercializing token-based processes (Du et
al., 2019). Little effort has been spent on in-depth contextual considerations of the social, ethical,
cultural, and legal aspects essential to blockchain design, deployment, and optimization (Shin &
Ibarahim, 2020). The ongoing concerns over blockchains such as data integrity, privacy
provisions, transparency, and governance have rarely been tackled, in contrast to the proactive implementation of distributed ledger systems and commercializing token-based processes (Du et
al., 2019). SOCIOTECHNICAL BLOCKCHAIN Little effort has been spent on in-depth contextual considerations of the social, ethical,
cultural, and legal aspects essential to blockchain design, deployment, and optimization (Shin &
Ibarahim, 2020). The ongoing concerns over blockchains such as data integrity, privacy provisions, transparency, and governance have rarely been tackled, in contrast to the proactive
technical focus (Duan et al., 2020). The question of how we operationally manage and
strategically maneuver the evolution of blockchains will be key to its success and growth, both in
the UAE and worldwide. This study views blockchain as a sociotechnical artifact and contextually translates the
technical attributes to its ongoing local context. This perspective is to critically assess the vital
issue of whether blockchains are a society-wide innovation or a mere political slogan or SOCIOTECHNICAL BLOCKCHAIN SOCIOTECHNICAL BLOCKCHAIN marketing blurb. Blockchain technologies are a part of the human condition and the wider social
realities, and so, their design and development process should be based on user-centered design
principles and and wider social impacts within a political, economic, and societal milieu (Shin,
2019). This point is consistent with the sociotechnical systems emphasizing the need for the
integration of human and technical factors and concurrent design of their social and technical
sub-systems (Shin & Bianco, 2020). Social issues regarding blockchains, such as trust, sub systems (Shin & Bianco, 2020). Social issues regarding blockchains, such as trust,
transparency, security, and accountability, have emerged, posing potential threats to blockchain
deployment and ecosystem (De Domenico & Baronchelli, 2019; Lemieux, 2016). Such issues
are in situ since they are not mechanically resolved with technical fixes, as the issues are
inherently intertwined with the locality of a socio-political economy context (Macrinici,
Cartofeanu, & Gao, 2018). These social issues become even more complicated in a large-scale
system where numerous sub-systems interact and often clash, and there is no one-size-fits-all
solution (Kumar Liu & Shan 2019) Such issues can be further complicated by interactions transparency, security, and accountability, have emerged, posing potential threats to blockchain
deployment and ecosystem (De Domenico & Baronchelli, 2019; Lemieux, 2016). Such issues
are in situ since they are not mechanically resolved with technical fixes, as the issues are
inherently intertwined with the locality of a socio-political economy context (Macrinici, transparency, security, and accountability, have emerged, posing potential threats to blockchain
deployment and ecosystem (De Domenico & Baronchelli, 2019; Lemieux, 2016). Such issues
are in situ since they are not mechanically resolved with technical fixes, as the issues are
inherently intertwined with the locality of a socio-political economy context (Macrinici,
Cartofeanu, & Gao, 2018). These social issues become even more complicated in a large-scale
system where numerous sub-systems interact and often clash, and there is no one-size-fits-all
solution (Kumar, Liu, & Shan, 2019). Such issues can be further complicated by interactions
with heterogeneous constituents in sociotechnical blockchain platforms and systems. A high
level of complexity and a multitude of internal and external systems along with related social
implications entail the idea of a blockchain ecosystem, in which firms, regulators, policy makers,
and users converge with relevant roles in the distributed ledger technology (Yang, 2019). Cartofeanu, & Gao, 2018). SOCIOTECHNICAL BLOCKCHAIN SOCIOTECHNICAL BLOCKCHAIN and technical artifacts. As the UAE takes on deploying a full-scale blockchain, the social
ramifications of the blockchain could be considerable and challenging. It is socially meaningful
and technologically relevant to frame the UAE initiatives with a sociotechnical perspective to
develop strategic optimization of people and technology with each other. An examination of
blockchains from a sociotechnical lens has brought up the following questions: Research Question 1: What challenges and issues have been encountered with state
initiatives to transform into a digital blockchain society? Research Question 2: How do sociotechnical factors affect the development of
blockchains in the UAE? What are the social, technical, and environmental factors associated
with blockchain services in the country? Research Question 3: What critical success factors for blockchain provisioning in the
UAE or what factors associated with failure in service provisioning are inhibiting the successful
deployment of a nationwide blockchain? Blockchain technology promises to transform every sector and industry, but design of
blockchain has focused on technical performance or isolated platforms whose stakeholders
contribute mechanically by operating algorithmically automated transactions (Shin & Ibarahim,
2020). We highlight the significance of sociotechnical dimensions within a broader ecosystem
that encompasses a wide range of technical and non-technical conditions. We argue that
blockchain should be designed by the people, for the people, and of the people such that it
develops in a user-oriented and socially sustainable way to contribute to a more visible and more
trusted development, which leads to a significant, positive impact with clear responsibility. SOCIOTECHNICAL BLOCKCHAIN These social issues become even more complicated in a large-scale
system where numerous sub-systems interact and often clash, and there is no one-size-fits-all
solution (Kumar, Liu, & Shan, 2019). Such issues can be further complicated by interactions
with heterogeneous constituents in sociotechnical blockchain platforms and systems. A high
level of complexity and a multitude of internal and external systems along with related social
implications entail the idea of a blockchain ecosystem, in which firms, regulators, policy makers,
and users converge with relevant roles in the distributed ledger technology (Yang, 2019). The idea of a blockchain ecosystem has been applied to the UAE case of blockchain
development, where the government has been proactively expanding infrastructure and investing
significant capital and resources in technology deployment over recent years. The UAE’s
blockchain trajectories offer insightful models in regard to trustless platform development,
regulatory systems, organizational innovation, and industry mobilization within the broader
ecosystem that contribute to shaping outcomes, including the role of social, cultural, political, SOCIOTECHNICAL BLOCKCHAIN Contextualized design and assessment for the desired outcome are key in blockchain
development (Casino et al., 2018). The idea of an ecosystem is quite useful for this task as the
blockchain consists of ecological components: infrastructure, existing social relations, users,
markets, and technological innovations (Kshetri, 2018). Performing a contextual evaluation is
akin to sociotechnical assessment since it analyzes the mechanisms that each of these factors
exert to contribute to forging a large-scale human system (Shin, 2019). Sociotechnical designs
are a method and practice that consider human, societal, organizational, and cultural dimensions,
as well as technological capability in the design of human organizations. The development of
blockchain essentially involves a systematic consideration of sociotechnical factors because
blockchains are sociotechnical systems that require social, organizational, and technological
conditions to work properly (De Domenico & Baronchelli, 2019). From a network point of view,
blockchain systems comprise a set of a distributed network of computers, appliances, and nodes
linked through the internet (Lim et al., 2021). From a people’s perspective, blockchains can be
viewed as a trust-based cooperative platform including end-users, designers, providers, minders,
and operators. From a functional perspective, it can be considered as an ecosystem involving a
distributed ledger system on top of which operates highly integrated interconnected software and
tools, each playing a separate but complementary function in the whole network (Casino et al.,
2019). What characterizes a blockchain as a sociotechnical innovation is that it is established by
or related to a system that is adjusted and consumed by users in societies. Within a
sociotechnical systems perspective, any institution, or part of it, is made up of a set of interacting
sub-systems. Sociotechnical lenses to blockchain development address the connection and
liaison between humans, technology, and the social milieu. A sociotechnical perspective helps us SOCIOTECHNICAL BLOCKCHAIN SOCIOTECHNICAL BLOCKCHAIN practice. The social aspect considers how blockchain integrates into the real milieu, represents
the social structure where benefits of blockchain implementation will occur, and characterizes
the stakeholders who will benefit from and influence its development. The political aspect
analyses the legal and regulatory issues regarding the introduction of blockchains in the UAE. The technical frame assesses the representation and materialization of the technical provisions
and architecture of blockchains. Many technical configurations are mapped out and designed at
this phase in the technology’s development (e.g., infrastructure, hardware, middleware, software,
applications, services, and content) and are likely to reappear over time with either updates of
existing infrastructure or the development of new services. Hardware and software blockchain
infrastructure refer to equipment and software used to power, support, and operate blockchain
applications and services. The sociotechnical ensemble framework evaluates the alignment
between the social context where transformation is carried out and the blockchain technology
designed to improve the transformation, as well as the contextual impact – both between society
and within – at organizational and individual levels. These dimensions are not detached, linear, or independent, but rather are symbiotic and
co-evolving concepts similar to structures of complex adaptive systems where a one-dimensional
problem is frequently interrelated to other dimensions. When a technological change is
introduced, system components find it complex to deal with the change mainly due to their
symbiotically interdependent relations with the existing context. It is necessary to restructure
them by engaging social components with the new context to decrease or minimize the inertia
against the change. SOCIOTECHNICAL BLOCKCHAIN SOCIOTECHNICAL BLOCKCHAIN to consider blockchains, not only as technical artifacts, but also as humanizing devices that can
help us to reconsider entrenched premises as to privacy, security, transparency, distributed
decision, and integrity (Shin & Hwang, 2020). These are intertwined and complex, and differ in
their relative focus based on design and operations. The transparency of personal data could put
people at risk of abuse, while transparency of the demographic information, personal to consider blockchains, not only as technical artifacts, but also as humanizing devices that can
help us to reconsider entrenched premises as to privacy, security, transparency, distributed
decision, and integrity (Shin & Hwang, 2020). These are intertwined and complex, and differ in
their relative focus based on design and operations. The transparency of personal data could put
people at risk of abuse, while transparency of the demographic information, personal
preferences, or other personal data could put a someone at risk for discrimination. In addition,
the immutability of data saved on blockchains conflicts with the legal right to be forgotten. When
a personal record is mistakenly stored within the blockchain, deleting or modifying it is almost
impossible. preferences, or other personal data could put a someone at risk for discrimination. In addition, Concern has risen in recent years regarding the trust and robustness of blockchain
systems (Shin, 2019). The user's blockchain account can be manipulated if the private key is
obtained by criminals. Since there are no centralized controls that manage the blockchain, it is
problematic to trace the criminal's behaviors and recover the rigged blockchain data. Ironically,
blockchain’s premise is to confirm trust but the biggest threat of blockchains is a lack of trust. If
not addressed properly, these security and trust concerns can seriously weaken a blockchain
society by generating a number of negative and even lethal problems in distributed environments
(De Domenico & Baronchelli, 2019). Task on how to optimize and maximize the technical
features in blockchains will affect the feasibility of its services and form potentially critical
consequences on everyday lives. The sociotechnical framework ensures that both social and technical dimensions are
thoroughly considered. The social framework evaluates the context in which the system is
designed, developed, and deployed; it is far-reaching in terms of the related players, which
involve user groups, online communities, industrial firms, market players, and communities of SOCIOTECHNICAL BLOCKCHAIN The UAE’s interest in blockchain technology shows how and why blockchain has a role
to play in the future of society. In late 2015, a group of blockchain experts and policy makers
met at the World Government Summit in Dubai to plan a new technology with potential to
disrupt the digital landscape of the society. With government leadership, the Global Blockchain
Council was formed, which then launched the Dubai Blockchain Strategy with the goal of
fostering a local blockchain industry with global reach. The Smart Dubai Office manages and
oversees Dubai’s blockchain strategies, with the goal of making Dubai the blockchain capital of
the world. Abu Dhabi has positioned itself as the testbed for blockchain experiments. The Ministry
of Artificial Intelligence has held an annual blockchain event since 2018. The minster has issued
a challenge to move all viable government transactions to blockchain by 2025, effectively
turning the government paperless. Meanwhile, the Abu Dhabi Blockchain Strategy aims to
establish more than 2,000 new businesses and opportunities utilizing the technology, thereby
cementing Abu Dhabi’s status as a global hub. The UAE Government initiated the UAE
Blockchain Strategy 2021 in 2018, which aims to move 60% of public transactions onto a
blockchain platform by 2025, which will save 3 billion USD in transaction costs, 100 million
paper documents, and 55 million operating hours annually. -Blockchain in the financial sector One of the country’s largest banks, Abu Dhabi Commercial Bank runs an end-to-end
blockchain trade transaction with automated tracking. The bank’s internal network produces
accurate credentials of the transaction cycle with reliable and fully digitized documents at every
stage. Abu Dhabi Global Financing tokenizes traditional financial assets and enhances investor -Blockchain in the government sector The public and government sectors overall have also shown significant interest in
blockchain technology (Ølnes, Ubacht, & Janssen, 2017). Since 2017, the UAE government has
started a series of blockchain strategies to spur exploration and adoption of the technology in the
society. Numerous blockchain projects have emerged nationwide that have yielded many
learning opportunities for participating stakeholders. The government aims to use blockchain
systems as a tool to provide a secure and efficient platform that achieves the potential of
transparent and fair e-government. SOCIOTECHNICAL BLOCKCHAIN SOCIOTECHNICAL BLOCKCHAIN transparency, streamlines regulatory compliance, and improves liquidity by operating a
simplified platform to purchase, trade, and transact startup equity. transparency, streamlines regulatory compliance, and improves liquidity by operating a
simplified platform to purchase, trade, and transact startup equity. -The blockchain-based smart identity system The UAE Ministry of Finance has connected an identity card to individuals as a digital
identification token. This system utilizes encryption and smart functions offered by the ID to
validate information, including the individual’s biometric data. This saves cost, effort, and time
and facilitates the digital transformation. - Blockchain in the media sector Recently, blockchain technology has been applied in the media sector (Shin & Bianco,
2020). Blockchains help media and entertainment companies rethink their business models. The
Gulf News, one of the largest newspapers in the country, has partnered with Civil, a blockchain
startup, to provide new services. The proposed services attempt to uproot the long-standing
advertising-reliant revenue mechanism and provide reporters/writers with rights to their articles. These blockchain services intend to improve reliability and reestablish trust in the journalism
industry, in which fake news has been prevailing. The new services use a new platform built
on Ethereum-enabled tokens that would support and fund worthy, independent
newsrooms. Blockchains can establish a more efficient medium by which several completely
anonymous or semi-anonymous parties can complete different sorts of transactions at a
reasonably cheap price. Because blockchains are decentralized peer-to-peer networks, there is no
single breakdown point and no single access point for malicious hackers. Hence, it enhances
security and safety for data. This ability to keep a fully auditable and unchallengeable database
that is available to all participants of the blockchain provides another level of enhanced SOCIOTECHNICAL BLOCKCHAIN transparency and trust that is not always available within traditional media and communication
processes. transparency and trust that is not always available within traditional media and communication
processes. -Blockchain in the government sector SOCIOTECHNICAL BLOCKCHAIN SOCIOTECHNICAL BLOCKCHAIN in the development of blockchain in the UAE were interviewed by video meeting mode, face-to-
face meeting, phone, and email. A total of 32 respondents were recruited (Table 1; 9 from the
public sector, 10 from the blockchain industry, and 13 from research communities). These first-
hand methods were used as a complementary tool to verify the archival data (such as industry
reports, government white papers, public records, and newspapers regarding the planning, p
y
g
,
face meeting, phone, and email. A total of 32 respondents were recruited (Table 1; 9 from the
public sector, 10 from the blockchain industry, and 13 from research communities). These first-
hand methods were used as a complementary tool to verify the archival data (such as industry
reports, government white papers, public records, and newspapers regarding the planning,
design, and deployment of cryptocurrency and blockchains). We used content analysis methods
to probe the secondary data collected from the literature (print media, scholarly journals,
technical reports, public documents, and databases). Since content analysis is context-sensitive,
this enabled us to analyze the symbolic features of the blockchain era. With a triangulation
method, we validated the qualitative data and refined the findings by mapping the sociotechnical design, and deployment of cryptocurrency and blockchains). We used content analysis methods
to probe the secondary data collected from the literature (print media, scholarly journals, technical reports, public documents, and databases). Since content analysis is context-sensitive,
this enabled us to analyze the symbolic features of the blockchain era. With a triangulation
method, we validated the qualitative data and refined the findings by mapping the sociotechnical
trajectory in blockchain project development, the roles of governments and firms, the demand
and supply roles in the ecology model, and player involvement in blockchain development. Table 1. Interpretive Data Collected
Sectors
Venues
Participants
Government/public sector
Interviews
3
9
Online meeting
3
Email
3
Blockchain industry (Practitioners)
Meeting
3
10
Online meeting
3
Email
4
Blockchain researcher group
Focus group
5
13
Online meeting
4
Email
5
Total
32 3. Methods An in-depth case study was performed to analyze blockchain from a sociotechnical
perspective. Blockchain systems are complicated and multifaceted, and approaches to
understanding their essence can be diverse and multidimensional. The multimethod approach to
blockchain evaluation is one which views first-hand data and second-hand data as
complementary. This combination of methods allows exploration of the what, how, and why of a
social phenomenon that first-hand data can address, and the impact, extent, or influence of
blockchain phenomena that second-hand methods establish. As the data were collected with
diverse methods from diverse sources, cross analysis and triangulation methods were used to
analyze the data from multiple sources. An in-depth case study was performed to analyze blockchain from a sociotechnical
perspective. Blockchain systems are complicated and multifaceted, and approaches to
understanding their essence can be diverse and multidimensional. The multimethod approach to
blockchain evaluation is one which views first-hand data and second-hand data as complementary. This combination of methods allows exploration of the what, how, and why of a
social phenomenon that first-hand data can address, and the impact, extent, or influence of
blockchain phenomena that second-hand methods establish. As the data were collected with
diverse methods from diverse sources, cross analysis and triangulation methods were used to
analyze the data from multiple sources. The main sociotechnical method is ethnographic and is based on interviews with people. Such an interpretative approach was useful as it allowed us to consider the interactions of diverse
actors and their diverse interpretations. Using snowball sampling methods, relevant stakeholders SOCIOTECHNICAL BLOCKCHAIN SOCIOTECHNICAL BLOCKCHAIN components: the features and functions that each of these core components exert in contributing
to a system evolution. The functions of these components are closely related to a web of
interdependent interactions, and these functions normally evolve over time. As per components: the features and functions that each of these core components exert in contributing
to a system evolution. The functions of these components are closely related to a web of
interdependent interactions, and these functions normally evolve over time. As per
sociotechnical systems theory, blockchain development can be dismembered into parts of the
systematic ecosystem, i.e. operating platforms, data repository, industry, governance, practice,
and users. This perspective examines the ongoing dynamics within the wider ecology of
societies, communities, institutions, markets and the practice and production of services. Framing blockchain with a sociotechnical lens is useful since it contextualizes blockchains
within the scope of their ongoing practice in the society (Shin & Ibahrine, 2020). sociotechnical systems theory, blockchain development can be dismembered into parts of the
systematic ecosystem, i.e. operating platforms, data repository, industry, governance, practice,
and users. This perspective examines the ongoing dynamics within the wider ecology of
societies, communities, institutions, markets and the practice and production of services. Framing blockchain with a sociotechnical lens is useful since it contextualizes blockchains
within the scope of their ongoing practice in the society (Shin & Ibahrine, 2020). 4. The Blockchain as a Sociotechnical Ecosystem A broad spectrum of technical and non-technical issues will need to be considered with
the introduction of blockchain technology. From the perspective of blockchain as a
sociotechnical ecosystem, it is important to scrutinize the interaction among ecosystem -Technological factors in blockchain growth -Technological factors in blockchain growth Although a general high aspiration toward blockchain has been projected in the UAE, the
country’s blockchains bear inherent technological limitations that inhibit blockchain from
evolving sociotechnical ensembles. First, one technological issue regarding the UAE blockchains
is scalability, which remains a key hurdle for governments and companies. Creating scalable
blockchain platforms that can adapt to the changing external dynamics of a government or firm
can pose difficulties regarding operation, expenses, and change management. It was realized
during early experiments with UAE blockchains that scalability is an essential technological
challenge. With every transaction, the blockchain adds one more block to its ledger of
transactions, and every block adds to the chain size with data since the chain keeps track of the
blocks before it. As more users participate and the individual transaction histories increase, the
system is at risk of collapsing. Numerous solutions are being examined and tested to solve this Although a general high aspiration toward blockchain has been projected in the UAE, the
country’s blockchains bear inherent technological limitations that inhibit blockchain from
evolving sociotechnical ensembles. First, one technological issue regarding the UAE blockchains
is scalability, which remains a key hurdle for governments and companies. Creating scalable
blockchain platforms that can adapt to the changing external dynamics of a government or firm
can pose difficulties regarding operation, expenses, and change management. It was realized
during early experiments with UAE blockchains that scalability is an essential technological
challenge. With every transaction, the blockchain adds one more block to its ledger of transactions, and every block adds to the chain size with data since the chain keeps track of the
blocks before it. As more users participate and the individual transaction histories increase, the
system is at risk of collapsing. Numerous solutions are being examined and tested to solve this SOCIOTECHNICAL BLOCKCHAIN The UAE has long been a frontrunner in the development and deployment of digital
innovations. Developing blockchain technology in the UAE has been no different. The country
has a huge crypto market, which holds 29 percent of the global cryptocurrency exchange, as well
as a very large financial market. The UAE accommodates resourceful and experienced industries
that could take blockchain innovation to the next level of excellence. The UAE’s establishment
of its information technology (IT) and the competitive IT industry has led to its global
recognition as a technology powerhouse. This momentum has continued in the initiatives of
blockchains and digital transformations. Major firms are raising investments in their blockchain
systems and commercializing services as they seek potential market opportunities. General views
from the industry respondents consistently show high enthusiasm about blockchains. Many
respondents saw blockchain can help solve specific business problems. One respondent from a
financial firm stated, “I think blockchain is transformative. The potential of blockchain in the
financial industry as well as other overall industry could be transformative and technically
innovative.” One of the blockchain services that health industries are actively implementing is
a blockchain-based digital health data storage platform. This platform will serve as a streamlined
tool to improve the search for medical information, health facilities, licensed health practitioners,
and health information. Health practitioners, pharmaceutical companies, and medical facilities
will all benefit from the blockchain platform. The improvements can also help encourage
medical tourism and supply information that can save and improve the well-being of UAE
citizens. SOCIOTECHNICAL BLOCKCHAIN SOCIOTECHNICAL BLOCKCHAIN problem, such as off-chain transaction or Sharding, but they are realizing that scalability
becomes an even more serious problem as the blockchain keeps growing. problem, such as off-chain transaction or Sharding, but they are realizing that scalability
becomes an even more serious problem as the blockchain keeps growing. Second, as different kinds of blockchains quickly develop in the UAE, concern about
interoperability is rising. Thus far, there is no standard in blockchain services to ensure that
different types of blockchains will be compatible with each other and work in harmony. There
are more than 5000 active blockchain projects with different platforms and varied parameters
such as different protocol schemes, different consensus models, and different smart contract
functionality. As the blockchains have been developed for more autonomy and freedom, this
causes interoperability and communication issues. The lack of interoperability between different
blockchains has added to the confusion and uncertainty in development and diffusion of
blockchains. Third, the high complexity embedded in blockchains creates a number of problems. Blockchain transactions can take a longer time to process than traditional payment systems due
to their complexity and the encrypted, distributed feature. Related to the complexity, users find it
difficult to figure out, use, and fully adopt blockchain services. Most active blockchain services
in the country are not user-friendly in that the mechanism of transporting tokens and coins in a
decentralized manner is fairly complex and requires specialized knowledge. As blockchain uses
encryption to warrant its security as well as create consensus over different networks, users need
to write to the chain and run complex algorithms, which involves large amounts of computing
power. This creates a huge environmental cost in that the computing power required to keep the
system running is fairly high. -The Technical Industry Social Dimensions -Social issues with blockchain development SOCIOTECHNICAL BLOCKCHAIN In many cases, social dimensions are more critical than technical ones in the process of
sociotechnical system development. The social system and its’ innovations in general have been
underdeveloped in the UAE blockchain case as the country tends to consider blockchain as a
magic wand, an all-powerful game changer that would bring some kind of benefit to the country. Under this rosy blueprint development, blockchain weaknesses have rarely been discussed or
have been overridden by overhyped technical terminology. Critical social issues related to
blockchain have been underestimated or overlooked. One respondent from an academic research
group noted, “Social issues related blockchain are seriously underdeveloped at present. Other
than technical blockchains, the government and industry do not care or don’t have
understanding about such issues.” Another respondent from a university agreed with this
sentiment, stating “The country traditionally has followed technology universalism. Due to the
traditionally technology-driven nature of blockchain and cryptocurrency, which does not look at
design from a user-centered perspective.” Ironically, one of the main social issues comes from the most salient technical features. By design, blockchain architectures are vulnerable to attacks. A blockchain has its solid security
features from the decentralized system of its nodes. Since the trace of transactions is publicly
open, no one can covertly make alterations. When a modification is recorded, the other nodes on
the platform approve the change before the record is stored. Owing to the design of blockchain
technology, all public blockchains are vulnerable to 51 percent attacks, which occur when
hackers make up more than half of a blockchain’s computing power (Pazaitis et al., 2017). They
become the network majority and can manipulate the whole blockchain, permitting the hackers
to prevent other users from producing blocks, double-spend coins, and blocking transactions
entirely. The vulnerable security could be deteriorating in the UAE, considering rather SOCIOTECHNICAL BLOCKCHAIN SOCIOTECHNICAL BLOCKCHAIN blockchain hinges on transparency, a lack of transparency in data collection and process may
pose a challenge. The privacy governance needs to address the blockchain case. blockchain hinges on transparency, a lack of transparency in data collection and process may
pose a challenge. The privacy governance needs to address the blockchain case. Third, from a sociotechnical system perspective, a lack of awareness by the public can
be significant obstacles to effective development. Many people in the country do not
fundamentally understand how blockchain operates or the overarching effects blockchain can
have in everyday life. One respondent from a user group said, “I heard about blockchain, but
most of my friends never heard about it. Even myself, I do not know specific details of
blockchain. I think this is true to most people here in this country.” This lack of awareness even
extends to most policymakers and related stakeholders, which is problematic since blockchain as
a disruptive technology needs flexible regulations to ensure that its capability is utilized in a
constructive manner to build a sustainable society. Because blockchain is a new set of systems
that change the rule of the game, only those who understand how it functions differentiate it from
cryptocurrencies. There is a doubt of acceptance and diffusion in the blockchain as the lack of
appropriate social structure and supporting programs. The growing doubt of acceptance and
diffusion of blockchain is fueled by a lack of appropriate training and social awareness
programs. SOCIOTECHNICAL BLOCKCHAIN SOCIOTECHNICAL BLOCKCHAIN vulnerable environments to security. Numerous security challenges have been identified in the
UAE, such as online fraud, system hackers, and frequent mobile security issues. While the
country has numerous prospects regarding its blockchain sector, a misuse of customer data from
financial firms illustrates how the online environment in the UAE is vulnerable with regard to
security. These incidents hurt the trustworthiness of the whole market and critically undermine
blockchain technology development in the UAE. Second, the weak privacy features and vague privacy regulations of the blockchain
platform could be the weakest point for the UAE. Although privacy is another technical attribute
of blockchain that is widely praised, it is also one of the key loopholes in blockchain. The way
shared ledgers are designed makes it almost impossible to hide a transaction on blockchains. Second, the weak privacy features and vague privacy regulations of the blockchain
platform could be the weakest point for the UAE. Although privacy is another technical attribute
of blockchain that is widely praised, it is also one of the key loopholes in blockchain. The way
shared ledgers are designed makes it almost impossible to hide a transaction on blockchains. Every transaction ever stored on the blockchain is accessible for anyone to see. When personal
information is available in the public domain, it poses challenges in the healthcare, financial, and
legal sectors, where robust privacy requirements are necessary. One respondent from the
technology industry expressed the concern over privacy, stating, “I do not believe blockchain is
good at privacy. I know it has critical privacy loopholes due to its design.” Another respondent
from a user group shared the concern, saying, “I have a serious concern over privacy and
security in general because the distributed nature of blockchains means that blockchain is
publicly available and every transaction can be shared by anonymous public.” Every transaction that happens is verified publicly, logged publicly, and kept in an openly
confirmable ledger maintained by public consensus, with an immutable digital certificate. This
privacy concern may create conflicts within the UAE where there are no privacy guidelines for
blockchains. While the UAE’s Data and Privacy Protection Act (Article 378) governs privacy
and data protection, it does not specifically include blockchain. Also, as the privacy of a SOCIOTECHNICAL BLOCKCHAIN SOCIOTECHNICAL BLOCKCHAIN government can potentially reduce paperwork by 200 million and work hours by 60 million per
year. It expects to save about 11 billion dirhams ($3 billion) in transactions and document
processing. “These visions will also help UAE develop the correct governance for blockchain,
based on the specific needs from those deploying the technology,” said an official of the Dubai
blockchain group. Traditionally, the UAE has been highly innovative regarding new technology and
initiatives in general. Blockchain has been a core national technology agenda. Since 2016, the
UAE has spearheaded a large number of blockchain projects. The government formed a “Digital
Transformation Committee” that directly reports to the President and is authorized to manage
important policy issues pertaining to the design and development of blockchain technology. The UAE has taken its positive stand toward blockchains and the innovation it creates for
financial technology by giving tariff reliefs and relaxing regulations for blockchain projects. Traditionally, the UAE has been highly innovative regarding new technology and
initiatives in general. Blockchain has been a core national technology agenda. Since 2016, the
UAE has spearheaded a large number of blockchain projects. The government formed a “Digital
Transformation Committee” that directly reports to the President and is authorized to manage
important policy issues pertaining to the design and development of blockchain technology. The UAE has taken its positive stand toward blockchains and the innovation it creates for
financial technology by giving tariff reliefs and relaxing regulations for blockchain projects. While the government does not approve Bitcoin as an official form of payment, trading Bitcoin
is widely accepted in the market. Considered the most liquid cryptocurrency, Bitcoin involves
accessing a cryptocurrency exchange that allows trading and investing. The government has
designated blockchains as a key strategic R&D area and has offered a stimulus and tax-relief
measure. This support is an effort to boost awareness and drive in the blockchain field, while
exploring possibilities for the future open innovation it could offer the financial sector as well as
other vital sectors. While the government does not approve Bitcoin as an official form of payment, trading Bitcoin
is widely accepted in the market. Considered the most liquid cryptocurrency, Bitcoin involves
accessing a cryptocurrency exchange that allows trading and investing. The government has
designated blockchains as a key strategic R&D area and has offered a stimulus and tax-relief
measure. -The UAE’s Blockchain Initiative -The UAE’s Blockchain Initiative The UAE has been taking numerous measures to roll out blockchain into the nation’s
economy and governance. In 2017, the government introduced its Emirates Blockchain Strategy
to strengthen blockchain adoption in government offices. It expects 50% of transactions to be
completed using blockchain by 2021. Also, the Dubai Blockchain Strategy was launched in 2017
to explore and evaluate blockchain applications. Leveraging blockchain technology, the SOCIOTECHNICAL BLOCKCHAIN This support is an effort to boost awareness and drive in the blockchain field, while
exploring possibilities for the future open innovation it could offer the financial sector as well as
other vital sectors. The UAE government holds a strategic assumption that blockchains will be one of the
key enabling momentums in bringing about new growth engines and vitalizing existing
industries. Blockchains have been chosen by the Ministry of Artificial Intelligence as a core field
for the country to emphasize as a part of the digital transformation initiatives (Zhang, 2016). The SOCIOTECHNICAL BLOCKCHAIN SOCIOTECHNICAL BLOCKCHAIN Ministry of Industry and Advanced Technology has started to support blockchain by approving
over 19 major blockchain companies and the development of up to 5,000 professionals in order
to establish the UAE’s strategic position as a spearhead in financial technologies. The ministry
intends to capitalize 350 million USD in the emerging market through 2026. The government
plans to establish a 10 billion USD blockchain subsidy to support new start-ups in blockchains. To advance the UAE’s competitive edge in the blockchain sector, the ministry, with teamwork
from the Ministry of Energy and Infrastructure, has been exploring blockchain platform
architectures that incorporate different sources of data with feasible services (Zhang, 2016). The government’s proactive approach has led to increased industry involvement. Together, the government and firms have rapidly launched a series of blockchain programs to
raise awareness, and a few blockchain firms have started to provide useful services accessible by
users. The UAE’s big firms (First Abu Dhabi Bank, Emirates Telecommunications Group, and
ADNOC) have been actively developing blockchain services. -Regulation: Governance and policy Blockchain technology in the UAE has advanced way ahead of regulations. Despite the
burgeoning blockchains, lack of consistent regulatory clarity and differences between
jurisdictions pose a challenge for emerging blockchains. Although the UAE presents blockchain as a government priority and has introduced
various blockchain-related initiatives, regulation of cryptocurrencies in the onshore UAE and the
Dubai International Financial Centre remains limited. Although coins and tokens are not
prohibited, the Securities and Commodities Authority has issued circulars to caution investors on
cryptocurrencies, without, however, taking a firm regulatory position. Both the onshore UAE and
the Dubai International Financial Centre have adopted a wait-and-see approach; however, in SOCIOTECHNICAL BLOCKCHAIN Currently, blockchain is a key agenda in the UAE as the digital transformation initiatives
progress toward achieving development goals. The UAE has one of the most promising
environments for blockchains to prosper due to its well-implemented network infrastructures and
the tremendous volume of data produced, processed, and analyzed in real-time. The UAE
continues to enhance the ICT momentum to blockchain initiatives with a vision that digital
transformation through a token-based society can bring immense social benefits (through social-
good applications) to emerging economies. Such vision, however, is not likely to be easily
realized without careful and proactive sociotechnical provisions and preparations. With the
extremely favorable conditions for the blockchain ecology, this enthusiasm comes at the price of
intertwined sociotechnical complexity. Blockchain in the UAE has not yet realized a tangible
service as it confronts a series of technical, social, political, and operational challenges. A
lingering question in the technology-oriented initiatives is how to integrate or align the technical
features of the blockchains to existing social progress as well as other ongoing technology
projects, which is fundamentally related to sociotechnical issues. Blockchains, as a tool for
securing privacy and offering even greater system performance, are undoubtedly a common
interest that government and industry share in promoting digital transformation. With this shared
interest, however, the ongoing implementation has faced substantial complications to appropriate
and successful economic deployment, as attempts have been focused only to advance blockchain
technical performance. The question lingers concerning how to carry on the momentum for
social innovation and the future sustainability of blockchains over the long-term. With continued
developments in overlapping projects, how can blockchain transformation be justified societally? Will blockchain technologies mature against the rising public concerns over security, privacy,
transparency, and sustainability? These concerns warn against the old-fashioned belief that Currently, blockchain is a key agenda in the UAE as the digital transformation initiatives
progress toward achieving development goals. The UAE has one of the most promising
environments for blockchains to prosper due to its well-implemented network infrastructures and
the tremendous volume of data produced, processed, and analyzed in real-time. The UAE
continues to enhance the ICT momentum to blockchain initiatives with a vision that digital
transformation through a token-based society can bring immense social benefits (through social-
good applications) to emerging economies. Such vision, however, is not likely to be easily
realized without careful and proactive sociotechnical provisions and preparations. SOCIOTECHNICAL BLOCKCHAIN October 2019, the Commission issued a draft regulation on virtual assets with a request for
public commentary. As of 2021, no regulation has come into force. October 2019, the Commission issued a draft regulation on virtual assets with a request for
public commentary. As of 2021, no regulation has come into force. Currently, there is no statute or guidance from the UAE regulatory bodies that provides
coherent oversights on how blockchains should be regulated under the UAE law. One
government official noted, “Currently, no regulation regarding blockchain has come into place
in the UAE. We adopt a wait-and-see posture and try to learn from other cases as they make the
first mover’s lessons for us.” Relevant regulators lack the necessary understanding of blockchain
and cryptocurrencies and remain unprepared to apply a consistent approach towards coping with
regulatory concerns. The present regulations over cryptocurrency are unsettled and confusing. Cryptocurrency in the UAE has yet to be defined as a currency or controlled by the Regulatory
Framework for Electronic Payment System. In some places, cryptocurrencies are forbidden
completely, while others regulate their use by regulating exchanges. Owing to a lack of legislation at the federal level, there are no specific regulations in
place for the misuse of virtual coins or tokens in the country. There are no unified international
standards, and this will continue to be a challenge for the UAE case. There are additional
concerns about how to best regulate data and data ownership, but there are no internationally
endorsed standards or codes of conduct so far. The efforts of the UAE to establish global
standards for blockchain are a positive move and signal how the technology is maturing. Yet, the
government has not provided clear standards for domestic blockchain cases. This can be
alarming considering the enthusiasm expressed by the government, but the UAE’s banking laws
in 2019 do not explicitly include the state of cryptocurrency in the jurisdiction. SOCIOTECHNICAL BLOCKCHAIN With the
extremely favorable conditions for the blockchain ecology, this enthusiasm comes at the price of
intertwined sociotechnical complexity. Blockchain in the UAE has not yet realized a tangible
service as it confronts a series of technical, social, political, and operational challenges. A
lingering question in the technology-oriented initiatives is how to integrate or align the technical
features of the blockchains to existing social progress as well as other ongoing technology
projects, which is fundamentally related to sociotechnical issues. Blockchains, as a tool for
securing privacy and offering even greater system performance, are undoubtedly a common
interest that government and industry share in promoting digital transformation. With this shared
interest, however, the ongoing implementation has faced substantial complications to appropriate
and successful economic deployment, as attempts have been focused only to advance blockchain
technical performance. The question lingers concerning how to carry on the momentum for
social innovation and the future sustainability of blockchains over the long-term. With continued
developments in overlapping projects, how can blockchain transformation be justified societally? Will blockchain technologies mature against the rising public concerns over security, privacy,
transparenc
and s stainabilit ? These concerns
arn against the old fashioned belief that SOCIOTECHNICAL BLOCKCHAIN SOCIOTECHNICAL BLOCKCHAIN highly complex technology and most users do not even understand what it is, much less how to
use it. The concepts of distributed ledgering and encryption in blockchains are difficult to
comprehend for end-users. In addition, users cannot immediately see the result of cryptocurrency
transactions as they take several hours to finalize, which creates another level of uncertainty and
inconvenience. Third, security issues present critical sociotechnical questions to the UAE blockchains. People tend to consider blockchains as entirely safe and have a tendency to undervalue the key
conditions for blockchain security. People tend to take security in blockchains for granted as they
assume that blockchains are completely safe and secure. It may be a sociotechnical realization
that blockchain can be highly vulnerable to risks, just as any other technical system no matter
how robust. Recently, numerous security incidents have been occurred related to smart contracts
and Ethereum. Additionally, trust issues have become a key factor in UAE blockchains. If the
blockchain is a mecca of transactions and file sharing, the question arises as to how we can trust
this technology. For blockchain to be a socially acceptable technology in a wide society, it
should be trustable and reliable for the users. At present, there is a low level of trust, which is
due to a prevailing perception that cryptocurrency is a scam or online fraud. A recent series of
security breaches in Bitcoin transactions have contributed to this perception. SOCIOTECHNICAL BLOCKCHAIN SOCIOTECHNICAL BLOCKCHAIN systems can be best developed from a centralized top-down approach in a sheer predetermined,
deliberately planned, and entirely controlled manner. In fact, a centralized top-down design
directly contradicts the core principles of decentralized and distributed contribution blockchains. systems can be best developed from a centralized top-down approach in a sheer predetermined,
deliberately planned, and entirely controlled manner. In fact, a centralized top-down design
directly contradicts the core principles of decentralized and distributed contribution blockchains. The development of blockchains should heavily include a sociotechnical dimension
within which a blockchain is assessed and designed for its societal value rather than its technical
utility, and it should be visible and transparent to the citizens, eventual benefactors of blockchain
(Shin & Bianco, 2020). Related to this point, the real issues of blockchains in the UAE are less
about technological advancement, but more about the way society is arranged and restructured
with blockchain deployment and implementation. It also relates how blockchains and policy are
harmoniously aligned and construed. There is currently a strategic misalignment between
industry and government in the UAE as they have different perspectives about blockchain,
particularly in security and privacy. From a sociotechnical viewpoint, this kind of misalignment
is a big challenge for blockchain deployment in the UAE. and government in the UAE as they have different perspectives about blockchain, First, a lack of regulatory clarity can create a hazardous environment for blockchains. The absence of regulatory oversight has led to increasing data manipulation and scam. Financial
sectors are facing challenges of transparency, accountability, privacy, and data security. An
overarching governing framework is urgently needed to safeguard that fairness, accountability,
and transparency requirements are ensured (Shin & Hwang, 2020). Related to this, a lack of
industry standard for blockchain hinders the diffusion of such technologies into the wide society,
resulting in the absence of interoperable system. First, a lack of regulatory clarity can create a hazardous environment for blockchains. Second, since the beginning of its innovation, it has been criticized for the difficulties in
using blockchain properly. The limited usability issues pose potential obstacles and hinder its
wide-scale adoption. The findings reveal that blockchain in the UAE has been perceived as a SOCIOTECHNICAL BLOCKCHAIN SOCIOTECHNICAL BLOCKCHAIN involved, and onboarding stakeholders with the best governance practices and standards in place. The response to these key questions for the UAE can be that the government performs a key role
in managing disruptive innovations and emphasizing the value of digital transformation, involved, and onboarding stakeholders with the best governance practices and standards in place. The response to these key questions for the UAE can be that the government performs a key role
in managing disruptive innovations and emphasizing the value of digital transformation,
supporting both the private and public sectors in discussing, planning, and adjusting blockchain
technologies. Thus, the government and industry work together for the formation of a
cooperative setting and put in place processes for both sectors to stabilize blockchain technology
at scale. It may be useful for the UAE to recognize that blockchain is not the magic cure-all some
people believe it to be. It can be a beginning point of a sociotechnical transition to sustainable
blockchains. From a sociotechnical systems perspective, practical suggestions can be made for
ongoing blockchain initiatives in the country. involved, and onboarding stakeholders with the best governance practices and standards in place. The response to these key questions for the UAE can be that the government performs a key role
in managing disruptive innovations and emphasizing the value of digital transformation,
supporting both the private and public sectors in discussing, planning, and adjusting blockchain
technologies. Thus, the government and industry work together for the formation of a
cooperative setting and put in place processes for both sectors to stabilize blockchain technology
at scale. It may be useful for the UAE to recognize that blockchain is not the magic cure-all some
people believe it to be. It can be a beginning point of a sociotechnical transition to sustainable
blockchains. From a sociotechnical systems perspective, practical suggestions can be made for
ongoing blockchain initiatives in the country. First, blockchain use and application in the UAE reveal notable obstacles: the social
practices of technology adjustment, calibration, and integration. From a sociotechnical angle,
how technology is adjusted to fit a new social milieu and how technology is integrated into
everyday life are important questions to examine (Shin, 2014). The UAE blockchain case shows
little trajectories of these technological adjustment and integration into society. 6. Practical Suggestions: A Sociotechnical Approach to Blockchains The results imply that the key questions of blockchain development remain tied to
regulatory, societal, ethical, and legal questions. While government authorities, firms, and
service providers share the concerns over blockchain, core questions involve developing society-
wide beneficial blockchain programs, providing training and awareness for stakeholders SOCIOTECHNICAL BLOCKCHAIN SOCIOTECHNICAL BLOCKCHAIN blockchain use applies predominantly to limited applications in financial services or narrow
commercial sectors (e.g., cryptocurrency trading) rather than to integration for wider societal
usages and public services. The blockchain design process should constructively incorporate
ethical considerations and societal issues as well as the cultural and contextual factors that can
affect the deployment of technical blockchain (Shin & Bianco, 2020). Although the technical
dimensions of blockchain obviously can be essential in developing initiatives, they also
inherently carry critical risks that should be addressed before its full-fledged implementation
(Marsal-Llacuna, 2018). In the due process of aligning blockchain with social values, it is key
that fundamental user rights and human wellbeing/values should be considered in a meaningful
way. Perhaps the most important strategy for the UAE is the proper usage, rather than a one-size-
fits-all solution of blockchain systems, which are not a silver bullet capable of accomplishing
any goal (Kumar et al., 2019). Although digitalization, encryption, transparency, and
accessibility are underlying features in blockchain platforms, blockchain usability is perhaps the
most important as it fosters the digital ecosystem. Although the government promotes blockchain
applications and services, people should gladly accept blockchains and digital transformation as
part of their lives. Citizens should be able to accept the innovations into the core of their social
practices and the inclusion of blockchain technology in the different aspect of their lives. Users
can apply blockchain services in such a way that it makes sense to them in their own frames of
existing social practices. The success of integrating blockchain into the existing social system
hinges on the trust and opinions of the public toward the blockchain system. The country is
attempting this the other way around, trying to frame existing societies into the proposed
blockchain scheme. This creates a lot of confusion as a new set of technical features of
blockchain clashes with existing social values and user practices in the society. The blockchain use applies predominantly to limited applications in financial services or narrow
commercial sectors (e.g., cryptocurrency trading) rather than to integration for wider societal
usages and public services. The blockchain design process should constructively incorporate
ethical considerations and societal issues as well as the cultural and contextual factors that can
affect the deployment of technical blockchain (Shin & Bianco, 2020). SOCIOTECHNICAL BLOCKCHAIN There are a well-
planned vision and technical roadmap, robust platforms for accommodating distributed ledgers,
a strong network infrastructure, and well-funded blockchain firms. Currently, however, there is
no single usable service or visible application that is used or even proposed in the near future for
everyday life. The findings serve to raise awareness of the common challenges and inhibiting
factors encountered in blockchain deployment. While both the federal and local governments
have taken active roles in developing blockchain, the use of blockchain remains underdeveloped. Education and awareness of the related stakeholders have not done well and also identifying and
understanding the most relevant applications of blockchain have been neglected. So far, SOCIOTECHNICAL BLOCKCHAIN Although the technical
dimensions of blockchain obviously can be essential in developing initiatives, they also
inherently carry critical risks that should be addressed before its full-fledged implementation
(Marsal-Llacuna, 2018). In the due process of aligning blockchain with social values, it is key
that fundamental user rights and human wellbeing/values should be considered in a meaningful
way. Perhaps the most important strategy for the UAE is the proper usage, rather than a one-size-
fits-all solution of blockchain systems, which are not a silver bullet capable of accomplishing
any goal (Kumar et al., 2019). Although digitalization, encryption, transparency, and SOCIOTECHNICAL BLOCKCHAIN SOCIOTECHNICAL BLOCKCHAIN government’s plan of Digital Transformation should be reconsidered as the plan is to make a
total overhaul of existing society into digital society without considering a smooth transition or
sociotechnical adjustments. Second, blockchain initiatives should be continued as a constant effort rather than a one-
off event or one-time policy by political slogan. Interview respondents shared the key concern
that the core challenges in blockchain implementation remain in the operational and regulatory
domain rather than on the technical matter. Bringing stakeholders to the table, alignment of
diverse interests, and coordination between different stakeholders were viewed as top challenges
for blockchain projects in the UAE. The public sector considered public awareness and
coordination of different players as the most urgent task, whereas the private sector’s main issue
was regulatory ambiguity. In the trajectory of technology development in the UAE, a
government-driven top-down approach continues to play a dominant role. There has been a
negative side effect of such technology-oriented plans, and blockchain development seems to
follow the same track. Creating infrastructure and shaping an ecology normally involves
considerable effort and cost. A blockchain is more than a set of ready-made encrypted codes;
rather, it is a sophisticated social reengineering approach to model a contextually identified set of
social factors that could contribute to ongoing social practices and embedded cultural values in
the society. The government should additionally focus on the societal and ethical effects of
blockchains and move away from technological determinism. Third, as a sociotechnical evaluation method, the government may shift its current focus
on technical mentality to cultural and ethical aspects of blockchains. Blockchain cannot replace
all existing systems and the government must consider very carefully the pros and cons of a
blockchain system. Although there are numerous blockchain initiatives nationwide, few SOCIOTECHNICAL BLOCKCHAIN SOCIOTECHNICAL BLOCKCHAIN entrepreneurs or academics have researched the ethical aspects of blockchains. Like the potential
positive impacts of blockchain, the ethical consequences of blockchain can be just as diverse and
wide ranging. The ethics of blockchain are essential for technology adoption and diffusion. Blockchain’s potential for social impact spans a wide spectrum, as it can disrupt different types
of organizations and social systems across the country. Thus, policymakers need to understand
the ethical approaches used in designing blockchain technology, especially how they influence
marginalized and underserved social groups. A clear guideline or framework (something like
blockchain ethical design framework) should be introduced as a tool to create a sociotechnical
design that integrates key ethical issues for the design and use of blockchain. The main goals of
the ethical guideline should provide user-centric tools to evaluate the context-specific
consequences and ethical ramifications of their blockchain design and deployment options and to
achieve better social outcomes. The design process should include anyone who is influencing a
social-impact solution that may involve the design and implementation of a blockchain. Blockchain’s potential for social impact spans a wide spectrum, as it can disrupt different types
of organizations and social systems across the country. Thus, policymakers need to understand
the ethical approaches used in designing blockchain technology, especially how they influence
marginalized and underserved social groups. A clear guideline or framework (something like
blockchain ethical design framework) should be introduced as a tool to create a sociotechnical
design that integrates key ethical issues for the design and use of blockchain. The main goals of
the ethical guideline should provide user-centric tools to evaluate the context-specific consequences and ethical ramifications of their blockchain design and deployment options and to
achieve better social outcomes. The design process should include anyone who is influencing a
social-impact solution that may involve the design and implementation of a blockchain. 7. Conclusions The promise that blockchain will have a significant impact on the UAE is genuine and
has actually been happening. By enhancing the security, trust, and verifiability of the way
organizations operate and how access to services is delivered, data are measured and processed,
and transactions are traced, blockchain’s possibilities can transform society and nation to a
higher level of the digital era. Achieving this potential, however, requires a careful
sociotechnical approach that aligns and integrates the relationship between design and human
outcomes. This study seeks to resolve blockchain problems and unlock opportunities in the country
to guarantee a sociotechnical approach to blockchains and consider the needs of all players in the SOCIOTECHNICAL BLOCKCHAIN SOCIOTECHNICAL BLOCKCHAIN ecosystem. The findings of this study contribute to the theoretical principles and practical
application of how to govern blockchain systems effectively, how to make sense of blockchains
within a social setting, and how to design blockchains that are user-oriented and fulfill the needs
of the society and its citizens. These sociotechnical insights will be constructive in transforming
blockchain promise into a sociotechnical setting. The ability of blockchains to have an immense
repercussion on the UAE is positive and promising. Its key features, platforms, and financial
impact have the power to move ahead with momentum. Yet these revolutionary possibilities will
not be realized unless governments strategically design systems to redistribute power from the
elites to the users in the country who would take the form of public good provision. The
realization of the potential depends on a thorough sociotechnical design that aligns technological
blockchain systems with human meaning of the country. The government should purposefully
align the social and technical elements of how societies are evolving to realize a national strategy
based on both sociotechnical reflection and intervention. References Casino, F., Dasalis, T., & Patskis, C. (2019). A systematic literature review of
blockchain-based applications. Telematics and Informatics, 36. 55-81. doi.org/10.1016/j.tele.2018.11.006 Chang, S., Chen, Y., & Lu, M. (2019). Supply chain re-engineering using blockchain
technology. Technological Forecasting and Social Change, 44, 1-11. doi.10.1016/j.techfore.2019.03.015 De Domenico, M., & Baronchelli, A. (2019). The fragility of decentralized trustless
socio-technical systems. EPJ Data Science, 8(2), 1-6. doi.10.1140/epjds/s13688-018-0180-6
Du, W., Pan, S., Leidner, D., & Ying, W. (2019). Affordances, experimentation and
actualization of FinTech: A blockchain implementation study. The Journal of Strategic
Information Systems, 28(1), 50-65. doi.org/10.1016/j.jsis.2018.10.002 Du, W., Pan, S., Leidner, D., & Ying, W. (2019). Affordances, experimentation and
actualization of FinTech: A blockchain implementation study. The Journal of Strategic
Information Systems, 28(1), 50-65. doi.org/10.1016/j.jsis.2018.10.002 Duan, J., Kang, L., Chen, Z., Peng, T., & Wang, Y. (2020). A photo-sharing social
network based on blockchain technology. International Journal of Technology Management,
84(1), 70-85. doi:10.1504/IJTM.2020.112078 Ghosh, J. (2019). The blockchain: Opportunities for research in information systems and
information technology. Journal of Global Information Technology Management, 22(4), 235-
242. doi:10.1080/1097198X.2019.1679954 Ghosh, J. (2019). The blockchain: Opportunities for research in information systems and
information technology. Journal of Global Information Technology Management, 22(4), 235-
242. doi:10.1080/1097198X.2019.1679954 Joshi, A., Han, M., & Wang, Y. (2018). A survey on security and privacy issues of
blockchain technology. Mathematical Foundations of Computing, 1(2), 121-147. doi:10.3934/mfc.2018007 Joshi, A., Han, M., & Wang, Y. (2018). A survey on security and privacy issues of
blockchain technology. Mathematical Foundations of Computing, 1(2), 121-147. doi:10.3934/mfc.2018007 Kshetri, N. (2018). Blockchain’s roles in meeting key supply chain management
objectives. International Journal of Information Management, 39(1), 80-89. SOCIOTECHNICAL BLOCKCHAIN SOCIOTECHNICAL BLOCKCHAIN doi.org/10.1016/j.ijinfomgt.2017.12.005 doi.org/10.1016/j.ijinfomgt.2017.12.005 Kumar, A., Liu, R., & Shan, Z. (2019). Is blockchain a silver bullet for supply chain
management? Decision Sciences, 51(1), 8-37. https://doi.org/10.1111/deci.12396 Lemieux, V. (2016). Trusting records: Is Blockchain technology the answer? Records Management Journal, 26(2), 10-139. doi.org/10.1108/RMJ-12-2015-0042 Lemieux, V. (2016). Trusting records: Is Blockchain technology the answer? Records Management Journal, 26(2), 10-139. doi.org/10.1108/RMJ-12-2015-0042
Macrinici, D., Cartofeanu, C., & Gao, S. (2018). Smart contract applications within
blockchain technology: A systematic mapping study. Telematics and Informatics, 35(8), 2337- Macrinici, D., Cartofeanu, C., & Gao, S. (2018). Smart contract applications within
blockchain technology: A systematic mapping study. Telematics and Informatics, 35(8), 2337-
2354. doi.org/10.1016/j.tele.2018.10.004 Marsal-Llacuna, M. (2018). Future living framework: Is blockchain the next enabling
network? Technological Forecasting and Social Change, 128, 226-234. doi.org/10.1016/j.techfore.2017.12.005 Lim, M., Li, Y., Wang, C., & Tseng, M. (2021). A literature review of blockchain
technology applications in supply chains. Computers & Industrial Engineering, 154, 107133. Lim, M., Li, Y., Wang, C., & Tseng, M. (2021). A literature review of blockchain
technology applications in supply chains. Computers & Industrial Engineering, 154, 107133. Mittelstadt, B. D., Allo, P., Taddeo, M., Wachter, S., & Floridi, L. (2016). The ethics of
algorithms. Big Data & Society. 1-26. doi.org/10.1177/2053951716679679
Ølnes, S., Ubacht, J., & Janssen, M. (2017). Blockchain in government: Benefits and
implications of distributed ledger technology for information sharing. Government Information
Quarterly, 34, 355-364. doi.10.1016/j.giq.2017.09.007 Mittelstadt, B. D., Allo, P., Taddeo, M., Wachter, S., & Floridi, L. (2016). The ethics of
algorithms. Big Data & Society. 1-26. doi.org/10.1177/2053951716679679
Ølnes, S., Ubacht, J., & Janssen, M. (2017). Blockchain in government: Benefits and
implications of distributed ledger technology for information sharing. Government Information Mittelstadt, B. D., Allo, P., Taddeo, M., Wachter, S., & Floridi, L. (2016). The ethics of
algorithms. Big Data & Society. 1-26. doi.org/10.1177/2053951716679679 Ølnes, S., Ubacht, J., & Janssen, M. (2017). Blockchain in government: Benefits and
implications of distributed ledger technology for information sharing. Government Information
Quarterly, 34, 355-364. doi.10.1016/j.giq.2017.09.007 Pazaitis, A., De Filippi, P., & Kostakis, V. (2017). Blockchain and value systems in the
sharing economy. Technol. Forecast. Soc. Change, 125, 105-115. doi:10.1016/j.techfore.2017.05.025 Shin, D., & Bianco, W. (2020). In blockchain we trust: Does blockchain itself generate
trust? Social Science Quarterly, 101(7), 2522-2538. http://dx.doi.org/10.1111/ssqu.12917 SOCIOTECHNICAL BLOCKCHAIN Shin, D., & Ibarahim, M. (2020). The socio-technical assemblages of blockchain system. Digital Policy, Regulation and Governance, 22(3), 245-263. doi:10.1108/DPRG-11-2019-0095. Shin, D., & Hwang, Y. (2020). The role of affordance in the experience of blockchain:
The effects of security, privacy and traceability on affective affordance. Online Information
Review, 44(4), 913-932. doi.10.1108/OIR-01-2019-0013 Shin, D. (2019). Blockchain: The emerging technology of digital trust. Telematics and
Informatics, 45, 1-11. doi.org/10.1016/j.tele.2019.101278. Shin, D. (2010). A socio-technical framework for cyber-infrastructure design: Implication
for Korean cyber-infrastructure vision. Technological Forecasting and Social Change, 77(5)
783-795. doi:10.1016/j.techfore.2009.12.007 Upadhyay, N. (2020). Demystifying blockchain: A critical analysis of challenges,
applications and opportunities. International Journal of Information Management, 54,
102120. Upadhyay, N. (2020). Demystifying blockchain: A critical analysis of challenges,
applications and opportunities. International Journal of Information Management, 54,
102120. Wamba, S., & Queiroz, M. (2020). Blockchain in the operations and supply chain
management. International Journal of Information Management, 52. 102064. Wamba, S., & Queiroz, M. (2020). Blockchain in the operations and supply chain
management. International Journal of Information Management, 52. 102064. Yang, L. (2019). The blockchain: State-of-the-art and research challenges. Journal of
Industrial Information Integration, 15. 80-90. doi:10.1016/j.jii.2019.04.002 Yang, L. (2019). The blockchain: State-of-the-art and research challenges. Journal of
Industrial Information Integration, 15. 80-90. doi:10.1016/j.jii.2019.04.002 Yeh, K., Su, C., Deng, R. et al. (2020). Special issue on security and privacy of
blockchain technologies. International Journal of Information Security, 19, 243-244. https://doi.org/10.1007/s10207-020-00496-6 Yeh, K., Su, C., Deng, R. et al. (2020). Special issue on security and privacy of
blockchain technologies. International Journal of Information Security, 19, 243-244. https://doi.org/10.1007/s10207-020-00496-6
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[T]
Zweiten Vatikanischen Konzil und die triadische Einheit
des Ordo und die Frage nach einem Diakonat der Frau
The 2 Vatican Council, the threefold conception of Holy
Orders and the perspectives on female Diaconate
Karl-Heinz Menke*
Universität Bonn, Katholisch-Theologische Fakultät, Bonn, Deutschland
Abstrakt
Ist ein sakramental verstandener Diakonat der Frau möglich, ohne zugleich ihre Zulassung
zur Priester- und Bischofsweihe auszusprechen? Theologinnen und Theologen, die diese
Frage positiv beantworten, erklären, dass es zwar nur ein Sakrament des Ordo gebe,
dass dessen Gestaltung (die Trias von Bischof, Priestern und Diakonen) aber veränderlich bis hin zur Schaffung eines Frauendiakonates sei. Die Gegenthese behauptet die
Sakramentalität von Einheit und Trias des Ordo. Beide Parteien berufen sich auf dieselben Texte des Zweiten Vatikanischen Konzils. Deshalb blickt die vorliegende Abhandlung
zurück in die Geschichte der Verhältnisbestimmung von Episkopat, Presbyterat und
Diakonat, um so zu erweisen, dass die Väter des Zweiten Vatikanums eine jahrhundertelang ungeklärte Frage endgültig wie folgt entschieden haben: Die sakramentale
*
KHM: Doktor der Theologie, e-mail: k.menke@uni-bonn.de
Rev. Pistis Prax., Teol. Pastor., Curitiba, v. 7, n. 2, p. 349-393, maio/ago. 2015
350
MENKE, K.-H.
Repräsentation des ‚Voraus‘ Christi gegenüber der Kirche geschieht durch die drei Ämter
von Bischof, Presbyter und Diakon. Wenn die Frau nicht zur Bischofs- und Priesterweihe
zugelassen ist, dann auch nicht zum Diakonat des sakramentalen Ordo.
Schlüsselwörter: Diakonat. Kirche. Vatikanische Konzil 2.
Abstract
Is it possible to consider the diaconate of women as a sacrament without addressing
the question of women’s admission to the ordination as a priest and bishop? Male and
female theologians who answer this question in the affirmative declare that though there
is only one sacrament of Holy Orders, its forms (i.e. its three degrees the episcopate, the
presbyterate and the diaconate) can vary and even lead to the creation of a diaconate of
women. The counter thesis asserts the sacramentality of the unity and the three degrees
of ordination. Both sides refer to the same documents of the Second Vatican Council.
This is why this treatise looks back on the history of the definition of the relation between
the episcopate, the presbyterate and the diaconate in order to show that the Fathers
of Vatican II once and for all have settled a question which had remained unresolved
for centuries: The sacramental representation of Christ’s going ahead of the Church is
realized in the three ministries of the bishop, the priest and the deacon. If women are
not admitted to episcopal and priestly ordination, then they are neither admitted to the
diaconate being a sacrament of Holy Orders.
Keywords: Diaconate. Church. II Vatican Council.
Vorwort
Die Erinnerung an den fünfzigsten Jahrestag der Eröffnung
des Zweiten Vatikanischen Konzils ist weithin geprägt von Debatten
über die hermeneutischen Voraussetzungen1 der Interpretation. Einig
1
Dazu: KOCH, K. Das Zweite Vatikanische Konzil: Die Hermeneutik der Reform. Augsburg, 2012; TÜCK, J.-H.
Die Verbindlichkeit des Konzils: Die Hermeneutik der Reform als Interpretationsschlüssel, in: DERS (Hg.).
Erinnerung an die Zukunft. Das Zweite Vatikanische Konzil. Freiburg i. Br., 2012, 85–104.
Rev. Pistis Prax., Teol. Pastor., Curitiba, v. 7, n. 2, p. 349-393, maio/ago. 2015
Zweiten Vatikanischen Konzil und die triadische Einheit des Ordo und
die Frage nach einem Diakonat der Frau
ist man sich in der Einbeziehung der sogenannten Praeparatoria und
Antipraeparatoria. Doch diese Einbeziehung geschieht meistens selektiv;
die jeweilige Selektion folgt einem bestimmten Interesse. Exemplarisch
für dieses Phänomen sind die oft konträren Schlussfolgerungen, zu
denen zwei italienische Schulen — die eine in Bologna, die andere in
Rom2 — gelangen. Man kann sich des Eindrucks nicht erwehren, dass
jede Partei in den Konzilstexten das wiederfindet, was sie dort finden
will. Jedenfalls ist die Rückfrage nach den Aussagen des Konzils oft von
Interessen geleitet, die mit der Entstehung der jeweiligen Texte nichts zu
tun haben. Ein beredtes Beispiel ist die Befragung bestimmter Abschnitte
der Kirchenkonstitution (LG 18-29) durch Befürworter und Gegner eines
Diakonates der Frau.
Im Folgenden soll der Versuch unternommen werden, die Intention
der besagten Texte aus ihrer Vorgeschichte zu erheben. Denn erst eine
umfassende Sichtung der Problemgeschichte, an deren Ende die besagten
Antipraeparatoria und Praeparatoria des Konzils stehen, lässt erkennen, was
die Konzilsväter warum so und nicht anders gesagt und beschlossen haben.
Diachrone Betrachtung der Lehrentwicklung hinsichtlich:
Verhältnisbestimmung Episkopat/Presbyterat/Diakonat
In der Regel geht die Forschung3 von zwei bis in die apostolische Zeit zu ückreichenden Verfassungen der ersten christlichen
Gemeinden aus. Da ist einerseits die im Judenchristentum verortete
2
3
Für die “Bologneser Schule”: ALBERIGO, G. (Hg.). Geschichte des Zweiten Vatikanischen Konzils 1959–1965,
5 Bände, deutsche Ausgabe herausgegeben von K. Wittstadt und G. Wassilowski, Mainz/Leuven 1997–
2008. Für die “Römische Schule”, wenn nicht repräsentativ, so doch bezeichnend: GHERARDINI, B. Concilio
ecumenico Vaticano II: Un discorso da fare. Torino 2009 (deutsche Ausgabe: Das Zweite Vatikanische Konzil:
Ein ausstehender Diskurs. Fohren-Linden, 2010); ders., Concilio Vaticano II. Il discorso mancato, Torino 2011;
ders., Valore magistrale del Concilio Vaticano II, Rom 2012; R. de Mattei, Das Zweite Vatikanische Konzil. Eine
bislang ungeschriebene Geschichte (ital. Originalausgabe: Il Concilio Vaticano II: Una storia mai scritta. Torino,
2010; deutsche Ausgabe Stuttgart 2012).
Vgl. von CAMPENHAUSEN, H. Kirchliches Amt und geistliche Vollmacht in den ersten drei Jahrhunderten.
Tübingen, 1963. DASSMANN, E. Ämter und Dienste in den frühchristlichen Gemeinden. Bonn, 1994. WAGENR, J.
Die Anfänge des Amtes in der Kirche: Presbyter und Episkopen in der frühchristlichen Literatur. Tübingen, 2011.
Rev. Pistis Prax., Teol. Pastor., Curitiba, v. 7, n. 2, p. 349-393, maio/ago. 2015
351
352
MENKE, K.-H.
„Presbyterverfassung“ und andererseits die im „Heidenchristentum“ angesiedelte Leitung durch Episkopen und Diakone (z. B. Phil 1,1). Meistens
wird diese Dualität kulturgeschichtlich aus Strukturen der Synagoge beziehungsweise der griechischen Polis erklärt4. Die Mehrzahl der Forscher
vermutet ein allmähliches Zusammenwachsen beider Ordnungen.
Diese zwei konkurrierenden Konzeptionen werden bereits von Lukas ineinander geblendet und harmonisierend miteinander identifiziert: In Apg
20,28 redet der lukanische Paulus die Ältesten von Milet als „vom heiligen
Geist eingesetzte Episkopen“ an und betraut sie mit seinem Vermächtnis
als Gemeindeleiter. Ähnliche Tendenzen finden sich in den Pastoralbriefen,
die die Episkopenverfassung […] auch in presbyteral geleiteten Gemeinden
durchsetzen wollen und zu diesem Zweck Episkopen mit Presbytern identifizieren. Tit 1,5f etwa lässt die Rede von „Ältesten“ in die von „Episko
pen“ übergehen. Damit […] ist klar, dass in den Pastoralbriefen noch kein
dreigliedriges Amt im späteren Sinne vorliegt und dass die Grenze zwischen
den beiden Funktionen noch einigermaßen fließend war5.
Man darf vermuten, dass in Städten, in denen es mehrere
Hausgemeinden gab, die Leiter zunächst im Plural entweder Presbyter
oder auch Episkopen (Phil 1,1) genannt wurden. Erst später ist der
Leiter einer Ortskirche der eine Episkopos, dem eine Gemeinschaft von
Presbytern und Diakonen zugeordnet ist. Wie es schließlich zur flächendeckenden Durchsetzung des Monepiskopats und der Ämtertrias
von Bischof, Presbyterkollegium und Diakonen kam, ist auf Grund der
4
5
Dietrich-Axel Koch (cf. KOCH, D. A. Die Entwicklung der Ämter in frühchristlichen Gemeinden Kleinasiens,
in: SCHMELLER, T.; EBNER, M.; HOPPE, R. [Hgg.]. Neutestamentliche Ämtermodelle im Kontext. Freiburg
i. Br., 2010, p. 166–206 und p. 170–172) meint, dass die Ableitung der Presbyterverfassung aus dem
zeitgenössischen Judentum auf schwachen Füßen stehe, weil sich dort kein entsprechendes Vorbild
nachweisen lasse.
TIWALD, M. Die vielfältigen Entwicklungslinien kirchlichen Amtes im Corpus Paulinum und ihre Relevanz für
heutige Theologie, in: SCHMELLER, T.; EBNER, M.; HOPPE, R. (Hgg.), Neutestamentliche Ämtermodelle im
Kontext, p. 101–128, 118.
Rev. Pistis Prax., Teol. Pastor., Curitiba, v. 7, n. 2, p. 349-393, maio/ago. 2015
Zweiten Vatikanischen Konzil und die triadische Einheit des Ordo und
die Frage nach einem Diakonat der Frau
Quellenlage nicht hinreichend zu klären6. Selbst wenn man die Briefe des
Ignatius von Antiochien nicht mehr in die Zeit des Kaisers Trajan datiert,
dokumentieren sie eine erstaunlich rasche Entwicklung hin zur triadisch
strukturierten Gemeindeleitung unter einem einzigen Bischof 7.
Ignatius betont, dass nicht die Gemeinde, sondern Christus den
Bischof und dessen Helfer, die Presbyter und Diakone, autorisiert8. In seinem Brief an die Ortskirche von Smyrna schreibt er:
Folgt dem Bischof wie Jesus Christus dem Vater, und dem Presbyterium
wie den Aposteln; die Diakone aber achtet wie Gottes Gebot! Keiner soll
ohne Bischof etwas, was die Kirche betrifft, tun. Jene Eucharistiefeier gelte als zuverlässig, die unter dem Bischof oder einem von ihm Beauftragten
stattfindet. Wo der Bischof erscheint, dort soll die Gemeinde sein, wie da,
wo Christus Jesus ist, die katholische Kirche ist. Ohne Bischof darf man
6
7
8
Michael Theobald erklärt die Entwicklung wie folgt: „Während die kollegiale ‚Presbyter‘-Verfassung die Einheit
der Ortsgemeinde gewährleistet, hängt am ‚Episkopen‘/‚Diakonen‘-Gespann eher ihre konkrete Verwirklichung
in den Gemeindevollversammlungen, die das Herzstück einer so organisierten Ortsgemeinde sind. Als Gespann
bezeugen sie eine Ausdifferenzierung des Amtes, die Ausdruck wachsender sozialer Komplexität in den
Gemeinden ist. Wie die Termini ἐπίσκοποι und ἐπισκοπή schon sagen, ging es bei ihrem Amt um ‚Aufsicht‘
bzw. Verantwortlichkeit für das Ganze, also Gemeindeleitung, mit der sich im Laufe der Zeit auch der Vorsitz bei
der eucharistischen Vollversammlung verband. Die ihnen in der Regel zugeordneten διάκονοι waren dann –
salopp gesagt – die frühkirchlichen ‚Netzwerker‘ oder ‚Netzwerkerinnen‘“ (THEOBALD, M. Eucharistie als Quelle
sozialen Handelns: Eine biblisch-frühkirchliche Besinnung. Neukirchen-Vluyn, 2012, p. 204).
Aus der Sicht von J. Ysebaert (YSEBAERT, J. Die Amtsterminologie im Neuen Testament und in der Alten Kirche:
Eine lexikographische Untersuchung, Breda, 1994, p. 100–104), kommt Ignatius von Antiochien nicht deshalb
eine herausragende Bedeutung zu, weil er den Monepiskopat profiliert, sondern weil er für das eine und einzige
Haupt der Gemeinde den Titel ἐπίσκοπος reserviert hat.
Der Bischof ist in den Ignatianischen Sendschreiben sichtbarer Ausdruck für die Autorität desselben Vaters,
von dem Christus sagen durfte: „Ich und der Vater sind eins“ (Joh 10,30). In seinem Brief an die Magnesier
nennt Ignatius den göttlichen Vater „den Bischof aller“, der, weil unsichtbar, durch den sichtbaren Bischof
repräsentiert wird: „Aber euch ziemt es, das jugendliche Alter des Bischofs nicht auszunützen, sondern
entsprechend der Kraft Gottes des Vaters ihm alle Ehrfurcht zu erweisen, so wie ich erfahren habe, daß auch
die heiligen Presbyter seine offensichtliche Jugend nicht missbraucht haben, sondern sich ihm als Verständige
in Gott fügen – doch nicht ihm, sondern dem Vater Jesu Christi, dem Bischof aller. Zur Ehre dessen, der uns
erwählt hat, ist es daher geziemend, ohne jede Heuchelei zu gehorchen, da man ja nicht diesen sichtbaren
Bischof täuscht, sondern den unsichtbaren betrügt“ (IGNATIUS VON ANTIOCHIEN. An die Magnesier 3,1–2,
in: FISCHER, J.A. Die Apostolischen Väter, griechisch und deutsch, eingeleitet, übersetzt und herausgegeben.
Darmstadt, 1986, p. 163/165).
Rev. Pistis Prax., Teol. Pastor., Curitiba, v. 7, n. 2, p. 349-393, maio/ago. 2015
353
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MENKE, K.-H.
weder taufen, noch das Liebesmahl halten; was aber jener für gut findet,
das ist auch Gott wohlgefällig9.
Die neutestamentlichen Schriften bezeugen weder den
Monepiskopat noch die Unterordnung des Presbyteramtes unter das
Episkopenamt. Sie stehen, wie die folgenden Ausführungen zeigen werden, in latenter Spannung zur faktischen Ausbreitung der ignatianischen
Hierarchie. Diese hatte sich schon Mitte des dritten Jahrhunderts flächendeckend durchgesetzt10. Im Osten wird diese Entwicklung dokumentiert
durch die „syrische Didaskalie“ und die auf ihr basierenden „Apostolischen
Konstitutionen“. In diesen kommt dem Bischof bereits das Recht zu,
Presbyter und Diakone zu erwählen11. Etwa zur selben Zeit entsteht im
Westen die dem hl. Hippolyt († 235) zugeschriebene „Traditio Apostolica“;
sie unterscheidet zwischen den Riten der Bischofs-, der Presbyter- und
der sie unterscheidet zwischen den Riten der Bischofs-, der Presbyterund der Diakonenweihe12. Diese Unterscheidung bezeichnet keineswegs
IGNATIUS VON ANTIOCHIEN. An die Smyrnäer 8,1–2, in: FISCHER (Anmerkung 8), 211. Ähnliche Belege: “Denn
wenn ihr euch dem Bischof wie Jesus Christus unterordnet, scheint ihr mir nicht nach Menschenart zu leben,
sondern nach Jesus Christus” (IGNATIUS VON ANTIOCHIEN, An die Trallianer 2,1, in: FISCHER [Anmerkung 8]
p. 173). – “Alle nämlich, die Gottes und Jesu Christi sind, diese sind mit dem Bischof; und alle, die reumütig
zur Einheit der Kirche kommen, auch diese werden Gottes sein, auf daß sie nach Jesus Christus leben. Laßt
euch nicht täuschen, meine Brüder! Wenn einer einem Schismatiker folgt, erbt er das Reich Gottes nicht; wenn
einer in fremdartiger Lehre wandelt, der stimmt mit dem Leiden nicht überein. Seid deshalb bedacht, eine
Eucharistie zu gebrauchen – denn eines ist das Fleisch unseres Herrn Jesus Christus und einer der Kelch zur
Vereinigung mit seinem Blut, einer der Opferaltar, wie einer der Bischof zusammen mit dem Presbyterium und
den Diakonen, meinen Mitknechten – damit ihr, was immer ihr tut, gottgemäß tut” (Idem, An die Philadelphier
3,2–3 und 4, in: FISCHER [Anmerkung 8] p. 197).
10
Vgl. COLSON, J. Les fonctions ecclésiales aux deux premiers siècles: Textes et Études théologiques. Paris,
1956, p. 283–316. ZOLLITSCH, R. Amt und Funktion des Priesters: Eine Untersuchung zum Ursprung und
zur Gestalt des Presbyters in den ersten zwei Jahrhunderten. Freiburg i. Br., 1974. JAY, E. G. From PresbyterBishops to Bishops and Presbyters. Christian Ministry in the Second Century: A Survey, in: The Second
Century 1 (1981), p. 125–162. SAXER, V. Die Organisation der nachapostolischen Gemeinden (70–180), in:
PIETRI, L. (Hg.). Die Zeit des Anfangs bis 250. Freiburg i. Br., 2003, p. 269–339.
11
Vgl. Constitutiones Apostolorum II, 26,1–8 (Sources Chrétiennes vol. 320, p. 235–241).
12
Vgl. die konzise Analyse von W. Geerlings in der Einleitung zu der von ihm erstellten Edition und Übersetzung
der „Traditio Apostolica“ in der Reihe Fontes Christiani, Band 1, Freiburg i. Br., 1991, p. 160–171.
9
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Zweiten Vatikanischen Konzil und die triadische Einheit des Ordo und
die Frage nach einem Diakonat der Frau
drei unterschiedliche „Ordines“ bezie hungsweise „Ordo-Sakramente“13.
Vielmehr vermittelt die Bischofsweihe die Gnadengabe der Leitung im
umfassenden Sinn. Und die Presbyter erhalten in Unterordnung unter
den Bischof daran Anteil14 Nicht so die Diakone: Sie haben keinen Sitz im
Rat des Bischofs oder im Kreis der Konzelebranten. Sie bringen die Gaben
herbei und dürfen die Eucharistie austeilen. Kurzum: Sie haben keinen
Anteil am „sacerdotium“15 des Bischofs und der Presbyter und bilden dennoch eine Gestalt der besagten Trias.
Mit der Zuschreibung von Landgemeinden zu einer von einem
Bischof geleiteten Stadtgemeinde erhalten die Presbyter — anders als
die Diakone — ein zunehmendes Eigengewicht. Doch bei Hippolyt16
oder Tertullian17 ist die Leitung der Eucharistiefeier durch Presbyter (im
Falle der Verhinderung des zuständigen Bischofs!) noch nicht bezeugt.
Obwohl erst die Theologie der Folgezeit einen klaren Sakramentsbegriff entwickelt, darf man doch behaupten,
dass die im dritten Jahrhundert bezeugte Trias der Weihen keine Parataxe, sondern eine Einheit beschreibt.
14
Vgl. LÉCUYER, J. Épiscopat et Presbytérat dans les écrits d’Hippolyte de Rome, in: RSR n. 41, 1953, p. 30-50.
15
“Das Bischofsamt war das erste, das in priesterlichen Begriffen beschrieben wurde. Tertullian spricht nur einmal
vom Bischof als Hohempriester (summus sacerdos) […]. Andere Äußerungen von ihm deuten aber darauf hin,
dass sacerdos in der nordafrikanischen Kirche eine übliche Bezeichnung für den Bischof gewesen sein könnte
(Tertullian, exh. Cast. 11,1 f.; mon. 12; pud. 20,10; 21,17); und ein halbes Jahrhundert später nennt Cyprian
den Bischof regelmäßig sacerdos, während summus sacerdos für Christus vorbehalten bleibt (z. B. Cyprian,
ep. 63,14). Diese Entwicklung war mitnichten auf Nordafrika beschränkt. Im Osten beschreibt Origenes die
Bischöfe durchwegs als Priester (z. B. Origenes, or. 28), und auch die Kirchenordnung Hippolyts betrachtet
das Bischofsamt als priesterliches. Hier jedoch zeigt sich ein bezeichnender terminologischer Unterschied:
Der Bischof erscheint im Ordinationsgebet der Kirchenordnung Hippolyts nicht nur als ἱερεύ, sondern als
einer, der das Hohepriestertum ausübt (ἀρχιερατεύειν) und Autorität hat durch den hohepriesterlichen Geist
(τῷ πνεύματι τῷ ἀρχιερατικῷ). Dasselbe gilt für die syrische Didascalia Apostolorum aus dem 3. Jh. […],
die zwar betont, dass Christus der wahre Hohepriester sei, aber zugleich nicht zögert, den Bischof als den
‚levitischen Hohenpriester‘ […] zu bezeichnen (Didascalia II,26,4)” (BRADSHAW, P. F. Priester/Priestertum
III-1. Christliches iesteramt: Geschichtlich, in: TRE n. 27, 1997, p. 414–421, 414 f.).
16
“Die Presbyter sind sicherlich bei der Eucharistiefeier um den Bischof beim Altar versammelt, sie strecken die
Hände ebenfalls über die Gaben aus, während der Bischof die Anaphora spricht […], aber erst später, in der
Zeit nach Hippolytus, wurde den Presbytern auch die Zelebration gestattet, ohne dass dabei die Anwesenheit
eines Bischofs erforderlich gewesen wäre” (BÂRLEA, O. Die Weihe der Bischöfe, Presbyter und Diakone in
vornizänischer Zeit. München, 1969, p. 75).
17
”Superest ad concludendam materiolam de observatione quoque dandi et accipiendi baptismi
commonefacere. Dandi quidem habet ius summus sacerdos, qui est episcopus; dehinc presbyteri et diaconi,
non tamen sine episcopi auctoritate, propter ecclesiae honorem, quo salvo salva pax est” (TERTULLIAN, De
baptismo 17 [CSEL 20/I, 214]) .
13
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355
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MENKE, K.-H.
Beide unterstellen die Presbyter so eindeutig der Autorität des Bischofs,
dass sie ohne seine Erlaubnis nicht einmal taufen, geschweige denn firmen oder ordinieren dürfen. Noch Possidius berichtet in seiner „Vita
Augustini“, dass Bischof Valerius sich heftigen Angriffen ausgesetzt sah,
weil er Augustinus, als der noch Presbyter war, in seiner Anwesenheit
predigen ließ, statt selbst die Predigt zu halten18. Bevor es zu einer relativen Verselbstständigung der Presbyter gegenüber dem Bischof kommt,
steht Ende des 2. Jahrhunderts in Ost und West fest: Es gibt einen einzigen Ordo, und dieser bevollmächtigt den Empfänger einer entsprechenden Weihe zu einer gewissen Repräsentation Christi in einer bestimmten Ortskirche. Es gibt immer nur ein Oberhaupt einer Ortskirche, und
dieses wird spätestens zu Beginn des dritten Jahrhunderts alsepiscopus
beziehungsweise Bischof bezeichnet. Aber es gibt auch Empfänger ein
und desselben Ordo-„Sakraments“, die in Unterordnung unter den jeweiligen Bischof lehren, heiligen und leiten, nämlich die Presbyter. Und es
gibt mit den Diakonen Empfänger des Ordo-„Sakramentes“, die gleichsam den Boden bereiten für das von jeweils einem Bischof mit seinem
Presbyterium gemeinsam ausgeübte Lehren, Heiligen und Leiten.
Gregor Predel hat exemplarisch gezeigt, dass dort, wo die Menschen
auf dem Land und nicht in der Stadt wohnten, eine Verselbstständigung
der Presbyter gegenüber dem Bischof unvermeidlich war. Während der
Diakonat an Bedeutung verlor19, avancierten die Presbyter zu den weithin
18
19
POSSIDIUS, Vita Augustini, V (in: PL vol. 32, c. 37).
„Die hier vorliegende Entwicklung des Diakonates (wie auch die gleichzeitige Entwicklung des Presbyterates)
erinnert, wenn auch auf einer völlig anderen Ebene, stark an einen natürlichen Evolutionsprozess durch
Mutation und Selektion. Der zunächst von außen an die Kirche herangetragene (Umwelt-)einfluss einer sich
radikal verändernden Gesellschaft erzwingt eine recht schnell verlaufende ‚Mutation‘ des Presbyterates, die
dieser Situation besser angepasst ist als seine ursprüngliche Form. Der nachfolgende Selektionsprozess lässt
den Diakonat, der sich kaum verändert hat, in der veränderten gesellschaftlichen Situation im Laufe der
Zeit weitgehend verschwinden. Als Selektionsvorteil für das Erstarken des Presbyterates ist dabei zu sehen,
dass er […] ein sehr viel breiteres Spektrum liturgischer, spiritueller und pastoraler Aufgaben abdecken
konnte“ (PREDEL, G. Vom Presbyter zum Sacerdos: Historische und theologische Aspekte der Entwicklung
der Leitungsverantwortung und Sacerdotalisierung des Presbyterates im spätantiken Gallien. Münster, 2005,
127 f.).
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Zweiten Vatikanischen Konzil und die triadische Einheit des Ordo und
die Frage nach einem Diakonat der Frau
eigentlichen Repräsentanten des nachapostolischen Amtes20. Allerdings
blieb stets bewusst, dass ein Presbyter sein Amt nur im Gehorsam gegenüber dem Bischof ausübt. Predel schreibt: Weil
der Presbyter […] aus theologischen Gründen keine eigenständige, vom
Bischof unabhängige, geistliche Leitung wahrnehmen kann, können auch
die Kirchen und Gemeinden, die ihm unterstehen, nicht als eigenständige Ortskirchen definiert werden, selbst wenn diese Gemeinden finanziell
und verwaltungsmäßig ein hohes Maß an Eigenständigkeit erreicht haben. Die geistliche Abhängigkeit der Presbyter von ihrem Bischof zeigt
damit, dass Presbytern unterstehende Kirchen und Gemeinden als Teil
oder vielleicht Erweiterung der bischöflichen Ortskirche zu verstehen
sind, die auch weiterhin grundsätzlich vollständig der geistlichen Leitung
und Verantwortung des Bischofs selbst unterstehen21.
Obwohl die Trias von Bischof, Presbyter und Diakon für die große
Mehrheit der Gläubigen kaum noch als die eine Repräsentation Christi
durch je einen Bischof mit Presbytern und Diakonen anschaulich blieb,
war doch theologisch und rechtlich unbestritten: Das nachapostolische
Amt ist kein Ordo, der beliebig gestaltet werden kann. Allerdings blieb
über Jahrhunderte ungeklärt, ob nur die Einheit des Ordo oder auch der
Unterschied zwischen Bischof, Presbyter und Diakon als sakramental
betrachtet werden muss. Die der theologischen Reflexion aufgegebene
Frage lautete: Erhält ein Mann, der das Sakrament des Ordo empfängt,
mit der Weihe auch die Einweisung in einen der drei Ränge von Bischof,
Presbyter und Diakon? Oder ist der Unterschied zwischen den drei
Rängen kein im Sakrament des Ordo wurzelnder, sondern ein der rechtlichen Ordnung geschuldeter?
„In dieser Veränderung dürfte sich einerseits eine zunehmende Verrechtlichung im Verständnis des
Bischofsamtes zeigen, die durch die Wahrnehmung politischer Aufgaben der Bischöfe noch verstärkt wurde.
Andererseits ist davon auszugehen, dass der Presbyter angesichts der zunehmenden Profilierung des
Presbyterates durch Übernahme bis dahin genuin bischöflicher Aufgaben vermehrt als sacerdos erfahren
wurde, während umgekehrt der Bischof mit seinem in den Gemeinden verringerten sacerdotalen Erscheinen
langsam aus dem Blickfeld der Menschen verschwand“ (PREDEL [Anmerkung 19], 197).
21
PREDEL (Anmerkung 19), 167.
20
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357
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MENKE, K.-H.
Es gibt — bezogen auf die gesamte Theologiegeschichte des
Christentums — kaum eine These, die ähnlich erfolgreich war wie
die des Kirchenvaters Hieronymus (347–420) über die sakramentale
Gleichrangigkeit der Presbyter mit den Bischöfen. Während im Osten22
die sakramentale Bestimmung nicht nur der Einheit, sondern auch der
Verschiedenheit von Bischof, Presbyter und Diakon ungebrochen weiter tradiert und durch die neuplatonische Denkweise (hierarchisch sich
ausdifferenzierende Einheit) des Pseudo-Dionysius-Areopagita theologisch untermauert wurde, kam es im Westen auf Grund der exegetischen
Autorität des Hieronymus (a) zu einer sakramentalen Identifikation von
Bischof und Presbyter, (b) zu einer Ausgliederung des Diakonates aus
dem einen Ordo und — damit verbunden — (c) zu einer verhängnisvollen Trennung der rechtlichen von der sakramentalen Ordnung — genauer gesagt, zu der Auffassung, dass nicht das Sakrament des Ordo, sondern
der Papst als Inhaber aller Jurisdiktionsgewalt die Rangunterschiede der
Empfänger des Ordo-Sakramentes bestimmt.
Die These des Hieronymus wurzelt in einem Rangstreit zwischen Presbytern und Diakonen23, zu dem auch andere PaulusbriefKommentatoren — z. B. der durch Erasmus als Pseudo-Ambrosius enttarnte Ambrosiaster24 und Pelagius25 — Stellung genommen haben. In
diesem Streit ging es um Diakone, die zwar dem einen Bischof, nicht
aber auch den Presbytern untergeordnet sein wollten. In einem Brief26
Dazu: LUTTENBERGER, G. H. The Decline of Presbyterial Collegiality and the Growth of Individualization of the
Priesthood (4th–5th centuries), in: RThAM n. 48, 1981, p. 14–58; besonders 49-56.
23
Dazu: PRAT, F. Les prétentions des diacres Romains au quatrième siècle, in: RSR n. 3, 1912, p. 463-475.
24
Vgl. AMBROSIUS [Ambrosiaster], In Ephes. 4,11 f. (in: PL vol. 17, c 410); In 1 Tim 3,8–10 (in: PL vol. 17,
c. 470). – Ders. auch in den fälschlicherweise Augustinus zugeschriebenen „Quaestiones Veteris et Novi
Testamenti“: q. 101 (in: PL vol. 35, c. 2305-2307).
25
PELAGIUS, In Phil. 1 (PL vol. 30, c. 879); In Tim 3 (PL vol. 30, c. 922); In Tit. 1 (PL vol. 30, c. 941).
26
HIERONYMUS, Ep. 146 (PL 22,1192–1195; CSEL 56/I,3, 308–312). – Dazu: BODIN, Y. Saint Jérôme et l’église
(Théologie historique, 6), Paris, 1966.
22
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Zweiten Vatikanischen Konzil und die triadische Einheit des Ordo und
die Frage nach einem Diakonat der Frau
an den römischen Presbyter Evangelus27 stellt sich Hieronymus auf
die Seite der Presbyter. Er begründet seine Einschätzung ähnlich wie
Ambrosiaster und Pelagius mit einem ausführlichen Hinweis auf die
Bibelstellen, in denen die Bezeichnungen presbyter und episcopus als
Synonyma erscheinen. Damit will er sagen: Diespätere Entwicklung
zur Unterordnung einer Vielzahl von Presbytern unter jeweils einen
Bischof28 ist der kirchlichen Ordnung geschuldet29. Vom Sakrament
des Ordo her betrachtet ist dem Presbyter dieselbe Würde wie dem
Bischof zuzusprechen. Mit anderen Worten: Bischof und Presbyter
stehen, was die Weihegewalt betrifft, auf derselben Stufe; und nur damit es in der Kirche eine rechtlich geregelte Ordnung gibt, kann oder
„Der römische Presbyter Evangelus schickte Hieronymus die anonymen Erörterungen zum Alten und Neuen
Testament (Quaestiones veteris et novi testamenti), die unter den Werken Augustins überliefert sind und von
der modernen Forschung dem sogenannten Ambrosiaster (vgl. LACL 18 f.), einem namentlich nicht bekannten
Pauluskommentator in Rom zur Zeit des Damasus, zugeschrieben werden (CSEL 50), und fragte Hieronymus
nach seiner Meinung zu der darin vorgenommenen Identifizierung des Melchisedek mit dem Heiligen Geist
(vgl. quaest. test. 109,20 f.). Hieronymus antwortete im Frühjahr 398 mit einem kleinen Traktat zu diesem
Thema (ep. 73). Zu einem nicht feststellbaren Zeitpunkt schrieb Hieronymus Evangelus einen weiteren Brief
über die Rangordnung von Diakonat und Presbyterat (ep. 146). Evangelus ist wahrscheinlich mit demjenigen
Evangelus zu identifizieren, dem der pelagianische Diakon Anianus (auch Annianus) von Celeda (um 420;
vgl. LACL 37) seine Übersetzung der sieben Lobreden des Johannes Chrysostomus auf den Apostel Paulus
(De laudibus sancti Pauli) widmete“ (FÜRST, A. Hieronymus: Askese und Wissenschaft in der Spätantike.
Freiburg i. Br., 2003, 176 f.). In seinem 389 verfassten Kommentar zum Titusbrief formuliert Hieronymus die
oft zitierte Sentenz: „Idem est ergo presbyter qui et episcopus […]“ (In Tit. 1,5 [PL 26,597]). Aus der Tatsache,
dass in Phil 1,1 im Plural von Bischöfen und Presbytern derselben Gemeinde gesprochen wird, folgert er die
Synonymität der beiden Amtsbezeichnungen. Zu Apg 20,28 bemerkt er, dass Paulus Presbyter aus Ephesus zu
sich nach Milet kommen lässt und sie dort als Bischöfe anredet. Außerdem vermutet er, dass Hebr 13,17 und
1 Petr 5,1 f. eine nicht monepiskopale, sondern presbyteriale Gemeindeleitung spiegeln.
28
„[…] in toto orbe decretum est, ut unus de presbyteris electus superponeretur ceteris, ad quem omnis
Ecclesiae cura pertineret et schismatum semina tollerentur“ (HIERONYMUS, In Tit. 1,5 [PL vol. 26, c. 597]).
29
„Sicut ergo presbyteri sciunt se ex Ecclesiae consuetudine ei qui sibi praepositus fuerit, esse subiectos: ita
episcopi noverint se magis consuetudine, quam dispositionis Dominicae veritate, presbyteris esse maiores et
in commune debere Ecclesiam regere, imitantes Moysen, qui cum haberet in potestate solum praeesse populo
Israel, septuaginta elegit, cum quibus populum iudicaret (Num 11,16s). Videamus igitur qualis presbyter, sive
episcopus ordinandus sit“ (HIERONYMUS, In Tit. 1,5 [PL vol. 26, c. 598]).
27
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MENKE, K.-H.
darf ein Presbyter nicht alles, was ein Bischof kann oder darf30. Die
Diakonenweihe aber überträgt nicht dieselbe Gewalt, die der Bischof
und der Presbyter empfangen. Daraus folgert Hieronymus: Der Diakon
empfängt zwar eine Weihe, aber nicht das Sakrament des Ordo; deshalb ist die Unterordnung des Diakons unter den Presbyter — anders
als die Unterordnung des Presbyters unter den Bischof — nicht nur
eine der rechtlichen Ordnung geschuldete, sondern eine wesentliche.
Viele Theologen des Mittelalters zählen die Diakonenweihe zu den
Konsekrationsriten, die wie Lektorat, Akolythat oder Subdiakonat der
Vorbereitung auf das Sakrament des Ordo dienen.
Weil Hieronymus neben Augustinus das Mittelalter maßgeblich
beeinflusst hat, wurden seine Invektiven gegen eine mehr als ordnungslogische oder juridische Vorordnung des Bischofs über den Presbyter
nicht vergessen. Isidor von Sevilla († 636) bekräftigt die Grundthese
des Hieronymus, erklärt den Unterschied zwischen Episkopat und
Presbyterat rein kirchenrechtlich, will sich aber — um der Ordnung willen — dem Grundsatz fügen, nur der Bischof dürfe firmen und die Weihen
spenden31. Ratramnus († 869) erklärt den Unterschied zwischen Bischof
und Presbyter vor allem damit, dass Bischöfe Presbyter weihen, nie aber
Die Reformatoren haben sich besonders gern auf jene Passage des Hieronymus-Briefes an Evangelus berufen,
die von der alexandrinischen Ortskirche berichtet; dort sei es bis zu den Bischöfen Heraklas und Dionysius (3.
Jahrhundert) üblich gewesen, dass die Presbyter einen aus ihrem Kreis — ähnlich wie ein Heer seinen Führer
oder die Diakone einen Archidiakon — erwählten, damit er ihr Vorgesetzter sei: „Quod autem postea unus
electus est, qui ceteris praeponeretur, in scismatis remedium factum est, ne unusquisque ad se trahens Christi
ecclesiam rumperet. Nam et Alexandriae a Marco evangelista usque ad Heraclam et Dionysium episcopos
presbyteri semper unum de se electum et in excelsiori gradu conlocatum episcopum nominabant, quomodo
si exercitus imperatorem faciat aut diaconi eligant de se, quem industrium noverint, et archidiaconum vocent“
(HIERONYMUS, Ep. 146 [CSEL 56/I,3, 308–312; 310]). – Dazu: HENNINGS, R. Hieronymus zum Bischofsamt
und seine Autorität in dieser Frage bei Luther, Melanchthon und Zwingli, in: GRANE, L; SCHINDLER, A.;
WRIEDT, M. Auctoritas Patrum II. Neue Beiträge zur Rezeption der Kirchenväter im 15 und 16 Jahrhundert,
herausgegeben. Mainz, 1998, p. 85-104.
31
„De presbyteris. […] Praesunt enim Ecclesiae Christi, et in confectione divini corporis et sanguinis consortes
cum episcopis sunt, similiter et in doctrina populorum, et in officio praedicandi. Ac sola propter auctoritatem
summo sacerdoti clericorum ordinatio et consecratio servata est, ne a multis Ecclesiae disciplina vendicata
concordiam solveret, scandala generaret“ (ISIDORUS, De ecclesiasticis officiis II, 7 [PL vol. 83, c. 787]).
30
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Zweiten Vatikanischen Konzil und die triadische Einheit des Ordo und
die Frage nach einem Diakonat der Frau
umgekehrt Presbyter Bischöfe32. Etwa zur selben Zeit, in der Ratramnus
seine Traktate verfasst, erinnert Amalarius von Metz († 850) mit Berufung
auf die biblische Ununterscheidbarkeit des Rangs der Bischöfe von dem
der Presbyter an die Mahnung des Hieronymus, die Presbyter sollten sich
den Bischöfen der Gewohnheit entsprechend unterordnen, die Bischöfe
sollten aber auch wissen, dass sie eher auf Grund der Gewohnheit als auf
Grund einer Anordnung Christi den Presbytern übergeordnet seien33.
Auch Ivo von Chartres († 1116) sieht den Unterschied zwischen Bischof
und Presbyter lediglich in Funktionen, die nur um der Disziplin willen
dem Priester vorenthalten sind34.
Besonders förderlich für den bestimmenden Einfluss der
Hieronymus-These auf die Ekklesiologie des Mittelalters war die Aufnahme
der entscheidenden Zitate seines Titus-Kommentars und seines Briefes an
Evangelus in das Decretum Gratiani35 in jene Concordia discordantium canonum also, die zwischen 1125 und 1140 von dem Bologneser Mönch Gratian
„Et revera inter sacerdotes et episcopos differentia non parva consistit. Sacerdotes namque, sicut reliqui
gradus ecclesiastici, per episcoporum ministerium consecrantur; at episcopi non a sacerdotibus benedicuntur.
Ipsi quoque sanctum chrisma sanctificant, et oleum consecrant: omnisque gradus ecclesiasticus illorum
dispositione peragitur. Quod considerantes ecclesiastici viri, statuerunt ut frontes baptizatorum non a
presbyteris, sed ab episcopis chrismate sancto linirentur“ (RATRAMNUS, Contra Graecorum opposita IV, 7 [PL
vol. 121, c. 333]).
33
„Hieronimus exponit quid plus habeat episcopus quam presbyter, dicens in epistola ad Evangelum
saepe repetitum: ‚Quid enim facit, excepta ordinatione, episcopus quod presbyter non facit?‘ et exponit
cuius constitutione sit episcopus constitutus, in tractatu super Titum dicens: ‚Sicut ergo presbyteri sciunt
se ex ecclesiae consuetudine ei qui sibi praepositus fuerit esse subiectos, ita episcopi noverint se magis
consuetudine, quam dispositionis dominicae veritate presbyteris esse maiores, et in commune debere
ecclesiam regere, […]‘“ (AMALARIUS, Liber officialis II,13,15 [ed. J. M. Hanssens. Rom, 1948, p. 232]).
34
Vgl. IVO VON CHARTRES, Panormia III, 5 (PL vol. 161, c. 1130).
35
Vgl. Decretum Gratiani I, 95,5 (PL vol. 187, c. 448–452).
32
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361
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MENKE, K.-H.
grundgelegt, zur Basis der Kanonistik wurde36. In den einschlägigen kanonistischen Kommentaren wird die These des Hieronymus fortgeschrieben.
Sicard von Cremona († 1215) zum Beispiel unterscheidet zwischen der
Gleichrangigkeit von Bischof und Presbyter in der Sakramentenspendung
(officium) bei gleichzeitiger Unterschiedenheit ihrer Leitungsaufgabe (administration)37. Huguccio († 1210) nimmt zwar an, dass die Überordnung
des Bischofs über die Presbyter keine erst nachträglich eingeführte ist, betrachtet sie aber deshalb nicht als göttlichen Rechts38.
Unter den Kanonisten wagt niemand, den Hieronymus-Zitaten
des Decretum Gratiani zu widersprechen. In den Sentenzen, Summen und
Quästionensammlungen der Theologen wird die Hieronymus-These nur
beiläufig oder gar nicht behandelt. Eine Ausnahme bildet die wirkungsgeschichtlich kaum überschätzbare Summa de sacramentis christianae fidei
des Hugo von St. Viktor († 1141). Er sieht Episkopat und Presbyterat
auf der sakramentalen Ebene als Einheit unbeschadet unterschiedlicher
Befugnisse und Funktionen (unus gradus […] in sacramento, non tamen una
potestas in ministerio), wohingegen der Diakonat nicht nur funktional,
„Für das Mittelalter und insbesondere die Frühscholastik war nicht ausschlaggebend, welche Lehre die
authentische der Väter wäre, sondern vielmehr, welche Texte vom Fluß der Überlieferung an ihren Strand
getrieben und dort aufgenommen als Grundstock der theologischen Arbeit Verwendung fanden. Unsere
Untersuchung hat […] ergeben, daß dies fast ausschließlich die beiden Hieronymussentenzen waren, in
denen man das Priestertum gleichrangig neben den Episkopat gestellt sah. Dazu kam, dass diese Sentenzen
in die Paulinenliteratur und in das Dekret Gratians Eingang fanden und gerade hier zum Nährboden des
frühscholastischen Denkens werden mussten. Wenn man nun bedenkt, daß die damalige Spekulation unser
Problem für ein vornehmlich kanonistisches ansah und darum seine Behandlung den Dekretisten zuschieben
wollte, so versteht man, daß bei dem Konservativismus der Kanonistik die von Hieronymus überkommene
Lösung im Verlauf der frühscholastischen Periode sich behauptete […]“ (LANDGRAF, A. M. Dogmengeschichte
der Frühscholastik. Dritter Teil: Die Lehre von den Sakramenten: Band II. Regensburg, 1955, 301 f.).
37
„Et attende, quod episcopi dicuntur tenere locum apostolorum et presbiteri LXXII discipulorum, quia sicut
apostoli preerant discipulis in amministratione, sic episcopi sacerdotibus in amministratione et officiorum
executione. Olim namque in amministratione dispares, in officio pares et quodcunque sacramentum dabat
Petrus, quilibit sacerdos conferre poterat. Set hodie dispares in utroque, cum solis episcopis liceat confirmare
et similia“ (SIKARD VON CREMONA, Cod. Bamberg, can.38, fol. 68; hier zitiert nach LANDGRAF [Anmerkung
37], p. 287).
38
Vgl. LANDGRAF (Anmerkung 37), 288.
36
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Zweiten Vatikanischen Konzil und die triadische Einheit des Ordo und
die Frage nach einem Diakonat der Frau
sondern auchsakramental betrachtet etwas Eigenes ist39. Trotz der sakramentalen Geeintheit von Episkopat und Presbyterat bezeichnet Hugo
nur die Bischöfe als Nachfolger der Apostel, die Presbyter hingegen als
Nachfolger und Stellvertreter der 72 Schüler, aus denen der Herr die
Zwölf ausgewählt hat40.
Die Sentenzensammlung des Petrus Lombardus († 1160) —
Pflichtlektüre für jeden Theologiestudenten des Mittelalters — verzichtet
zwar auf die Wiederholung der besagten Hieronymus-Zitate, setzt aber
voraus, „dass bei den Alten dieselben episcopi und presbyteri genannt wurden, dass aber die presbyteri als sacerdotes den Gipfel des Pontifikates nicht
besitzen wie die episcopi, da sie die Stirne nicht mit Chrisam zeichnen,
noch den Paraclitus geben, was nach Erweis der Apostelgeschichte einzig
den episcopi zustehe“41. Doch der so bezeichnete Unterschied begründet
keinen eigenen Ordo, sondern nur eine höhere Würde des Bischofs gegenüber dem Priester, wohingegen der Diakonat für einen eigenen Ordo
steht42. Petrus Lombardus unterscheidet zwischen den officia, die durch
das Sakrament der Bischofsbeziehungsweise Priesterweihe übertragen
„De ordinibus hoc primum attendendum est, quod alii sunt secundum gradum differentem, sicut est diaconus
et sacerdos; alii in eodem gradu secundum potestatem excellentem, sicut diaconus et archidiaconus. Unus
gradus est in sacramento; non tamen una potestas in ministerio. Diaconus enim sacerdoti ministrat in
sacramento corporis et sanguinis Christi. Archidiaconus autem hoc plus habet, quod praeter ministerium
altaris sub episcopo et vice episcopi curam habet Ecclesiarum; et causas ecclesiasticas examinat et
ministeria dispensat. Similiter sacerdos et pontifex sive summus sacerdos unus gradus est in sacramento,
diversa tamen potestas in ministerio; quia cum utrisque corporis et sanguinis Christi consecrandi, baptizandi,
catechizandi, praedicandi, ligandi, solvendi, una quodammodo sit dignitas, pontificibus tamen ecclesias
dedicandi, ordines faciendi, manus imponendi, sacri chrismatis consecrandi, communem super populum
benedictionem faciendi, singularis data est potestas. Sic HUGO VON ST. VICTOR, De sacramentis II, 2,5 [PL
vol. 176, c. 419; Corpus Victorinum, herausgegeben von BERNDT, R. Band I. Münster, 2008, 339 f.].
40
Vgl. HUGO VON ST. VICTOR, De sacramentis II, 3,12 (PL vol. 176, c. 428; Corpus Victorinum Band I,
herausgegeben von BERNDT, R. Münster, 2008, 355 f.).
41
LANDGRAF (Anmerkung 37), p. 291. „Ideo autem et presbyteri sacerdotes vocantur, quia sacrum dant. Qui,
licet sint sacerdotes, tamen pontificatus apicem non habent, sicut episcopi, quia nec chrismate frontem
signant, nec Paraclitum dant: quod solis deberi episcopis, lectio Actuum Apostolorum demonstrat. Unde et
apud veteres iidem episcopi et presbyteri fuerunt, quia illud nomen est dignitatis, non aetatis“ (PETRUS
LOMBARDUS, Sent. IV, d. 24, c. 11).
42
„Cumque omnes spirituales sint et sacri, excellenter tamen canones duos tantum sacros ordines appellari
censent, diaconatus scilicet et presbyteratus, quia hos solos primitiva Ecclesia legitur habuisse, et de his solis
praeceptum Apostoli habemus“ (PETRUS LOMBARDUS, Sent. IV, d. 24, c. 12).
39
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363
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MENKE, K.-H.
werden (z. B. Konsekrationsvollmacht), und den officia, die durch einen
Rechtsakt verliehen werden (z. B. Leitungsvollmacht). So wird er zum
Wegbereiter der später klassisch gewordenen Unterscheidung zwischen
potestas ordinis und potestas iurisdictionis.
Bonaventura († 1274) betont in seinem Kommentar zu den
Sentenzen des Petrus Lombardus, dass der Bischof in Bezug auf die Feier
der Eucharistie dem Presbyter nichts voraushat und dass deshalb seine
Abgehobenheit gegenüber dem sogenannten einfachen Priester lediglich
die einer höheren Würde und Rechtsstellung sei. Ausdrücklich vergleicht
er den Unterschied zwischen Bischof und Priester mit dem Unterschied
zwischen Erzbischof und Suffraganbischof, zwischen dem Papst und einem Patriarchen43. Auch Thomas von Aquin († 1274) urteilt zumindest
in seinem Frühwerk ähnlich. Er unterscheidet zwischen der Gewalt über
den eucharistischen und der Gewalt über den mystischen Leib Christi44.
Was die letztere betrifft, so unterscheidet sich der Bischof erheblich vom
Priester; was die erstere betrifft, in keiner Weise; denn die Bischofsweihe
„Conclusio. Episcopatus proprie non est ordo, sed ordinis eminentia vel dignitas. […] Dicendum, quod, sicut
tactum est, cum ordinis potestas principaliter sit ordinata ad dispensationem Sacramentorum et maxime
illius Sacramenti nobilissimi, scilicet corporis Domini, quod ibi est status graduum et ordinum ascendentium,
et ita ultra sacerdotium non est gradus ordinis. Sed tamen intra hunc gradum et ordinem contingit esse
distinctionem dignitatum et officiorum, quae tamen novum gradum vel ordinem non constituunt, ut
archipresbyter, episcopus, archiepiscopus, patriarcha, Pontifex Summus, quae ultra sacerdotium non addunt
ordinem nec gradum novum, sed solum dignitatem et officium. Et ita episcopatus, prout concernit ordinem
sacerdotii, bene potest dici ordo; sed prout distinguitur contra sacerdotium, dicit dignitatem quandam vel
officium ipsi annexum, et non est proprie nomen ordinis, nec novus character imprimatur, nec novapotestas
datur, sed potestas data ampliatur“ (BONAVENTURA, In IV Sent. d. 24, p. 2, a. 2, q. 3).
44
„Ad secundum quaestionem dicendum, quod ordo potest accipi dupliciter. Uno modo secundum quod
est sacramentum; et sic, ut prius dictum est, ordinatur omnis ordo ad eucharistiae sacramentum; unde,
cum Episcopus non habeat potestatem superiorem sacerdote quantum ad hoc, non erit episcopatus ordo.
Alio modo potest considerari ordo secundum quod est officium quoddam respectu quarumdam actionum
sacrarum; et sic, cum Episcopatus habeat potestatem in actionibus hierarchicis respectu corporis mystici
supra sacerdotem, episcopatus erit ordo; […] ordo secundum quod est sacramentum imprimens characterem,
ordinatur specialiter ad sacramentum eucharistiae, in quo ipse Christus continetur, quia per characterem ipsi
Christo configuramur; et ideo licet detur aliqua potestas spiritualis Episcopo in sui promotione respectu
aliquorum sacramentorum, non tamen illa potestas habet rationem characteris; et propter hoc episcopatus non
est ordo, secundum quod ordo est quoddam sacramentum. Ad tertium dicendum, quod potestas episcopalis
non est tantum iurisdictionis, sed etiam ordinis, ut ex dictis patet, secundum quod ordo communiter accipitur“
(THOMAS VON AQUIN, In IV Sent. d. 24, q. 3, a 2).
43
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Zweiten Vatikanischen Konzil und die triadische Einheit des Ordo und
die Frage nach einem Diakonat der Frau
verleiht keinen eigenen sakramentalen Charakter. Allerdings schreibt
Thomas schon in seinem Sentenzenkommentar, dass die Bischofsweihe
doch mehr als ein rituell eingekleideter Rechtsakt sei45. Deshalb relativiert er die entsprechenden Ausführungen des Hieronymus über die sakramentale Identität des Priesters mit dem Bischof — in seinen theologischen Opuscula ebenso wie in seinen Paulusbrief-Kommentaren.
Joseph Lécuyer hat gezeigt, dass man diachron betrachtet von einer
zunehmend sakramentalen Bestimmung nicht nur der Einheit, sondern auch der Gestuftheit des Ordo im Werk des Aquinaten sprechen
kann46. In der unvollendeten Summa theologica konfrontiert Thomas
die Position des Hieronymus (sakramentale Identifizierung der Priester
mit den Bischöfen) mit der ganz anderen Position (sakramentale
Unterschiedenheit von Bischof, Presbyter und Diakon) des PseudoDionysius Areopagita47. Dabei orientiert er sich an der neuplatonischen
Lehre, dass ein und dieselbe Wirklichkeit auf vollkommene oder weniger
vollkommene Weise empfangen und verliehen werden kann48. Es gibt nur
ein Sakrament des Ordo; aber eine unterschiedlich vollkommene Weise
der Spendung und des Empfangs49.
Für die Folgezeit kann man bilanzieren, dass die Franziskaner
eher zu einer fortschreitenden Trennung zwischen potestas ordinis und
potestas iurisdictionis neigen, wohingegen die Dominikaner die Tendenz
fortschreiben, die sichim Spätwerk des Aquinaten abzeichnet. In den
Sentenzenkommentaren der Dominikaner Durandus de San Porciano
(† 1334) und Petrus de Palude († 1342), aber auch des Augustiners
Thomas von Straßburg († 1357) erscheint die Bischofsweihe als
„Ad secundum dicendum, quod in promotione episcopi datur sibi potestas quae perpetuo manet in eo;
quamvis dici non possit character, quia per eam non ordinatur homo directe ad Deum, sed ad Corpus Christi
mysticum; et tamen indelebiliter manet sicut character, quia per consecrationem datur“ (THOMAS VON AQUIN,
In IV Sent. d. 25, q. 1, a. 2).
46
Vgl. LÉCUYER, J. Les étapes de l‘enseignement thomiste sur l‘épiscopat, in: RThom n. 57, 1957, p. 29-52. –
Dazu auch: SEITERICH, E. Ist der Episkopat ein Sakrament?, in: Schol. n. 18, 1943, p. 200-219.
47
Vgl. THOMAS VON AQUIN, S.th. II-II, q. 184, a. 6.
48
„Sed contra est quod Dionysius dicit, in Eccl. Hier. [cap. 5]: ‚Pontificum quidem ordo consummativus est et
perfectivus; sacerdotum autem illuminativus et lucidativus; ministrantium vero purgativus et discretivus.‘ Ex
quo patet quod perfectio solis episcopis attribuitur“ (THOMAS VON AQUIN, S.th. II-II, q. 184, a. 6,3).
49
Vgl. LÉCUYER (Anmerkung 47), p. 45–50.
45
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MENKE, K.-H.
sakramentale Vervollkommnung der Priesterweihe50. Von einem eigenen Sakrament der Bischofsweihe aber sprechen erst die Theologen der
Schule von Salamanca. Francisco de Vitoria OP († 1546) wendet sich
aus exegetischen und theologischen Gründen gegen die These, dass die
Unterscheidung des Bischofs vom Priester nicht in der Bischofsweihe
wurzele, sondern in einem Delegationsakt des Papstes51. Er beruft sich
auf Apg 14,22, aber mit Thomas von Aquin auch auf die spekulativen
Argumente des Areopagiten52. Der im spanischen Alcalá geborene
Pedro De Soto († 1563) geht noch einen Schritt weiter. Er bezeichnet
ausdrücklich alle Stufen (ordines) der Trias von Bischof, Priester und
Diakon als „verissima sacramenta“ — dies allerdings ohne Klärung
der Frage, wie diese These mit der Einheit des Ordo-Sakramentes zu
Vgl. MÜLLER, H. Zum Verhältnis zwischen Episkopat und Presbyterat im Zweiten Vatikanischen Konzil. Eine
rechtstheologische Untersuchung. Wien, 1971, p. 50-52. WALTER, P. Das Verhältnis von Episkopat und
Presbyterat von der Alten Kirche bis zum Reformationsjahrhundert, in: Das kirchliche Amt in apostolischer
Nachfolge, Band II: Ursprünge und Wandlungen. Herausgegeben von SATTLER, D; WENZ, G., Freiburg i. Br./
Göttingen, 2006, p. 39-96, p. 66–72.
51
„Tertia propositio: Tota potestas ordinis in ecclesia derivata est et pendet immediate ab episcopis.Volo dicere,
quod sicut apostoli et illi soli habuerunt iure divino ordinare et consecrarepresbyteros et alios inferiores
ministros, ita omnes et soli episcopi hoc habent etiam iure divino“ (FRANCISCO DE VITORIA, Vorlesungen
I [Relectiones]. Völkerrecht – Politik – Kirche. Herausgegeben von HORST, U; JUSTENHOVEN, J.; STÜBEN, J.
Stuttgart, 1995, p. 278–351; p. 332).
52
„Nec de hoc inter catholicos est dubitatio episcopos hanc habere potestatem. Et quod soli episcopi habeant,
videtur, quia nunquam legimus ordinationes factas nisi ab apostolis vel ab episcopis aliis. Unde etiam Act
14,22 de Paulo et Barnaba legitur, quod constitutis Lystrae et Iconio et Antiochiae per singulas ecclesias
prebyteris decesserunt. Et Dionysius apostolorum discipulus et synchronus libro De ecclesiastica hierarchia,
ubi formam ecclesiasticam ab apostolis traditam diserte et copiose tractat, solis pontificibus ordinationem
ministrorum tribuit. Immo nec oleum sanctum, quo sacrantur presbyteri, ab alio quam a pontifice docet confici
posse“ (FRANCISCO DE VITORIA, [Anmerkung 52], p. 334).
50
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Zweiten Vatikanischen Konzil und die triadische Einheit des Ordo und
die Frage nach einem Diakonat der Frau
vereinbaren sei53. Während Pedro De Soto seine sakramententheologi
schen Reflexionen an der Praxis orientiert, ist Domingo De Soto (†
1560) ein außergewöhnlicher Kenner der Tradition, vertraut mit
den Schriften des Thomas von Aquin und auf die widerspruchsfreie
Begründung seiner Thesen bedacht. Da es, so argumentiert er, nur ein
Sakrament des sacerdotium gibt, empfangen die Bischöfe und Priester
(nicht die Diakone!) dasselbe Sakrament; aber Erstere in vollkommener,
Letztere in partizipativer Weise. Obwohl es kein achtes Sakrament gibt,
ist die Bischofsweihe aus der Sicht Domingo de Sotos kein bloß jurisdiktioneller Akt — dies schon deshalb nicht, weil ein Bischof, der seines
Amtes enthoben wird, dennoch Bischof bleibt54.
Den an Thomas orientierten Dominikanern und Salmantizensern
stehen Theologen der Franziskanerschule und die meisten Kanonisten
entgegen. Der Scotus-Schüler Petrus Aureoli OFM († 1322) zum Beispiel
lehrt in seinem Sentenzenkommentar, dass alle Unterschiede zwischen
Bischof und Priester ausschließlich durch die Rechtsordnung der Kirche
bedingt seien, dass also der Papst als Inhaber der vollen Rechtsgewalt einen Priester ohne vorherige Bischofsweihe nicht nur zum Firmspender,
„Ex his igitur et vera ratio huius sacramenti, et dubia quae inter posteriores nostros scholasticos disputantur,
sunt cognoscenda. Primo itaque illud certo constat, esse sacramentum ordinis in ecclesia, illud consummari
et perfici in traditione potestatis illius ecclesiasticae. Cum vero disputatur, quomodo sit unum sacramentum
ordinis, vel quae non plura, cum sint plures ordines magis de nomine quaestio est, quam de re aliqua.
Unicum sacramentum ordinis dicimus, quanquam tradantur plures per illud ordines, et quidem […]
diversarum specierum et rationum; tamen omnes ad unum (quod praecipuum et maximum est) sacerdotium
scilicet, sive presbyterium, sive episcopatum referuntur de quo postea. Nunc satis est, quod attributione
quadam omnia unum sacramentum dicuntur, quae ad unum illud praecipuum ordinantur. Haec est beati
Thomae in hac materia sententia. Quando non desint qui ex eius verbis putent, id quod sit in aliis omnibus
ordinibus, sacramentale quoddam esse; sicut quae fiunt in exorcismis ante baptismum, praeparationes sunt
ad baptismum; ita omnia alia quae fiunt in omnibus ordinibus, praeparationes sunt ad sacerdotium. Et
putant isti hoc probabiliter affirmari posse; atque ita unum tantum verissime esse sacramentum ordinis. Sed
revera minus tuta est sententia, minus consentanea sensui ecclesiae; et ut specialius dicamus, certum est
episcopatus, presbyterii, et diaconii ordines verissima esse sacramenta; quorum duo priora ex institutione
Christi habentur, ut probatum est; et traduntur per ea distinctae potestates. Nam episcopi potestas superior
est […] et ad multa in sacramentis Christi omnino necessaria. Igitur verissime per sacramentum illa traditur;
sicut potestas confirmandi et ordinandi. Itaque episcopatus (de quo multi aut dubitant, aut diversitate
nominis quaestionem constituunt) censendus est verus ordo […]“ (PEDRO DE SOTO, Tractatus de institutione
sacerdotum: Prima pars - De sacramento ordinis. Dillingen, 1558, p. 346).
54
Vgl. DOMINGO DE SOTO, De Iustitia et Iure, l. 10, q. 1, a. 2.
53
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sondern auch zur Spendung aller Ordinationen ermächtigen könne55.
Der 1321 zum Erzbischof von Aix ernannte Franziskaner konnte sich
für diese Position auch auf einen Kanonisten des Dominikanerordens,
den 1276 zum Papst gewählten Petrus von Tarentaise (Papst Innozenz
V.), berufen, weil dessen Rechtsdogmatik von der Überzeugung geprägt
war, dass das Sakrament der Weihe allein die Konsekrationsgewalt über
das corpus Christi verum überträgt und dass Papst, Bischof und Priester
im Unterschied zum Diakon diese im Sakrament empfangene Gewalt
gemeinsam haben, dass daher alle Unterschiede der Hierarchie durch
die vom Papst ausgehende Ordnungsgewalt über das corpus Christi mysticum (die Kirche) bedingt sind. Der Papst kann, so folgert Petrus von
Tarentaise, ohne zusätzliche Weihe einem Priester die Priesterweihe, einem Diakon die Diakonenweihe, einem Subdiakon die Subdiakonenweihe
auftragen, niemals aber ohne vorherige Spendung des Ordo-Sakramentes
die Konsekrationsvollmacht56. Ähnlich argumentieren in der Folgezeit
die Kanonisten Antonius de Butrio († 1408), Nikolaus de Tudeschis (†
1435) oder Johannes von Imola († 1436)57. Bis heute enthält der sogenannte Denzinger/Hünermann einige der Dokumente, die beweisen, dass
bestimmte Päpste bestimmte Priester ohne vorherige Bischofsweihe zur
Spendung aller Ordinationen mit Ausnahme der Bischofsweihe ermächtigt haben58.
Nicht diese Fakten und auch nicht die besagten theologischen
Gegensätze und Ungereimtheiten haben eine endgültige Klärung
„Et ratio est, quia gradus episcopatus facit diversitatem non quoad ordinem, ut dictum est, sed quoad actum
ordinis licet non quoad characterem“ (PETRUS AUREOLI, In IV, Sent, d. 24, a. 2, prop. 2). – Dazu: MÜLLER
(Anmerkung 51), p. 50.
56
Vgl. PETRUS VON TARENTAISE, In IV Sent., d. 7, q. 3., a. 1. – Dazu: GILLMANN, F. Zur Lehre der Scholastik vom
Spender der Firmung und des Weihesakramentes. Paderborn, 1920, p. 70–72.
57
Belege in: MÜLLER (Anmerkung 51), p. 52.
58
So Papst BONIFAZ IX. († 1404) durch die Bulle Sacrae religionis (1º Februar 1400) auf unbestimmte Zeit
dem Augustinerabt von St. Osyth in Essex (DH 1145 f.); so Papst MARTIN V (†1431) durch die Bulle Gerentes
ad vos (16 November 1427) für einen Zeitraum von fünf Jahren dem Zisterzienserabt von Altzelle in der
Diözese Meißen (DH 1290); so Papst INNOCENZ VIII (†1492) durch die Bulle Exposcit tuae devotionis vom
9. April 1498 (DH 1435) auf unbestimmte Zeit das Privileg der Subdiakonen und Diakonenweihe an die
Zisterzienseräbte von Cîteaux, La Ferté, Pontigny, Clairvaux und Morimond. – Dazu: BEYER, J. Nature et position
du sacerdoce, in: NRTh n. 76, 1954, p. 356–373, p. 469–480. BERTRAMS, W. De quaestione circa originem
potestatis iurisdictionis episcoporum in Concilio Tridentino non resoluta, in: PRMCL n. 59, 1970, p. 458-213.
55
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Zweiten Vatikanischen Konzil und die triadische Einheit des Ordo und
die Frage nach einem Diakonat der Frau
des Verhältnisses von sakramentaler und rechtlicher Hierarchie, von
Weihe- und Jurisdiktionsgewalt erzwungen. Dazu kam es erst im
Gefolge der Reformation. Denn die Reformatoren haben mit ihrer
Lehre von der Christusunmittelbarkeit aller Gläubigen jede sakramentale Repräsentation des ‚Voraus‘ Christi gegenüber der Kirche in Frage
gestellt59. Deshalb musste das Konzil von Trient nicht nur erklären,
warum die Einzigkeit des Mittlertums Christi einer Repräsentation in
Gestalt des besonderen Priestertums bedarf; sondern auch, warum die
Heilsuniversalität Christi der hierarchisch geordneten Kirche bedarf.
Gegenüber der reformatorischen Leugnung des Unterschiedes
zwischen dem besonderen Priestertum der Ordinierten und dem
Taufpriestertum der übrigen Gläubigen war unter den Konzilsvätern
von Trient unstrittig, dass es eine sakramentale Repräsentation der
Differenz Christi zur Kirche, des Gegenübers des Hauptes zum Leib,
des ‚Voraus‘ des Erlösers gegenüber den Erlösten gibt60. Unstrittig war
auch, dass die Eucharistiefeier die sakramentale Vergegenwärtigung des
Erlösungsopfers Christi ist und dass die Kirche sich stets neu aus der sakramentalen Vergegenwärtigung der Selbstverschenkung des Erlösers
empfängt. Unklar aber war, ob das Sakrament des Ordo nur der sakramentalen Vergegenwärtigung der Erlösung beziehungsweise Rechtfertigung
oder auch der Ordnung der Kirche dient. Unklar zum Beispiel war, ob die
Stufung des Ordo (Bischof, Priester, Diakon) eine bloße Sache der rechtlichen Ordnung oder eine Sache der von Christus der Kirche eingestifteten
Apostolizität ist.
Auf dem Konzil von Trient standen sich zwei Parteien gegenüber — in der zweiten und in der dritten Sitzungsperiode so erbittert,
dass der Erfurter Dogmatiker Josef Freitag, zurzeit der wohl beste
Kenner der Materie, von einer Kriegsfront spricht, die das Konzil fast
Dazu: AARTS, J. Die Lehre Martin Luthers über das Amt in der Kirche: Eine genetisch-systematische
Untersuchung seiner Schriften von 1512 bis 1525. Helsinki, 1972; ders., Einige katholische Bemerkungen zu
Luthers Theologie vom kirchlichen Amt, in: KuD n. 20, 1974, p. 158-165.
60
Vgl. PETER, B. Der Streit um das kirchliche Amt: Die theologischen Positionen der Gegner Martin Luthers.
Mainz, 1997, besonders 91-190.
59
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MENKE, K.-H.
gespalten hätte61. Auf der einen Seite stand die kuriale beziehungsweise papale Partei, repräsentiert vor allem von den italienischen
Konzilsvätern. Ihre Grundthese: Alle Jurisdiktionsgewalt in der Kirche
liegt auf Grund göttlicher Anordnung (iure divino) beim Papst. Denn
die Kirche ist, wenn auch in Ortskirchen gegliedert, eine einzige; also
bedarf es einer höchsten, inappellablen Gewalt, die alles andere ordnet. Die Bischöfe haben so gesehen nicht mehr Weihegewalt empfangen als der einfache Priester; also betrachtet die papale Partei — mit
Berufung auf Hieronymus und eine lange kanonistische Tradition —
die Bischofsweihe nicht als Sakrament, sondern lediglich als liturgisch
zelebrierte Übertragung der vom Papst verliehenen Jurisdiktionsgewalt
in einer bestimmten Diözese.
Auf der anderen Seite standen vor allem spanische und französische Konzilsväter. Sie betonten, dass der Bischof seine Leitungsgewalt
nicht vom Papst empfängt, sondern durch die Bischofsweihe. So gesehen setzt die Leitungsgewalt des Bischofs der Leitungsgewalt des
Papstes Grenzen. Sie ist ja nicht vom Papst, sondern im Sakrament der
Bischofsweihe unmittelbar durch Christus übertragen. Dieses war exakt
der Punkt, der enormes Konfliktpotenzial enthielt: Beschränkung der
universalen Jurisdiktion des Papstes durch Ableitung der bischöflichen
Jurisdiktionsgewalt aus der Bischofsweihe. Die Formulierungen der
canones 6 und 762 auf die sich die bis zuletzt streitenden Parteien am 15
Juli 1563 geeinigt haben, sind mehr Ausdruck eines Kompromisses als
Vgl. FREITAG, J. Sacramentum ordinis auf dem Konzil von Trient: Ausgeblendeter Dissens und erreichter
Konsens. Innsbruck, 1991, p. 204-350.
62
„Kan. 6. Wer sagt, in der katholischen Kirche gebe es keine durch göttliche Anordnung [divina institutione
institutam] eingesetzte Hierarchie, die aus Bischöfen, Priestern und Diakonen besteht: der sei mit dem
Anathema belegt. – Kan. 7. Wer sagt, die Bischöfe stünden nicht höher als die Priester: oder sie besäßen keine
Vollmacht, zu firmen und zu weihen oder die, die sie besitzen, sei ihnen mit den Priestern gemeinsam; oder
von ihnen gespendete Weihen seien ohne Zustimmung oder Berufung des Volkes oder der weltlichen Macht
ungültig; oder diejenigen, die weder von der kirchlichen und kanonischen Macht rechtmäßig geweiht oder
beauftragt wurden, sondern anderswoher kommen, seien rechtmäßige Diener des Wortes und der Sakramente:
der sei mit dem Anathema belegt“ (DH 1776 f.).
61
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Zweiten Vatikanischen Konzil und die triadische Einheit des Ordo und
die Frage nach einem Diakonat der Frau
einer theologisch durchdachten Lösung. Die spanischen Konzilsväter63
wollten ausdrücklich erklärt wissen, dass nicht nur die Einheit, sondern
auch die Differenzierung (Trias von Bischöfen, Priestern und Diakonen)
des Ordo von Christus selbst gewollt sei. Aber sie mussten sich damit
abfinden, dass die von ihnen favorisierte Formulierung „hierarchia a
Christo Domino instituta“ durch die viel offener gehaltene Wendung
„hierarchia divina ordinatione instituta“ ersetzt wurde. Die Italiener beteuerten gegenüber den Spaniern, sie würden gar nicht in Abrede stellen, dass die Bischöfe von Christus eingesetzt würden. Aber sie dachten
dabei an eine mittelbare Einsetzung durch die von Christus autorisierte
Jurisdiktionsgewalt des Papstes64.
Die genaue Rekonstruktion der Genese des Trienter Weihedekretes
durch Josef Freitag lässt erkennen, dass der Dualismus von potestas ordinis und potestas iurisdictionis durch die Beschlüsse des Trienter Konzils
zwar nochnicht überwunden, wohl aber relativiert wird. Denn das sacerdotium wird nicht mehr „als bloße Konsekrationsgewalt aufgefasst, sondern als potestas spiritualis, die alle nötigen Vollmachten umgreift und
sich von daher ausdifferenziert in ein bischöfliches und nichtbischöfliches
Kardinal Gabriele Paleotti notiert in seinem Konzilstagebuch am 10 Juli 1563: „Orator regis Hispani simul
cum multis praelatis Hispanis adeunt legatos magnoque studio petunt, ut in 6. Canone dicatur hierarchiam
esse a Christo institutam aut esse ex Christi institutione. Aiunt enim illa verba divina ordinatione esse nimis
generalia, cum et caetera in universo orbe a divina ordinatione procedant. Alias denuntiant se canonem
illum non accepturos, praesertim cum adsit et octavus, qui ait episcopos assumptos a Romano pontifice
etc., quasi episcopi nusquam a Christo, sed tantum a Romano pontifice proficiscantur, Deo ita ordinante“
(PALEOTTI, Gabrielis. Acta concilii Tridentini annis MDLXII et MDLXIII originalia, in: CT Band III, herausgegeben
von MERKLE, S. Freiburg i. Br., 1931, 231–762, 689,7–13).
64
„[…] nec enim negant Itali episcopos esse a Christo institutos, sed aiunt hoc egere declaratione, quod videlicet
sunt a Christo non immediate, sed mediante summo pontifice. Item quod sunt a Christo quoad ordinem, non
quoad iurisdictionem“ (ebd. 691, 30-32).
63
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MENKE, K.-H.
Priestertum“65. In can. 7 wird gesagt, dass die Bischofsweihe mehr
Weihegewalt überträgt als die Priesterweihe. Also haben die spanischen Konzilsväter zumindest dies erreichen können, dass nicht nur
die Priesterweihe, sondern auch die Bischofsweihe als Sakrament bezeichnet wird66. Dies bedeutet: Die Überordnung des Bischofs über die
Presbyter trägt nicht nur rechtlichen (iure ecclesiastico), sondern auch
sakramentalen (iure divino) Charakter. Von einem Sieg der Spanier über
die Italiener aber kann man nicht sprechen. Ganz im Gegenteil: Die zentrale Streitfrage, ob die Bischofsweihe nicht nur mehr Weihegewalt als die
Priesterweihe, sondern auch die Jurisdiktionsgewalt über die jeweilige
Diözese überträgt, wurde im Sinne der papal-kurialen Partei entschieden. Bilanzierend muss man festhalten: Es bleibt auch nach dem Trienter
Konzil bei einer Parataxe von sakramentaler und rechtlicher Hierarchie.
Obwohl die Bischofsweihe den Empfänger unwiderruflich zum Bischof
erhebt, macht sie ihn nicht auch zum Leiter seiner Diözese; dies geschieht
allein durch den Papst als den Inhaber aller Jurisdiktionsgewalt.
Robert Kardinal Bellarmin († 1621), der mit Abstand bedeutendste Ekklesiologe der Gegenreformation, hält sich an die Vorgaben des
Trienter Konzils, verbindet diese aber mit der für ihn charakteristischen
FREITAG (Anmerkung 62), 256. – Die von Karl Josef Becker (BECKERM K. J. Der Unterschied von Bischof
und Priester im Weihedekret des Konzils von Trient und nach der Kirchenkonstitution des IIº Vatikanischen
Konzils: Rückschreitende oder fortschreitende Dogmenentwicklung?, in: RAHNER, K. [Hg.], Zum Problem der
Unfehlbarkeit: Antworten auf die Anfrage von Hans Küng. Freiburg i. Br., 1971, p. 289–327; besonders 312–315)
und Gerhard Fahrnberger (FAHRNBERGER, G. Bischofsamt und Priestertum in den Diskussionen des Konzils von
Trient: Eine rechtstheologische Untersuchung. Wien, 1970, p. 116–122; sowie ders., Episkopat und Presbyterat
in den Diskussionen des Konzils von Trient, in: Cath[M] n. 30 [1976] p. 119–152) vertretene Auffassung, das
Trienter Weihedekret halte bei aller Betonung der Superiorität des Bischofs über den Priester an der These der
beiden gemeinsamen Weihegewalt fest, darf durch die Untersuchung von Josef Freitag als widerlegt gelten.
66
Zwar gibt es nach dem Konzil von Trient noch einzelne Theologen wie Francisco Suárez SJ (1548–1617), JeanBaptiste Gonet OP (1616–1681) oder Charles-René Billuart (1685–1757), welche die Sakramentalität der
Bischofsweihe in Frage stellen. Aber insgesamt setzt sich Trient durch.Jedenfalls kann Pietro Gasparri (1852–
1934) im 19. Jahrhundert unwidersprochen feststellen: „Plerique scholastici putant episcopatum non esse
ordinem proprie dictum, distinctum a presbyteratu […]. Sed salva tot ac tantorum theologorum auctoritate,
haec doctrina, obscura, confusioni idearum innixa, hodie ab omnibus derelicta et derelinquenda prorsus est
ac firmiter tenendum episcopatum esse ordinem proprie dictum distinctum a presbyteratu“ (GASPARRI, P.
Tractatus canonicus de sacra ordinatione: Band I. Paris, 1893, 10 f.).
65
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Zweiten Vatikanischen Konzil und die triadische Einheit des Ordo und
die Frage nach einem Diakonat der Frau
Lehre von der Kirche als päpstlicher Monarchie67. Er betrachtet den
Papst nicht von den Bischöfen her, sondern umgekehrt die Bischöfe vom
Papst her. Unter Absehung von jeder historisch-kritischen Befragung
der kirchengeschichtlichen Fakten stellt er die These auf, Christus
habe die Apostel im Abendmahlssaal zu Priestern geweiht, wohingegen
Petrus nach der Auferstehung dieselben Apostel zu Bischöfen geweiht
habe. Also sind die Apostelnachfolger beides zugleich: sakramentale
Repräsentanten Christi und des Petrus (nachfolgers)68 gegenüber der
Kirche. Obwohl Bellarmin im Sinne des Trienter Konzils betont, dass
die Bischofsweihe sakramentales Handeln Christi ist69, unterstreicht er
doch ebenso die Vermittlung aller Apostelnachfolge (successio apostolica) durch Petrus70. Wörtlich bemerkt er:
Darin zumindest kommen alle überein, dass die Jurisdiktion der Bischöfe
wenigstens insgesamt betrachtet göttlichen Rechtes ist. Denn Christus
selbst hat die Kirche so geordnet, dass es in ihr Hirten und Lehrer usw.
gibt. […] Wenn es nicht so wäre, könnte der Papst diese Ordnung ändern
und z. B. festlegen, dass es keinen Bischof in der Kirche geben solle, was
er aber offensichtlich nicht kann. Aber die Frage bleibt, ob gültig erwählte
Bischöfe ihre Jurisdiktion von Gott erhalten, so wie der Papst, oder ob
sie die ihrige vom Papst erhalten. Es gibt dazu drei Meinungen unter den
Theologen. Die erste wird von denen vertreten, die wollen, dass Apostel
und Bischöfe ihre Jurisdiktion unmittelbar von Gott empfangen haben
bzw. empfangen. […] Andere wollen, dass die Apostel ihre Jurisdiktion
Dazu: MENKE, K.-H. Das Unfehlbarkeitsverständnis der „gegen-reformatorischen Konzilstraktate“, in: Cath(M)
n. 45, 1991, p. 102-118.
68
„Der Papst ist […] als princeps ecclesiae […] das sichtbare Gegenüber der Kirche“ (DIETRICH, T. Die Theologie
der Kirche bei Robert Bellarmin [1542–1621]: Systematische Voraussetzungen des Kontroverstheologen.
Paderborn, 1999, p. 431).
69
Ohne die Siebenzahl der Sakramente in Frage zu stellen, charakterisiert Bellarmin die Bischofsweihe wie ein
eigenes Sakrament über die Priesterweihe hinaus. Ja, er betont die Selbstständigkeit der Bischofs gegenüber
der Priesterweihe so stark, dass diese die von der Priesterweihe übertragenen Gewalten nicht inkludiert. Wer
nicht schon Priester ist, kann die Bischofsweihe nicht empfangen. Dazu: DIETRICH, T. (Anmerkung 69), p.
435–441.
70
Bellarmin „deutet die successio apostolica als successio petrinica. In dieser Sichtweise ist nicht nur das
tiefere Fundament für die Unfehlbarkeitskonzeption, sondern auch für die Superioritätsentscheidung zu sehen.
Die Einengung der iudex-Funktion der Kirche auf das Petrusamt umgreift sowohl die Lehrentscheidungen wie
die Leitungskompetenz. Der Papst ist der Garant der certitudo fidei wie der unitas Ecclesiae“ (DIETRICH, T.
[Anmerkung 69], 429).
67
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MENKE, K.-H.
nicht von Christus, sondern von Petrus, und dass die Bischöfe die ihrige nicht von Christus, sondern vom Nachfolger Petri empfangen haben
bzw. empfangen. […] Eine dritte These wird von denen vertreten, die
wollen, dass die Apostel ihre ganze Autorität unmittelbar von Christus
empfangen haben, wohingegen die Bischöfe die ihrige allein vom Papst
empfangen71.
Bellarmin glaubt, mit seiner These, Christus (potestas ordinis) und Petrus (potestas iurisdictionis) beziehungsweise Christus und
Petrusnachfolgerwürden im Sinne eines zeitlichen Nacheinanders
die Hierarchie konstituieren, eine vermittelnde Position zwischen
„Dualisten“ und „Monisten“ einzunehmen. Doch man darf bezweifeln,
dass sein Versuch gelungen ist. Thomas Dietrich kommt zu dem folgenden Ergebnis: Bellarmin versucht die Einheit beider Gewalten (potestas ordinis und potestas iurisdictionis) zu bewahren, aber er opfert die
Bindung der Jurisdiktionsgewalt an die Weihegewalt auf dem Altar einer
Ekklesiologie, die den „vicarius Christi“ zum Vermittler aller bischöflichen Gewalt erklärt72.
Bellarmin bezeichnet die Bischofsweihe als ein Sakrament, das die
Priesterweihe zwar voraussetzt, aber nicht inkludiert; damit aber drängt
sich die Frage auf, ob er trotz gegenteiliger Beteuerungen noch an der
Siebenzahl der Sakramente beziehungsweise an der Einheit des OrdoSakramentes festhält. Er spricht mit Blick auf Priester- und Bischofsweihe
von zwei Wirklichkeiten, die durch das gemeinsame Ziel der Auferbauung
„Et quidem omnes in eo conveniunt, iurisdictionem Episcoporum saltem in genere esse de iure divino. Nam
Christus ipse ita ordinavit Ecclesiam, ut in ea sint Pastores, Doctores etc. […] Et praeterea, nisi ita esset,
posset pontifex mutare hunc ordinem, et instituere, ne ullus sit in Ec clesia Episcopus, quod sine dubio non
potest facere. At quaestio est, an episcopi canonice electi accipiant a Deo suam iurisdictionem, sicut eam
accipit summus Pontifex: an vero a Pontifice. Sunt autem tres de hac re Theologorum sententiae. Prima eorum,
qui volunt tam Apostolos, quam caeteros Episcopos immediate a Deo accepisse, et accipere iurisdictionem.
[…] Altera est eorum, qui volunt, Apostolos non a Christo, sed a Petro, et Episcopos non a Christo, sed a Petri
successore accepisse, vel accipere iurisdictionem. […] Tertia est media eorum, qui volunt, Apostolos quidem
accepisse a Christo immediate omnem suam auctoritatem, tamen Episcopos non a Christo, sed a summo
Pontifice eam accipere“ (BELLARMIN, Robert. Disputationes de controversiis Christianae fidei vol. I, contr. 3,
cap. 22).
72
Vgl. DIETRICH (Anmerkung 69), p. 446.
71
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Zweiten Vatikanischen Konzil und die triadische Einheit des Ordo und
die Frage nach einem Diakonat der Frau
der Kirche so aufeinander hingeordnet sind, dass sie untrennbar
bleiben73. Ob der im Vorfeld des Vatikanums I mit der Revision des
Konzilsschemas „De ecclesia Christi“ befasste Jesuitentheologe Joseph
Kleutgen (1811–1883) hier anknüpft, kann nur vermutet werden74.
Jedenfalls stellt er innd Kommentaren Folgendes heraus75. Weil man das
Vgl. ebd. 452 f.
Der entsprechende Text des Konzilsschemas lautet: „Sed neque omnes, qui in opus ministerii assumuntur,
pari inter se potestate praediti sunt. Siquidem apostolica traditione patrumque consensu firmatum est, solis
sacerdotibus prae ceteris ministris potestatem esse, corporis et sanguinis Domini sacramentum conficiendi
atque fideles peccatorum vinculis solvendi; inter ipsos rursum sacerdotes episcopos, quos Spiritus Sanctus
posuit regere ecclesiam Dei, presbyteris tam ordine quam iurisdictione ex divina institutione superiores esse.
Neque enim presbyteris, sed episcopis tantum competit, sacerdotes aliosque ministros ordinare, atque
ecclesias sibi commissas propria et ordinaria potestate regere. Itaque et singuli in sua quisque ecclesia
et congregati in synodis de doctrina et disciplina decernunt, leges ferunt, iudicium exercent. Neque fas est
presbyteris sive aliis clericis suo in gradu et munere quidquam sine antistitis auctoritate agere: ut ecclesia
super episcopos constituatur, et omnis actus ecclesiae per eosdem praepositos gubernetur. Verum etiam
supremi muneris docendi et gubernandi universam ecclesiam episcopi expertes non sunt. Illud enim ligandi
et solvendi pontificium, quod Petro soli datum est, collegio quoque apostolorum, quo tamen capiti coniuncto,
tributum esse constat […]“ (Schema constitutionis dogmaticae secundae de ecclesia Christi secundum
reverendissimorum patrum animadversiones reformatum, in: Mansi n. 53, 308–317; 310).
75
Joseph Kleutgen kommentiert den revidierten Text des Konzilsschemas (siehe Anmerkung 75), wie folgt: „De
hierarchia iam egit concilium Tridentinum in sessione modo laudata; decretum autem hoc, quod Vaticano
concilio proponitur, a Tridentino eo differt, quod non ordinis potestatem tantum, sed etiam et amplius
iurisdictionis pertractat. Patres enim Tridentini de hierarchia locuti sunt, doctrinam de sacramento ordinis
tradentes; hic autem de ea sermo instituitur, ut ecclesiae constitutio qualis sit, demonstretur. Porro caput tres
partes complectitur: in prima docetur, presbyteros reliquis ministris, episcopos presbyteris superiores esse;
in altera agitur de parte, quam episcopi in docenda et gubernanda ecclesia universa habent; in tertia de
eorum subiectione Romano pontifici. Itaque cum in Tridentino decreto episcopi dicantur presbyteris superiores
simpliciter, in hoc decreto additur: tam ordine quam iurisdictione, et plura de potestate episcoporum, proprias
dioeceses gubernandi adiiciuntur. – Neque vero eo, quod episcopi e divina institutione presbyteris iurisdictione
superiores esse dicuntur, controversia, a qua diiudicanda patres Tridentini post longam deliberationem
abstinuerunt, dirimitur, controversia scilicet, utrum episcopi iurisdictionem ab ipso Deo in consecratione, an a
Romano pontifice accipiant. Etiamsi enim posterius, quod longe communior sententia tenet, ponatur; tamen
verum est, episcopos ex institutione divina presbyteris etiam iurisdictione praecedere. Nam ipse episcopatus
procul dubio divinitus institutus est; institutus autem est, non solum, ut episcopi sanctificent, sed etiam
ut regnant ecclesiam Dei. Etsi igitur iurisdictionem per Romani pontificis electionem vel confirmationem
accipiant; haec tamen est muneri eorum propria et ordinaria. Et quamvis summus pontifex efficere possit,
ut hic prae illo sit alicuius ecclesiae antistites; non tamen potest efficere, ne sint in ecclesia antistites, qui
assignatas sibi dioeceses propria illa et ordinaria potestate regant. […] dubitari non potest, quin episcopi in
docenda et gubernanda universa ecclesia partem aliquam habent“ (Iosephi Kleutgen relatio de schemate
reformato, in: Mansi n. 53, 317–332; 320 f).
73
74
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eine Sakrament des Ordo auf verschiedene Weise empfangen kann, gibt
es trotz der Einzahl des Ordo-Sakramentes Bischöfe und Priester. Vom
Diakon spricht Kleutgen bezeichnenderweise nicht; die Diakonenweihe
hält er offenbar nicht für ein Sakrament; vermutlich, weil der Diakon das
mit der Konsekrationsgewalt identifizierte sacerdotium entbehrt. Was
Bischof und Presbyter betrifft, ist für ihn klar: Die Bischofsweihe überträgt die entsprechende Jurisdiktion beziehungsweise Leitungsgewalt
(propria et ordinaria potestas), die jeder Bischof in Communio mit dem im
Papst sichtbar geeinten Bischofskollegium ausübt. Der Priester empfängt
dasselbe Sakrament des Ordo, um in Unterordnung unter seinen Bischof
zu lehren, zu heiligen und zu leiten.
Wenn man von der Ausklammerung des Diakonates aus dem sakramentalen Ordo absieht, hat Kleutgen in seinem Beitrag vorausgenommen, was erst das Zweite Vatikanische Konzil endgültig geklärt
hat. Im Nachhinein muss man bedauern, dass der Deutsch-Französische
Krieg eine Diskussion der Konzilsväter über Kleutgens Darlegungen und
also auch die Verabschiedung eines entsprechenden ekklesiologischen
Dokumentes verhindert hat. Die These, dass den Bischöfen auf Grund
ihrer Weihe eine nicht vom Papst delegierte Jurisdiktion zukommt, hätte
nicht nur jeden Dualismus von potestas ordinis und potestas iurisdictionis
beseitigt, sondern auch jene Interpretationen des Unfehlbarkeitsdogmas
von 1870 verhindert, welche die Kirche im Sinne Bellarmins als päpstliche
Monarchie beschreiben. Kleutgen war schon um die Jahrhundertwende
weithin vergessen. Im Gefolge des unseligen Antimodernismus entstand 1917 ein kirchliches Gesetzbuch, welches nur die Priesterweihe als
Sakrament betrachtet und also den Dualismus zwischen potestas ordinis
und potestas iurisdictionis fortschreibt.
Hubert Müller merkt an: „Der c. 94976, der alle höheren und niederen Weihen vom Presbyterat bis zum Ostiariat der Reihe nach aufzählt, erwähnt nicht den Episkopat, betrachtet ihn also nicht einmal als
76
„Can. 949. In canonibus qui sequuntur, nomine ordinum maiorum vel sacrorum intelliguntur presbyteratus,
diaconatus, subdiaconatus; minorum vero acolythatus, exorcistatus, lectoratus, ostiariatus“ (CIC 1917).
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Zweiten Vatikanischen Konzil und die triadische Einheit des Ordo und
die Frage nach einem Diakonat der Frau
Weihestufe. Er wird erst im folgenden c. 95077 zusammen mit der Tonsur
(!) aufgeführt“78. Der CIC von 1917 war unvereinbar mit der vor allem
durch Pius XII forcierten Corpus-Christi-mysticum-Ekklesiologie. Denn
eine Kirche, die alsrechtlich geordnete Institution Leib Christi sein will, darf
ihre juridischenicht von ihrer sakramentalen Ordnung trennen. Es war
kein Zufall, dass derselbe Papst, der 1943 die Enzyklika „Mystici Corporis“
verfasst hat, den Problemüberhang des tridentinischen Ordo-Dekretes
beseitigen wollte. Er war sich nämlich des Zusammenhangs bewusst, der
zwischen zwei Problemen besteht: dem der Verhältnisbestimmung von
potestas ordinis und potestas iurisdictionis und dem der Einheit des OrdoSakramentes trotz unterschiedlicher Weihen beziehungsweise Stufen. In
dem am 30. November 1947 promulgierten Dokument Sacramentum ordinis (DH 3857–3861) erklärt der Papst, dass die Kirche keine Vollmacht
hat, die ein für alle Mal festgeschriebene Siebenzahl der Sakramente zu
ändern, und dass es deshalb auch nur ein Ordo-Sakrament geben könne.
Für die Folgezeit von kaum zu überschätzender Bedeutung ist, dass Pius
XII. von einer dreifachen Möglichkeit spricht, ein und dasselbe Sakrament
zu empfangen. Wie schon bei den griechischen Vätern und ungebrochen
in der Tradition der russischen und griechischen Orthodoxie, so wird nun
auch in einem päpstlich approbierten Dokument die Diakonenweihe mit
Bischofs- und Priesterweihe als eine Gestalt des einen Ordo-Sakramentes
bezeichnet. Pius XII. lässt keinen Zweifel daran, dass die Bischofsweihe,
sollte sie ohne vorherige Priester- und Diakonen-weihe gespendet werden, die ganze Fülle der drei Gestalten von Weihe und Jurisdiktionsgewalt
impliziert. Anders gesagt: Das Sakrament des Ordo wird nicht mehr
von der Konsekrationsgewalt des Priesters her erklärt, sondern von der
Fülle seiner Höchstgestalt, von der Bischofsweihe her. Die Einheit des
Ordo-Sakramentes — so lehrt der Papst in „Sacramentum ordinis“ —
kommt in der allen drei Stufen gemeinsamen Handauflegung („Materie“
des Sakramentes) zum Ausdruck, das Unterscheidende („Form“ des
Sakramentes) in den unterschiedlichen Bezeichnungen durch die Worte
„Can. 950. In iure verba: ordinare, ordo, ordinatio, sacra ordinatio, comprehendunt, praeter consecrationem
episcopalem, ordines enumeratos in can. 949 et ipsam primam tonsuram, nisi aliud ex natura rei vel ex
contextu verborum eruatur“ (CIC 1917).
78
MÜLLER (Anmerkung 51), 57 f.
77
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MENKE, K.-H.
der Weihepräfation. Bei der Diakonenweihe betet der weihende Bischof:
„Sende auf ihn, so bitten wir, Herr, den Heiligen Geist, damit er für die
Aufgabe, deinen Dienst zu erfüllen, mit dem Geschenk deiner siebenförmigen Gnade gestärkt werde“ (DH 3860). Bei der Priesterweihe betet
der Bischof: „Verleihe, so bitten wir, allmächtiger Vater, diesem deinem
Diener die Würde des Priestertums; erneuere in seinem Herzen den Geist
der Heiligkeit, damit er das von Dir, Gott, empfangene Amt des zweiten Ranges festhalte und durch das Bei]]spiel seines Lebenswandels die
Zucht der Sitten fördere“ (DH 3860). Hier ist klar ausgesprochen, dass das
Sakrament auch die Ordnung („zweiter Rang“) und also die entsprechende Jurisdiktionsgewalt überträgt. Was für die Priesterweihe gilt, gilt erst
recht für die Bischofsweihe. In ihr lauten die entscheidenden Worte der
Weihepräfation: „Vollende in deinem Priester die Fülle deines Dienstes
und heilige den mit den Kostbarkeiten der ganzen Verherrlichung
Ausgestatteten mit dem Tau himmlischen Salböls“ (DH 3860).
Wenn man die skizzierte Entwicklung betrachtet, dann bezeichnen die entsprechenden Aussagen des Zweiten Vatikanischen Konzils
den definitiven Abschluss eines langen Klärungsprozesses. Das eine
Sakrament des Ordo ermöglicht die sakramentale Repräsentation
Christi gegenüber der Kirche in dreifacher Gestalt, nämlich durch die
Bischöfe gemeinsam mit den Priestern und Diakonen (LG 20; 28). Wer
das Sakrament des Ordo empfängt, erhält nicht nur eine Gabe oder
Begabung, sondern wird zugleich eingewiesen in eine Ordnung: der
Bischof in ein im Petrusnachfolger sichtbar geeintes Kollegium (LG 22);
der Priester in die sacerdotale (LG 28) und der Diakon in die kenotische
Repräsentanz Christi (LG 29), und zwar im Gehorsam gegenüber dem
zuständigen Bischof.
Joseph Ratzinger hat die Bedeutung dieser Klärung wie folgt erfasst:
Sie bedeutet die „Aufsprengung jener Mauer […], welche das Mittelalter
von der alten Kirche und so den lateinischen Westen von den Kirchen
des Ostens trennt“79. Das Konzil, so erklärt er, hat den u. a. von Petrus
Lombardus, Albertus Magnus, Bonaventura, Thomas fortgeschriebenen
79
RATZINGER, J. Zur Lehre des Zweiten Vatikanischen Konzils: Formulierung – Vermittlung – Deutung. Freiburg i.
Br., 2012, 467.
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Zweiten Vatikanischen Konzil und die triadische Einheit des Ordo und
die Frage nach einem Diakonat der Frau
Dualismus von potestas ordinis und potestas iurisdictionis endgültig verworfen. Besonders wichtig erscheint ihm jenes vordergründig unscheinbare Sätzchen (LG 22), „wonach jemand Glied des Bischofskollegiums
wird durch die sakramentale Weihe“80. Er fährt fort:
Kollegialität beruht nach dieser Aussage nicht auf einer vom Papst verliehenen Jurisdiktion, die dann dem Sakrament als einer bloß individuellen Gabe gegenübergestellt würde, sondern sie reicht ins Sakramentale
hinein, das als solches eine innere Zuordnung zum Miteinander der
Bischöfe in sich trägt81.
Ausdrücklich sagt die Kirchenkonstitution des Zweiten Vatikanums
über die Jurisdiktion der Bischöfe:
Diese Vollmacht, die sie im Namen Christi persönlich ausüben, ist die eigene, ordentliche und unmittelbare, auch wenn ihr Vollzug letztlich von
der höchsten Autorität der Kirche geregelt wird und im Hinblick auf den
Nutzen der Kirche oder der Gläubigen mit bestimmten Grenzen umschrieben werden kann (LG 27).
Von den Priestern wird gesagt, dass sie dasselbe Sakrament des
Ordo empfangen — allerdings so, dass sie ihr sacerdotium nur in der Weise
der Unterordnung unter ihren Bischof bzw. als dessen Repräsentanten
realisieren können. Sie
sind, obwohl sie die Bischofswürde nicht haben und in der Ausübung ihrer
Vollmacht von den Bischöfen abhängen, dennoch mit ihnen in der priesterlichen Ehre verbunden und werden kraft des Sakraments der Weihe
[…] zum Verkündigen des Evangeliums, zum Leiten der Gläubigen und
zur Feier des Gottesdienstes geweiht (LG 28).
Sie repräsentieren Christus in der Weise der Repräsentation ihres Bischofs. Auch die Diakone empfangen analog dazu dasselbe (eine
und einzige) Sakrament des Ordo (LG 29), um das ‚Prius‘ beziehungsweise ‚Voraus‘ Christi vor seiner Kirche zu repräsentieren – allerdings
80
81
Ebd. 467.
Ebd. 468.
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MENKE, K.-H.
nicht auf dieselbe Weise wie Bischof und Priester, sondern durch die
sakramentale Darstellung der kenotischen Dimension des kirchlichen Amtes.
Die triadische Einheit des sakramentalen Ordo
Wie oben skizziert, ging es jahrhundertelang — zumindest
im Westen — immer nur um Priester- und Bischofsweihe. Von der
Diakonenweihe war kaum oder gar nicht die Rede. Doch in der Heiligen
Schrift werden die Diakone stets gemeinsam mit den Bischöfen genannt.
Schon im 3. Jahrhundert hat sich die Trias von Bischof, Priester und Diakon
flächendeckend etabliert. Erst die erwähnten Sentenzen des Hieronymus
führten zur Reduktion des Ordo-Sakramentes auf die Priesterweihe
(Übertragung der Konsekrationsgewalt). Im Hochmittelalter wirkten die
Schriften, die fälschlicherweise dem Paulusschüler Dionysius Areopagita
zugeschrieben wurden, wie ein Korrektiv. Es war aber ein langer Weg
bis zur definitiven Erklärung der Dreigestaltigkeit des einen OrdoSakramentes und bis zur definitiven Bindung der Jurisdiktions an die
Weihegewalt.
Der Diakon erhält mit dem Empfang des Ordo-Sakramentes keinen Anteil am sacerdotium des Bischofs und des Priesters. Und doch wird
auch er durch seine Weihe ermächtigt, das ‚Voraus‘ Christi vor und gegenüber der Kirche sakramental zu repräsentieren (LG 29)82 — nicht in
der Weise, in der das Haupt den Leib beherrscht, sondern in der Weise
82
„Diacres, prêtres et évêque sont les uns pour les autres les vis-à-vis sacramentels du seul sacrament de l’ordre.
Aucun ne peut être ce qu’il est sans les deux autres, et c’est ensemble qu’ils rendent présente la personne du
Christ dans toute sa plénitude“ (BORRAS, A; POTTIER, B. La grâce du diaconat: Questions actuelles autour du
diaconat latin. Bruxelles, 1998, P. 200). – Entsprechend auch: GONNEAUD, D. La sacramentalité du ministère
diaconal, in: RTL n. 36, 2005, p. 3-20.
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Zweiten Vatikanischen Konzil und die triadische Einheit des Ordo und
die Frage nach einem Diakonat der Frau
der dienenden Wegbereitung83. LG 29 erinnert daran, dass der Bischof
der erste und vorrangige Diakon seiner Herde ist; dass Bischöfe und
Priester in ihrem Lehren, Heiligen und Leiten nicht aufhören, Diakone
zu sein. Aber der Diakon als solcher ist dazu geweiht, ausschließlich diese
Dimension der Konstituierung von Kirche sakramental darzustellen84.
Eine beträchtliche Anzahl von Theologinnen und Theologen
hat die vom Vatikanum II geklärte Sakramentalität der Trias erneut in
Frage gestellt85. Guido Bausenhart z. B. spricht vom Amt wie von einem
Prinzip oder einer unbestimmten Größe, die von der Kirche immer wieder neu gestaltet und spezifiziert werden kann86. Er verweist auf die
unbestreitbare Tatsache, dass der Begriff „Apostel“ zunächst kein eindeutig definierter Amtstitel ist; dass Lukas nur die Zwölf und dann auf
Grund der Geschehnisse vor Damaskus auch Paulus ‚Apostel‘ nennt;
Gegenüber vielfältigen Tendenzen, eine Art „Ersatzpriestertum“ des Diakons theologisch zu rechtfertigen, hat
Papst Benedikt XVI. mit dem Motuproprio „Omnium in mentem“ (15 Dezember 2009) im CIC von 1983 die cc.
1008 f. verändert. Die Änderung richtet sich gegen die Einbeziehung der Diakone in das nur den Bischöfen und
Priestern zukommende Lehren, Heiligen und Leiten in der Person Christi des Hauptes. Der dem c. 2009 neu
beigefügte § 3 formuliert: „Jene, die in das Bischofsamt oder in das Priesteramt aufgenommen worden sind,
erhalten die Aufgabe und die Fähigkeit, in der Person Christi des Hauptes zu handeln. Die Diakone dagegen
werden dazu befähigt, dem Gottesvolk zu dienen in der Liturgie des Wortes und der Liebe“.
84
Leider ist es schon den Konzilsvätern nicht gelungen, eine Theologie des Diakonates zu entwickeln. Die aus der
„Traditio“ des Hippolyt stammende Sentenz, dass den Bischöfen und Presbytern die Hände „ad sacerdotium“,
den Diakonen aber „ad ministerium“ aufgelegt werden, wurde in LG 29 mit einer parataktischen Aufzählung
einzelner „ministeria“ beziehungsweise Funktionen erläutert. Statt zu erklären, worin die spezifische Gestalt
der Repräsentation des ‚Voraus‘ Christi vor seiner Kirche für die Diakone besteht, begnügt sich der Konzilstext
mit einer additiven Nennung von Aufgaben, die Diakone schon einmal übernommen haben oder in Zukunft
übernehmen könnten. Funktionalismus in der Praxis ist aber gerade das, was ein sakramentales Verstehen
des Diakonates aushöhlt. Zur Reflexion dieser Problematik: BORRAS; POTTIER (Anmerkung 83), 73-157.
SANDER, S. Gott begegnet im Anderen: Der Diakonat und die Einheit des sakramentalen Amtes. Freiburg i. Br.,
2006. HARTMANN, R; REGER, F.; SANDER, S. (Hgg.), Ortsbestimmungen: Der Diakonat als kirchlicher Dienst.
Frankfurt am Main, 2009. ARMBRUSTER, K.; MÜHL, M. (Hgg.), Bereit wozu? Geweiht für was? Zur Diskussion
um den Ständigen Diakonat. Freiburg i. Br., 2009.
85
Vgl. BAUSENHART, G. Das Amt in der Kirche. Eine not-wendende Neubestimmung. Freiburg i. Br., 1999.
MÜLLER, J. In der Kirche Priester sein. Das Priesterbild in der deutschsprachigen katholischen Dogmatik
des 20 Jahrhunderts. Würzburg 2001. RAHNER, J. Creatura Evangelii: Zum Verhältnis von Rechtfertigung und
Kirche. Freiburg i. Br., 2005.
86
Bausenhart (vgl. Anmerkung 86, 27–41), wendet sich gegen die Bezeichnung des kirchlichen Amtes als einer
Einrichtung „göttlichen Rechtes“ im klassischen Sinn und plädiert für eine Ausweitung des Terminus „ius
divinum“ auf Einrichtungen, welche die Gemeinde als für sich notwendig erkennt.
83
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MENKE, K.-H.
dass aber Paulus auch Mitarbeiter wie Apollos, Barnabas, Epaphras,
Epaphrodites, Silvanus, Timotheus und Titus ‚Apostel‘ nennt. Er verweist auf die ursprüngliche Parallelität von presbyterialer und episkopaler Gemeindeverfassung. Und er relativiert den Monespiskopat als zeitbedingtes Mittel der Bekämpfung von Häresien. Aber die entscheidende
Frage ist doch, ob die schließlich definitiv gewordene Dreistufung der
postapostolischen Christusrepräsentation funktional oder sakramental
bedingt ist. Ein funktionales Amtsverständnis betrachtet die „Ämter“
von Bischöfen, Priestern und Diakonen als das, was die Gemeinden
schon im zweiten Jahrhundert als für sie notwendig erkannt haben,
ohne dass dies immer so bleiben muss. Dieser Auffassung stellt die
Kirchenkonstitution des Zweiten Vatikanischen Konzils das sakramentale Verständnis des Ordo entgegen. Denn die entsprechenden Texte (LG
18-29) lassen keinen Zweifel daran, dass die Trias des sakramentalen
Amtes analog zur Kanonisierung bestimmter Schriften im Unterschied
zu den Apokryphen und analog auch zur Festlegung von sieben Vollzügen
der Kirche als Sakramente zu verstehen ist. Allerdings kann man die drei
Stufen des Ordo ebenso wenig aus dem abstrakten „Wesen der Kirche“
deduzieren wie die Schriften des neutestamentlichen Kanons oder die
sieben Sakramente. Das eben bedeutet ja der Primat der Inkarnation vor
der Inspiration, dass alle Erkenntnis der Wahrheit Christi und der Kirche
geschichtlich beziehungsweise inkarnatorisch vermittelt ist. Der Traum
von einer Unmittelbarkeit des Einzelnen oder auch der Kirche insgesamt
zum Willen Gottes ist das Kennzeichen aller Gnostizismen.
Gegenüber einer supranaturalistischen Sicht der Geistwirksamkeit ist an
die innere Einheit von Pneumatologie, Christologie und Ekklesiologie zu
erinnern. Der erhöhte Christus wirkt im Heiligen Geist nicht an der geschichtlichen Ursächlichkeit vorbei (Schrift, Tradition, Hermeneutik der
Auslegung der Offenbarung, Glaubenssinn des Volkes Gottes, Lehramt).
Vielmehr bewirkt der Geist, dass die menschliche Artikulation der
Offenbarung das bleibt, was sie sein soll, nämlich die Vergegenwärtigung
des Wortes und Willens (1 Thess 2,13) des sich ein für alle Mal in Jesus
geoffenbart haben den Gottes (Hebr 10,10)87.
87
MÜLLER, G. L. Priestertum und Diakonat. Der Empfänger des Weihesakramentes in schöpfungstheologischer
und christologischer Perspektive. Einsiedeln/Freiburg i. Br., 2000, p. 61.
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Zweiten Vatikanischen Konzil und die triadische Einheit des Ordo und
die Frage nach einem Diakonat der Frau
Indem die Kirche von Christus her und auf Christus hin lebt, erkennt sie sich selbst, erkennt sie zum Beispiel ihre Apostolizität, erkennt
sie den Unterschied zwischen Aposteln und Apostelnachfolgern, erkennt
sie die Einheit des Ordo, aber auch die Notwendigkeit der Stufung von
Bischöfen, Priestern und Diakonen88. In Analogie zu diesem Vorgang der
Ausdifferenzierung des Ordo erklärt Karl Rahner den noch viel länger
währenden Prozess der Erkenntnis der sieben Grundvollzüge der Kirche
wie folgt: Die Kirche
erlebt ihr eigenes Wesen […], indem sie es vollzieht. Indem sie es nun
erfährt, begreift sie auch die Gestuftheit ihres Tuns hinsichtlich ihres
eigenen Engagements in diesem Tun. Und so kann sie erkennen, dass
bestimmte Vollzüge aus ihrem Wesen heraus grundlegende und absolute Vollzüge ihres eigenen Wesens und also das sind, was wir Sakramente
nennen. Die Kirche könnte diese Erkenntnis nicht haben […], wenn
dieses Wesen nur in einer abstrakten Idee und nicht in seinem realen
Vollzug gegeben wäre, sie könnte also die Sakramente (und vor allem ihre
Siebenzahl) nicht theoretisch allein aus dieser Idee her ableiten. Aber
wenn sie ihr Wesen in dessen konkretem Vollzug besitzt und erkennt,
kann sie daraus wohl begreifen, dass diese und jene bestimmten Vollzüge,
die sie schon getan hat als unreflexen Wesensvollzug, der notwendig der
Selbstreflexion vorausgeht, diesem Wesen wesentlich sind, ohne dass ihr
dies nochmals eigens explizit mitgeteilt werden müsste89.
Natürlich könnte man sich theoretisch weitere Grundvollzüge
der Kirche ausdenken; und ebenso andere Stufen des Ordo; auch noch
dreißig weitere Lebensjahre Jesu über die dreiunddreißig hinaus, die
faktisch Gottes Selbstoffenbarung waren. Aber das gerade bedeutet
ja Inkarnation, dass die faktische Geschichte Jesu und die faktische
Kanonisierung bestimmter Zeugnisse über Jesus und die faktische
Abschließung bestimmter dogmatischer Prozesse (Dreistufung des
Ordo; Siebenzahl der Sakramente etc.) unbeliebig, nicht mehr revidierbar und also abgeschlossen sind.
Dazu: SCHEFFCZYK, L. Tradition und Weihevorbehalt. Zur Bedeutung der Überlieferung in der Auseinandersetzung
um das Weiheamt der Frau, in: Ders. (Hg.), Diakonat und Diakonissen. St. Ottilien, 2002, p. 107-148.
89
RAHNER, K. Kirche und Sakramente, in: Sämtliche Werke XVIII, Freiburg i. Br., 2003, 3-72; 42.
88
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MENKE, K.-H.
Karl Rahner unterscheidet zwischen irreversiblen Entscheidungen
und offen bleibenden Prozessen des Erkennens und Handelns der
Kirche90. Er weiß um die Frage, ob das eine sakramentale Amt nicht doch
anders als durch die Trias von Bischof, Priester und Diakon gestaltet
werden könne. Und er hält diese Frage für legitim, orientiert aber seine
Antwort an der Intention der Konzilsväter, sakramentale und faktische
Ordnung zu identifizieren, d. h. die Einheit des Ordo als ebenjene Trias
vorzustellen, „die in der apostolischen Zeit von den Aposteln selbst vorgenommen wurde (selbst wenn sie nicht von Christus selbst ausdrücklich angeordnet wurde)“91. Theologinnen und Theologen, die Rahner in
diesem Punkt widersprechen, orientieren sich an bestimmten kirchenpolitischen Interessen (Aufwertung der sogenannten Pastoralassistenten;
Diakonat der Frau etc.). Sie betrachten das sakramentale Amt wie eine
allgemeine Größe, die immer wieder neu geordnet beziehungsweise gestaltet werden kann. Der Preis, den sie dafür zahlen, ist die Rückkehr
zum Dualismus zwischen sakramentaler und rechtlicher Ordnung, der
vom Zweiten Vatikanum endgültig abgewiesen wurde. Man wendet sich
vehement gegen die Vorstellung, der Papst könne das Amt in der Kirche
wie einen Topf verwalten, aus dem er nach Belieben austeile. Doch was
der Papst nicht darf, soll die sogenannte Basis dürfen. Nicht der Papst
soll alles regeln und ordnen, sondern die Gemeinde. Bei Licht betrachtet
ist solche Forderung schlicht reaktionär, weil sie die oben geschilderte
Entwicklung hin zum sakramentalen Verständnis aller Leitungs- und
Jurisdiktionsgewalt ignoriert und wieder eine Ordnungsmacht — diesmal „von unten“ statt „von oben“ — propagiert, die nicht sakramental
rückgebunden ist an Christus und die Apostel.
Aus den Praeparatoria und Antipraeparatoria des Zweiten
Vatikanums lässt sich, wie Hubert Müller detailliert erwiesen hat92, eindeutig erheben, dass die Konzilsväter nicht nur die Einheit des Ordo, sondern auch dessen triadische Struktur als die sakramentale Repräsentation
Vgl. RAHNER, K. Über den Begriff des „ius divinum“ im katholischen Verständnis, in: Sämtliche Werke X.
Freiburg i. Br., 2003, p. 605-625.
91
RAHNER, K. Erwägungen über Inhalt und Aufbau eines Sammelwerkes über die zeitgemäße Erneuerung des
Diakonats, in: Sämtliche Werke XVI. Freiburg i. Br., 2005, 357–408; 375.
92
Vgl. MÜLLER (Anmerkung 51), p. 261–367.
90
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Zweiten Vatikanischen Konzil und die triadische Einheit des Ordo und
die Frage nach einem Diakonat der Frau
des ‚Voraus‘ Christi vor und gegenüber seiner Kirche bestimmen wollten.
Gegenteilig urteilt Dorothea Reininger. Das Konzil, so meint sie, habe mit
der Bestimmung des Presbyterates und des Diakonates vom Bischofsamt
her nicht nur die mittelalterliche Fokussierung des Amtsverständnisses
auf die eucharistische Konsekrationsvollmacht verabschiedet, sondern mit der Bestimmung aller sakramental verstandenen Ämter vom
Bischofsamt her eine Einheit beschrieben, die für eine fortschreitende
Vielfalt offensteht93. Es geht, so betont sie, um die Frage, ob das sakramentale Amt den Bedürfnissen immer neu angepasst werden kann oder
nicht. Für die Beantwortung dieser Frage hängt aus ihrer Sicht alles „davon ab, wie das Weiheamt verstanden wird, […]: als untrennbare Einheit
oder als Einheit in Vielfalt“94. Abgesehen davon, dass sie die in Christus
ergangene Offenbarung für nicht abgeschlossen erklärt und deshalb
auf die Revision der päpstlichen Entscheidung zum Frauenpriestertum
hofft95, verweist Dorothea Reininger auf den Unterschied der Einheit der
Bestandteile eines Herings einerseits und der Einheit der Kartoffeln in
einem Kartoffelsack andererseits. Die Vielheit, die das sakramentale Amt
in der Kirche verträgt, erscheint ihr so groß wie die der Kartoffeln in einem Kartoffelsack96.
Eine ähnliche Position vertritt Regina Radlbeck-Ossmann. Sie bezeichnet die These von der Einheit des Ordo als Position des Mittelalters
Vgl. REININGER, D. Diakonat der Frau. Gegenwärtige Realitäten und zukunftsweisende Visionen, in: Diak. n. 33,
2002, p. 277–286.
94
Ebd. 280.
95
„Das ist ja gerade der Grund, warum im katholischen Offenbarungsverständnis mit dem Ende biblischer Zeit
die Offenbarung als noch nicht abgeschlossen gilt, sondern die Kirche darauf vertraut, dass ihr – trotz aller
Unvollkommenheit und Sündhaftigkeit – in ihren konkreten Entscheidungen der Heilige Geist geschenkt ist.
In der Gewissheit der Realpräsenz ihres Herrn im Heiligen Geist darf die Kirche solche Veränderungen ihrer
Strukturen um ihres Auftrags willen und aus dringenden pastoralen Notwendigkeiten vornehmen“ (ebd.).
96
„Zur Vereinheitlichung dieser unterschiedlichen Bedeutung des Einheitsbegriffs mag folgender bildlicher
Vergleich helfen: Auch die Einheit eines Herings ist eine andere als die Einheit, die ein Sack Kartoffeln bildet.
Im ersten Fall wird man zu dem Schluss kommen, dass die Möglichkeit einer Zulassung von Frauen zur
Diakonatsweihe bereits durch die negative Entscheidung bezüglich der Priesterweihe der Frau vorentschieden
ist“ (ebd.).
93
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MENKE, K.-H.
und die These von der Vielfalt der Ämter als Position der Väter97. Sie
geht davon aus, dass der Diakonat, den sie für Frauen geöffnet sehen
will, im Mittelalter deshalb als Stufe des einen Ordo betrachtet worden
sei, weil man ihn wie das Presbyterat einseitig auf die eucharistische
Konsekration hingeordnet und also zu einer bloßen Durchgangsstufe für
Priesteramtskandidaten degradiert habe.
Das Gegenteil ist zutreffend: Gerade im Mittelalter wurde die
Diakonenweihe nicht als Stufe oder Teil des sakramentalen Ordo beschrieben. Weil Radlbeck-Ossmann das Problem der Verhältnisbestimmung
von potestas ordinis und potestas iurisdictionis von der Frage nach dem
Verhältnis der Einheit zur Vielfalt des Ordo trennt, entgeht ihr die oben
geschilderte Wirkungsgeschichte des Hieronymus. Wer sie zur Kenntnis
nimmt, kann gar nicht leugnen, was bis zum Trienter Konzil durchgängig belegbar ist: nämlich die Ausklammerung von Bischofs- und
Diakonenweihe aus dem ordosacramentalis.
Radlbeck-Ossmann verkehrt den geschichtlichen Befund in sein
Gegenteil. Ihre Interpretation von LG 18–29 ist von dem Interesse geleitet,
die Schaffung eines sakramental verstandenen Frauendiakonates als mit
den Konzilstexten vereinbar zu erweisen. Sie versteht die Einheit des Ordo
nicht als triadische Einheit, sondern als die gemeinsame Abhängigkeit
nachgeordneter (schon etablierter oder erst noch zu schaffender) Ämter
von der Leitung des Bischofs. Der Priester, so erklärt sie, repräsentiert
nicht Christus, sondern den Bischof98, und der Diakon empfängt in LG
29 sein Amt „nicht zum Priestertum, sondern zur Dienstleistung“. Damit
sei evident, dass „das Konzil die mittelalterliche Konzeption von der
„Die historische Prüfung zeigt, dass das Argument von der Einheit des Ordo spezifisch mittelalterliche
Verhältnisse widerspiegelt und in seiner Aussagelogik von den ältesten Traditionen der Kirche abweicht. Blickt
man auf die Tradition der alten Kirche, so zeigt sich, dass diese weder von primär einem Amt ausgeht noch
mit der ‚Einheit des Amtes‘ argumentiert. In der Patristik rückt man im Gegenteil gerade die Vielfalt der Ämter
in der Kirche immer wieder in den Vordergrund“ (RADLBECK-OSSMANN, R. Das Argument von der Einheit des
Ordo: Fundament für die Ablehnung eines Diakonats der Frau?, in: WINKLER, D. W. [Hg.], Diakonat der Frau:
Befunde aus biblischer, patristischer, ostkirchlicher liturgischer und systematisch-theologischer Perspektive,
Wien/Berlin, 2010, 119–134, 125).
98
„Während der Bischof Jesus Christus selbst in der Kirche vergegenwärtigt (LG 21, 26), besteht die Aufgabe
etwa der Priester lediglich darin, den Bischof (!) in ihrer örtlichen Gemeinde präsent zu halten (LG 28)“ (ebd.
128).
97
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die Frage nach einem Diakonat der Frau
Einheit des Ordo nicht teilt“99. Das Zweite Vatikanum nenne verschiedene Ordines; zumindest der Diakonat bilde einen eigenen Ordo. Also stehe
der Zulassung von Frauen zur Diakonenweihe selbst dann nichts entgegen, wenn man ihnen weiterhin Bischofs- und Priesterweihe verweigere100. Radlbeck-Ossmann sieht die in LG aufgezählten Aufgaben eines
Diakons in Wortverkündigung und Sakramentenspendung zentriert101.
Sie spricht von der Notwendigkeit, die faktisch von Frauen realisierten
Dienste durch eine Weihe in das sakramentale Amt einzubeziehen102.
Abgesehen von den Folgen dieses Postulats für das gemeinsame Priestersein aller Getauften und Gefirmten übersieht die Hallenser
Theologieprofessorin, dass die Konzilstexte den wesentlichen Unterschied
des besonderen gegenüber dem gemeinsamen Priestertum in der sakramentalen Repräsentation des ‚Voraus‘ und des ‚Gegenübers‘ Christi zur
Kircheverorten. Eben diese Christusrepräsentation begründet die Einheit
des triadischen Ordo. Und wenn der Priester seine Christusrepräsentation
nur in der Weise der Repräsentation des Bischofs wahrnehmen kann,
dann ist er dennoch wahrer Christusrepräsentant. Denn an der dreifachen Vollmacht des Lehrens, des Heiligens und des Leitens
haben die Presbyter solchen Anteil, dass wahres Weihepriestertum in
ihnen verwirklicht ist und ihnen der Name des Priesters nicht bloß in
übertragener Weise zukommt. Dies kraft der Ordination, eines im vollen Sinne sakramentalen Aktes, der sie dem Bilde Christi, des Urbildes
neutestamentlichen Priestertums, ähnlich macht. Diese Gestaltung nach
Ebd. 129.
Vgl. ebd. 131-134.
101
In Bezug auf die Aufzählung der Aufgaben eines Diakons in LG 29 bemerkt Radlbeck-Ossmann: „Es ist
geradezu markant, welch geringen Raum in dieser Aufgabenbeschreibung der Dienst am Nächsten einnimmt,
den man klassisch als vorrangigen Dienst des Diakons betrachtet. Dieser kommt – zumindest in der deutschen
Übersetzung – in lediglich acht Worten zum Ausdruck, die noch nicht einmal zu einem Hauptsatz verbunden,
sondern partizipisch verkürzt dargeboten werden, während der auf den Dienst an Wort und Sakrament
bezogene Einsatz über volle acht Zeilen hin beschrieben wird“ (ebd. 129 f.).
102
„Wenn Frauen diakonisch in der Kirche arbeiten, tun sie dies ehrenamtlich, im kirchlichen Laienberuf oder
als Ordensfrau. Damit wird in ihrem Dienst zwar das bewundernswerte Engagement zahlreicher einzelner
Christinnen sichtbar, nicht aber, dass sich in ihrem Dienst ein Grundvollzug der Kirche ereignet. Diese
Bedeutung kann nur dann vermittelt werden, wenn der diakonische Dienst auch und gerade von amtlichen
Vertretern der Kirche geleistet wird“ (ebd. 133).
99
100
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MENKE, K.-H.
dem Bilde Christi, des Hohenpriesters, ist grundgelegt in der sakramentalen Aussonderung, Bestellung und Ausrüstung für die Verkündigung des
Wortes, zur Leitung der Gläubigen und zur Feier des Gottesdienstes —
dies freilich „auf der Stufe des Dienstes“103,
der dem einzelnen Presbyter von seinem Bischof aufgetragen ist104.
Gegen die traditionelle Bestimmung des Priesters von seinen kultischen
Funktionen her behält das Konzil in Bezug auf die Presbyter die selbe
Reihenfolge in der Trias von Lehren, Heiligen und Leiten bei, die in der
Beschreibung der Christusrepräsentation der Bischöfe genannt wird.
Was den Diakonat betrifft: Darin besteht doch gerade die
Klarstellung des Vatikanums II (in Anknüpfung an die Apostolische
Konstitution „Sacramentum Ordinis“), dass der Diakonat keinen eigenen Ordo darstellt, sondern — untrennbar vom Bischof mit seinem
Presbyterium — das ‚Voraus‘ Christi vor der Kirche auf eigene (nicht
sacerdotale) Weise sakramental repräsentiert. Das Eigene des Diakons
besteht nicht in der Bündelung von Funktionen, die auch jeder getaufte
und gefirmte Christ wahrnehmen kann, sondern in der Darstellung der
kenotischen Dimension der Autorität Christi gegenüber der Kirche. Diese
darf auch bei Bischöfen und Priestern nicht fehlen, wird aber von den
Diakonen eigens veranschaulicht.
Regina Radlbeck-Ossmann beruft sich vor allem auf den emeritierten Tübinger Theologen Peter Hünermann105. Dieser allerdings
stützt seine Argumente für eine Anpassung des triadischen Ordo an
die Bedürfnisse der Zeit weniger auf LG 18–29 als auf die konziliare
Beschreibung der Kirche als Grundsakrament. Daraus folgert er in seiner
jüngsten Veröffentlichung (Dezember 2012):
GRILLMEIER, A. Kommentar zum III. Kapitel, Artikel 28 der Dogmatischen Konstitution über die Kirche, in:
LThK; Erg. Band I (Freiburg i. Br. 1966), 247–255, 251.
104
Dazu: SCHEFFCZYK, L. Die Christusrepräsentation als Wesensmoment des Priesteramtes, in: Ders.,
Schwerpunkte des Glaubens. Gesammelte Schriften zur Theologie. Einsiedeln, 1977, p. 367–386.
105
Radlbeck-Ossmann (Anmerkung 98, 12523), unterstreicht, dass sie sich den „Vorarbeiten von Peter
Hünermann“ (HÜNERMANN, P. Theologische Argumente für die Diakonatsweihe von Frauen, in: Diakonat. Ein
Amt für Frauen in der Kirche – Ein frauengerechtes Amt? [dort: Anmerkung 112], 98-128), anschließen wolle.
103
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die Frage nach einem Diakonat der Frau
Das ganze Volk Gottes ist zum Mitvollzug des Hirtendienstes Jesu Christi
an den Menschen, in Diakonie und Caritas berufen. […] Weil der Ordo
wesentlich Dienst am und für das Volk Gottes ist, und das Volk Gottes das
Mysterium Jesu Christi gar nicht anders als unter den gegebenen zeitgeschichtlichen Umständen leben und bezeugen kann, muss der Dienst, den
die Ordinierten zu leisten haben, entsprechend gestaltet werden […]106.
Hünermann leitet aus der Sakramentalität der Kirche ab, dass
diese ihre Struktur selbst gestalten kann. Er bezweifelt nicht, dass zur
Sakramentalität der Kirche stets auch das kirchenleitende Amt gehört.
Aber er ist zugleich der Meinung, dass dieses Amt nicht an die Trias von
Bischof, Priester und Diakon gebunden sei. Der Hirtendienst Christi, so
schreibt er, subsistiere zwar in der gegenwärtigen Amtsstruktur, sei aber
nicht mit dieser identisch. Die Kirche als Grundsakrament habe also die
Möglichkeit, den Ordo zu verändern und auch ein Diakonat einzuführen,
zu dem beide Geschlechter Zugang haben107.
Die Einheit des Ordo und die Frage nach einem Diakonat der Frau
Schon Ende des zweiten Jahrhunderts ist die sakramentale Repräsentation des ‚Voraus‘ Christi vor der Kirche eine Trias. Kein
Kirchenvater spricht von einer Frau als Trägerin dieses sakramentalen Amtes108. Wer versucht, die singuläre Bezeichnung einer Frau
als „Diakon“ (Röm 16,1 f.) vom Gesamtbefund des NT und von der
nachapostolischen Entwicklung abzukoppeln oder gar zur Grundlage
eines sakramentalen Diakonates der Frau in apostolischer Zeit zu erklären, setzt sich dem Verdacht aus, den historisch-kritisch eruierbaren
HÜNERMANN, P. Zum Streit über den Diakonat der Frau im gegenwärtigen Dialogprozess – Argumente und
Argumentationen, in: ThQ n. 192, 2012, 342–375, 371.
107
Vgl. ebd. 371 f.
108
Radlbeck-Ossmann (Anmerkung 98, 121), fordert gerade deshalb eine aktualisierende Umkehrung
zum Beispiel des Origenes-Diktums: „Was sollen die Heiden denken, wenn bei Christen sich die Männer
niedersetzen, um sich von Frauen belehren zu lassen?“.
106
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MENKE, K.-H.
Befund bestimmten Interessen unterzuordnen109. Anni Hentschel hat
nachgewiesen, dass im NT klar unterschieden wird zwischen den vielen
Tätigkeiten, die mit dem Wortfeld διακονειν/διάκονοι bezeichnet werden, und dem Diakonenamt110.
Eindeutig belegt ist, dass es seit dem 3. Jahrhundert „Diakonissen“
gab; aber ebenso unbestreitbar ist, dass diese nie als Trägerinnen des
sakramentalen Amtes betrachtet worden sind. Im Gegenteil: Die entsprechenden Dokumente sind geradezu ängstlich darauf bedacht, diese Schlussfolgerung aus der gemeinsamen Bezeichnung von Frauen
und Männern als διάκονοι zu vermeiden. Aimé Georges Martimort
und Gerhard Ludwig Müller haben alle zugänglichen Dokumente gesichtet, in denen von Diakonissen die Rede ist. Sie kommen zu dem
Ergebnis, dass der Unterschied zwischen dem nichtsakramentalen
Diakonissenamt und dem sakramentalen Amt der Diakone in jedem
Fall gewahrt oder gar deutlich bezeichnet wird111. Hans Jorissen — im
Unterschied zu Martimort und Müller ein Befürworter der Zulassung
von Frauen zum Sakrament des Ordo — bilanziert seine historischen
Studien mit der Feststellung:
Das Diakonissenamt stellt sich im historischen Rückblick als ein
äußerst komplexes, geographisch und zeitlich sehr verschieden ausgeprägtes Phänomen dar. Es fehlt die Kontinuität der Überlieferung. Auch
da, wo die Weihe von Diakoninnen unter Handauflegung und Epiklese
analog zur Diakonenweihe gestaltet ist, wie in den Apostolischen
Marlis Gielen (GIELEN, M. Frauen als Diakone in paulinischen Gemeinden, in: Winkler [Anmerkung 98],
11–40), folgert aus der einzigen Bibelstelle (Röm 16,1 f.), in der eine Frau διάκονο genannt wird, und aus
der Vergleichbarkeit von Tätigkeiten biblisch bezeugter Frauen mit denen biblisch bezeugter „Amtsträger“ die
ursprüngliche Einbeziehung von Frauen in die Gemeindeleitung sowie den soziologisch bzw. kirchenpolitisch
bedingten Abfall von diesem Ursprung in nachapostolischer Zeit.
110
Vgl. HENTSCHEL, A. Diakonia im Neuen Testament. Studien zur Semantik unter besonderer Berücksichtigung
der Rolle von Frauen. Tübingen, 2007, besonders 180–184.374–382.
111
Zu dem durchgängig klar bezeugten Unterschied zwischen dem sakramentalen Diakonat der Männer und dem
nichtsakramentalen Dienst der Diakonissen: MARTIMORT, A. G. Les diaconesses. Essai historique, Rom 1982;
MÜLLER, G. L. Der Empfänger des Weihesakramentes: Quellen zur Lehre und Praxis der Kirche, nur Männern
das Weihesakrament zu spenden. Würzburg, 1999.
109
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Zweiten Vatikanischen Konzil und die triadische Einheit des Ordo und
die Frage nach einem Diakonat der Frau
Konstitutionen112 und vor allem im späteren byzantinischenRitus113,
erlauben die historischen Befunde es nicht, von einer Gleichrangigkeit
beider Ordinationen zu sprechen. Mit Recht folgert Martimort: „Wie
groß auch die Feierlichkeit gewesensein mag, die den Ritus umgab, und
die äußere Ähnlichkeit mit der Weihe zum Diakon, so ist die byzantinische Diakonisse doch kein Diakon; es ist ein völlig anderes Amt“114.
Bedenkenswert ist vor allem der ausdrückliche Ausschluss der Diakonin
von jeglichem liturgischen Altardienst, von der öffentlichenAusübung
des Verkündigungsdienstes und von der feierlichen Taufspendung.
„Die Gründe hierfür liegen (eindeutig) im Ausschluss der Frau vom
Amtspriestertum.“ Männlicher und weiblicher Diakonat sind in der
Alten Kirche nicht zwei gleichartige Zweige des einen diakonalen
Amtes. Die Sakramentalität (im heutigen dogmatischen Verständnis)
eines eigenständigen Diakonats ohne inneren, in der Diakonatsweihe
begründeten Bezug zum bischöflich-priesterlichen Amt lässt sich mit
guten Gründen nicht historisch stützen115.
Jorissen folgert aus der vom Zweiten Vatikanum endgültig affirmierten Trias des sakramentalen Ordo, dass die Zulassung der Frau
zum Diakonat deren Zulassung auch zur Bischofs- und Priesterweihe
implizieren würde116. Folgerichtig konstatiert er, dass die Forderung der
In den Apostolischen Konstitutionen, in denen die Weihe der Diakonin unter Handauflegung und Epiklese
dokumentiert ist, heißt es zugleich: „Die Diakonin segnet nicht, sie tut nichts von dem, was Priester und
Diakone tun, sie bewacht nur die Türen und leiht dem Priester ihren Dienst bei der Taufe der Frauen, aus
Gründen der Schicklichkeit“ (Constitutiones Apostolicae VIII, 28,6 [SC 336,230]).
113
Dazu: KARRAS, V. A. Female Deacons in the Byzantine Church, in: ChH n. 73, 2004, p.272–316. MITSIOU, E.
Weibliches Mönchtum und Diakonat in byzantinischer Zeit, in: WINKLER (Anmerkung 98), p. 59-70.
114
MARTIMORT (Anmerkung 112), 155.
115
JORISSEN, H. Theologische Bedenken gegen die Diakonatsweihe von Frauen, in: Diakonat. Ein Amt für Frauen
in der Kirche – Ein frauengerechtes Amt?, herausgegeben von HÜNERMANN, P. [u. a.], Ostfildern, 1997, 86–
97; 94 f.
116
„Ein eigenständiger Diakonat postuliert (gegenüber der Einheit des Ordo/Weihesakramentes im traditionellen
dogmatischen Verständnis) ein zweites, nicht als besondere Ausprägung des einen Ordo zu verstehendes
Weihesakrament, dessen sakramentale Begründung aber völlig ungeklärt bleibt – es sei denn, man würde
der Kirche eine diesbezügliche Kompetenz zuschreiben, was aber zu Schwierigkeiten mit den lehramtlichen
Äußerungen führen würde, wonach die Kirche keine Vollmacht über die Substanz der Sakramente hat.
Aus alledem ist zu folgern: Die Möglichkeit eines sakramentalen Frauendiakonats steht und fällt mit der
Möglichkeit des Frauenpriestertums“ (JORISSEN [Anmerkung 116], 95).
112
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MENKE, K.-H.
Würzburger Synode117 nach Zulassung von Frauen zu einem sakramental
verstandenen Diakonat von falschen Voraussetzungen ausgeht und wohl
nur vor dem Erscheinen der römischen Dokumente „Inter insigniores“
(15.10.1976), Mulieris dignitatem (15.8.1988) und „Ordinatio sacerdotalis“ (22.5.1994) denkbar war118.
Natürlich kann man darüber nachdenken, ob die Institutionalisierung der Dienste und Charismen von Frauen in Gestalt eines dem
altoder ostkirchlichen Institut ähnlichen Amtes sinnvoll wäre. Aber dabei kann es nicht darum gehen, alles, was in der Kirche getan wird, zu
verbeamten oder zu klerikalisieren. Man sollte zudem beachten, dass
zumindest im Westen das Institut der Diakonissen durch karitativ tätige Frauenorden abgelöst wurde. Der berechtigten Forderung nach
mehr Partizipation von Frauen in der Kirche würde durch Einweisung
in ausschließlich dienende Funktionen kaum oder gar nicht entsprochen. Frauen, die als Diakonissen bezeichnet, aber den Diakonen nicht
gleichgestellt wären, würden sich wohl eher diskriminiert als aufgewertet fühlen119. Die in süddeutschen Diözesen installierte Vorbereitung
von Frauen auf ein (sakramental oder nichtsakramental?) verstandenes
„Viele Frauen üben in vielen Kirchenprovinzen, nicht nur in Missionsgebieten, eine Fülle von Tätigkeiten
aus, die an sich dem Diakonenamt zukommen. Der Ausschluss dieser Frauen von der Weihe bedeutet
eine theologisch und pastoral nicht zu rechtfertigende Trennung von Funktion und sakramental-vermittelter
Heilsvollmacht. Ein weiterer Grund liegt darin, daß die Stellung der Frau in Kirche und Gesellschaft es heute
unverantwortlich erscheinen läßt, sie von theologisch möglichen und pastoral wünschenswerten amtlichen
Funktionen in der Kirche auszuschließen. Schließlich läßt die Hineinnahme der Frau in den sakramentalen
Diakonat in vielfacher Hinsicht eine Bereicherung erwarten, und zwar für das Amt insgesamt und für die in
Gang befindliche Entfaltung des Diakonats im besonderen“ (Beschluss: Dienste und Ämter, 4.2.2, in: OGGSB
I, Freiburg i. Br. 1976, 617).
118
Zur Irreversibilität dieser Dokumente: LÜDECKE, N. Also doch ein Dogma? Fragen zum Verbindlichkeitsanspruch
der Lehre über die Unmöglichkeit der Priesterweihe für Frauen aus kanonistischer Perspektive, in: TThZ n. 105,
1996, p. 161–211. MÜLLER, G. L. Hat die Kirche die Vollmacht, Frauen das Weihesakrament zu spenden?, in:
StZ n. 137, 2012, p. 374-384. – Zu den Konvenienzgründen, die man für die Position des Lehramtes anführen
kann: MENKE, K.-H. Sakramentalität: Wesen und Wunde des Katholizismus. Regensburg, 2012, p. 75–87.
119
Dazu: VON STRITZKY, M. B. Der Dienst der Frau in der Alten Kirche, in: LJ n. 28, 1978, 136- 154; besonders
152–154.
117
Rev. Pistis Prax., Teol. Pastor., Curitiba, v. 7, n. 2, p. 349-393, maio/ago. 2015
Zweiten Vatikanischen Konzil und die triadische Einheit des Ordo und
die Frage nach einem Diakonat der Frau
Diakonenamt120 hat Erwartungen geweckt, die nur in Frustration münden können121.
Dennoch: Hier soll in keiner Weise bestritten werden, dass der
Anspruch von Frauen berechtigt ist, nicht nur in Wirtschaft, Wissenschaft
und Politik, sondern auch in der Kirche mehr Verantwortung zu übernehmen. Aber dieses Anliegen sollte nicht mit der Forderung nach dem Zugang
der Frau zum sakramentalen Ordo verknüpft werden. Natürlich ist die sakramentale Repräsentation des ‚Voraus‘ Christi gegenüber der Kirche immer auch mit der Übertragung von Autorität verbunden. Aber diese Macht
wird missbraucht, wenn ihre Träger sich nicht zugleich in die Nachfolge
des fußwaschenden, herabsteigenden, gekreuzigten Erlösers stellen lassen. Gisbert Greshake hat in seinem Buch „Priester sein in dieser Zeit“ eine
Erneuerung der Kirche unter ebendieser Prämisse angemahnt. Dazu gehört neben einer Revision der Priesterausbildung ganz wesentlich auch die
Geschlechtergerechtigkeit. Es mag utopisch klingen. Aber ein Papst könnte,
ohne die sakramentale Ordnung zu verletzen, das Kirchenrecht dahingehend
ändern, dass jeweils zur Hälfte mit Frauen und Männern besetzte Gremien
den Bischof und auch den Papst wählen; dass unterhalb von Generalvikar
und Offizial Verwaltungsämter paritätisch mit Frauen besetzt werden und
dass Entscheidungen auf allen Ebenen den Rat von Frauen voraussetzen122.
Erhalten: 04/08/2014
Received: 08/04/2014
Genehmigt: 27/11/2014
Approved: 11/27/2014
Ein als Notifikation betiteltes Schreiben der zuständigen römischen Kongregationen hat 2001 alle Initiativen
verboten, „die in irgendeiner Weise darauf abzielen, Frauen auf die Diakonenweihe vorzubereiten“ (AkathKR
170 [2001] 481 f.). – Zu den Initiativen in den Bistümern Rottenburg-Stuttgart und Freiburg im Sinne
einer ausdrücklichen Ermutigung, den eingeschlagenen Weg „konstruktiven Ungehorsams“ weiterzugehen:
REININGER (Anmerkung 94), 284 f.
121
Regina Radlbeck-Ossmann (Anmerkung 98), 120, sieht die Zulassung von Frauen zu einem sakramental
verstandenen Diakonat durch die römische Abweisung der besagten Initiativen nicht berührt. – Dazu: M.
Hauke, Die Diskussion um den Diakonat der Frau. Eine kritische Bilanz, in: SCHEFFCZYK, L. (Hg.), Diakonat und
Diakonissen, St. Ottilien, 2002, p. 11–65. DÜREN, S. Über den beharrlichen und zugleich sinnlosen Versuch,
Frauen den Empfang der sakramentalen Diakonatsweihe zu ermöglichen, in: Ebd. p. 149–231.
122
Vgl. GRESHAKE, G. Priester sein in dieser Zeit. Freiburg i. Br., 2000, p. 158–167.
120
Rev. Pistis Prax., Teol. Pastor., Curitiba, v. 7, n. 2, p. 349-393, maio/ago. 2015
393
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N-acetyl-L-leucine for Niemann-Pick type C: a multinational double-blind randomized placebo-controlled crossover study
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© The Author(s) 2023. Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which
permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the
original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or
other third party material in this article are included in the article’s Creative Commons licence, unless indicated otherwise in a credit line
to the material. If material is not included in the article’s Creative Commons licence and your intended use is not permitted by statutory
regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this
licence, visit http://creativecommons.org/licenses/by/4.0/. The Creative Commons Public Domain Dedication waiver (http://creativeco
mmons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated in a credit line to the data. Trials Trials Trials Fields et al. Trials (2023) 24:361
https://doi.org/10.1186/s13063-023-07399-6 Open Access N‑acetyl‑L‑leucine for Niemann‑Pick type
C: a multinational double‑blind randomized
placebo‑controlled crossover study T Fields1* , T M. Bremova2, I Billington1, GC Churchill3, W Evans4,5, C Fields1, A Galione3, R Kay6, T Mathieson4,6,
K Martakis7, M Patterson8, F Platt3, M Factor1 and M Strupp9 T Fields1* , T M. Bremova2, I Billington1, GC Churchill3, W Evans4,5, C Fields1, A Galione3, R Kay6, T Mathieson4,6,
K Martakis7, M Patterson8, F Platt3, M Factor1 and M Strupp9 Abstract Background Niemann-Pick disease type C (NPC) is a rare autosomal recessive neurodegenerative lysosomal disease
characterized by multiple symptoms such as progressive cerebellar ataxia and cognitive decline. The modified amino
acid N-acetyl-leucine has been associated with positive symptomatic and neuroprotective, disease-modifying effects
in various studies, including animal models of NPC, observational clinical case studies, and a multinational, rater-
blinded phase IIb clinical trial. Here, we describe the development of a study protocol (Sponsor Code “IB1001-301”) for
the chronic treatment of symptoms in adult and pediatric patients with NPC. Methods This multinational double-blind randomized placebo-controlled crossover phase III study will enroll
patients with a genetically confirmed diagnosis of NPC patients aged 4 years and older across 16 trial sites. Patients
are assessed during a baseline period and then randomized (1:1) to one of two treatment sequences: IB1001 followed
by placebo or vice versa. Each sequence consists of a 12-week treatment period. The primary efficacy endpoint is
based on the Scale for the Assessment and Rating of Ataxia, and secondary outcomes include cerebellar functional
rating scales, clinical global impression, and quality of life assessments. Discussion Pre-clinical as well as observational and phase IIb clinical trials have previously demonstrated that IB1001
rapidly improved symptoms, functioning, and quality of life for pediatric and adult NPC patients and is safe and well
tolerated. In this placebo-controlled cross-over trial, the risk/benefit profile of IB1001 for NPC will be evaluated. It will
also give information about the applicability of IB1001 as a therapeutic paradigm for other rare and common neuro-
logical disorders. Trial registrations The trial (IB1001-301) has been registered at www.clinicaltrials.gov (NCT05163288) and www.clini
caltrialsregister.eu (EudraCT: 2021–005356-10). Registered on 20 December 2021. Keywords Niemann-Pick type C (NPC), N-acetyl-L-leucine, Pharmaceutical intervention, Symptomatic treatment,
Randomized controlled trial, Cerebellar ataxia, Lysosomal storage disease Keywords Niemann-Pick type C (NPC), N-acetyl-L-leucine, Pharmaceutical intervention, Symptomatic treatment,
Randomized controlled trial, Cerebellar ataxia, Lysosomal storage disease tfields@intrabio.com
Full list of author information is available at the end of the article tfields@intrabio.com
Full list of author information is available at the end of the article © The Author(s) 2023. Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which
permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the
original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or
other third party material in this article are included in the article’s Creative Commons licence, unless indicated otherwise in a credit line
to the material. If material is not included in the article’s Creative Commons licence and your intended use is not permitted by statutory
regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this
licence, visit http://creativecommons.org/licenses/by/4.0/. The Creative Commons Public Domain Dedication waiver (http://creativeco
mmons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated in a credit line to the data. Fields et al. Trials (2023) 24:361 Fields et al. Trials (2023) 24:361 Page 2 of 9 potential clinical benefits compared to the racemic mix-
ture. N-acetyl-L-leucine is a pro-drug of L-leucine and
has a unique transport mechanism [10]. One mechanism
of action of N-acetyl-L-leucine is the activation of cer-
ebral glucose metabolism in the cerebellum, correlated
with enhanced cerebellar activity [11, 12]. In an animal
model of NPC, N-acetyl-DL-leucine and its enantiom-
ers significantly reduced ataxia in Npc1−/− mice, when
treated symptomatically (from 8 to 9 weeks of age) and
pre-symptomatically (from 3 weeks of age) [6]. These
studies specifically identified the L-enantiomer as the
neuroprotective isomer, observed to significantly delay
the onset of functional decline (gait abnormalities, motor
dysfunction), the decline in general health and condi-
tion, as well as slowing disease progression and prolong-
ing survival (whereas the D-enantiomer did not). Similar
effects of N-acetyl-L-leucine were found in an animal
model of another lysosomal storage disease, the Sandhoff
(hexb−/−) mouse [13]. It is important to note that the dos-
age used in these in vivo studies (0.1 g per kg per day)
approximates the dose used in previous observational
clinical studies with the racemate, the phase IIb studies
with IB1001, and the current IB1001-301 clinical trial. N‑acetyl‑L‑leucine N-acetyl-L-leucine (Sponsor Code “IB1001”) is the
L-enantiomer of N-acetyl-DL-leucine, a modified, acety-
lated derivative of a natural essential amino acid (Leu-
cine) that has been available in France since 1957 as a
racemate (equal amounts of both D- and L-enantiomers)
under the trade name Tanganil™ (Pierre Fabre Labo-
ratories, France) as a treatment for acute vertigo. Prior
observational studies assessing the effect of N-acetyl-DL-
leucine in patients with NPC suggest a beneficial symp-
tomatic as well as neuroprotective disease-modifying
effect of this agent. In a case series, short-term treatment
with N-acetyl-DL-leucine was found to improve ataxia,
cognition, and quality of life in 12 patients with NPC [4]. Subsequent long-term case series and pre-clinical stud-
ies demonstrated the neuroprotective, disease-modifying
effect of treatment in NPC [5, 6]. In all studies, the com-
pound was well tolerated with no serious side effects. Background g
Niemann-Pick disease type C (NPC) is a rare (1:120,000
live births), prematurely fatal, autosomal recessive, neu-
rovisceral lysosomal disease that predominantly affects
children. The disease typically begins in early childhood,
is chronic, progressive, and severely reduces quality of
life. Adolescent and adult-onset cases are being increas-
ingly recognized [1]. The presentation of NPC is charac-
terized by broad heterogeneity in systemic, psychiatric,
and neurological symptoms, though in general, the ear-
lier the age of onset, the more rapidly progressive the
symptoms [2]. There is broad inter-individual phenotypic
variability, including the age of onset and rate of progres-
sion. This renders an assembly of well-matched cohorts
of NPC patients for controlled trials difficult to achieve. Treatment of NPC is currently limited to reducing the
rate of disease progression with the substrate reduction
therapy drug miglustat (Zavesca™), which is approved in
the European Union and several other countries, but not
in the USA [3]. Finally, pharmacokinetic studies demonstrate that the
D-enantiomer is not metabolized and could accumulate
relative to the L-enantiomer during chronic administra-
tion of the racemate, having the potential for long-term
negative effects [14]. Therefore, in this clinical trial, the
effects of N-acetyl-L-leucine will be evaluated. Trial rationaleh The primary objective of the IB1001-301 clinical trial is
to demonstrate the symptomatic benefits of IB1001 treat-
ment given: The primary objective of the IB1001-301 clinical trial is
to demonstrate the symptomatic benefits of IB1001 treat-
ment given: (i) There are no treatments for the symptoms of NPC,
which are highly debilitating and significantly det-
rimental to functioning, quality of life, and health
span. (ii) NPC is a life-limiting condition with an extremely
high unmet medical need, mandating greater
urgency for trials to be conducted as efficiently as
possible to maximize the chance they can be made
available before the window of therapeutic oppor-
tunity is lost [8]. f
Recently, two multinational, phase IIb clinical trials
with N-acetyl-L-leucine for NPC and the related lyso-
somal storage disorder GM2 gangliosidosis (Tay-Sachs
and Sandhoff diseases) were completed [7–9]. Both tri-
als were successful, demonstrating a statistically signifi-
cant change on the primary and secondary endpoints and
clinically meaningful improvement in symptoms, func-
tioning, and quality of life for children and adults with
NPC and GM2. In both studies, N-acetyl-L-leucine was
also well tolerated with no serious side effects. Accordingly, although there is data supporting both
the symptomatic and neuroprotective, disease-modifying
effects of IB1001 for NPC, the IB1001-301 pivotal trial
prioritizes the investigation of the symptomatic benefit to
expedite the development and availability of this promis-
ing drug candidate. Given the extreme heterogeneity of
the disease, a crossover study design is utilized so that
each patient serves as their own control and the clinical f
Animal studies in the NPC mouse model have shown
that the L-enantiomer, i.e., N-acetyl-L-leucine, has Fields et al. Trials (2023) 24:361 Page 3 of 9 information about the rationale, design, and personal
implications of the study. meaningfulness of the effect can be assessed for each
patient. meaningfulness of the effect can be assessed for each
patient. Patient population and eligibility criteria Patients will be screened for eligibility according to the
inclusion and exclusion criteria. To be eligible for the
respective study, patients aged ≥ 4 years with a confirmed
diagnosis of NPC must present with clinical symptoms,
provide appropriate informed consent, and undertake a
washout of any prohibited medications (if applicable). These include any variant of N-acetyl-DL-leucine (e.g.,
Tanganil™). For a detailed description of the inclusion
and exclusion criteria, see Table 1. Methods/design
Study oversighth The IB1001-301 clinical trial is a double-blind placebo-
controlled crossover trial. Patients will be first assessed
during a baseline period (with or without a study run-
in) and randomized (1:1) to one of two treatment
sequences: IB1001 followed by placebo, or vice-versa. Each treatment period will last approximately 12 weeks
(84–91 days). Patients will be assessed twice during each
period to allow an assessment of intra-patient variability. The IB1001-301 trial is conducted in accordance with the
International Conference for Harmonisation (of Techni-
cal Requirements for Pharmaceuticals for Human Use)—
Good Clinical Practice Guideline, the General Data
Protection Regulator, and the Declaration of Helsinki. The study protocol was designed in accordance with the
SPIRIT 2013 statement and the study is conducted in
accordance with the SPIRIT reporting guidelines [15]; the
SPIRIT Figure for both the Parent Study and the Exten-
sion Phase is included as Supplementary Tables 1 and 2,
and the SPIRIT checklist has been completed. The study
has been approved by the ethics committees of each par-
ticipating center and the regulatory authorities in each
respective country. The safety, integrity, and feasibility of
the trial is monitored by an independent data safety mon-
itoring board (DSMB) consisting of three independent,
non-participating members (including two clinicians and
a statistician). The function of the DSMB is to monitor
the course of the studies and, as applicable, recommend
to the sponsor of the trial for discontinuation, modifica-
tion, or continuation of the study. The roles and responsi-
bilities of the DSMB are defined in a DSMB charter. Randomization At visit 2, patients will be randomized (1:1) to their
respective sequence. Patients will be centrally rand-
omized using Medpace’s ClinTrak Interactive Response
Technology (IRT) web-based system. Medpace is respon-
sible for the generation of the allocation sequence, and
the IRT system will automatically assign participants to
their respective sequence. The study utilizes a permuted
block design for randomization. The LIVE randomization
list is generated by an independent statistician based on
the approved randomization plan. As the study is double-
blinded, patients, their families, the study team, and the
sponsor will be blinded to the randomization scheme and
the sequences to which the patient is assigned. The rand-
omization list will not be available to any person involved
in the conduct of the study or the evaluation of the
trial until the trial database is locked. The bioanalytical Screening At the initial screening visit, patients will be classified as
either “naïve” or “non-naïve” depending on their use of
prohibited medications within the past 6 weeks (42 days). The schedule of events during the initial screening visit
and throughout the baseline period (through visit 1) will
vary depending on the patient’s classification as either
“naïve” or “non-naïve.” Given the known unlicensed use
of the racemate (Tanganil™), for all patients, a urine sam-
ple will be taken at visit 1 to detect N-acetyl-D-leucine
using a validated liquid chromatography mass spectrom-
etry/mass spectrometry method. Provided the level of
N-acetyl-D-leucine is below the permitted threshold, the
initial screening visit will be confirmed as visit 1 (baseline
1). If a patient classified as “Naïve” unexpectedly tests
positive for levels of N-acetyl-D-leucine above the per-
mitted threshold, at the direction of their principal inves-
tigator, a run-in wash-out period of 6 weeks (42 days) is
requested before they are eligible to return for a repeat
visit 1. Patients who fail two urine N-acetyl-D-leucine
tests (e.g., visit 1 and repeat visit 1) are ineligible for the
study. Individuals who meet all of the following criteria are eligible to participate in the study: Females of childbearing potential, defined as a premenopausal female capable of becoming pregnant, will be
included if they are either sexually inactive (sexually abstinenta for 14 days prior to the first dose and confirm to
continue through 28 days after the last dose) or using one of the following highly effective contraceptives (i.e.,
results in < 1% failure rate when used consistently and correctly) 14 days prior to the first dose continuing through
28 days after the dose: drug”) for at least 42 days prior to visit 1. At
the discretion of the investigator, medical
monitor, and sponsor, the washout period
for specific IMPs may be longer based on the
pharmacological activity and pharmacoki-
netics of the drug y
a) Intrauterine device (IUD); b) Surgical sterilization of the partner (vasectomy for 6 months minimum); c) Combined (estrogen or progestogen containing) hormonal contraception associated with the inhibition of
ovulation (either oral, intravaginal, or transdermal); c) Combined (estrogen or progestogen containing) hormonal contraception associated with the inhibition
ovulation (either oral, intravaginal, or transdermal); ovulation (either oral, intravaginal, or transdermal); d) Progestogen only hormonal contraception associated with the inhibition of ovulation (either oral, injectable,
or implantable); d) Progestogen only hormonal contraception associated with the inhibition of ovulation (either oral, injecta
or implantable); 3. Patients with a physical or psychiatric con-
dition which, at the investigator’s discretion
and in consultation with the medical moni-
tor and sponsor (as applicable), may put
the patient at risk, may confound the study
results, or may interfere with the patient’s
participation in the clinical study, i.e., reliably
perform study assessments e) Intrauterine hormone releasing system (IUS); f) Bilateral tubal occlusion f) Bilateral tubal occlusion
4. Females of non-childbearing potential who have undergone one of the following sterilization procedures at
least 6 months prior to the first dose: 4. Females of non-childbearing potential who have undergone one of the following sterilization procedures at
least 6 months prior to the first dose: a) Hysteroscopic sterilization; b) Bilateral salpingectomy; 4. Known or persistent use, misuse, or
dependency of medication, drugs, or alcohol
5. Current or planned pregnancy or women
who are breastfeeding c) Hysterectomy; d) Bilateral oophorectomy; OR be postmenopausal with amenorrhea for at least 1 year prior to the first dose and follicle stimulating hor-
mone (FSH) serum levels consistent with postmenopausal status. FSH analysis for postmenopausal women will be
done at screening. Individuals who meet all of the following criteria are eligible to participate in the study: Individuals who meet any of the following
criteria are not eligible to participate in the
study: g
g
p
p
y
1. Written informed consent signed by the patient and/or their legal representative/parent/impartial witness
2. Non-US: Male or female aged ≥ 4 years with a confirmed diagnosis of NPC at the time of signing informed
consent. Confirmed diagnosis includes one of the following: g
g
p
p
y
1. Written informed consent signed by the patient and/or their legal representative/parent/impartial witnessi y
1. Written informed consent signed by the patient and/or their legal representative/parent/impartial witness
2 Non-US: Male or female aged≥4 years with a confirmed diagnosis of NPC at the time of signing informed 2. Non-US: Male or female aged ≥ 4 years with a confirmed diagnosis of NPC at the time of signing informed
consent. Confirmed diagnosis includes one of the following: 1. Patients who have any known hypersensi-
tivity or history of hypersensitivity to: i
g
g
a) Clinical features and positive biomarker screen and/or filipin test without genetic tests results (has not been
performed) a. Acetyl-leucine (DL-, L-, D-) or derivatives
b. Excipients the IB1001 sachet (namely
isomalt, hypromellose, and strawberry flavor) y
(
,
,
)
b. Excipients the IB1001 sachet (namely
isomalt, hypromellose, and strawberry flavor) p
g
c) Clinical features and positive biomarker screen and/or filipin test but only one NPC mutation identified on
genetic test c) Clinical features and positive biomarker screen and/or filipin test but only one NPC mutation identified on
genetic test c. Excipients the placebo sachet (namely
isomalt, hypromellose, strawberry flavor,
citric acid, microcrystalline cellulose, lactose,
denatonium benzoate) g
d) Clinical features with positive biomarker screen and/or filipin test and positive genetic testi d) Clinical features with positive biomarker screen and/or filipin test and positive genetic test
US: Male or female aged ≥ 4 years with a confirmed genetic diagnosis of NPC at the time of signing informed
consent. Patients must have clinical features of NPC and a positive genetic test for mutations in both copies of
NPC1 or in both copies of NPC2 2. Simultaneous participation in another
clinical study or participation in any clinical
study involving administration of an inves-
tigational medicinal product (IMP; “Study 3. a Sexual abstinence is considered a highly effective method only if defined as refraining from heterosexual intercourse during the entire period of risk associated with
the study treatments. In this trial abstinence is only acceptable if in line with the patient’s preferred and usual lifestyle. Period abstinence (calendar, symptothermal,
post-ovulation methods), withdrawal (coitus interruptus), spermicides only, and lactational amenorrhoea method (LAM) are not acceptable methods of contraception.
As well, female condom and male condom should not be used together Recruitment and patient involvementh The principal investigator at each site will be responsible
for the enrolment of patients. Patients will be screened
at 16 centers across Australia, the Czech Republic,
Germany, the Netherlands, Slovakia, Switzerland, the
UK, and the USA. The list of study sites is available via
www.clinicaltrials.gov (NCT05163288). Patients will
be recruited via personal correspondence, routine care
appointments, and referrals. In addition, there is collabo-
ration and support from multinational patient organiza-
tions representing these rare disease communities. All
eligible patients who agree to participate in the study are
provided with a full verbal explanation of the trial and
the Patient Information Sheet. This includes detailed Page 4 of 9 Fields et al. Trials (2023) 24:361 Fields et al. Trials (2023) 24:361 Inclusion criteria Individuals who meet any of the following
criteria are not eligible to participate in the
study:
1. Patients who have any known hypersensi-
tivity or history of hypersensitivity to:
a. Acetyl-leucine (DL-, L-, D-) or derivatives
b. Excipients the IB1001 sachet (namely
isomalt, hypromellose, and strawberry flavor)
c. Excipients the placebo sachet (namely
isomalt, hypromellose, strawberry flavor,
citric acid, microcrystalline cellulose, lactose,
denatonium benzoate)
2. Simultaneous participation in another
clinical study or participation in any clinical
study involving administration of an inves-
tigational medicinal product (IMP; “Study
drug”) for at least 42 days prior to visit 1. At
the discretion of the investigator, medical
monitor, and sponsor, the washout period
for specific IMPs may be longer based on the
pharmacological activity and pharmacoki-
netics of the drug
3. Patients with a physical or psychiatric con-
dition which, at the investigator’s discretion
and in consultation with the medical moni-
tor and sponsor (as applicable), may put
the patient at risk, may confound the study
results, or may interfere with the patient’s
participation in the clinical study, i.e., reliably
perform study assessments
4. Known or persistent use, misuse, or
dependency of medication, drugs, or alcohol
5. Current or planned pregnancy or women
who are breastfeeding
6. Patients with severe vision or hearing
impairment (that is not corrected by glasses
or hearing aids) that, at the investigator’s
discretion, interferes with their ability to
perform study assessments
7. Patients who have been diagnosed with
arthritis or other musculoskeletal disorders
affecting joints, muscles, ligaments, and/or
nerves that by themselves affects patient’s
mobility and, at the investigator’s discretion,
interferes with their ability to perform study
assessments
8. Patients unwilling and/or not able to
undergo a 42-day washout period from any
of the following prohibited medication prior
to visit 1 (baseline 1) and remain without
prohibited medication through visit 6
a) N-acetyl-DL-leucine (e.g., Tanganil®);
b) N-acetyl-L-leucine (prohibited if not
provided as IMP in the IB1001-301 trial);
c) Sulfasalazine;
d) Rosuvastatin Individuals who meet all of the following criteria are eligible to participate in the study: Individuals who meet all of the following criteria are eligible to participate in the study: FSH levels should be in the postmenopausal range as determined by the central laboratory
5. Non-vasectomized male patient agrees to use a condom with spermicide or abstain from sexual intercourse
during the study until 90 days beyond the last dose of study medication and the female partner agrees to comply
with inclusion criteria 3 or 4. For a vasectomized male who has had his vasectomy 6 months or more prior to study
start, it is required that they use a condom during sexual intercourse. A male who has been vasectomized less than
6 months prior to study start must follow the same restrictions as a non-vasectomized malei 6. Patients with severe vision or hearing
impairment (that is not corrected by glasses
or hearing aids) that, at the investigator’s
discretion, interferes with their ability to
perform study assessments 7. Patients who have been diagnosed with
arthritis or other musculoskeletal disorders
affecting joints, muscles, ligaments, and/or
nerves that by themselves affects patient’s
mobility and, at the investigator’s discretion,
interferes with their ability to perform study
assessments p
y
6. If male, patient agrees not to donate sperm from the first dose until 90 days after their last dose y
6. If male, patient agrees not to donate sperm from the first dose until 90 days after their last dose
7. Patients must fall within: 6. If male, patient agrees not to donate sperm from the first dose until 90 days after their last dose
7 P ti
t
t f ll
ithi 7. Patients must fall within: a) A SARA score of 7 ≤ X ≤ 34 points (out of 40) a) A SARA score of 7 ≤ X ≤ 34 points (out of 40) Table 1 Inclusion and exclusion criteria for patient selection in the Parent Study Exclusion criteria AND i. Within the 2–7 range (0–8 range) of the Gait subtest of the SARA scale
OR OR
ii. Be able to perform the 9-Hole Peg Test with Dominant Hand (9HPT-D) (SCAFI subtest) in 20 ≤ X ≤ 150 s
8. Weight ≥ 15 kg at screening 9. Patients are willing to disclose their existing medications/therapies for (the symptoms) of NPC, including those
on the prohibited medication list. Non-prohibited medications/therapies (authorized medicines for NPC [e.g., p
p
p
miglustat], speech therapy, and physiotherapy are permitted provided: a) The investigator does not believe the medication/therapy will interfere with the study protocol/results
b) P i
h
b
bl d
/d
i
d
f h
f
l
42 d
b f
i i 1 (b a) The investigator does not believe the medication/therapy will interfere with the study protocol/results
b) Patients have been on a stable dose/duration and type of therapy for at least 42 days before visit 1 (baseline
1) c) Patients are willing to maintain a stable dose/do not change their therapy throughout the duration of the
t d c) Patients are willing to maintain a stable dose/do not change their therapy throughout the duration of the
study c) Patients are willing to maintain a stable dose/do not change their therapy throughout the duration of the
study y
10. An understanding of the implications of study participation, provided in the written patient information and
informed consent by patients or their legal representative/parent, and demonstrates a willingness to comply with
instructions and attend required study visits (for children this criterion will also be assessed in parents or appointed
guardians) a Sexual abstinence is considered a highly effective method only if defined as refraining from heterosexual intercourse during the entire period of risk associated with
the study treatments. In this trial abstinence is only acceptable if in line with the patient’s preferred and usual lifestyle. Period abstinence (calendar, symptothermal,
post-ovulation methods), withdrawal (coitus interruptus), spermicides only, and lactational amenorrhoea method (LAM) are not acceptable methods of contraception. As well, female condom and male condom should not be used together Fields et al. Trials (2023) 24:361 Page 5 of 9 assessments together with pre-planned time points for
clinic visits in the Extension Phase. laboratory staff are authorized to receive the randomi-
zation list prior to the study conclusion to determine
which samples should be analyzed according to standard
operating procedures. AND As the trial is a crossover design,
in which each patient will receive IB1001 and placebo,
and serve as their own control, no stratification by age is
performed. Study drugh The dosage form of N-acetyl-L-leucine or the match-
ing placebo is granules for oral suspension in a sachet
(manufactured by Patheon France S.A.S., Bourgoin Facil-
ity, France) which are suspended in 40 mL water, orange
juice, or almond milk. A marked measuring cup is pro-
vided to each patient. Intervention periods Figure 1 displays the naïve and non-naïve study schemes
for the Parent Study. Suppl. Tables 1 lists the schedule of
enrolment and assessments together with pre-planned
time points for clinic visits. Patients who have completed
Visit 6 of the Parent Study have the opportunity to con-
tinue treatment with N-acetyl-L-leucine (IB1001) in an
Extension Phase if the principal investigator determines
it is in their best interest. The Extension Phase consists
of a 1-year (351–379 day) treatment period followed by
a 6 weeks (42–56 days) washout period. Table 2 lists the
inclusion criteria for the Extension Phase. Administration and study drug dosage During the treatment periods for both treatment
sequences, the dosing of the study drug is as follows:
patients aged ≥ 13 years or aged 4–12 years weigh-
ing ≥ 35 kg will take 4 g/day (2 g in the morning, 1 g in
the afternoon, and 1 g in the evening). Patients aged
4–12 years weighing 25 to < 35 kg will take 3 g/day (1 g
in the morning, 1 g in the afternoon, and 1 g in the even-
ing). Patients aged 4–12 years weighing 15 to < 25 kg will
take 2 g/day (1 g in the morning and 1 g in the evening). Medication should be taken at least 30 min before or at Figure 2 displays the Extension Phase study schema. Suppl. Table 2 lists the schedule of enrolment and Fig. 1 Parent Study schema. a Naïve patients screening pathway: patients who have not used any prohibited medications within 42 days of
screening are “naïve.” Their initial screening visit is treated as visit 1 (baseline 1). b Non-naïve patient screening pathway: patients who have used
or are unable to confirm or deny if they have used, any prohibited medication within the past 42 days are “non-naïve.” Patient will be given the
opportunity to undergo a minimum of 42 days washout before returning for a repeat visit 1 (baseline 1). From visit 2 onward, the visit schedule is
the same for naïve and non-naïve patients Fig. 1 Parent Study schema. a Naïve patients screening pathway: patients who have not used any prohibited medications within 42 days of
screening are “naïve.” Their initial screening visit is treated as visit 1 (baseline 1). b Non-naïve patient screening pathway: patients who have used
or are unable to confirm or deny if they have used, any prohibited medication within the past 42 days are “non-naïve.” Patient will be given the
opportunity to undergo a minimum of 42 days washout before returning for a repeat visit 1 (baseline 1). From visit 2 onward, the visit schedule is
the same for naïve and non-naïve patients Fig. 1 Parent Study schema. a Naïve patients screening pathway: patients who have not used any prohibited medications within 42 days of
screening are “naïve.” Their initial screening visit is treated as visit 1 (baseline 1). Administration and study drug dosage b Non-naïve patient screening pathway: patients who have used
or are unable to confirm or deny if they have used, any prohibited medication within the past 42 days are “non-naïve.” Patient will be given the
opportunity to undergo a minimum of 42 days washout before returning for a repeat visit 1 (baseline 1). From visit 2 onward, the visit schedule is
the same for naïve and non-naïve patients Fields et al. Trials (2023) 24:361 Fields et al. Trials (2023) 24:361 Page 6 of 9 Table 2 Inclusion criteria for patient participation in the Extension Study
Inclusion criteria
1. Completed visit 6 of the Parent Study
2. The principal investigator determines further treatment with IB1001 to be in patient’s best interest
3. Written informed consent signed by the patient and/or their legal representative/parent/impartial witness for participation in the Extension Phase
4. Patients are willing to continue to remain without the following prohibited medication from visit 6 throughout the duration the Extension Phase:
e) N-acetyl-DL-leucine (e.g., Tanganil®);
f) N-acetyl-L-leucine (prohibited if not provided as investigational medicinal product [IMP]);
g) Sulfasalazine;
h) Rosuvastatin Fig. 2 Extension Phase schema. Patients will be assessed approximately 4 times over a 64-week period: at the start of the Extension Phase, after
6 months of treatment, 1 year of treatment, and after a 42-day (+ 14 day) post-extension-phase treatment washout Fig. 2 Extension Phase schema. Patients will be assessed approximately 4 times over a 64-week period: at the start of the Extension Phase, after
6 months of treatment, 1 year of treatment, and after a 42-day (+ 14 day) post-extension-phase treatment washout Safety and efficacy parameters
Primary efficacy endpointh least 2 h after a meal. Compliance will be assessed upon
a review of the inventory of IB1001 sachets returned by
patients. The original SARA scale is an eight-item clinical rating
scale (range 0–40, where 0 is the best neurological sta-
tus and 40 is the worst). It is a reliable and valid clinical
scale with a high internal consistency that measures the
severity of symptoms and ataxia and increases with dis-
ease stage [16]. Study objectivesh A detailed description of the safety parameters
is provided in Suppl. Material I. Accordingly, the mSARA was developed as a six-item
clinical rating scale consisting of the original Gait, Speech
Disturbance, Finger Chase, Nose-Finger test, Fast Alter-
nating Hand Movement, and Heel-shin slide domains. It
ranges from a score of 0 to 30, where 0 is the best neuro-
logical status and 30 is the worst. The SARA scale will be the basis for the primary effi-
cacy estimand. The mSARA scale will be considered as a
supplementary estimand. Withdrawal from study medi-
cation due to adverse events and the taking of prohib-
ited medication will be considered as intercurrent events
(ICEs) and a treatment policy strategy will be considered
for these ICEs. Withdrawal or early termination from the
study for unspecified reasons and lost to follow-up will
not be considered as ICEs, and the subsequent data will
be considered as “missing.” Should these events occur,
a last observation carried forward approach will be
adopted based on observations at visits 2, 3 for period 1
and visits 4, 5 for period 2. All statistical analyses will be detailed in a separate
statistical analysis plan. For each of the primary and
secondary endpoints, there will be evaluations within
key subgroups: naïve versus non-naïve as determined
at screening; age (pediatric versus adult at the time of
enrollment); age/weight/dosing group; age of diagnosis:
early-infantile (< 2 years), late-infantile (2 to < 6 years),
juvenile (6 to < 15 years), adolescent/adult (≥ 15 years);
disease severity based on SARA below/above the median
SARA score at visit 1; gender (male versus female); region
(US versus rest of world); patients taking miglustat ver-
sus patients not taking miglustat; intra-patient variability
between SARA score at visit 1 (baseline 1) versus visit 2
(baseline 2) (below/above median). These evaluations will
be based on plotting treatment differences together with
90% confidence intervals within each subgroup. The model for analysis will be an analysis of covariance
model with the difference in the SARA scores at the end
of periods I and II as the dependent variable and SARA
at baseline (visit 2) as the independent variable together
with an indicator variable for sequence [17]. The esti-
mated coefficient of the indicator for sequence will pro-
vide the least squares estimate of the difference in the
treatment means on division by 2. Study objectivesh The Parent Study and Extension Phase enable the investi-
gation of both the symptomatic (12-week) and long-term
(1-year) safety and efficacy of treatment with N-acetyl-
L-leucine. The primary objective of the Parent Study is
to evaluate the efficacy of N-acetyl-L-leucine versus pla-
cebo based on the Scale for the Assessment and Rating
of Ataxia (SARA) or modified SARA (mSARA). In the
Extension Phase, the primary objective is to evaluate
the effects of N-acetyl-L-leucine based on the modified
(5-domain) Niemann-Pick disease type C Clinical Sever-
ity Scale (NPC-CSS). The original unmodified SARA was selected as the
primary endpoint based on advice from EU National
Regulatory Authorities (including Germany, Portu-
gal, Spain, and the Netherlands) and the UK Medi-
cines and Healthcare product Regulatory Authority. In
the USA, the primary endpoint is the modified SARA
(mSARA). This modification was based on the explicit
advice of the US Food and Drug Administration, which
requested the instrument be modified to: For both study phases, the secondary objectives are: • Include the domains that are the most clinically
meaningful towards understanding the functional
aspects of ataxia/symptoms in NPC patients • To assess the clinical efficacy (symptomatic and long-
term) of N-acetyl-L-Leucine on symptoms of ataxia,
functioning, and quality of life for patients with NPC • Remove domains where there is no/little move-
ment and which may impact the interpretation and
power of the tool (i.e., improve the reliability and
sensitivity of the instrument) • To evaluate the safety and tolerability of N-acetyl-L-
leucine at 4 g/day in patients with NPC aged ≥ 4 years
and older • Extension Phase only: characterize the pharmacoki-
netics of N-acetyl-L-leucine in NPC patients Fields et al. Trials (2023) 24:361 Fields et al. Trials (2023) 24:361 Page 7 of 9 throughout the study. Sparse pharmacokinetic blood
sampling will be conducted in the Parent Study (visit
1–visit 6). Blood samples for the quantification of
N-acetyl-L-leucine in plasma will be obtained at visit
7 and visit 9. Urine samples will also be collected for
measuring concentrations of N-acetyl-D-leucine at
the time points designated on the schedule of events
(Suppl. Tables 1 and 2). At visit 1, this urine sample
serves as a key enrollment criterion testing for the use
of the prohibited medication N-acetyl-DL-leucine. Vital signs, physical exams, height/weight, and elec-
trocardiograms will also be collected at the time points
designated on the schedule of events (Suppl. Tables 1
and 2). Study objectivesh Secondary endpoints
will measure other symptoms and evaluate quality of life
(Spinocerebellar Ataxia Functional Index (SCAFI) [18];
Modified Disability Rating Scale (mDRS) [19, 20]; Qual-
ity of Life EQ-5D-5L for patients aged ≥ 18; EQ-5D-Y for
patients aged < 18 years [21]; and Investigator, Caregiver,
Patient Clinical Global Impression Scale (CGI)) [22]. Descriptive statistics will be provided for these measures
at each visit, and select secondary endpoints will be eval-
uated statistically based on a comparison of the period
differences (period II–period I) between the two treat-
ment sequences in an analysis of covariance (ANCOVA)
model with terms for baseline and treatment sequence. i
In a one-sided test at the p = 0.05 level, a total sam-
ple size of 46 in a two-treatment, two-period placebo-
controlled cross-over trial achieves approximately 80%
power for treatment comparisons in relation to the
SARA/mSARA total score assuming a true mean differ-
ence of 1.0/0.85 (respectively) and a standard deviation
for the total SARA/mSARA score between 7.5 and 8.5
and 6.375 and 7.225 (respectively) based on an analy-
sis of covariance with the baseline SARA/mSARA score
at the start of period I as the covariate. These results,
based on extensive simulations, assume a correlation of
0.95 between each of the pairwise outcomes: baseline
for period I, endpoint for period I, and endpoint for
period II. The values for the standard deviation and the
correlations used in the calculation are guided by the
results of the IB1001-201 study. These levels of power
are maintained when there is a positive or negative
period effect of up to 0.5 and 0.425 units on the SARA/
mSARA scale, respectively. Availability of data and materials All investigators will be provided with full access to all the final data set in the
study. Data sharing is not applicable to this article as no datasets were gener-
ated or analyzed during the current studies (study protocols). Acknowledgements We thank each of the study sites and principal investigators participating in
the IB1001-301 clinical trial for their participation. We thank the multinational
Patient Organizations representing the NPC community for their essential
involvement, including the following NPC Organizations: Australian Niemann-
Pick Type C Foundation, Niemann-Pick Canada, Fundación Niemann-Pick
de España (Spain), Associazione Italiana Niemann Pick (Italy), Volwassenen,
Kinderen en Stofwisselingsziekten (VKS), International Niemann-Pick disease
Alliance (Worldwide), National Niemann-Pick Disease Foundation (USA),
Niemann-Pick Association of Fuenlabrada (Spain), Niemann-Pick Selbsthil-
fegruppe (Germany), Niemann-Pick Suisse (Switzerland), Niemann-Pick UK
(UK), the Firefly Foundation (USA), and the Ara Parseghian Medical Research
Foundation (USA). Finally, we are very grateful to all the patients and their
families who participated in these studies. Authors’ contributions MS conceived the initial studies. MS and TBE initiated the initial case series,
and FMP, AG, GC, and MS initiated the non-clinical studies, together establish-
ing the current study concept and rational. All authors made contributions
to the conception and/or the trial design. TF and MS wrote and revised the
study protocol. MF, CF, MP, TB, IB, KM, and RK made contributions to the
study protocol and revised the final protocol for content. RK has the main
responsibility for statistical analyses and made substantial contributions to
the study protocol. TF contributed decisively to ethics approval to ethics and
regulatory authorities. MF is the sponsor’s delegated person. MS is the spon-
sor’s delegated clinician. TF is responsible for the implementation of the study. TF and MS wrote and revised the manuscript. RK developed the statistical
concept and performed the sample size calculation. MF, CF, MP, IB, KM, TB, WE,
TM, FMP, AG, and GC revised the final manuscript for content. All authors read
and approved the final manuscript. Trial status At the time of manuscript submission, the protocols
for IB1001-301 (US V1.2 07-Jan-2022; Global: V2.0,
08-Mar-2022; Swiss V2.1 14-Jul-2022) have been
accepted/approved in each country where the study
will be conducted, including the US Food and Drug
Administrations, UK Medicines and Healthcare prod-
ucts Regulatory Authority, German Federal Institute for
Drugs and Medical Devices, Slovakia Štátny ústav pre
kontrolu liečiv, Switzerland Swissmedic, Netherlands
Central Committee on Research Involving Human Sub-
jects, Czech Republic State Institute for Drug Control,
and Australia Therapeutic Goods Administration as
well as respective research ethics committees (REC)/
institutional review boards (IRB) (active approved pro-
tocol version varies based on status of enrollment per
site/per study). The first study participant was enrolled
on 30 June 2022. Recruitment is ongoing and expected
to complete December 2022. Authors’ information M. Strupp is joint chief editor of the Journal of Neurology and editor in chief of
Frontiers of Neuro-otology and Section Editor of F1000. Funding This study was financially supported by IntraBio (https://intrabio.com). The
authors (TF, IB, MF) are officers in IntraBio, CF is an employee of IntraBio, and
the authors (MP, GC, MS, AG, RK, and FP) were paid for consultancy work for
IntraBio. Authors, acting in their capacity as consultants for IntraBio, played
roles in the study design, decision to publish, or preparation of the manu-
script. IntraBio is not involved in the data collection and analysis. Abbreviations
ANCOVA
Analysis of covariance
CGI
Clinical Global Impression
DSMB
Data safety monitoring board
EP
Extension Phase
GM2
GM2 gangliosidoses
ICE
Intercurrent events
IRB
Institutional review boards
IRT
Interactive Response Technology
mDRS
Modified Disability Rating Scale
mSARA
Modified Scale for the Assessment and Rating of Ataxia
NPC
Niemann-Pick type C
NPC-CSS
NPC clinical severity scale
PI
Principal investigator
REC
Research ethics committees
SARA
Scale for the Assessment and Rating of Ataxia
SCAFI
Spinocerebellar Ataxia Functional Index Discussion Given the lack of global symptomatic or disease-mod-
ifying therapies for NPC and other lysosomal diseases,
there is an urgent need for effective and well-tolerated
drug treatments. This multi-center, multinational ran-
domized double- blind placebo-controlled crossover
phase III trial was designed through a collaboration
between national regulatory agencies, leading clinical
experts, patient organizations, and the industry spon-
sor. This design addresses the unique ethical and prac-
tical challenges of conducting clinical trials for these
orphan, heterogeneous patient populations in order to
better capture N-acetyl-L-leucine’s therapeutic effect
and thus expedite the development and availability of
this promising drug candidate [23]. The online version contains supplementary material available at https://doi.
org/10.1186/s13063-023-07399-6. The online version contains supplementary material available at https://doi.
org/10.1186/s13063-023-07399-6. Additional file 1: Supplementary Material I. Safety Parameters. Sup‑
plementary Material II. Data Collection. Additional file 1: Supplementary Material I. Safety Parameters. Sup‑
plementary Material II. Data Collection. Additional file 2: Supplementary Table 1. Parent Study schedule of
enrolment, interventions, and assessments. Supplementary Table 2. Extension Phase schedule of enrolment, interventions, and assessments. Additional file 3. SPIRIT Checklist for Trials. Additional file 3. SPIRIT Checklist for Trials. Declarations Ethics approval and consent to participate Safety parameters
Ad
( Adverse events (serious and non-serious), concomi-
tant drug and non-drug therapies, safety laboratory
blood samples (hemoglobin, erythrocytes, hematocrit,
thrombocytes, leukocytes, sodium, potassium, urea,
creatinine, serum bilirubin level, aspartate aminotrans-
ferase, alanine aminotransferase, alkaline phosphatase,
lactate dehydrogenase, follicle-stimulating hormone
for postmenopausal women only), and urine samples
(leukocytes, nitrite, urobilinogen, protein, pH, occult
blood (erythrocytes, leucocytes), specific gravity,
ketones, bilirubin, glucose) will be collected routinely A description of data collection is provided in Suppl. Material II. Fields et al. Trials (2023) 24:361 Page 8 of 9 Author details
1 19. Iturriaga C, Pineda M, Fernández-Valero EM, Vanier MT, Coll MJ. Niemann-
Pick C disease in Spain: clinical spectrum and development of a disability
scale. J Neurol Sci. 2006;249:1–6. 1 IntraBio Ltd, Begbroke Science Park, Begroke Hill, Woodstock Road,
Oxford OX5 1PF, UK. 2 Department of Neurology, Inselspital, University Hospital
Bern, and University of Bern, Bern, Switzerland. 3 Department of Pharmacology,
University of Oxford, Mansfield Road, Oxford OX1 3QT, UK. 4 Niemann-Pick UK,
Suite 2, Vermont House, Concord, Tyne and Wear, Washington NE37 2SQ, UK. 5 Primary Care Stratified Medicine (PRISM), Division of Primary Care, University
of Nottingham, Nottingham, UK. 6 RK Statistics, Brook House, Mesne Lane,
Bakewell DE45 1AL, UK. 7 Department of Pediatric Neurology, University Chil-
dren’s Hospital (UKGM) and Medical Faculty, Justus Liebig University of Gies-
sen, Giessen, Germany. 8 Mayo Clinic, 200 First Street SW, Rochester, MN 55905,
USA. 9 Department of Neurology and German Center for Vertigo and Balance
Disorders, Ludwig Maximilians University, Munich, Germany. 20. Pineda M, Perez-Poyato MS, O’Callaghan M, et al. Clinical experience with
miglustat therapy in pediatric patients with Niemann-Pick disease type C:
a case series. Mol Genet Metab. 2010;99:358–66. 21. EuroQol Group. EQ-5D Instruments | About EQ-5D. 2017. 2017. Accessed
at: https://euroqol.org/eq-5d-instruments/eq-5d-5l-about. Accessed 15
Feb 2020. 22. Quinn TJ, Dawson J, Walters MR, Lees KR. Variability in modified Rankin
scoring across a large cohort of international observers. Stroke. 2008;39:2975–9. 23. Kempf L, Goldsmith JC, Temple R. Challenges of developing and conduct-
ing clinical trials in rare disorders. Am J Med Genet A. 2018;176:773–83. Received: 29 September 2022 Accepted: 22 May 2023 Competing interests IB2020/056096, and PCT/IB2021/050236 relating to treatment of lysosomal
storage disorders, neurodegenerative diseases, and neurodegeneration with
acetyl-leucine and its analogs. 18. Schmitz-Hübsch T, Giunti P, Stephenson DA, et al. SCA Functional Index:
a useful compound performance measure for spinocerebellar ataxia. Neurology. 2008;71:486–92. Received: 29 September 2022 Accepted: 22 May 2023 Consent for publication
Not applicable. 9. Martakis K, Claassen J, Gascon-Bayarri J, et al. N-acetyl-L-leucine improves
symptoms and functioning in GM2 Gangliosidosis (Tay-Sachs & Sandhoff). medRxiv; 2021. p. 2021.09.24.21264020. Accessed at: https://www.medrxiv.
org/content/10.1101/2021.09.24.21264020v1. Accessed 3 Aug 2022. Publisher’s Note Springer Nature remains neutral with regard to jurisdictional claims in pub-
lished maps and institutional affiliations. Springer Nature remains neutral with regard to jurisdictional claims in pub-
lished maps and institutional affiliations. Competing interests 10. Churchill GC, Strupp M, Factor C, et al. Acetylation turns leucine into a
drug by membrane transporter switching. Sci Rep. 2021;11:15812. MF is a co-founder, shareholder, and chairman of IntraBio. TF and IB are officers
and shareholders of IntraBio. CF Is an employee and shareholder of IntraBio. FP is a cofounder, shareholder, and consultant to IntraBio and consultant to
Actelion. MS is a shareholder to IntraBio and consultant for Abbott, Actelion,
AurisMedical, Heel, IntraBio, Sensorion, and Vertify; he has received speaker’s
honoraria from Abbott, Actelion, Auris Medical, Biogen, Eisai, Grünenthal, GSK,
Henning Pharma, Interacoustics, Johnson & Johnson, MSD, Otometrics, Pierre-
Fabre, TEVA, and UCB. AG and GC are cofounders, shareholder sand consult-
ants to IntraBio. MP is a shareholder of IntraBio and has received consulting
fees, honoraria, and research grants from Actelion Pharmaceuticals Ltd. and
Biomarin. RK is a consultant to IntraBio. TBE received honoraria for lecturing
from Actelion and Sanofi Genzyme and fees for the blinded rater services from
IntraBio. y
11. Günther L, Beck R, Xiong G, et al. N-acetyl-L-leucine accelerates vestibular
compensation after unilateral labyrinthectomy by action in the cerebel-
lum and thalamus. PLoS one. 2015;10:e0120891. 12. Tighilet B, Leonard J, Bernard-Demanze L, Lacour M. Comparative analysis
of pharmacological treatments with N-acetyl-DL-leucine (Tanganil) and
its two isomers (N-acetyl-L-leucine and N-acetyl-D-leucine) on vestibular
compensation: Behavioral investigation in the cat. Eur J Pharmacol. 2015;769:342–9. 13. Kaya E, Smith DA, Smith C, Boland B, Strupp M, Platt FM. Beneficial effects
of acetyl-DL-leucine (ADLL) in a mouse model of Sandhoff disease. J Clin
Med. 2020;9:1050. 14. Churchill GC, Strupp M, Galione A, Platt FM. Unexpected differences in
the pharmacokinetics of N-acetyl-DL-leucine enantiomers after oral dos-
ing and their clinical relevance. PLoS one. 2020;15:e0229585. IntraBio owns patents EP3359146, EP3416631, EP3482754, USPTO10905670,
and USPTO11400067 (application 16/324,301) related to treatment of lyso-
somal storage disorders and neurodegenerative diseases with acetyl-leucine
and its analogs. 15. Chan A-W, Tetzlaff JM, Gøtzsche PC, et al. SPIRIT 2013 explanation and
elaboration: guidance for protocols of clinical trials. BMJ. 2013;346:e7586. IntraBio has pending patent applications EP19174007.5, EP20215877.0,
PCT/IB2017/054928, PCT/IB2017/054929, PCT/US2018/056420, PCT/
IB2018/054676, PCT/US2018/018420, PCT/IB2019/060525, PCT/
IB2019/051214, PCT/GB2017/051090, PCT/IB2020/051767, PCT/ 16. Schmitz-Hübsch T, du Montcel ST, Baliko L, et al. Scale for the assessment
and rating of ataxia: development of a new clinical scale. Neurology. 2006;66:1717–20. 17. Mehrotra DV. A recommended analysis for 2 × 2 crossover trials with
baseline measurements. Pharm Stat. 2014;13:376–87. 2.
Vanier MT, Millat G. Niemann-Pick disease type C. Clin Genet.
2003;64:269–81. 4.
Bremova T, Malinová V, Amraoui Y, et al. Acetyl-dl-leucine in Niemann-Pick
type C: a case series. Neurology. 2015;85:1368–75. 1.
Geberhiwot T, Moro A, Dardis A, et al. Consensus clinical manage-
ment guidelines for Niemann-Pick disease type C. Orphanet J Rare Dis.
2018;13:50. 3.
Patterson MC, Clayton P, Gissen P, et al. Recommendations for the detec-
tion and diagnosis of Niemann-Pick disease type C: an update. Neurol
Clin Pract. 2017;7:499–511. Ethics approval and consent to participate The study has been approved by the responsible central research ethics com-
mittees/institutional review boards, including the Ethics Committee of Ludwig Fields et al. Trials (2023) 24:361 Page 9 of 9 Maximilian University of Munich (21–1269), National Institute of Child Diseases
Bratislava Ethics Committee (EudraCT 2021–005356-10), Ethics Committee of
General University Hospital in Prague (56/22 S-MEK), East Midlands – Derby
Research Ethics Committee (1004498), Amsterdam UMC Locatie AMC Central
Ethics Committee (NL79787.018.21), Mayo Clinic Institutional Review Board
(22–001734), Emory University Institutional Review Board (STUDY00003227)
Switzerland Business Administration System for Ethics Committees
(2022–00638), and Victoria Human Research Ethics Committee (HREC/86167/
MH-2022). 5. Cortina-Borja M, Te Vruchte D, Mengel E, et al. Annual severity increment
score as a tool for stratifying patients with Niemann-Pick disease type C
and for recruitment to clinical trials. Orphanet J Rare Dis. 2018;13:143. 6. Kaya E, Smith DA, Smith C, et al. Acetyl-leucine slows disease progression
in lysosomal storage disorders. Brain Commun. 2020;fcaa148, https://doi.
org/10.1093/braincomms/fcaa148. 6. Kaya E, Smith DA, Smith C, et al. Acetyl-leucine slows disease progression
in lysosomal storage disorders. Brain Commun. 2020;fcaa148, https://doi.
org/10.1093/braincomms/fcaa148. 7. Bremova-Ertl T, Claassen J, Foltan T, et al. Efficacy and safety of N-acetyl-L-
leucine in Niemann-Pick disease type C. J Neurol. 2022;269:1651–62. leucine in Niemann Pick disease type C. J Neurol. 2022;269:1651 62. 8. Fields T, Patterson M, Bremova-Ertl T, et al. A master protocol to investi-
gate a novel therapy acetyl-L-leucine for three ultra-rare neurodegenera-
tive diseases: Niemann-Pick type C, the GM2 gangliosidoses, and ataxia
telangiectasia. Trials. 2021;22:84. Informed consent will be obtained for all study participants by the principal
investigator/delegated investigator. References 1. Geberhiwot T, Moro A, Dardis A, et al. Consensus clinical manage-
ment guidelines for Niemann-Pick disease type C. Orphanet J Rare Dis. 2018;13:50.
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Glucose feeds the tricarboxylic acid cycle via excreted ethanol in fermenting yeast
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Nature chemical biology
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Abstract
11 Ethanol and lactate are typical waste products of glucose fermentation. In mammals, glucose is catabolized
12
glycolysis into circulating lactate, which is broadly used throughout the body as a carbohydrate fuel. Individ
13
cells can both uptake and excrete lactate, uncoupling glycolysis from glucose oxidation. Here we show tha
14
similar uncoupling occurs in the yeast Saccharomyces cerevisiae. Even in fermenting yeast that are net
15
releasing ethanol, media 13C-ethanol rapid enters and is oxidized to acetaldehyde and acetyl-CoA. This is
16
evident in exogenous ethanol being a major source of both cytosolic and mitochondrial acetyl units. 2H-trac
17
reveals that ethanol is also a major source of both NADH and NADPH, and this role is augmented under
18
oxidative stress conditions. Thus, uncoupling of glycolysis from the oxidation of glucose-derived carbon via
19
rapid reversible reactions is an ancient and conserved feature of eukaryotic metabolism. 20
Introduction
21
Fermentation occurs widely across Kingdoms, converting glucose into organic waste products1–4. In mamm
22
the main such product is lactate. Until recently, it was commonly assumed that the liver and kidney were
23
special in their capacity to clear circulating lactate, reconverting the waste (lactate) into fuel (glucose). New
24
evidence suggests, however, that most mammalian tissues take up circulating lactate and oxidize it via the
25
TCA cycle5. Indeed, it seems that most carbohydrate oxidation in mammals, rather than occurring by a tiss
26
taking up glucose and fully oxidizing it to carbon dioxide, instead involves carbon flowing through circulatin
27
lactate as a metabolic intermediate. Thus, glycolysis is uncoupled from the TCA cycle via cellular uptake
28
and/or excretion of lactate5. Biochemically, this occurs through the rapid reversible reactions linking
29
intracellular pyruvate, via lactate dehydrogenase and monocarboxylate transporters, to circulating lactate. 30
Baker's yeast (Saccharomyces cerevisiae) is a prototypical fermentative unicellular organism6. Its rapid
31
catabolism of glucose into ethanol + CO2 plays a central role in human society, contributing to such divers
32
fields as baking, beverages, and biofuels. S. cerevisiae is capable of growing aerobically on substrates
33 Ethanol and lactate are typical waste products of glucose fermentation. In mammals, glucose is catabolized by
12
glycolysis into circulating lactate, which is broadly used throughout the body as a carbohydrate fuel. Individual
13
cells can both uptake and excrete lactate, uncoupling glycolysis from glucose oxidation. Keywords: Biochemically, this occurs through the rapid reversible reactions lin
29 Authors
3 Tianxia Xiao1, Artem Khan1,3, Yihui Shen2, Li Chen2,4, Joshua Rabinowitz1,2 (*) 1 Lewis Sigler Institute for Integrative Genomics and Department of Chemistry, Princeton University, Washington
5
Road, Princeton, NJ 08544, USA
6 1 Lewis Sigler Institute for Integrative Genomics and Department of Chemistry, Princeton University, Washington
5
Road, Princeton, NJ 08544, USA
6 2 Lewis-Sigler Institute for Integrative Genomics, Princeton University, Princeton, NJ, 08544, USA. 7 3 The David Rockefeller Graduate Program in Bioscience, The Rockefeller University, New York, NY, USA. 8 3 The David Rockefeller Graduate Program in Bioscience, The Rockefeller University, New York, NY, USA. 8 4 Shanghai Key Laboratory of Metabolic Remodeling and Health, Institute of Metabolism & Integrative Biology,
9
Fudan University, Shanghai, 200433, China. 10 Abstract
11 Here we show that
14
similar uncoupling occurs in the yeast Saccharomyces cerevisiae. Even in fermenting yeast that are net
15
releasing ethanol, media 13C-ethanol rapid enters and is oxidized to acetaldehyde and acetyl-CoA. This is
16
evident in exogenous ethanol being a major source of both cytosolic and mitochondrial acetyl units. 2H-tracing
17
reveals that ethanol is also a major source of both NADH and NADPH, and this role is augmented under
18
oxidative stress conditions. Thus, uncoupling of glycolysis from the oxidation of glucose-derived carbon via
19
rapid reversible reactions is an ancient and conserved feature of eukaryotic metabolism. 20 Keywords: Posted Date: December 28th, 2021 License: This work is licensed under a Creative Commons Attribution 4.0 International License. Read Full License Version of Record: A version of this preprint was published at Nature Chemical Biology on August 15th,
2022. See the published version at https://doi.org/10.1038/s41589-022-01091-7. Glucose feeds the TCA cycle via environmental etha
1
fermenting yeast
2
Authors
3
Tianxia Xiao1, Artem Khan1,3, Yihui Shen2, Li Chen2,4, Joshua Rabinowitz1,2 (*)
4
1 Lewis Sigler Institute for Integrative Genomics and Department of Chemistry, Princeton University
5
Road, Princeton, NJ 08544, USA
6
2 Lewis-Sigler Institute for Integrative Genomics, Princeton University, Princeton, NJ, 08544, USA. 7
3 The David Rockefeller Graduate Program in Bioscience, The Rockefeller University, New York, NY
8
4 Shanghai Key Laboratory of Metabolic Remodeling and Health, Institute of Metabolism & Integrativ
9
Fudan University, Shanghai, 200433, China. 10
Abstract
11
Ethanol and lactate are typical waste products of glucose fermentation. In mammals, glucose is
12
glycolysis into circulating lactate, which is broadly used throughout the body as a carbohydrate
13
cells can both uptake and excrete lactate, uncoupling glycolysis from glucose oxidation. Here w
14
similar uncoupling occurs in the yeast Saccharomyces cerevisiae. Even in fermenting yeast tha
15
releasing ethanol, media 13C-ethanol rapid enters and is oxidized to acetaldehyde and acetyl-C
16
evident in exogenous ethanol being a major source of both cytosolic and mitochondrial acetyl u
17
reveals that ethanol is also a major source of both NADH and NADPH, and this role is augment
18
oxidative stress conditions. Thus, uncoupling of glycolysis from the oxidation of glucose-derived
19
rapid reversible reactions is an ancient and conserved feature of eukaryotic metabolism. 20
Introduction
21
Fermentation occurs widely across Kingdoms, converting glucose into organic waste products1
22
the main such product is lactate. Until recently, it was commonly assumed that the liver and kid
23
special in their capacity to clear circulating lactate, reconverting the waste (lactate) into fuel (glu
24
evidence suggests, however, that most mammalian tissues take up circulating lactate and oxidi
25
TCA cycle5. Indeed, it seems that most carbohydrate oxidation in mammals, rather than occurri
26
taking up glucose and fully oxidizing it to carbon dioxide, instead involves carbon flowing throug
27
lactate as a metabolic intermediate. Thus, glycolysis is uncoupled from the TCA cycle via cellul
28
and/or excretion of lactate5. Introduction
21 Fermentation occurs widely across Kingdoms, converting glucose into organic waste products1–4. In mammals,
22
the main such product is lactate. Until recently, it was commonly assumed that the liver and kidney were
23
special in their capacity to clear circulating lactate, reconverting the waste (lactate) into fuel (glucose). New
24
evidence suggests, however, that most mammalian tissues take up circulating lactate and oxidize it via the
25
TCA cycle5. Indeed, it seems that most carbohydrate oxidation in mammals, rather than occurring by a tissue
26
taking up glucose and fully oxidizing it to carbon dioxide, instead involves carbon flowing through circulating
27
lactate as a metabolic intermediate. Thus, glycolysis is uncoupled from the TCA cycle via cellular uptake
28
and/or excretion of lactate5. Biochemically, this occurs through the rapid reversible reactions linking
29
intracellular pyruvate, via lactate dehydrogenase and monocarboxylate transporters, to circulating lactate. 30 Fermentation occurs widely across Kingdoms, converting glucose into organic waste products1–4. In mammals,
22
the main such product is lactate. Until recently, it was commonly assumed that the liver and kidney were
23
special in their capacity to clear circulating lactate, reconverting the waste (lactate) into fuel (glucose). New
24
evidence suggests, however, that most mammalian tissues take up circulating lactate and oxidize it via the
25
TCA cycle5. Indeed, it seems that most carbohydrate oxidation in mammals, rather than occurring by a tissue
26
taking up glucose and fully oxidizing it to carbon dioxide, instead involves carbon flowing through circulating
27
lactate as a metabolic intermediate. Thus, glycolysis is uncoupled from the TCA cycle via cellular uptake
28
and/or excretion of lactate5. Biochemically, this occurs through the rapid reversible reactions linking
29
intracellular pyruvate, via lactate dehydrogenase and monocarboxylate transporters, to circulating lactate. 30
Baker's yeast (Saccharomyces cerevisiae) is a prototypical fermentative unicellular organism6. Its rapid
31
catabolism of glucose into ethanol + CO2 plays a central role in human society, contributing to such diverse
32
fields as baking, beverages, and biofuels. S. cerevisiae is capable of growing aerobically on substrates
33 Baker's yeast (Saccharomyces cerevisiae) is a prototypical fermentative unicellular organism6. Its rapid
31
catabolism of glucose into ethanol + CO2 plays a central role in human society, contributing to such diverse
32
fields as baking, beverages, and biofuels. S. cerevisiae is capable of growing aerobically on substrates
33 Baker's yeast (Saccharomyces cerevisiae) is a prototypical fermentative unicellular organism6. Fermenting yeast assimilate environmental ethanol
47 Ethanol can enter and exit cells via simple diffusion9. Thus, exogenous ethanol may enter yeast, even if they
48
are simultaneously excreting ethanol made internally from glucose. To differentiate two-carbon (2C) units from
49
environmental ethanol versus internal glucose catabolism, we grew yeasts in typical minimal media (yeast
50
nitrogen base, aerated, 30⁰C) with unlabeled glucose until mid-exponential phase. We then pelleted the cells
51
and resuspended them in yeast nitrogen base containing both glucose and ethanol, whose isotopic
52
composition is under experimental control. The glucose and ethanol concentrations in the resuspension media
53
were selected to approximate those naturally occurring during mid-exponential yeast growth in yeast nitrogen
54
base with glucose as the carbon source (recognizing that by mid-exponential phase yeast will have converted
55
a substantial amount of glucose into ethanol). Specifically, we provided glucose and ethanol at either
56
equimolar concentrations (42 mM each) or 1:1 mixture based on number of carbon atoms (28 mM glucose and
57
84 mM ethanol, “equicarbon”) (Figure 1A). 58 We used 13C NMR to measure rates of glucose uptake (fgluc_up) and conversion to ethanol via pyruvate
59
decarboxylase (fpdc) from the cultures with [U-13C]glucose and unlabeled ethanol (Figure 1B). The rates
60
measured by 13C NMR (fgluc_up and fpdc) are similar among strains of S. cerevisiae with different respiratory
61
capacity (FY4 and CEN.PK) and media substrate ratios (equimolar or equicarbon) (Supplementary figure 1A). 62
In parallel, net ethanol flux was measured by 1H NMR, revealing active fermentation (i.e. net ethanol excretion)
63
(Figure 1C). 64 We used 13C NMR to measure rates of glucose uptake (fgluc_up) and conversion to ethanol via pyruvate
59
decarboxylase (fpdc) from the cultures with [U-13C]glucose and unlabeled ethanol (Figure 1B). The rates
60
measured by 13C NMR (fgluc_up and fpdc) are similar among strains of S. cerevisiae with different respiratory
61
capacity (FY4 and CEN.PK) and media substrate ratios (equimolar or equicarbon) (Supplementary figure 1A). 62
In parallel, net ethanol flux was measured by 1H NMR, revealing active fermentation (i.e. net ethanol excretion)
63
(Figure 1C). 64 The yeast ethanol assimilation pathway involves oxidation of ethanol to acetate, which is converted into
65
cytosolic acetyl-CoA by acetyl-CoA synthetases10. Introduction
21 Its rapid
31
catabolism of glucose into ethanol + CO2 plays a central role in human society, contributing to such diverse
32
fields as baking, beverages, and biofuels. S. cerevisiae is capable of growing aerobically on substrates
33 including galactose, glycerol, and ethanol. But when provided with ample glucose, it will ferment even in the
34
presence of adequate oxygen7. When glucose runs out, after a delay to rewire metabolism, aerobic growth will
35
resume (the diauxic shift)8. As glucose fermentation in yeast parallels aerobic glycolysis in mammals, we were
36
curious whether it similarly involves reversible excretion and uptake of the "waste product" (ethanol), rather
37
than unidirectional waste elimination. We further wondered whether any such ethanol uptake during net
38
fermentative metabolism might contribute to yeast's metabolic robustness. 39 Understanding these questions is relevant both for basic science and for bioengineering (e.g. as ethanol
40
uptake might sometimes be disadvantageous). With these motivations in mind, we show that, even when
41
fermenting, yeast actively exchanges environmental ethanol for intracellular acetaldehyde at a sufficiently rapid
42
rate that intracellular acetyl units come substantially from environmental ethanol rather than directly from
43
glucose. Moreover, such exchange enables ethanol to be a major source of NADH and NADPH, especially
44
under oxidative stress conditions. 45 Fermenting yeast assimilate environmental ethanol
47 Su
91
are not known in mitochondria. Accordingly, we were curious whether environmental ethanol co
92
contribute to mitochondrial acetyl-CoA. To this end, using the same tracing strategy as above, w
93
whether environmental ethanol would label a metabolic product that is produced mitochondriall
94
CoA, N-acetylglutamate (NAG), an intermediate in the arginine biosynthesis pathway (Figure 3
95
either equimolar or equicarbon unlabeled glucose and [U-13C]ethanol, NAG was labeled both [M
96
while glutamate was only labeled [M+2] (Figure 3B, supplementary figure 3). To quantitate the
97
mitochondrial acetyl-CoA coming from environmental ethanol, we inferred mitochondrial acetyl-
98
from the observed mass isotope distribution of NAG and glutamate. The calculated [M+2] fracti
99
mitochondrial acetyl-CoA is around 60% (Figure 3C), similar to cytosolic acetyl-CoA. Thus, env
100
ethanol is a major source of both cytosolic and mitochondrial acetyl-CoA. 101 environmental ethanol (Figure 1E). This high [M+2] labeled fraction of acetyl-CoA is consistent across strains
69
and media compositions (Supplementary Figure 1B). 70 environmental ethanol (Figure 1E). This high [M+2] labeled fraction of acetyl-CoA is consistent across strains
69
and media compositions (Supplementary Figure 1B). 70
We built a 13C metabolic flux model to estimate the reversibility of the ethanol assimilation pathway (Figure 1F). 71
The model was constrained by the measured glucose uptake rate, the net ethanol excretion rate, PDC flux (the
72
flux representing gross glucose conversion to ethanol), and acetyl-CoA labeling from [U-13C]ethanol. The
73
model confirmed low PDH and high PDC flux, as typical for fermenting yeast (Figure 1G). Notably, it revealed a
74
fast exchange flux between ethanol and acetaldehyde, with ethanol a major source of acetaldehyde even
75
though net flux is in the direction of ethanol excretion (Figure 1G). This rapid exchange flux explains the
76
substantial acetyl-CoA labeling from environmental ethanol (Figure 1D). 77 We built a 13C metabolic flux model to estimate the reversibility of the ethanol assimilation pathway (Figure 1F). 71
The model was constrained by the measured glucose uptake rate, the net ethanol excretion rate, PDC flux (the
72
flux representing gross glucose conversion to ethanol), and acetyl-CoA labeling from [U-13C]ethanol. The
73
model confirmed low PDH and high PDC flux, as typical for fermenting yeast (Figure 1G). Environmental ethanol contributes to fatty acid synthesis
78 Acetyl-CoA exists as discrete cytosolic and mitochondrial pools. Fatty acid synthesis utilizes cytosolic acetyl-
79
CoA (Figure 2A), thus fatty acid labeling selectively represents cytosolic acetyl-CoA labeling. In yeast fed either
80
the equimolar or equicarbon mixture of unlabeled glucose and [U-13C]ethanol, a majority of the carbon in newly
81
synthesized fatty acids (i.e. those containing at least some label) was from environmental ethanol (Figure 2B,
82
Supplementary Figure 2). 83 To quantify fraction of cytosolic acetyl-CoA coming from environmental ethanol, we fit the observed fatty acid
84
mass isotope distribution to a binomial, reflecting the fact that each 2C unit incorporated into fat is selected
85
stochastically, with the assumption that only labeled fatty acids are newly synthesized. Such fitting revealed
86
around 60% environmental ethanol contribution (Figure 2C). Thus, rather than being derived mainly internally
87
by glycolysis and subsequent pyruvate catabolism, when environmental ethanol is present, cytosolic acetyl-
88
CoA in Baker’s yeast also comes from ethanol. 89 Fermenting yeast assimilate environmental ethanol
47 Notably, it revealed a
74
fast exchange flux between ethanol and acetaldehyde, with ethanol a major source of acetaldehyde even
75
though net flux is in the direction of ethanol excretion (Figure 1G). This rapid exchange flux explains the
76
substantial acetyl-CoA labeling from environmental ethanol (Figure 1D). 77 Fermenting yeast assimilate environmental ethanol
47 In attempt to directly trace potential ethanol uptake and
66
utilization, we directly measured cellular acetyl-CoA labeling distributions by LC-MS in yeasts grown with
67
unlabeled glucose and labeled ethanol (Figure 1D), finding substantial labeling (more than 50%) from
68 The yeast ethanol assimilation pathway involves oxidation of ethanol to acetate, which is converted into
65
cytosolic acetyl-CoA by acetyl-CoA synthetases10. In attempt to directly trace potential ethanol uptake and
66
utilization, we directly measured cellular acetyl-CoA labeling distributions by LC-MS in yeasts grown with
67
unlabeled glucose and labeled ethanol (Figure 1D), finding substantial labeling (more than 50%) from
68 environmental ethanol (Figure 1E). This high [M+2] labeled fraction of acetyl-CoA is consistent
69
and media compositions (Supplementary Figure 1B). 70
We built a 13C metabolic flux model to estimate the reversibility of the ethanol assimilation pathw
71
The model was constrained by the measured glucose uptake rate, the net ethanol excretion rat
72
flux representing gross glucose conversion to ethanol), and acetyl-CoA labeling from [U-13C]et
73
model confirmed low PDH and high PDC flux, as typical for fermenting yeast (Figure 1G). Nota
74
fast exchange flux between ethanol and acetaldehyde, with ethanol a major source of acetalde
75
though net flux is in the direction of ethanol excretion (Figure 1G). This rapid exchange flux exp
76
substantial acetyl-CoA labeling from environmental ethanol (Figure 1D). 77
Environmental ethanol contributes to fatty acid synthesis
78
Acetyl-CoA exists as discrete cytosolic and mitochondrial pools. Fatty acid synthesis utilizes cy
79
CoA (Figure 2A), thus fatty acid labeling selectively represents cytosolic acetyl-CoA labeling. In
80
the equimolar or equicarbon mixture of unlabeled glucose and [U-13C]ethanol, a majority of the
81
synthesized fatty acids (i.e. those containing at least some label) was from environmental ethan
82
Supplementary Figure 2). 83
To quantify fraction of cytosolic acetyl-CoA coming from environmental ethanol, we fit the obse
84
mass isotope distribution to a binomial, reflecting the fact that each 2C unit incorporated into fa
85
stochastically, with the assumption that only labeled fatty acids are newly synthesized. Such fit
86
around 60% environmental ethanol contribution (Figure 2C). Thus, rather than being derived m
87
by glycolysis and subsequent pyruvate catabolism, when environmental ethanol is present, cyt
88
CoA in Baker’s yeast also comes from ethanol. 89
Environmental ethanol supplies mitochondrial acetyl-CoA
90
Formation of cytosolic acetyl-CoA from acetate is catalyzed by acetyl-CoA synthetases11,12. Environmental ethanol supplies mitochondrial acetyl-CoA
90 Formation of cytosolic acetyl-CoA from acetate is catalyzed by acetyl-CoA synthetases11,12. Such synthetases
91
are not known in mitochondria. Accordingly, we were curious whether environmental ethanol could also
92
contribute to mitochondrial acetyl-CoA. To this end, using the same tracing strategy as above, we examined
93
whether environmental ethanol would label a metabolic product that is produced mitochondrially from acetyl-
94
CoA, N-acetylglutamate (NAG), an intermediate in the arginine biosynthesis pathway (Figure 3A). In yeast fed
95
either equimolar or equicarbon unlabeled glucose and [U-13C]ethanol, NAG was labeled both [M+2] and [M+4]
96
while glutamate was only labeled [M+2] (Figure 3B, supplementary figure 3). To quantitate the fraction of
97
mitochondrial acetyl-CoA coming from environmental ethanol, we inferred mitochondrial acetyl-CoA labeling
98
from the observed mass isotope distribution of NAG and glutamate. The calculated [M+2] fraction of
99
mitochondrial acetyl-CoA is around 60% (Figure 3C), similar to cytosolic acetyl-CoA. Thus, environmental
100
ethanol is a major source of both cytosolic and mitochondrial acetyl-CoA. 101 The enzyme succinyl-CoA acetate CoA transferase (Ach1) has been proposed as a potential means of
102
generating mitochondrial acetyl-CoA from acetate, but it is physiological role has remained unproven 13. Ach1
103 The enzyme succinyl-CoA acetate CoA transferase (Ach1) has been proposed as a potential means of
102
generating mitochondrial acetyl-CoA from acetate, but it is physiological role has remained unproven 13. Ach1
103 deletion completely abolished [M+4] NAG (Figure 3B, supplementary figure 3), with the inferred mitochondrial
acetyl-CoA labeling zero in this deletion strain. Notably, the deletion strain nevertheless has similar whole cell
[M+2] acetyl-CoA labeling from ethanol (supplementary figure 4), implying that only a small fraction of total
cellular acetyl-CoA is mitochondrial, with Ach1 the key mitochondrial acetate assimilation enzyme. Mitochondrial acetyl-CoA contributes to the TCA cycle via citrate synthase (Figure 4A). Consistent with this,
108
from the 13C2-ethanol tracing, we observed [M+2] (iso)citrate, aconitate, α-ketoglutarate, and succinate (Figure
109
4B, supplementary figure 5). Fumarate, malate, and aspartate (whose carbon skeleton comes from
110
oxaloacetate) remained, however, largely unlabeled (Figure 4C, supplementary figure 5). The extensive
111
labeling of succinate with limited labeling of fumarate or oxaloacetate pinpoints succinate dehydrogenase
112
(complex II in the electron transport chain) as being functionally blocked during yeast fermentative growth 14. 113
Instead of being made by TCA turning, oxaloacetate and malate are generated by pyruvate carboxylase, using
114
pyruvate made from glucose. Environmental ethanol supplies mitochondrial acetyl-CoA
90 Nevertheless, acetate from environmental ethanol is assimilated into the TCA
115
cycle and drives conversion of these four-carbon TCA intermediates into citrate, α-ketoglutarate, and α-
116
ketoglutarate’s amino acid products. 117 Acetaldehyde oxidation feeds NADPH 166
Discussion
167
A fundamental metabolic question is, “Which pathways are coupled versus independent?” Here we
168 merely dilutes deuterium tracer signal from the actual hydride donors like [1-2H]glucose or [1-2H]acetaldehyde
140
(supplementary figure 6G,H,I, 9). Correcting for such exchange (and for extent of substrate labeling), we
141
observed that the oxPPP and Ald6 together account for most cytosolic NADPH, with the contribution of ethanol
142
via Ald6 roughly double that of glucose via the oxidative pentose phosphate pathway (Figure 5D). 143 Consistent with ethanol oxidation and oxPPP being alternative cytosolic NADPH production pathways, in
144
∆ald6, oxPPP contribution to NADPH production (based on fatty acid labeling patterns) is nearly twice as high
145
as in wild type (Figure 5C, supplementary figure 7). In ∆zwf1, Ald6 contribution to NADPH production (based
146
on fatty acid labeling patterns) similarly doubles (Figure 5B, supplementary figure 8). Thus, ethanol is an
147
important source of both acetyl and hydride units in Baker’s yeast. 148 Acetaldehyde oxidation feeds NADPH Oxidation of ethanol to acetaldehyde generates NADH. Further oxidation of acetaldehyde into acetate via
119
aldehyde dehydrogenase generates NADPH. When the canonical main NAPDH-production pathway, the
120
oxidative pentose phosphate pathway, is deleted, the acetaldehyde dehydrogenase Ald6 is essential for yeast
121
growth15. We were curious about the extent to which acetaldehyde derived from environmental ethanol
122
contributes to NADH or NADPH. To explore this, we transferred fermenting yeast into glucose:ethanol as
123
above, with either the glucose or the ethanol deuterium labeled. Specifically, we compared NADH and NADPH
124
labeling from [1-2H]glucose (the labeled hydrogen is transferred to NADPH via G6PD, encoded by gene zwf1)
125
and [1,1-2H2]ethanol (the labeled hydrogen is transferred to NADH by ADH and to NADPH via Ald) (Figure
126
5A,D). Direct measurement of 2H-labeling in NADH and NADPH is technically challenging due to limited
127
abundance and stability, but nevertheless we observed clear isotope shifts upon exposure to the 2H-labeled
128
substrates, confirming contribution from glucose’s position 1 hydrogen to NADPH and from ethanol’s position 1
129
hydrogens to both NADH and NADPH (Supplementary Figure 5B,C,E,F). 130 To obtain more precise and compartment-specific information, we used fatty acid labeling to read out cytosolic
NADPH labeling. Fatty acid synthesis incorporates 2 NADPH hydrides per acetyl group (Figure 5A)16. Strikingly, we observed greater deuterium labeling of fatty acids from [1,1-2H2]ethanol than from [1-2H]glucose
(Supplementary figure 7,8). This reflects a major contribution of ethanol-derived acetaldehyde to cytosolic
NADPH via Ald6 (Figure 5B). To obtain more precise and compartment-specific information, we used fatty acid labeling to read out cytosolic
131
NADPH labeling. Fatty acid synthesis incorporates 2 NADPH hydrides per acetyl group (Figure 5A)16. 132
Strikingly, we observed greater deuterium labeling of fatty acids from [1,1-2H2]ethanol than from [1-2H]glucose
133
(Supplementary figure 7,8). This reflects a major contribution of ethanol-derived acetaldehyde to cytosolic
134
NADPH via Ald6 (Figure 5B). 135 To convert the observed labeling into quantitative contributions to NADPH, we need to account for deuterium
136
loss from NADPH via hydrogen-deuterium exchange with water mediated by flavin enzymes16,17. Experiments
137
culturing cells in D2O revealed that about half of cytosolic NADPH hydrogen nuclei come from water via
138
hydrogen-deuterium exchange. Such exchange does not account for any NADPH’s high energy electrons, but
139 merely dilutes deuterium tracer signal from the actual hydride donors like [1-2H]glucose or [1-2H]ace
140
(supplementary figure 6G,H,I, 9). Acetaldehyde oxidation feeds NADPH Correcting for such exchange (and for extent of substrate labeling
141
observed that the oxPPP and Ald6 together account for most cytosolic NADPH, with the contribution
142
via Ald6 roughly double that of glucose via the oxidative pentose phosphate pathway (Figure 5D). 143
Consistent with ethanol oxidation and oxPPP being alternative cytosolic NADPH production pathway
144
∆ald6, oxPPP contribution to NADPH production (based on fatty acid labeling patterns) is nearly twic
145
as in wild type (Figure 5C, supplementary figure 7). In ∆zwf1, Ald6 contribution to NADPH productio
146
on fatty acid labeling patterns) similarly doubles (Figure 5B, supplementary figure 8). Thus, ethanol
147
important source of both acetyl and hydride units in Baker’s yeast. 148
Ethanol becomes a yet greater NADH and NADPH source in response to peroxide stress
149
We were curious whether cells might shift between glucose or ethanol as an NAD(P)H source in res
150
environmental conditions. To explore this possibility, we grew yeast in glucose:ethanol with one sub
151
labeled as above, spiked in H2O2 to a final concentration of 20 mM, and rapidly sampled metabolites
152
labeling18,19 (Figure 6A). Upon adding H2O2, the NADH concentration and NADH/NAD+ ratio fell mar
153
(Figure 6B, C). Such a drop was expected, given that oxidative stress is known oxidize the GADPH’
154
site cysteine and thereby block glycolytic flux and NADH production. Consistent with GAPDH being
155
addition to an increase of fructose-1,6-bisphosphate (FBP) (Supplementary Figure 10), we observed
156
NADH labeling from ethanol, which became the dominant NADH hydride source (Figure 6D). Thus,
157
catabolism is a crucial source for NADH when glycolysis is blocked by oxidative stress. 158
A classical rationale for glycolytic blockade by oxidative stress is to divert flux into the oxidative pent
159
phosphate pathway to help maintain NADPH homeostasis. Notably, the same concentration of hydr
160
peroxide that markedly suppressed NADH had no overt effect on NADPH pool size or the NADPH: N
161
(Figure 6E, F). However, rather than increasing the oxidative pentose phosphate pathway contributi
162
NADPH as measured by [1-2H]glucose, this contribution was decreased, with ethanol’s contribution
163
markedly increased (Figure 6G). Thus, in contrast to the common assumption that the main NADPH
164
route during oxidative stress is the oxidative pentose phosphate pathway, we observe an acute shift
165
greater NADPH contribution from ethanol oxidation under H2O2 stress15,20. Ethanol becomes a yet greater NADH and NADPH source in response to peroxide stress
149 174 While the net release of ethanol by fermenting yeast has been long appreciated, we are unaware of prior
175
demonstration that fermenting yeast simultaneously engage in extensive ethanol uptake. Through experiments
176
with 13C-ethanol, we show that, under typical mid-exponential fermentative growth conditions, environmental
177
ethanol, rather than mitochondrial pyruvate catabolism, supplies a majority of both cytosolic and mitochondrial
178
acetyl-CoA. In mitochondria, we prove that the ethanol assimilation pathway involves the CoA-transferase
179
Ach123–25. The assimilated ethanol was originally produced from glucose. But the pathway from glycolysis to
180
the TCA cycle (and other acetyl-CoA products like fatty acids and amino acids) flows through pyruvate
181
decarboxylase and environmental ethanol. 182 This metabolic design simplifies regulation of the fate of pyruvate, circumventing the challenge of partitioning
183
pyruvate optimally between ethanol and acetyl-CoA. Ethanol excretion is the default, and required two-carbon
184
units are re-assimilated as needed from environmental ethanol. This design further assures adequate
185
availability of both carbon and high-energy electrons even if glycolysis is impaired. Without any remodeling of
186
their internal metabolic machinery, yeast have access to both carbon and high-energy electrons from
187
environmental ethanol. Such access is particularly evident during acute redox stress, which impairs glycolysis
188
through inhibitory oxidation of the central glycolytic enzyme GAPDH. Under this circumstance, ethanol
189
becomes the predominant source of both NADH and NADPH, the latter being critical for survival of oxidative
190
stressors. Thus, uncoupling of glycolysis from the TCA cycle via ethanol provides yeast with metabolic
191
flexibility, decreases regulatory complexity, and enhances robustness. 192 Ethanol becomes a yet greater NADH and NADPH source in response to peroxide stress
149 We were curious whether cells might shift between glucose or ethanol as an NAD(P)H source in response to
150
environmental conditions. To explore this possibility, we grew yeast in glucose:ethanol with one substrate 2H-
151
labeled as above, spiked in H2O2 to a final concentration of 20 mM, and rapidly sampled metabolites and their
152
labeling18,19 (Figure 6A). Upon adding H2O2, the NADH concentration and NADH/NAD+ ratio fell markedly
153
(Figure 6B, C). Such a drop was expected, given that oxidative stress is known oxidize the GADPH’s active
154
site cysteine and thereby block glycolytic flux and NADH production. Consistent with GAPDH being shut off, in
155
addition to an increase of fructose-1,6-bisphosphate (FBP) (Supplementary Figure 10), we observed increased
156
NADH labeling from ethanol, which became the dominant NADH hydride source (Figure 6D). Thus, ethanol
157
catabolism is a crucial source for NADH when glycolysis is blocked by oxidative stress. 158 A classical rationale for glycolytic blockade by oxidative stress is to divert flux into the oxidative pentose
159
phosphate pathway to help maintain NADPH homeostasis. Notably, the same concentration of hydrogen
160
peroxide that markedly suppressed NADH had no overt effect on NADPH pool size or the NADPH: NADP+ ratio
161
(Figure 6E, F). However, rather than increasing the oxidative pentose phosphate pathway contribution to
162
NADPH as measured by [1-2H]glucose, this contribution was decreased, with ethanol’s contribution to NADPH
163
markedly increased (Figure 6G). Thus, in contrast to the common assumption that the main NADPH production
164
route during oxidative stress is the oxidative pentose phosphate pathway, we observe an acute shift towards a
165
greater NADPH contribution from ethanol oxidation under H2O2 stress15,20. 166 A fundamental metabolic question is, “Which pathways are coupled versus independent?” Here we present
168
evidence that uncoupling of glycolysis from the TCA cycle is an evolutionarily conserved design principle in
169
eukaryotic metabolism. Specifically, we show that fermenting Baker’s yeast simultaneously release and uptake
170
ethanol, much as many mammalian cells simultaneously produce and consume circulating lactate. Both lactate
171
and ethanol are redox-balanced with glucose21. Thus, their release allows glycolysis to run without need for the
172
TCA cycle or oxidative phosphorylation. Release of these electron-rich products anticorrelates with internal
173
NADH consumption by the electron transport chain22. Methods
193 Materials. Yeast were grown in yeast nitrogen base without amino acids (Sigma Aldrich, Y0626) with carbon
194
source added separately. BD DifcoTM YPD Broth (BD 242820) was used as the media for reviving frozen cells
195
or growing cells to be frozen. Glycerol (Sigma Aldrich, G5516) was added at 1:1 volume ratio to YPD yeast
196
cultures in cryovials (Nalgene®, 5000-1020, or Corning, 430289). Glucose (Sigma Aldrich, D9434), [U-
197
13C6]glucose (Cambridge Isotope Laboratories, CLM-1396), [13C2]ethanol (Sigma Aldrich, 427039), [1,1-
198
2H2]ethanol (Sigma Aldrich, 347434), ethanol (Decon Labs Inc., DSP-MD.43), and 1-2H-glucose (Omicron
199
Biochemistry, GLC-032) are used as carbon sources. Tap water filtered by Milli-Q® Reference Water
200
Purification System (Millipore Sigma, C79625) and D2O (Cambridge Isotope Laboratories, DLM-4) were used
201
as the water source for yeast cultures. MilliporeSigma™ Stericup™ Quick Release-HV Sterile Vacuum Bottle
202
Top Filtration Systems with 0.22 um PES filters were used to sterilize all media for yeast cultures. 0.45 μm
203
nylon filters (GVS North America, 123776) were used to filtering yeasts for metabolite extraction. 3-
204
(Trimethylsilyl)propionic-2,2,3,3-d4 acid sodium salt (TMSP) (Sigma Aldrich, 269913) was used as 1H NMR
205
internal standard and sodium formate-13C (Sigma Aldrich, 279412) was used 13C NMR internal standard. 206
Experimental cultures were grown in 14 mL polypropylene round bottom tubes (FALCON, 352059). HPLC vials
207
(Thermo Scientific, 200-046, 501-313) were used for water-soluble metabolite samples and glass vials (Fisher
208
Scientific, 03-338A) were used for lipid hydrolysis and glass HPLC vials (Chemglass, CV-1152-1232, CV-3845-
209
13009) were used for fatty acid and lipid samples. 210 Yeast strains. S. cerevisiae strain FY4, derived from S288c, was taken from in-house frozen stocks. S. 211
cerevisiae strain CEN.PK was obtained from José Avalos. S. cerevisiae prototrophic mutant strains were
212
obtained from David Botstein, which were also derived from S288c through a diploid intermediate strain26,27. 213 Yeast strains. S. cerevisiae strain FY4, derived from S288c, was taken from in-house frozen stocks. S. 211
cerevisiae strain CEN.PK was obtained from José Avalos. S. cerevisiae prototrophic mutant strains were
212
obtained from David Botstein, which were also derived from S288c through a diploid intermediate strain26,27. 213 Yeast batch cell culture growth. S. cerevisiae colony was inoculated into an overnight culture, containing 6.7
214
g/L of Yeast Nitrogen Base (YNB) without amino acids and 20 g/L of glucose. Methods
193 After 24 h of growth at 30 °C, the
215
overnight culture was diluted 1:100 into appropriate experimental media, containing 6.7 g/L YNB without amino
216
acids and a carbon source/isotope tracer as specified for each experiment. For the prototrophic ∆zwf1 strain,
217
20 mg/L methionine was added to the media to accelerate growth. 218 1H qNMR measurement. Yeast were first grown to mid-exponential phase (OD=0.5), split into two equal
219
portions, and centrifuged to pellets. In the equimolar case, each pellet was redissolved at equal concentration
220
into media containing either (i) YNB + 42 mM unlabeled glucose and 42 mM [U-13C]ethanol or (ii) YNB+ 42 mM
221
[U-13C]glucose and 42 mM unlabeled ethanol. In the equicarbon case, each portion was switched into the
222
media containing either (i) YNB +28 mM unlabeled glucose and 84 mM [U-12C]ethanol or (ii) YNB+ 28 mM [U-
223
13C]glucose and 84 mM unlabeled ethanol. OD was taken before and after the incubation period for flux
224
calculation. Before switching and 1 hour after the media switch, 0.5 mL of the culture media was collected by
225
sampling and centrifugation. 450 µL of the supernatant was mixed with 50 µL of the 50 mM deuterated TMSP
226
standard solution in D2O and loaded onto NMR machine. 1H NMR δ: 0 ppm (s, 9H) for the TMS standard, 3.2
227
ppm (dd, 1H) for β-glucose, and 1.17 ppm (t, 3H) for ethanol. Water suppression is achieved by O1P=4.66
228
ppm, spw1=0.002. To achieve quantitative NMR, D1 is set to 5 s and 90˚ pulse (p1)to 11.69 μs. 229 13C qNMR measurement. The sample collection procedure and preparation were identical to the 1H NMR
excretion profile, except that 13C sodium formate (0.1 M) was utilized as a standard instead of deuterated TMS. 13C NMR δ: 168 ppm (s, 1C) for the sodium formate standard, 161 ppm (d, 1C) for glucose, and 57 ppm (d,
1C) for ethanol. Samples of media that the cells are switched into are measured as baseline. We observed that
unlabeled ethanol present in the media also gives a detectable 13C NMR signal (s, 1C at 57 ppm) due to
natural 13C abundance. This natural abundance signal was not corrected for because it is < 5% signal of [U-
13C]ethanol. Methods
193 Relaxation time (D1) is set to a generous length of 40 s to ensure all spins reset properly and thus
achieve quantification of 13C nuclei. Metabolite extraction. Metabolite extraction was performed according as previously28,29. 3 mL of the cell culture
238
at mid-exponential stage of growth (OD ~ 0.6) was vacuum filtered (0.45 µm, Millipore). The filter was
239
immersed in 1.6 mL of a cold (-20°C) extraction buffer (40% methanol: 40% acetonitrile: 20% water: 0.5%
240
formic acid by volume). Cells were washed out of the filter, and 88 µL of NH4(HCO3) (15 % w/v, Sigma-Aldrich)
241
solution per 1 mL extraction buffer was added to neutralize formic acid. The resulting solutions were
242
transferred to Eppendorf tubes and centrifuged for 10 min at 16,000 rotations per minute (rpm) in a cold room
243
(4 °C). The supernatant was collected and stored at -80 °C before loading onto a liquid chromatography-mass
244
spectrometer (LC-MS). 245 Water-soluble metabolite LC-MS Analysis. Prepared samples were loaded onto a quadrupole-orbitrap mass
246
spectrometer (Q Exactive Plus, Thermo Fisher Scientific) coupled to hydrophilic interaction chromatography
247
(HILIC) for analysis. Measurements of acetyl-CoA labeling were achieved by reversed-phase ion-pairing liquid
248
chromotography30 coupled to a standalone orbitrap (Exactive, Thermo Fischer Scientific). 249 Fatty acid extraction and LC-MS analysis. Fatty extraction was performed according to Zhang et al16. Cells
250
were pelleted in a 1.5 mL Eppendorf tube, and 1 mL of 0.3 M KOH in 90:10 methanol: water solution was
251
added. The resulting mixture with cells was transferred to a 4 mL glass vial. Saponification was performed by
252
placing the samples into a water bath at 80°C for one hour. Once the samples cooled down, 100 µL formic acid
253
(0.5 %) was added, followed by 1 mL hexane to extract the fatty acids. The extract was transferred into a glass
254
HPLC vial and dried under nitrogen flow. Afterward, it was diluted in 0.1 mL 50:50 acetonitrile: methanol
255
solution. The 0.1 mL solution was then added to a clean glass insert and placed inside an HPLC vial and the
256
cap sealed. All the samples were loaded onto the Exactive LC-MS employing a reversed-phase LC column
257
(C8) coupled with negative-mode ESI high-resolution MS. Methods
193 NADPH or acetyl-CoA labeled fractions were
258
inferred from observed fatty acid labeling patterns using a binomial model With unlabeled fat, which in part
259
reflects environmental contamination, omitted from the calculation. 260 Isotope tracing experiments. Cells were grown in YNB + 10g/L glucose up to OD=0.5. Then, the cells were
261
quickly centrifuged, the supernatant discarded, and switched to equimolar or equicarbon media with either
262
glucose or ethanol 13C- or 2H-labeled, or with both carbon sources unlabeled in 50% 2H2O. The cells were
263
allowed to grow in the labeled media for 1 hour before harvesting. A potential concern these experiments is
264
dilution of labeled ethanol tracer by unlabeled ethanol made from glucose. As no more than 2 mM unlabeled
265
ethanol is excreted into the media during the one-hour incubation, environmental ethanol remains more than
266
95% fully labeled during the experiments. OD was taken before and after the incubation period to assure the
267
cells were in exponential growth phase during the experiment. 268 Substrate correction for deuterium tracing with [1,1-2H2]ethanol. PDC flux dilutes the deuterium labeled fraction
269
of acetaldehyde in S. cerevisiae when fed with [1,1-2H2]ethanol. Contribution to NADPH by Ald6 is represented
270
by the labeled NADPH active hydride fraction from [1,1-2H2]ethanol divided by acetaldehyde labeling. The
271
acetaldehyde labeling is approximated by the fraction of acetyl-CoA labeled by ethanol in 13C isotope tracing
272
experiments. Due to the deuterium kinetic isotope effect, and PDH flux being small, if anything this will
273
overestimate 2H-labeling of acetaldehyde, and thus tend to underestimate Ald6 contribution to NADPH. Was
274 Water exchange activity calculation with 2H2O experiments. The fraction of NADPH in exchange with water is
75
represented by the fraction of NADPH active hydride labeled from 2H2O divided by the 2H2O enrichment
76
percentage (50%). 77 H2O2 stress experiments. The procedure was adapted from Christodoulou et al. with some modifications19. 278
Cells were incubated in the experimental culture media, containing either [1,1-2H2]ethanol or [1-2H]glucose
279
tracer, during the exponential growth stage. Metabolite extraction was performed with 1 mL of the culture for a
280 baseline measurement (“-1 s” time point). Afterward, 6 uL of 30 % hydrogen peroxide (Sigma Aldrich) was
281
added to the 3 mL culture to reach a final concentration of 20 mM H2O2 and samples were extracted after 15,
282
30, and 60 s. Methods
193 283 baseline measurement (“-1 s” time point). Afterward, 6 uL of 30 % hydrogen peroxide (Sigma Aldrich) was
281
added to the 3 mL culture to reach a final concentration of 20 mM H2O2 and samples were extracted after 15,
282
30, and 60 s. 283 Mitochondrial acetyl-CoA labeling calculation from [U-13C2] ethanol tracer. Acetyl-glutamate and α-
284
ketoglutarate labeling patterns were measured from the LC-MS analysis of cultures grown with [U-13C2]ethanol. 285
The matrix equation was set up as below, and solved by the least square method for the acetyl-CoA labeling. 286 [
M + 0
0
0
M + 1
M + 0
0
M + 2
M + 1
M + 0
0
M + 2
M + 1
0
0
M + 2]
(
M + 0
M + 1
M + 2
) =
(
M + 0
M + 1
M + 2
M + 3
M + 4)
287
a-ketoglutarate acetyl-CoA acetyl-glutamate
288 a-ketoglutarate acetyl-CoA acetyl-glutamate
88 288 Data analysis and visualization. El-MAVEN v11.1 (Elucidata) software was used to process the LC-MS data31. 289
Metabolite identities were verified by both mass/charge (m/z) ratio and retention time match to authenticated
290
standards. For 2H- and 13C-isotope-labeled data analysis, natural isotope abundance correction was made
291
according to the binomial distribution model32. 13C-MFA was computed with INCA33. NADPH active hydride
292
labeling and acetyl-CoA labeling from fatty acids were calculated as previously16. MestReNova x64 software
293
was used for the NMR data processing. Statistical analysis are performed with GraphPad Prism, including two-
294
tailed t-test (with false discovery rate correction by the two-stage step up Benjamini, Krieger, and Yekutieli
295
method to confirm that any reported significant results involving statistical comparisons of multiple isotopic
296
forms of the same metabolite remain significant after correction for the multiple comparisons); ordinary one-
297
way ANOVA (when row matching is statistically significant, RM one-way ANOVA instead); and linear trend
298
(between column mean and by left-to-right column order, with p-value from F test). For routine data
299
visualization and analysis, MATLAB34, R Studio, Python, and Microsoft Excel were utilized. Schematics and
300
diagrams were created with the aid of GraphPad Prism, ChemDraw, and BioRender. 301 (Taylor & Francis Ltd, 2004). doi:10.1201/9780203503867 7. Verduyn, C., Zomerdijk, T. P. L., van Dijken, J. P. & Scheffers, W. A. Continuous measurement of
314
ethanol production by aerobic yeast suspensions with an enzyme electrode. Appl. Microbiol. Biotechnol. 315
1984 193 19, 181–185 (1984). 316 8. DeRisi, J. L., Iyer, V. R. & Brown, P. O. Exploring the metabolic and genetic control of gene expression
317
on a genomic scale. Science (80-. ). 278, 680–686 (1997). 318 Kotyk, A. & Alonso, A. Transport of ethanol in baker’s yeast. Folia Microbiol. ( 9. Kotyk, A. & Alonso, A. Transport of ethanol in baker’s yeast. Folia Microbiol. (Praha). 30, 90–91 (1985). 319 10. Pronk, J. T., Yde Steensma, H. & Van Dijken, J. P. Pyruvate metabolism in Saccharomyces cerevisiae. 320
Yeast 12, 1607–1633 (1996). 321 11. Van den Berg, M. A. et al. The two acetyl-coenzyme A synthetases of Saccharomyces cerevisiae differ
322
with respect to kinetic properties and transcriptional regulation. J. Biol. Chem. 271, 28953–28959
323
(1996). 324 12. Jong-Gubbels, P., Berg, M. A., Steensma, H. Y., Dijken, J. P. & Pronk, J. T. The Saccharomyces
325
cerevisiae acetyl-coenzyme A synthetase encoded by the ACS1 gene, but not the ACS2-encoded
326
enzyme, is subject to glucose catabolite inactivation. FEMS Microbiol. Lett. 153, 75–81 (2006). 327 13. Buu, L. M., Chen, Y. C. & Lee, F. J. S. Functional characterization and localization of acetyl-CoA
328
hydrolase, Ach1p, in Saccharomyces cerevisiae. J. Biol. Chem. 278, 17203–17209 (2003). 329 14. Otterstedt, K. et al. Switching the mode of metabolism in the yeast Saccharomyces cerevisiae. EMBO
330
Rep. 5, 532–537 (2004). 331 15. Grabowska, D. & Chelstowska, A. The ALD6 gene product is indispensable for providing NADPH in
332
yeast cells lacking glucose-6-phosphate dehydrogenase activity. J. Biol. Chem. 278, 13984–13988
333
(2003). 334 16. Zhang, Z., Chen, L., Liu, L., Su, X. & Rabinowitz, J. D. Chemical Basis for Deuterium Labeling of Fat
335
and NADPH. J. Am. Chem. Soc. 139, 14368–14371 (2017). 336 17. TE, B., JL, M., AC, M., FA, E. & CT, W. Overexpression, purification, and mechanistic study of UDP-N-
337
acetylenolpyruvylglucosamine reductase. Biochemistry 32, 2024–2030 (1993). 338 18. Collinson, L. P. & Dawes, I. W. Inducibility of the response of yeast cells to peroxide stress. J. Gen. 339
Microbiol. 138, 329–335 (1992). 340 19. Christodoulou, D. et al. Reserve Flux Capacity in the Pentose Phosphate Pathway by NADPH Binding Is
341
Conserved across Kingdoms. References
302 1. Weinhouse, S., Warburg, O., Burk, D. & Schade, A. L. On respiratory impairment in cancer cells. 3
Science (80-. ). 124, 267–272 (1956). 4 2. Wolfe, A. J. The Acetate Switch. Microbiol. Mol. Biol. Rev. 69, 12–50 (2005). 2. Wolfe, A. J. The Acetate Switch. Microbiol. Mol. Biol. Rev. 69, 12–50 (2005 3. De Deken, R. H. The Crabtree effect: a regulatory system in yeast. J. Gen. Microbiol. 44, 149–156
306
(1966). 307 4. Bui, L. T. et al. Conservation of ethanol fermentation and its regulation in land plants. J. Exp. Bot. 70,
308
1815–1827 (2019). 309 5. Hui, S. et al. Glucose feeds the TCA cycle via circulating lactate. Nature 551, 115–118 (2017). 310 6. Arthur L. Kruckeberg and J. Richard Dickinson. Metabolism and Molecular Physiology of
311
Saccharomyces Cerevisiae. Metabolism and Molecular Physiology of Saccharomyces Cerevisiae
312 (Taylor & Francis Ltd, 2004). doi:10.1201/9780203503867
3 15, 1–8 (2015). 357 26. Gibney, P. A., Lu, C., Caudy, A. A., Hess, D. C. & Botstein, D. Yeast metabolic and signaling genes are
required for heat-shock survival and have little overlap with the heat-induced genes. Proc. Natl. Acad. Sci. U. S. A. 110, E4393-402 (2013). 27. VanderSluis, B. et al. Broad metabolic sensitivity profiling of a prototrophic yeast deletion collection. Genome Biol. 15, R64 (2014). 28. Bennett, B. D., Yuan, J., Kimball, E. H. & Rabinowitz, J. D. Absolute quantitation of intracellular
363
metabolite concentrations by an isotope ratio-based approach. Nat. Protoc. 3, 1299–1311 (2008). 364 29. Park, J. O. et al. Metabolite concentrations, fluxes and free energies imply efficient enzyme usage. Nat. 365
Chem. Biol. 12, 482–489 (2016). 366 30. Lu, W. et al. Metabolomic Analysis via Reversed-Phase Ion-Pairing Liquid Chromatography Coupled to
367
a Stand Alone Orbitrap Mass Spectrometer. Anal. Chem. 82, 3212–3221 (2010). 368 31. Agrawal, S. et al. EL-MAVEN: A fast, robust, and user-friendly mass spectrometry data processing
369
engine for metabolomics. in Methods in Molecular Biology 1978, 301–321 (Humana Press Inc., 2019). 370 32. Su, X., Lu, W. & Rabinowitz, J. D. Metabolite Spectral Accuracy on Orbitraps. Anal. Chem. 89, 5940–
371
5948 (2017). 372 32. Su, X., Lu, W. & Rabinowitz, J. D. Metabolite Spectral Accuracy on Orbitraps. Anal. Chem. 89, 5940–
371
5948 (2017). 372 33. Young, J. D. INCA: a computational platform for isotopically non-stationary metabolic flux analysis. 373
Bioinformatics 30, 1333–1335 (2014). 374 33. Young, J. D. INCA: a computational platform for isotopically non-stationary metabolic flux analysis. 373
Bioinformatics 30, 1333–1335 (2014). 374 34. MATLAB. 9.7.0.1190202 (R2019b). (The MathWorks Inc., 2018). 375
Acknowledgements
376
We thank S. Silverman and D. Botstein for access to the yeast knockout collection, T.TeSlaa, R. Ryseck, and
377
A.J. Cowan for feedback on the manuscript, and I. Pelczer and J. Eng for assistance with NMR and mass
378
spectrometry, C.M. Call for help with preliminary experiments, and M. Seyedsayamdost and members of the
379
Rabinowitz lab for helpful discussions. Services, results and/or products in support of the research project we
380
generated by the Rutgers Cancer Institute of New Jersey Metabolomics Shared Resource, supported, in part
381
with funding from NCI-CCSG P30CA072720-5923.This work was supported by DOE grant DE SC0018420
382
(CABBI). 383
Author contributions
384
T.X. and J.D.R. designed the study. T.X. performed NMR studies. T.X. and A.K. performed isotopic tracing
385
studies. T.X., Y.H., L.C. (Taylor & Francis Ltd, 2004). doi:10.1201/9780203503867 iScience 19, 1133–1144 (2019). 342 20. Minard, K. I. & Mcalister-henn, L. Sources of NADPH in Yeast Vary with Carbon Source *. J. Biol. Chem. 343
280, 39890–39896 (2005). 344 21. van Hoek, M. J. A. & Merks, R. M. H. Redox balance is key to explaining full vs. partial switching to low-
yield metabolism. BMC Syst. Biol. 6, 22 (2012). 22. Vemuri, G. N., Eiteman, M. A., McEwen, J. E., Olsson, L. & Nielsen, J. Increasing NADH oxidation
reduces overflow metabolism in Saccharomyces cerevisiae. Proc. Natl. Acad. Sci. U. S. A. 104, 2402–
2407 (2007). 23. Lee, F. J. S., Lin, L. W. & Smith, J. A. Acetyl-CoA hydrolase involved in acetate utilization in
Saccharomyces cerevisiae. Biochim. Biophys. Acta - Protein Struct. Mol. Enzymol. (1996). doi:10.1016/0167-4838(96)00109-4 24. Fleck, C. B. & Brock, M. Re-characterisation of Saccharomyces cerevisiae Ach1p: Fungal CoA-
transferases are involved in acetic acid detoxification. Fungal Genet. Biol. 46, 473–485 (2009). 25. Chen, Y., Zhang, Y., Siewers, V. & Nielsen, J. Ach1 is involved in shuttling mitochondrial acetyl units for
355
cytosolic C2 provision in Saccharomyces cerevisiae lacking pyruvate decarboxylase. FEMS Yeast Res. 356 15, 1–8 (2015). 15, 1–8 (2015). and A.K. developed the computational models. T.X. and A.K. analyzed the data. 386
J.D.R. and T.X. wrote the manuscript with the help from all authors. 387
Competing interests
388
None. 389
Materials & Correspondence
390
Correspondence and requests for materials should be addressed to J.D.R. 391
392
Additional Information
393
Supplementary Information is available for this paper. 394 34. MATLAB. 9.7.0.1190202 (R2019b). (The MathWorks Inc., 2018). 375
Acknowledgements
376
We thank S. Silverman and D. Botstein for access to the yeast knockout collection, T.TeSlaa, R. Ryseck, and
377
A.J. Cowan for feedback on the manuscript, and I. Pelczer and J. Eng for assistance with NMR and mass
378
spectrometry, C.M. Call for help with preliminary experiments, and M. Seyedsayamdost and members of the
379
Rabinowitz lab for helpful discussions. Services, results and/or products in support of the research project were
380
generated by the Rutgers Cancer Institute of New Jersey Metabolomics Shared Resource, supported, in part,
381
with funding from NCI-CCSG P30CA072720-5923.This work was supported by DOE grant DE SC0018420
382
(CABBI). 383
Author contributions
384
T.X. and J.D.R. designed the study. T.X. performed NMR studies. T.X. and A.K. performed isotopic tracing
385
studies. T.X., Y.H., L.C. and A.K. developed the computational models. T.X. and A.K. analyzed the data. 386
J.D.R. and T.X. wrote the manuscript with the help from all authors. 387
Competing interests
388 T.X. and J.D.R. designed the study. T.X. performed NMR studies. T.X. and A.K. performed isotopic tracing
385
studies. T.X., Y.H., L.C. and A.K. developed the computational models. T.X. and A.K. analyzed the data. 386
J.D.R. and T.X. wrote the manuscript with the help from all authors. 387 Figure 1. Environmental ethanol is a major source of acetyl units in fermenting S. cerevisiae. A. Schematic of the experimental design, in which fermenting yeast are transferred into fresh media
containing both glucose and ethanol, whose isotopic composition is under experimenter control
(Created with Biorender). B. Approach to measuring uptake/excretion fluxes. S. cerevisiae is switched into 13C-glucose + unlabeled
ethanol media, and net glucose consumption (fgluc_in) and total production of ethanol from glucose
(f13C_etoh_out) are measured by 13C-NMR. The net ethanol flux (of combined labeled and unlabeled Figure 1. Environmental ethanol is a major source of acetyl units in fermenting S. cerevisiae. A. 15, 1–8 (2015). Schematic of the experimental design, in which fermenting yeast are transferred into fresh media
t i i
b th l
d th
l
h
i
t
i
iti
i
d
i
t
t
l Figure 1. Environmental ethanol is a major source of acetyl units in fermenting S. cerevisiae. A. Schematic of the experimental design, in which fermenting yeast are transferred into fresh media
containing both glucose and ethanol, whose isotopic composition is under experimenter control
(Created with Biorender). (
)
B. Approach to measuring uptake/excretion fluxes. S. cerevisiae is switched into 13C-glucose + unlabeled
ethanol media, and net glucose consumption (fgluc_in) and total production of ethanol from glucose
(f13C_etoh_out) are measured by 13C-NMR. The net ethanol flux (of combined labeled and unlabeled
ethanol) is measured by 1H-NMR in a parallel experiment based on concentration change of the total
ethanol pool (fetoh_out_net). B. Approach to measuring uptake/excretion fluxes. S. cerevisiae is switched into 13C-glucose + unlabeled
ethanol media, and net glucose consumption (fgluc_in) and total production of ethanol from glucose
(f13C_etoh_out) are measured by 13C-NMR. The net ethanol flux (of combined labeled and unlabeled
ethanol) is measured by 1H-NMR in a parallel experiment based on concentration change of the total
ethanol pool (fetoh_out_net). C. Uptake/excretion fluxes for S. cerevisiae FY4 in minimal media (YNB) with equimolar [U-13C]glucose:
unlabeled ethanol (mean, SE, n=3 (biological replicates)). (
(
g
p
))
D. When S. cerevisiae is switched into unlabeled glucose + 13C-ethanol media, ethanol oxidation results in
[M+2] acetyl-CoA, which is detectable by LC-MS. E. The whole-cell [M+2] acetyl-CoA fraction (mixture of cytosolic and mitochondrial origins) for S. cerevisiae FY4 in minimal media (YNB) with equimolar glucose: [13C2]ethanol (mean, n=3 (biological
replicates)). p
))
. Metabolic fluxes relevant to pyruvate and ethanol metabolism in yeast. G. 13C-metabolic flux analysis based on model in F and data in C and E. PDC flux is substantial while PDH
flux is below detection, signifying acetaldehyde is the direct contributor for acetyl-CoA. High exchange
flux at ADH implicates environmental ethanol as a major contributor to cellular acetaldehyde and acetyl-
CoA (mean, UB/LB, n=3 (biological replicates)). Figure 2. Environmental ethanol feeds fatty acid synthesis in fermenting S. cerevisiae. A. When fed with labeled ethanol, the resulting 13C-labeled acetyl-CoA is incorporated into newly
synthesized fatty acids. 15, 1–8 (2015). As both labeled and unlabeled cytosolic acetyl-CoA are randomly incorporated
into growing fatty acid chains, the resulting fatty acid mass isotope distribution follows a binomial
probability distribution. B
Fatty acid (palmitate) labeling pattern from equimolar glucose: 13C-ethanol co-feeding experiment as in Figure 2. Environmental ethanol feeds fatty acid synthesis in fermenting S. cerevisiae. Figure 2. Environmental ethanol feeds fatty acid synthesis in fermenting S. cerevisiae. A. When fed with labeled ethanol, the resulting 13C-labeled acetyl-CoA is incorporated into newly
synthesized fatty acids. As both labeled and unlabeled cytosolic acetyl-CoA are randomly incorporated
into growing fatty acid chains, the resulting fatty acid mass isotope distribution follows a binomial
probability distribution. B. Fatty acid (palmitate) labeling pattern from equimolar glucose: 13C-ethanol co-feeding experiment as in
Figure 1D (mean, SE, n=3 (biological replicates)). Briefly, newly synthesized fatty acids are getting
labeled by [M+2] acetyl-CoA, which is a result of uptaking 13C-ethanol from growth media by S. cerevisiae. C. Cytosolic acetyl-CoA labeling fitted from fatty acid labeling from equimolar glucose: 13C-ethanol co-
feeding experiment as in Figure 1D (mean, SE, n=6 (3 biological replicates with results from both
C16:0 and C18:0)). Figure 2. Environmental ethanol feeds fatty acid synthesis in fermenting S. Figure 2. Environmental ethanol feeds fatty acid synthesis in fermenting S. cerevisiae. A. When fed with labeled ethanol, the resulting 13C-labeled acetyl-CoA is incorporated into newly
synthesized fatty acids. As both labeled and unlabeled cytosolic acetyl-CoA are randomly incorporated
into growing fatty acid chains, the resulting fatty acid mass isotope distribution follows a binomial
probability distribution. B. Fatty acid (palmitate) labeling pattern from equimolar glucose: 13C-ethanol co-feeding experiment as in
Figure 1D (mean, SE, n=3 (biological replicates)). Briefly, newly synthesized fatty acids are getting
labeled by [M+2] acetyl-CoA, which is a result of uptaking 13C-ethanol from growth media by S. cerevisiae. C. Cytosolic acetyl-CoA labeling fitted from fatty acid labeling from equimolar glucose: 13C-ethanol co-
feeding experiment as in Figure 1D (mean, SE, n=6 (3 biological replicates with results from both
C16:0 and C18:0)). A. When fed with labeled ethanol, the resulting 13C-labeled acetyl-CoA is incorporated into newly
synthesized fatty acids. As both labeled and unlabeled cytosolic acetyl-CoA are randomly incorporated
into growing fatty acid chains, the resulting fatty acid mass isotope distribution follows a binomial
probability distribution. B. Fatty acid (palmitate) labeling pattern from equimolar glucose: 13C-ethanol co-feeding experiment as in
Figure 1D (mean, SE, n=3 (biological replicates)). 15, 1–8 (2015). Briefly, newly synthesized fatty acids are getting
labeled by [M+2] acetyl-CoA, which is a result of uptaking 13C-ethanol from growth media by S. cerevisiae. C
Cytosolic acetyl-CoA labeling fitted from fatty acid labeling from equimolar glucose: 13C-ethanol co- A. When fed with labeled ethanol, the resulting 13C-labeled acetyl-CoA is incorporated into newly
synthesized fatty acids. As both labeled and unlabeled cytosolic acetyl-CoA are randomly incorporated
into growing fatty acid chains, the resulting fatty acid mass isotope distribution follows a binomial
probability distribution A. When fed with labeled ethanol, the resulting 13C-labeled acetyl-CoA is incorporated into newly
synthesized fatty acids. As both labeled and unlabeled cytosolic acetyl-CoA are randomly incorporated
into growing fatty acid chains, the resulting fatty acid mass isotope distribution follows a binomial
probability distribution. y
y
y
y
y
p
into growing fatty acid chains, the resulting fatty acid mass isotope distribution follows a binomial
probability distribution. B. Fatty acid (palmitate) labeling pattern from equimolar glucose: 13C-ethanol co-feeding experiment as in
Figure 1D (mean, SE, n=3 (biological replicates)). Briefly, newly synthesized fatty acids are getting
labeled by [M+2] acetyl-CoA, which is a result of uptaking 13C-ethanol from growth media by S. cerevisiae. p
y
B. Fatty acid (palmitate) labeling pattern from equimolar glucose: 13C-ethanol co-feeding experiment as in
Figure 1D (mean, SE, n=3 (biological replicates)). Briefly, newly synthesized fatty acids are getting
labeled by [M+2] acetyl-CoA, which is a result of uptaking 13C-ethanol from growth media by S. cerevisiae. p
y
B. Fatty acid (palmitate) labeling pattern from equimolar glucose: 13C-ethanol co-feeding experiment as in
Figure 1D (mean, SE, n=3 (biological replicates)). Briefly, newly synthesized fatty acids are getting
labeled by [M+2] acetyl-CoA, which is a result of uptaking 13C-ethanol from growth media by S. cerevisiae. C. Cytosolic acetyl-CoA labeling fitted from fatty acid labeling from equimolar glucose: 13C-ethanol co-
feeding experiment as in Figure 1D (mean, SE, n=6 (3 biological replicates with results from both
C16:0 and C18:0)). C. Cytosolic acetyl-CoA labeling fitted from fatty acid labeling from equimolar glucose: 13C-ethanol co-
feeding experiment as in Figure 1D (mean, SE, n=6 (3 biological replicates with results from both
C16:0 and C18:0)). Figure 3. Environmental ethanol contributes to amino acid synthesis through mitochondrial acetyl-
CoA. A. Synthesis of the arginine precursor N-acetylglutamate (NAG) in S. cerevisae takes place in
mitochondria (Created with Biorender). 15, 1–8 (2015). A linear algebra deconvolution of the labeling fractions of
glutamate and NAG can compute the mitochondrial acetyl-CoA labeling. B. Glutamate (Glu) and NAG labeling from the glucose: 13C-ethanol co-feeding experiment as in Figure
1D, including also data for ∆ach1 yeast (thereby identifying Ach1 as an enzyme essential for
mitochondrial assimilation of ethanol-derived carbon into acetyl-CoA) (mean, SE, n=3 (biological
replicates); ***, p <.001 by t-test). Briefly, given the observed highest isotopic label of Glu is [M+2], if Figure 3. Environmental ethanol contributes to amino acid synthesis through mitochondrial acetyl-
CoA. A. Synthesis of the arginine precursor N-acetylglutamate (NAG) in S. cerevisae takes place in
mitochondria (Created with Biorender). A linear algebra deconvolution of the labeling fractions of
glutamate and NAG can compute the mitochondrial acetyl-CoA labeling. A. Synthesis of the arginine precursor N-acetylglutamate (NAG) in S. cerevisae takes place in
mitochondria (Created with Biorender). A linear algebra deconvolution of the labeling fractions of
glutamate and NAG can compute the mitochondrial acetyl-CoA labeling. g
p
y
g
B. Glutamate (Glu) and NAG labeling from the glucose: 13C-ethanol co-feeding experiment as in Figure
1D, including also data for ∆ach1 yeast (thereby identifying Ach1 as an enzyme essential for
mitochondrial assimilation of ethanol-derived carbon into acetyl-CoA) (mean, SE, n=3 (biological
replicates); ***, p <.001 by t-test). Briefly, given the observed highest isotopic label of Glu is [M+2], if
mitochondrial acetyl-CoA are labeled [M+2] by 13C-ethanol uptaken by S. cerevisiae from growth media,
newly synthesized NAG will have [M+4] isotopic label. B. Glutamate (Glu) and NAG labeling from the glucose: 13C-ethanol co-feeding experiment as in Figure
1D, including also data for ∆ach1 yeast (thereby identifying Ach1 as an enzyme essential for
mitochondrial assimilation of ethanol-derived carbon into acetyl-CoA) (mean, SE, n=3 (biological
replicates); ***, p <.001 by t-test). Briefly, given the observed highest isotopic label of Glu is [M+2], if
mitochondrial acetyl-CoA are labeled [M+2] by 13C-ethanol uptaken by S. cerevisiae from growth media,
newly synthesized NAG will have [M+4] isotopic label. e
y sy t es ed
G
a e [
] sotop c abe
C. Mitochondrial acetyl-CoA [M+2] fraction fitted from glutamate and NAG labeling in B (mean, SE, n=3
(biological replicates)). y y
[
]
p
C. Mitochondrial acetyl-CoA [M+2] fraction fitted from glutamate and NAG labeling in B (mean, SE, n=3
(biological replicates)). 4
Figure 4. Carbons from ethanol feed into TCA intermediates. 5
A. 15, 1–8 (2015). Schematic of TCA cycle highlighting observed TCA labeling from glucose: 13C-ethanol co-feeding as in
6
Figure 1D, where [M+2] acetyl-CoA is a result of uptaking 13C-ethanol from growth media by S. 7
cerevisiae (Created with Biorender). 13C is in green while 12C is in white. 8
B. Labeling patterns of TCA intermediates on “right hand side” of TCA cycle (i.e. between citrate and
9
succinate) (mean, SE, n=3 (biological replicates)). 0
C. Labeling patterns of pyruvate and TCA intermediates on “left hand side” of TCA cycle (with aspartate as
1
a surrogate for oxaloacetate) (mean SE n=3 (biological replicates)) These metabolites are not labeled
2 Figure 4. Carbons from ethanol feed into TCA intermediates. Figure 4. Carbons from ethanol feed into TCA intermediates. Figure 4. Carbons from ethanol feed into TCA intermediates. A. Schematic of TCA cycle highlighting observed TCA labeling from glucose: 13C-ethanol co-feeding as in
Figure 1D, where [M+2] acetyl-CoA is a result of uptaking 13C-ethanol from growth media by S. cerevisiae (Created with Biorender). 13C is in green while 12C is in white. B. Labeling patterns of TCA intermediates on “right hand side” of TCA cycle (i.e. between citrate and
succinate) (mean, SE, n=3 (biological replicates)). ) (
,
,
(
g
p
))
C. Labeling patterns of pyruvate and TCA intermediates on “left hand side” of TCA cycle (with aspartate as
a surrogate for oxaloacetate) (mean, SE, n=3 (biological replicates)). These metabolites are not labeled
and thus originate exclusively from glucose, suggesting blockade of complex II and production of
malate/fumarate through oxaloacetate reduction. C. Labeling patterns of pyruvate and TCA intermediates on “left hand side” of TCA cycle (with aspartate as
a surrogate for oxaloacetate) (mean, SE, n=3 (biological replicates)). These metabolites are not labeled
and thus originate exclusively from glucose, suggesting blockade of complex II and production of
malate/fumarate through oxaloacetate reduction. Figure 5. Ald6 is a major source of the cytosolic NADPH. A. Schematic highlighting that, per acetyl-CoA, two NADPH active hydrides and one proton from H2O are
incorporated into newly synthesized fatty acids. B. Cytosolic NADPH labeling (derived from fatty acid labeling, and corrected for substrate labeling fraction
but not H-D exchange or kinetic isotope effect) from [1,1-2H2]ethanol in wild-type S. cerevisiae and
∆zwf1 strain (mean, SE, n=6 (3 biological replicates with results from both C16:0 and C18:0); ***,
p<.001 by t-test). C. Cytosolic NADPH labeling as in B from [1-2H]glucose in wild-type S. cerevisiae and ∆ald6 strain (mean, Figure 5. Ald6 is a major source of the cytosolic NADPH. A. Schematic highlighting that, per acetyl-CoA, two NADPH active hydrides and one proton from H2O are
incorporated into newly synthesized fatty acids. incorporated into newly synthesized fatty acids. B. Cytosolic NADPH labeling (derived from fatty acid labeling, and corrected for substrate labeling fraction
but not H-D exchange or kinetic isotope effect) from [1,1-2H2]ethanol in wild-type S. cerevisiae and
∆zwf1 strain (mean, SE, n=6 (3 biological replicates with results from both C16:0 and C18:0); ***,
p<.001 by t-test). C. Cytosolic NADPH labeling as in B from [1-2H]glucose in wild-type S. cerevisiae and ∆ald6 strain (mean,
SE, n=6 (3 biological replicates with results from both C16:0 and C18:0); ***, p<.001 by t-test). D. Summary of data from B, C, and D2O tracing into fat shows sources of cytosolic NADPH redox active p
y y
y
B. Cytosolic NADPH labeling (derived from fatty acid labeling, and corrected for substrate labeling fraction
but not H-D exchange or kinetic isotope effect) from [1,1-2H2]ethanol in wild-type S. cerevisiae and
∆zwf1 strain (mean, SE, n=6 (3 biological replicates with results from both C16:0 and C18:0); ***,
p<.001 by t-test). B. Cytosolic NADPH labeling (derived from fatty acid labeling, and corrected for substrate labeling fraction
but not H-D exchange or kinetic isotope effect) from [1,1-2H2]ethanol in wild-type S. cerevisiae and
∆zwf1 strain (mean, SE, n=6 (3 biological replicates with results from both C16:0 and C18:0); ***, p
y
)
C. Cytosolic NADPH labeling as in B from [1-2H]glucose in wild-type S. cerevisiae and ∆ald6 strain (mean,
SE, n=6 (3 biological replicates with results from both C16:0 and C18:0); ***, p<.001 by t-test). D. Summary of data from B, C, and D2O tracing into fat shows sources of cytosolic NADPH redox active
hydrogen nucleus in wild-type S. cerevisiae FY4 (mean, SE, n=6 (3 biological replicates with results
from both C16:0 and C18:0)). The redox active hydrogen nucleus, but not the associated high energy
electrons, is in a rapid H-D exchange with water, which explains the fractional contribution not
accounted for by the pentose phosphate pathway and Ald6. Figure 6. Instead of oxPPP, ethanol oxidation provides major fraction of active hydrides in the
presence of hydrogen peroxide. Figure 6. Instead of oxPPP, ethanol oxidation provides major fraction of active hydrides in the
presence of hydrogen peroxide. Figure 6. Instead of oxPPP, ethanol oxidation provides major fraction of active hydrides in the
presence of hydrogen peroxide. A. Figure 5. Ald6 is a major source of the cytosolic NADPH. Schematic of experimental workflow of administration of H2O2 oxidative stress to yeast (S.cerevisae
FY4) cultures pre-incubated with equicarbon glucose:ethanol (Created with Biorender). Temporal
changes within the first 60 s after H2O2 shock are captured by rapid quenching of metabolism at time
points of 15, 30, and 60 s. p
B. NADH pool size (mean, SE, n=6 (biological replicates), negative linear trend, p=.0016, ordinary one-
way ANOVA). C. NADH: NAD+ ratio (mean, SE, n=6 (biological replicates), negative linear trend, p=.0006, ordinary one-
way ANOVA). D. NADH active hydride labeling from [1,1-2H2]ethanol (orange) and [1-2H]glucose (grey) (mean, SE, n=3
(biological replicates), p=.011(*), two-tailed paired t-test). Increase in the NADH active hydride from
labeled ethanol is statistically significant (positive linear trend, p<0.001, ordinary one-way ANOVA). E. NADPH pool size (mean, SE, n=6 (biological replicates)). . NADPH pool size (mean, SE, n=6 (biological replicates)). NADPH: NADP+ ratio (mean SEM n=6 (biological replicates)) p
(
(
g
p
))
F. NADPH: NADP+ ratio (mean, SEM, n=6 (biological replicates)). G. NADPH active hydride labeling from [1,1-2H2]ethanol (orange) and [1-2H]glucose (grey) (mean, SE, n=3
(biological replicates), p=.02, two-tailed paired t-test). Increase in the NADPH active hydride labeled by
ethanol is statistically significant (positive linear trend, p<.001, ordinary one-way ANOVA). Supplementary Files This is a list of supplementary ¦les associated with this preprint. Click to download. NCHEMBA211214119Supplementary.pdf JRabinowitzEPC§atnew.pdf JRabinowitzEPC§atnew.pdf
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https://europepmc.org/articles/pmc6748391?pdf=render
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English
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Modeling Urban Hydrology and Green Infrastructure Using the AGWA Urban Tool and the KINEROS2 Model
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Frontiers in built environment
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cc-by
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EPA Public Access EPA Author Manuscript
EPA EPA Author Manuscript 1School of Natural Resources and the Environment, University of Arizona, Tucson, AZ, United
States 2Agricultural Research Service, Southwest Watershed Research Center, USDA, Tucson, AZ,
United States 3Office of Research and Development, US Environmental Protection Agency, Las Vegas, NV,
United States EPA Author Manuscript
EPA Author Man *Correspondence: Yoganand Korgaonkar, yoganandk@email.arizona.edu.
AUTHOR CONTRIBUTIONS
DPG, DCG, IB, and WK were the original developers of AGWA. DCG and CU developed numerous features of KINEROS2. DPG,
DCG, CU, and WK designed the La Terraza study. DPG and DCG were YK’s supervisors. YK and IB designed and developed the
AGWA Urban tool. All authors helped write the paper. Conflict of Interest Statement: The authors declare that the research was conducted in the absence of any commercial or financial
relationships that could be construed as a potential conflict of interest. Keywords y
urban hydrology; green infrastructure; semi-arid; hydrologic model; stormwater; AGWA;
KINEROS2; GIS EPA Author Manuscript
EPA Autho EPA Author Manuscript Abstract Urban hydrology and green infrastructure (GI) can be modeled using the Automated Geospatial
Watershed Assessment (AGWA) Urban tool and the Kinematic Runoff and Erosion (KINEROS2)
model. The KINEROS2 model provides an urban modeling element with nine overland flow
components that can be used to represent various land cover types commonly found in the built
environment while treating runoff-runon and infiltration processes in a physically based manner. The AGWA Urban tool utilizes a Geographic Information System (GIS) framework to prepare
parameters required for KINEROS2, executes the model, and imports results for visualization in
the GIS. The AGWA Urban tool was validated on a residential subdivision in Arizona, USA, using
47 rainfall events (June 2005 to September 2006) to compare observed runoff volumes and peak
flow rates with simulated results. Comparison of simulated and observed runoff volumes resulted
in a slope of 1.00 for the regression equation with an R2 value of 0.80. Comparison of observed EPA Author Manuscript EPA Author Manuscript This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution
or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the
original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is
permitted which does not comply with these terms (http://creativecommons.org/licenses/by/4.0/). Conflict of Interest Statement: The authors declare that the research was conducted in the absence of any commercial or financial
relationships that could be construed as a potential conflict of interest. Wouter Buytaert, Imperial College London, United Kingdom y
Juan Pablo Rodríguez Sánchez, University of Los Andes, Colombia David Glenn Chandler, Syracuse University, United States
Specialty section: Juan Pablo Rodríguez Sánchez, University of Los Andes, Colombia David Glenn Chandler, Syracuse University, United States
Specialty section: p
y
This article was submitted to Hydrosphere, a section of the journal Frontiers in Built Environment p
y
This article was submitted to Hydrosphere, a section of the journal Frontiers in Built Environment DATA AVAILABILITY
Datasets are available on request. The raw data supporting the conclusions of this manuscript will be made available by the authors,
without undue reservation, to any qualified researcher. DATA AVAILABILITY
Datasets are available on request. The raw data supporting the conclusions of this manuscript will be made available by the authors,
without undue reservation, to any qualified researcher. Abstract Page 2 Korgaonkar et al. and simulated peak flows had a slope of 1.12 with an R2 value of 0.83. A roof runoff analysis was
simulated for 787 events, from January 2006 through December 2015, to analyze the water
availability from roof runoff capture. Simulation results indicated a 15% capture of the average
monthly rainfall volume on the watershed. Additionally, rainwater captured from roofs has the
potential to provide for up to 70% of the domestic annual per capita water use in this region. Five
different scenarios (S1 - base, S2 - with retention basins, S3 - with permeable driveways, S4 - with
rainwater harvesting cisterns, and S5 - all GI practices from S2, S3, and S4) were simulated over
the same period to compare the effectiveness of GI implementation at the parcel level on runoff
and peak flows at the watershed outlet. Simulation results indicate a higher runoff volume
reduction for S2 (53.41 m3 average capacity, average 30% reduction) as compared to S3 (average
14% reduction), or S4 (3.78 m3 capacity, average 6% reduction). Analysis of peak flows reveal
larger peak flow reduction for S2. S3 showed more reduction of smaller peak flows as compared to
S4. EPA Author Manuscript
EPA Author EPA Author Manuscript Front Built Environ. Author manuscript; available in PMC 2019 September 17. INTRODUCTION Geographic Information Systems (GIS) provide capabilities and
techniques to efficiently address these tasks, and visualize, analyze, and interpret spatial
patterns (DeVantier and Feldman, 1993; Stuart and Stocks, 1993; Sui and Maggio, 1999;
Vieux, 2001; Goodchild et al., 2005). The increasing availability of spatial data coupled with
GIS capabilities, affords greater opportunity to simplify the process of using this data in
hydrological models. Numerous hydrological models have been coupled with GIS to
facilitate parameter extraction from spatial data and visualization of modeling results
(Srinivasan and Arnold, 1994; Bhaduri et al., 2000; Miller et al., 2007; Chen et al., 2009;
Lee et al., 2012). EPA Author Manuscript The US Department of Agriculture’s (USDA) Agricultural Research Service (ARS)
developed the Kinematic Runoff and Erosion (KINEROS2) model. KINEROS2 is a spatially
distributed, physically based, event driven model that simulates runoff and erosion for small
watersheds (Smith et al., 1995; Goodrich et al., 2012). Overland flow is simulated using
kinematic wave equations over rectangular elements with linear or curvilinear hillslopes, and
concentrated flow in trapezoidal channels. Infiltration is simulated using a modified Smith-
Parlange infiltration model (Parlange et al., 1982). KINEROS2 contains a rectangular urban
element that consists of up to nine overland flow areas that contribute to one-half of a paved,
crowned street. These nine overland flow areas include: (1) directly connected pervious
(DCP) area, (2) directly connected impervious (DCI) area, (3) indirectly connected
impervious (ICI) area, (4) indirectly connected pervious (ICP) area, (5) connecting pervious
(CP) area, (6) connecting impervious (CI) area, (7) non-contributing (NC) area, (8) an
infiltrating retention basin (RB) area, and (9) street half on to which the aforementioned
overland flow areas contribute runoff. All nine flow areas are not required for each urban
element for simulation. A single housing parcel in the urban area can have various surfaces that can affect hydrology
differently. These surfaces include impervious roofs and driveways, pervious yards, and
water sinks that can pond during rainfall events. With the help of the nine flow areas, the
urban element can represent various flow-on/flow-off processes from these surfaces. These
flow areas allow for model representation at a finer scale allowing better understanding of
hydrological interactions and effects at a housing parcel level. The urban element in
KINEROS2 can be used to represent a single housing parcel or a number of parcels in an
urban development (Kennedy et al., 2013). INTRODUCTION Urbanization causes an increase in impervious surfaces (e.g., roofs, driveways, parking lots,
and roads) by replacing vegetation and pervious natural areas. As a result, the area available
for the infiltration of rainwater is substantially reduced. Additionally, soil compaction due to
subdivision construction can result in reduced pore-water storage capacity thereby reducing
infiltration rates (Gregory et al., 2006; Pitt et al., 2008; Woltemade, 2010; Yang and Zhang,
2011; Kennedy et al., 2013). Surface runoff volumes and peak discharges can increase
significantly because of reduced infiltration and increases in connected impervious areas
(Shuster et al., 2005). Increased surface runoff can also result in higher downstream loads of
urban pollutants, such as lead, zinc, iron, suspended solids, fecal coliform bacteria, nitrogen,
phosphorus, and hydrocarbons (Duda et al., 1982; Characklis and Wiesner, 1997; Norman et
al., 2008; Bedan and Clausen, 2009). EPA Author Manuscript Green Infrastructure (GI, also referred to as Low Impact Development, or LID) has gained
prominence in the management of stormwater to mitigate the effects of urbanization on
watershed hydrology. There has been a shift in stormwater management techniques from
traditional practices, such as curb-and-gutter systems, large detention basins, and hardened
channels, to source control measures that use a variety of cost effective on-site design
techniques to store, infiltrate, evaporate, and detain runoff. These practices include rain
gardens, bioretention cells or basins, permeable pavements, green roofs, swales, infiltration
trenches, roof runoff harvesting, and impervious disconnection (Dietz, 2007) that have
varying degree of performance and effectiveness (Hopton et al., 2015). Analysis and mitigation of urban water quantity and quality issues, as well as the role of GI,
requires a better understanding of the physical hydrological processes within urban areas. Various urban hydrological models have been successful in representing and simulating Page 3 Korgaonkar et al. urban hydrological processes as well as GI practices (Zoppou, 2001; Elliott and Trowsdale,
2007; Jayasooriya and Ng, 2014). All of these models have inherent assumptions, with a
goal to represent hydrological processes accurately, while keeping the model simple and
easy-to-use. Effective urban hydrological models are typically spatially distributed as they
attempt to represent the heterogeneous nature of urban landscapes. By their nature, spatially
distributed hydrologic models require copious spatial data on urban landscapes and
hydrologically important watershed characteristics (e.g., land cover, land use, GI, soils, and
topography). The process of acquiring this data and extracting model parameters can be
tedious and lengthy. Front Built Environ. Author manuscript; available in PMC 2019 September 17. INTRODUCTION The ICI can be used to represent roofs, DCI for
driveways, CP for front yards and DCP for all other yards, NC for swimming pools or
walled areas, and RB for retention basins or rain gardens on the parcels. A typical urban
watershed can be represented as a series of urban elements with the assumption that runoff Page 4 Korgaonkar et al. flows from each element into a street or alley half and follows the path along the street or
alley to the watershed outlet. KINEROS2 requires parcel parameters in the form of dimensions, slope and fractional area
of the urban overland flow areas; and street parameters in the form of width, grade, and
cross slope. KINEROS2 also requires land cover parameters, which include values for
hydraulic roughness for streets, impervious and pervious surfaces, interception depths for
impervious and pervious surfaces, and canopy cover fractions. Additionally, KINEROS2
requires soils parameters in the form of saturated hydraulic conductivity (Ks), coefficient of
variance of Ks to represent small-scale infiltration variability (Smith and Goodrich, 2000),
mean capillary drive (potential of capillary suction in unsaturated soils), porosity, pore size
distribution index, and volumetric rock fraction. Precipitation data in the form of time-
intensity or time-accumulated depth pairs drives the KINEROS2 model. An urban
simulation using KINEROS2 yields output in the form of runoff, infiltration, and storage for
each individual element. Additionally, KINEROS2 can also output peak flow hydrographs at
each element and at the outlet. The KINEROS2 urban element assumes negligible sediment
production and therefore does not output sediment yield in this version. EPA Author Manuscript
EPA Autho EPA Author Manuscript KINEROS2 was used to model runoff from a small residential development in Sierra Vista,
Arizona in studies conducted by Kennedy (2007) and Kennedy et al. (2013). Kennedy et al. (2013) looked at three different discretization levels by lumping the 66 residential lots into 1,
5, and 23 KINEROS2 urban elements, and concluded that the accuracy of the model
increased with the level of detailed representation of the development. Kennedy (2007) also
performed a sensitivity analysis that indicated saturated hydraulic conductivity to be the
primary estimation parameter to simulate runoff behavior. The study also highlighted the
minimal uncertainty of parameter estimates in the urban watersheds, concluding that model
uncertainty arose from model structural errors and input data error. Yatheendradas et al. Front Built Environ. Author manuscript; available in PMC 2019 September 17. INTRODUCTION Several studies to assess post-fire hydrological responses in
watersheds have been conducted using AGWA (Canfield et al., 2005; Goodrich et al., 2005;
Sidman et al., 2016). Other applications of AGWA include rangeland management
(Goodrich et al., 2011; Weltzet al., 2011), flood hazard studies (Norman et al., 2010; Nedkov
and Burkhard, 2012) and watershed assessment (Abdulla and Eshtawi, 2007; Yang and Li,
2011). EPA Author Manuscript EPA Author Manuscript This study presents a GIS approach to simulating urban hydrology and GI using the
KINEROS2 model, and its integration with the AGWA tool. This study has three objectives:
(1) Validate the capabilities of the AGWA Urban tool and KINEROS2 to model urban
hydrology and green infrastructure; (2) Analyze the roof runoff availability for water use in a
semiarid climate; and, (3) Analyze the effectiveness of GI practices on flood mitigation by
reducing runoff volumes and peak flows at the watershed outlet. Study Area The La Terraza subdivision in Sierra Vista, Arizona (Figure 1) was selected as the study area
based on Kennedy et al. (2013) study, and the availability of input datasets and high quality
observations of rainfall and runoff. Sierra Vista is located in Cochise County in southeastern
Arizona, at an elevation of approximately 1,300 m, with an annual average precipitation of
360 mm and annual mean temperature of 17.4°C based on records over the period 1981–
2000. Sierra Vista is located west of the San Pedro River and is contained in the Upper San
Pedro HUC 15050202 watershed. The La Terraza subdivision is a residential development
spanning 14 hectares located in the western part of the city. This study focused on an urban
watershed consisting of 66 housing lots with an average parcel size of 1,780 m2, average
house area of 380 m2, average driveway area of 108 m2, and 7.3m wide asphalt streets
within the La Terraza subdivision. An undeveloped upland grassland watershed to the west
contributes runoff to the urban watershed via a concrete channel. Runoff within the urban
watershed flows over the streets, with the exception of a corrugated pipe that is located
underneath La Terraza Drive that drains a 1.3 ha area in the northern part of the urban
watershed to the outlet. Runoff exits at the outlet via another concrete channel to the
southeast of the urban watershed. EPA Author Manuscript INTRODUCTION (2008) performed a comprehensive sensitivity analysis on the KINEROS2 model for flash
flood forecasting, and concluded that the predominant source of uncertainty in modeled
runoff response is due to depth/volume bias in rainfall estimates, followed by the saturated
hydraulic conductivity, soil volumetric rock fraction and soil hydraulic roughness. The
capabilities of KINEROS2 to model urban hydrology in detail forms the basis of the present
study by representing each parcel in the watershed using the urban element. The Automated Geospatial Watershed Assessment (AGWA) tool was jointly developed by
the USDA-ARS, the University of Arizona, and the EPA/ORD (Miller et al., 2007). AGWA
is a GIS-based tool that uses existing spatial datasets in the form of digital elevation models
(DEM), land cover maps, soil maps and weather data to prepare parameters for hydrological
models. Currently, AGWA supports the Soil and Water Assessment Tool (SWAT; Arnold et
al., 1998), the KINEROS2 model, and the Rangeland and Hillslope Erosion model (RHEM;
Nearing et al., 2011). AGWA computes and supplies the parameters to these models, runs
the models, and imports the results back in the GIS for visualization and analysis. AGWA is
designed to provide qualitative estimates of runoff and erosion relative to landscape change. It, like virtually all watershed models, cannot provide quantitative estimates without careful
calibration using high quality rainfall-runoff observations. Page 5 Korgaonkar et al. AGWA has been used to assess land use impacts on water resources in a number of studies
(Hernandez et al., 2000; Miller et al., 2002; Baldyga et al., 2004; Kepner et al., 2004, 2009,
2012; Hamad et al., 2012; Nazarnejad et al., 2012; Baker and Miller, 2013; Burns et al.,
2013; Barlow et al., 2014). Several studies to assess post-fire hydrological responses in
watersheds have been conducted using AGWA (Canfield et al., 2005; Goodrich et al., 2005;
Sidman et al., 2016). Other applications of AGWA include rangeland management
(Goodrich et al., 2011; Weltzet al., 2011), flood hazard studies (Norman et al., 2010; Nedkov
and Burkhard, 2012) and watershed assessment (Abdulla and Eshtawi, 2007; Yang and Li,
2011). AGWA has been used to assess land use impacts on water resources in a number of studies
(Hernandez et al., 2000; Miller et al., 2002; Baldyga et al., 2004; Kepner et al., 2004, 2009,
2012; Hamad et al., 2012; Nazarnejad et al., 2012; Baker and Miller, 2013; Burns et al.,
2013; Barlow et al., 2014). AGWA Urban Tool The AGWA Urban tool was designed and developed to harness the capabilities of the
KINEROS2 model to represent urban areas in detail, and to create tools to use spatial
datasets in parameter preparation for the model. The AGWA Urban tool was developed
using the .NET Framework using the C# and VB.NET programming languages in the
Microsoft Visual Studio Integrated Development Environment. ESRI provides an
ArcObjects software development kit for the .NET Framework to build Windows
applications with GIS functionalities. Using .NET and ArcObjects, Windows-based forms Front Built Environ. Author manuscript; available in PMC 2019 September 17. Korgaonkar et al. Page 6 Page 6 were developed that interface with existing GIS functionalities in ESRI ArcMap. The
AGWA Urban tool is an ArcMap add-in that provides tools to prepare parameter files for the
KINEROS2 model, runs the model, and imports the results into ArcMap for spatial
visualization and analysis. Input parameters are generated from parcel, street, land cover,
soils, and precipitation datasets. Additionally, inputs in the form of overland flow paths, and
GI designs and locations can be manually provided. Each parcel is represented as a
KINEROS2 urban element. The AGWA Urban tool executes the KINEROS2 model based
on these input parameters. Runoff and infiltration results are visualized as maps and peak
flow results are displayed as hydrographs. EPA Author Manuscript
EPA Auth EPA Author Manuscript Front Built Environ. Author manuscript; available in PMC 2019 September 17. Steps Involved in an AGWA Urban Simulation Setup urban geodatabase—The AGWA Urban tool prepares the simulation workspace
with a geodatabase to store spatial and tabular data prepared and used by an urban
simulation. This step requires spatial data for the parcels and the streets. Required inputs are
parcel and street maps that contain location data and dimensions (length, width, house size,
driveway size, and slope) for each of the parcels and streets. The subsequent steps create
files and relational tables that are stored in the simulation workspace and geodatabase,
respectively. Flow routing—Overland stormwater flow paths are required as inputs in the flow routing
step. These flow paths can be input as map layers, or can be created using the drawing tools
provided by ArcMap. The AGWA urban tool links the flow paths to the parcels, performs
checks to ensure continuity in the paths, and creates a table representing the flow route for
the urban watershed. Parameterization—Parcel, street, land cover, and soils parameters are defined in the
parameterization step. Parcels and street parameters can be defined based on existing data
for each parcel (provided via the parcel map), or created homogeneously for all parcels. Similarly, land cover parameters can be created for all parcels. The AGWA Urban tool
requires the nationally available Soil Survey Geographic Database (SSURGO) to extract soil
parameters based on the input soils map. All parameters created in this step are stored in a
parameterization table that maybe modified to reflect variations in parameters for each
parcel. Note that SSURGO soils data are typically derived for a non-developed environment. Soil importation and compaction for subdivision and foundation pad construction may result
in soil parameters substantially different from those represented in the SSURGO soils
database (Kennedy et al., 2013). In this case, local, post-construction soil hydraulic property
measurements are recommended. GI design and placement—Currently the AGWA urban tool provides options to design
three different kinds of GI practices: (1) retention basins, (2) permeable driveways, and (3)
rainwater harvesting cisterns. For retention basins, the size and depth of the basin are
required, along with the hydraulic conductivity of the basin material. Hydraulic conductivity
values for the driveways are required in order to model the driveways as permeable. To use
the rainwater harvesting functionality, the volume of the capturing cistern is required. After
these designs are created, they can then be applied to the parcels individually or collectively. Front Built Environ. Steps Involved in an AGWA Urban Simulation Author manuscript; available in PMC 2019 September 17. Korgaonkar et al. Page 7 Precipitation—The AGWA Urban tool accepts design storm precipitation data through the
National Oceanic Atmospheric Administration (NOAA) Atlas 14-point precipitation
frequency estimates databases, or user-defined depths and hyetographs, and converts them
into a time-depth format required by KINEROS2. KINEROS2 also requires an initial soil
saturation value that can be by rain gage, by element, or for the entire watershed. The
AGWA Urban tool creates a precipitation text file based on the user inputs in the simulation
workspace. EPA Author Manuscript
EPA Autho EPA Author Manuscript KINEROS2 input files—KINEROS2 requires ASCII text files as inputs for model
execution. The AGWA Urban tool converts the spatial and tabular data from the preceding
steps into text files and saves them in the simulation workspace. A parameter file stores the
input parameter data for each parcel and the sequence of execution of the parcels. A
KINEROS2 control file directs the model with the parameter filename, precipitation
filename, output filename, duration, and time steps for the simulation. A GI volumes file is
created with initial volumes of the cisterns, and retention basins, for each parcel. The
volumes in this file are updated after the simulation. A batch file is created that can execute
the KINEROS2 model on the command line. Multiple simulations based on different
combinations of flow routing, parameterization, and precipitation data can be created in this
step. The AGWA Urban tool also provides an optional batch mode option to prepare and run
KINEROS2 for multiple precipitation events. Model execution—KINEROS2 is a FORTRAN based model that runs on the Microsoft
command line. The AGWA Urban tool executes the KINEROS2 model using the created
input files. A command prompt displays the progress of the simulation and its status as
success or if it encountered any errors. KINEROS2 creates an output text file, which
summarizes water balances for each urban element and the entire watershed. Hydrograph
files are also created for each parcel and the entire urban watershed. Importing and visualizing results—The AGWA Urban tool imports text file results
from KINEROS2 simulations into ArcMap and links them to the spatial data, thereby
allowing the user to visualize the data using the GIS interface. The user can visualize runoff
and infiltration volumes for each individual parcel, as well as accumulated runoff along the
streets as stormwater flows toward the outlet. Steps Involved in an AGWA Urban Simulation Additionally, the user can also compare runoff,
infiltration, and accumulated runoff between simulations using absolute and percent change
options. Hydrographs can be viewed at the outlet of the watershed as well as for each
individual parcel. EPA Author Manuscript Front Built Environ. Author manuscript; available in PMC 2019 September 17. AGWA Urban Tool Validation The AGWA Urban tool was validated using forty-seven observed rainfall and runoff events
from July 2005 through September 2006 for the La Terraza urban watershed. During this
analysis, there were no GI practices installed on any of the parcels. Hence, GI was not
included in the validation analysis. Rainfall data was extracted from four recording rain
gauges (USDA Southwest Watershed Research Center, SWRC, gauges 401, 402, 403, and
404 - data available at https://www.tucson.ars.ag.gov/dap/; Figure 1) with areal average
rainfall event totals ranging from 2 to 35 mm (events less than 2 mm were not used). Runoff, Front Built Environ. Author manuscript; available in PMC 2019 September 17. Page 8 Korgaonkar et al. Page 8 both in and out of the La Terraza urban watershed, was measured by v-notch weirs (U.S. Geological Survey, USGS, weirs 9470820 and 9470825, respectively; Figure 1). Because
peak and runoff values are unreliable when the outlet “v” notch section of the weir is
overtopped, events that met this criterion were excluded to provide a high-quality data set of
47 events. EPA Author Manuscript The AGWA Urban tool was used to setup the input parameters for the model. Parcel and
street files were obtained from the Cochise County’s Information Technology department. Parcel dimensions and street widths were extracted from these files. Base map imagery,
available in ArcMap, was used to determine the house and driveway areas on each parcel
manually. Every parcel was assumed to have a front yard area and a noncontributing area
equal to 10% of the total lot area. Values for slope, and land cover parameters were obtained
from Kennedy et al. (2013). Soil parameters were obtained using the SSURGO database. The SSURGO dataset identified three different soil map units within the La Terraza urban
watershed. Each parcel was assigned a specific set of soils parameters based on the soil map
unit it intersected. Flow paths were drawn to represent the actual overland stormwater route
converging toward three parcels (IDs 28, 39, 64) toward the southern part of the urban
watershed (Figure 1). The adder element in KINEROS2 was utilized to combine these three
parcels to represent the outlet. Stormwater was assumed to flow off the lots into the streets
and along the streets to the outlet. This setup of modeling elements with associated
parameters is hereafter referred to as the validation configuration. Roof Runoff Analysis Roof Runoff Analysis Each parcel in the above validation configuration was fitted with a virtual 37.85 m3 (10,000
gallon) cistern to estimate potential harvesting capacity, with the assumption that the cistern
was emptied before every event. The cistern capacity was chosen in order to ensure that all
roof-generated runoff was captured by the cistern, thereby simulating maximum roof runoff
capture. Rainfall data for this analysis was extracted from SWRC Gauge 403 for the period
ranging from January 2006 to December 2015, comprising 787 rainfall events. The analysis
was run with a 1-min time step for each of the rainfall events in the 10-year period. The
AGWA urban tool was used to design and place the cisterns on each of the parcels. The
batch mode functionality was utilized to write the input files and execute the model for each
of the events. Post-simulation cistern volumes for each parcel were extracted and compiled
for roof runoff analysis. EPA Author Manuscript Front Built Environ. Author manuscript; available in PMC 2019 September 17. AGWA Urban Tool Validation Runoff from the upland
grassland watershed was provided to the model using the injection functionality available in
KINEROS2. The parameter text file created by the AGWA Urban tool was modified to
incorporate an injection element. The AGWA urban tool created input files for each of the
events, and executed the model 47 times. Every event had a measured initial soil saturation
observation associated with each rain gage. Each simulation was run for a duration of 720
min with a time step of 30 s. Output runoff volumes and peak flows were then extracted for
analysis. Case Study Scenarios Case Study Scenarios Five scenarios (Table 1) were designed to assess the impacts of various GI practices in the
urban watershed. Scenario 1 (S1) is considered as the base scenario, where the validated Front Built Environ. Author manuscript; available in PMC 2019 September 17. Page 9 Korgaonkar et al. Page 9 configuration, described in section AGWA Urban Tool Validation, was simulated over the
analysis period of 10 years without any GI practices. In scenario 2 (S2), a retention basin
(RB) was installed in each parcel in the validation configuration. The retention basin was
designed with a surface area equal to 10% of the total parcel area, a basin depth of 0.3 m,
and a hydraulic conductivity of 8.3 mm/h. The retention basin was assumed empty at the
start of each rainfall event. Note that runoff from driveways is captured by the retention
basins to simulate retention of all available runoff from the parcel. Scenario 3 (S3) converted
all driveways in the validation configuration to permeable driveways (PD) with a hydraulic
conductivity of 8.3 mm/h. In scenario 4 (S4), each of the parcels in the validation
configuration was installed with a 3.78 m3 (1,000 gallon) cistern to simulate rainwater
harvesting (RH) off the roofs. The cistern was assumed empty at the start of each rainfall
event. For scenario 5 (S5), GI designs from S2, S3, and S4 were all installed on each parcel
in the validation configuration. The same 787 events from the roof runoff analysis were used
to simulate these scenarios. Initial soil saturation was assumed as 0.2 for all events. The
AGWA Urban tool was used to design and place the different GI practices on each lot, to
create the input files, and execute the KINEROS2 model using the batch mode functionality. Runoff and peak flow results at the outlet of the urban watershed were extracted and
compiled for analysis. EPA Author Manuscript
EPA A EPA Author Manuscript EPA Author Manuscript
EPA Autho EPA Author Manuscript Front Built Environ. Author manuscript; available in PMC 2019 September 17. The AGWA Urban Tool The AGWA Urban tool provides an easy-to-use framework to setup and execute the
KINEROS2 model. Parcel ID 9 (Figure 1) and its representation using the urban element
with and without GI practices, based on fractional areas of roofs, driveways, and yards is
displayed in Figure 2. The roof area is represented by the indirectly connected impervious
area, driveway by the directly connected impervious area, front yard by the connecting
pervious area, and non-draining yards by the non-contributing areas. All remaining areas are
represented by directly connected pervious areas using the KINEROS2 urban element. For
GI practices, a retention basin can be represented by the retention basin area in KINEROS2
with an associated retention volume and hydraulic conductivity, a permeable driveway can
be represented using the directly connected impervious flow area by specifying a hydraulic
conductivity, and rainwater harvesting can be represented by specifying a cistern size to
capture runoff from the indirectly connected impervious area. The user specified flow route
in the AGWA Urban tool is converted to a KINEROS2 representation as shown in Figure 1. Although the flow route is drawn on the parcels, KINEROS2 assumes that each parcel
contributes overland flow to the street half, and the subsequent runoff follows the specified
flow route along the street. The AGWA Urban tool is capable of creating runoff, infiltration, and accumulated runoff
maps (Figure 3). These maps can show absolute or percent difference in volumes between
simulations for each individual parcel, demonstrated with percent increase in infiltration
(Figure 3, left) from the S1 scenario (no GI) to the S5 scenario (all GI practices). Runoff
volumes from a single scenario may also be displayed for each individual parcel, demonstrated with runoff from the S1 scenario (Figure 3, center). The accumulated runoff Front Built Environ. Author manuscript; available in PMC 2019 September 17. Korgaonkar et al. Page 10 Page 10 map (Figure 3, right) for scenario S1 (no GI) shows the cumulative runoff volume generated
by the parcels and the streets combined as stormwater follows down the flow route toward
the urban watershed outlet. Hydrographs can also be viewed, or exported from the AGWA
Urban tool, for each parcel or at the urban watershed outlet (Figure 4). EPA Author Manuscript
EPA EPA Author Manuscript Roof Runoff Analysis Roof Runoff Analysis Simulation results show an annual roof runoff capture of 7,078 m3 from all 66 parcels
averaged over a period of 10 years. The average annual rainfall volume on all 66 parcels for
the same period equals 47,280 m3. This means that the roofs are able to capture 15% of the
total rainfall volume per year, for all the parcels combined, averaged over a 10-year period. The total roof area for all 66 parcels equals 25,085 m2, resulting in 28 cm of average annual
depth of rainfall captured per unit area of the roofs for the La Terraza watershed. Each house in the La Terraza urban watershed has the potential to capture an average of
approximately 107 m3 of rainfall annually. Cochise County has a domestic per capita water
usage of 0.41 m3/day that amounts to approximately 150 m3/year (Maupin et al., 2014). Thus, roof rainwater harvesting has a capacity to provide for almost 70% of the domestic
annual per capita water use, assuming constant water use every month. EPA Author Manuscript Figure 6 shows monthly average volumes of roof runoff captured as compared to the
monthly per capita water usage. Approximately 44 m3 of average roof runoff can be
available as surplus water after household use in the monsoon months of June, July, August
and September, every year. AGWA Urban Tool Validation Runoff volumes and peak flows simulated by the AGWA Urban tool and KINEROS2 model
are compared with observed values in Figure 5. Regression equation slopes of 1.00 for
runoff volumes and 1.12 for peak flows are indicative of good model performance. Root
Mean Square Error (RMSE) was calculated for both runoff volumes and peak flows using
Equation (1), where n is the number of events, and Si and Oi represent the simulated and
observed results for each event i. RMSE =
∑i = 1
n
Si −Oi
2
n
(1) Comparison of the runoff volumes results in an RMSE of 127.13 m3 (difference values
ranging from −78.12 to 420.07), and peak flows results in an RMSE value of 0.06 m3/s
(difference values ranging from −0.10 to 0.15) indicating a good fit of the model. Comparison of the runoff volumes results in an RMSE of 127.13 m3 (difference values
ranging from −78.12 to 420.07), and peak flows results in an RMSE value of 0.06 m3/s
(difference values ranging from −0.10 to 0.15) indicating a good fit of the model. Front Built Environ. Author manuscript; available in PMC 2019 September 17. Case Study Scenarios Table 2 summarize the average monthly runoff volumes at the watershed outlet for the five
scenarios described in Table 1. Percent change in monthly runoff volumes were calculated
using Equation (2), where S1 is the base scenario without GI practices, and n = 2, 3, 4, and 5
represent the four scenarios with GI practices, respectively. Korgaonkar et al. Korgaonkar et al. Page 11 Percent Change = Sn −S1
S1
× 100
(2) Percent Change = Sn −S1
S1
× 100
(2) EPA Author Manuscript
EPA Autho EPA Author Manuscript For the simulated GI designs, retention basins in S2, and a combination of all GI practices in
S5 have the highest reduction in average monthly runoff volumes at the watershed outlet,
followed by permeable pavements in S3, and rainwater harvesting in S4, respectively. Scenarios S2 and S5 have identical results except for the month of July, when runoff volume
for S5 is lower than S2. Percent reductions are greatest during the monsoon months as
compared to the rest of the year for scenarios S2 S4 and S5 In contrast S3 has lower For the simulated GI designs, retention basins in S2, and a combination of all GI practices in
S5 have the highest reduction in average monthly runoff volumes at the watershed outlet,
followed by permeable pavements in S3, and rainwater harvesting in S4, respectively. Scenarios S2 and S5 have identical results except for the month of July, when runoff volume
for S5 is lower than S2. Percent reductions are greatest during the monsoon months as
compared to the rest of the year for scenarios S2, S4, and S5. In contrast, S3 has lower
percent reductions during the monsoon months. In summary, scenarios S2, S3, S4, and S5
show average volume reductions of 30, 14, 6, and 30%, respectively when compared to S1. Further investigation of the near identical results of scenarios S2 and S5 revealed that the
retention basins on each parcel had the capacity to retain and infiltrate all of the runoff
generated from the respective parcel for most events. As a result, all runoff at the watershed
outlet can be accounted for by rainfall excess generated by streets only. One rainfall event on July 11, 2014, however, simulated lower runoff volumes at the
watershed outlet for S5 as compared to S2. Front Built Environ. Author manuscript; available in PMC 2019 September 17. The AGWA Urban Tool The AGWA Urban tool provides a user-friendly method to setup and execute the KINEROS2
model. Parcel data is commonly available from the local city or county office. With the
availability of high-resolution imagery, each parcel can be digitized to extract roof,
driveways and yard areas. Stormwater flow routes for an urban watershed can be digitized
based on slope calculated from terrestrial airborne surveys, using Light Detection and
Ranging (LiDAR), Structure from Motion (SfM), or another alternative. For the purpose of
this study, the SSURGO dataset was utilized to extract soil parameters. However, in order to
consider changes in soil properties due to compaction and landscape modifications, field
measurements can be converted into spatial data for use in the GIS. Precipitation data is
usually measured using a number of rain gauges depending on the size of the watershed. Additionally, estimated ground accumulated rainfall is available through precipitation
products derived from Next Generation Weather Radar (NEXRAD) system from the
NOAA’s National Centers for Environmental Information (NCEI) for a number of locations
in the USA. The availability of these spatial datasets and the ability to import them into the
GIS, helps simplify and speed up the process of setting up the KINEROS2 model using the
AGWA Urban tool. The use of individual parcels to define the smallest modeling urban element in KINEROS2
enables a fine-scale simulation of urban hydrology. The nine urban overland areas can
simulate a number of combinations of flow-off and flow-on areas at a detailed scale. It is
important to note that the KINEROS2 representation of a parcel is always assumed
rectangular. As a result, for non-rectangular shaped parcels, roofs, driveways, and yards, a
distortion of physical reality must be expected in the representation. A combination of the detailed parcel representation and the ability to simulate sub-hour time
steps for rainfall events enables the KINEROS2 model to represent the physical processes of
infiltration and runoff for each parcel, and their responses to rainfall variability within an
event. This gives a better understanding of the role of each individual parcel and its GI
practices, as well as its contribution to the overall hydrology of the urban watershed. The infiltration and runoff maps from Figure 3 can help identify parcels with lower
infiltration, and that generate higher runoff. DISCUSSION EPA Author Manuscript
EPA Auth EPA Author Manuscript Case Study Scenarios This rainfall event had a total depth of 83 mm
over a 190-min duration amounting to a volume of 11,600 m3 over the entire watershed. The
mean for all 787 events was 600 m3 (with a standard deviation of 1,006 m3) indicating that
the July 11, 2014 event was indeed an outlier. This event compares to a 3-h, 200-year
recurrence interval event from NOAA Atlas 14’s point precipitation frequency estimates for
the Sierra Vista station. The July 11, 2014 event was the only event within the 10-year
period capable of generating runoff from the parcels with the designed GI practices. The
combination of retention basins, permeable driveways and the harvesting cistern in S5 was
capable of capturing and reducing the parcel generated runoff, explaining the lower runoff
volume for S5 as compared to S2 for the month of July. This event was a good indicator of
the ability of GI to mitigate flood risks for higher recurrence interval events. Figure 4 shows
a comparison of peak flow hydrographs for all five scenarios for this event at the watershed
outlet. Scenario S5 has the highest peak attenuation followed by S2. The second peak in the
hydrograph (around 37min into the event) for S2 and S5 is due to the retention basins
exceeding their retention capacity and overflowing onto the streets. The smaller permeable
driveway areas in S3 contribute very little to infiltration, and result in peak flows similar to
the base scenario S1. Similarly, the 3.78m3 cistern on every parcel in S4, only manages to
capture a small portion of the rainfall from the roofs of the houses. Percent change in peak flows at the watershed outlet for each of 787 rainfall events was
calculated using Equation (2). Figure 7 plots the percent reduction against peak flows for S1
to identify trends in the ability of GI practices to affect peak flows at the watershed outlet. S2 has overall higher percent reductions in peak flows as compared to S3 and S4 due to
amount of retention volume available, especially for larger S1 peak flows. S3 shows better
peak flow reduction as compared to S4 for S1 peak flows lower than 0.2 m3/s. However, for
higher S1 peak flows, peak flow reduction for S3 decreases. It is also important to note that Korgaonkar et al. Case Study Scenarios Page 12 majority of the storms generate peak flows less than 1.0m3/s, and peak flows do not exceed
2.25 m3/s, except for the July 11, 2014 event. Front Built Environ. Author manuscript; available in PMC 2019 September 17. The AGWA Urban Tool These parcels can then be potential targets for
installation of GI practices to capture rainwater using cisterns, or encourage infiltration by
installing retention basins or permeable driveways. Potential impacts of GI applications can
be analyzed for before-after scenarios using the differencing capability available in the
AGWA Urban tool. Potential flood-prone streets and intersections can be identified using the
accumulated runoff map (Figure 3, right). Street GI practices, such as curbside retention
basins, swales, or traffic circles can then be designed to mitigate flood at these locations. Front Built Environ. Author manuscript; available in PMC 2019 September 17. Page 13 Page 13 Korgaonkar et al. Roof Runoff Analysis Roof runoff analysis estimated that on an average, 70% of the roof runoff captured every
year was available for household use. Monthly rainfall volumes, averaged over a period of
10 years show seasonal trends with more rainfall occurring in the months of June, July,
August, and September (Table 2). These months represent the monsoon season with short
duration, high intensity thunderstorms caused due to convection. Rainfall volumes are lower
in the winter months and are characterized by long duration, low intensity storms due to
frontal lifting (Sheppard et al., 2002; Brooks et al., 2003). The roof runoff capture potential
is high for the monsoon season, when more water is available via rainfall (Figure 6). This
harvested rainwater can be stored and utilized during the drier months of the year. In a semi-
arid climate, this harvested rainwater can augment scarce water supply sources in order to
meet daily household water needs. City of Tucson Pima Country (2009) conducted an evaluation of the use of stormwater and
rainwater as a supplemental water source. This study looked at potential harvestable
rainwater at different scales ranging from a parcel to a tributary watercourse in the semi-arid
climate of Southern Arizona. Figure 8 reveals that the greatest opportunity to harvest
rainwater is at the parcel scale, with roofs being the primary contributor to rainfall excess,
especially in the semiarid region of Southwestern USA. This supports that rainwater
harvesting is a good alternate source of water for irrigation, toilet flushing, and consumption
(Thomas et al., 2014; Silva et al., 2015; Campisano et al., 2017). However, roof runoff could
be a source of chemical or microbial pollutants and could have health risks from its use as
drinking water (Lye, 2009; Gwenzi et al., 2015). Hence, treatment of this water is essential
before potable household use. EPA Author Manuscript Front Built Environ. Author manuscript; available in PMC 2019 September 17. AGWA Urban Tool Validation Validation results indicate that runoff volumes, on average, are predicted well by
KINEROS2, while peak flows are generally over-predicted for the validation configuration. Over-prediction of volumes and peak flows may be due to a lower time of concentration on
the parcels due to misrepresentation of physical reality. This misrepresentation may be a
result of the assumption that all front yards (CP) and non-contributing (NC) areas on each
parcel are equal to 10% of the lot area. For example, a parcel may have a smaller simulated
pervious area (CP) that captures and retains roof runoff (ICI), as compared to the physical
reality. As a result, the simulated volume of runoff reaching the streets is higher, resulting in
higher peak flows for that particular event. Another reason could be that some of the parcels
may have a larger non-contributing area, such as a backyard that stores and infiltrates most
of the runoff, instead of contributing as overland flow to the street. In the La Terraza urban
watershed, the yard area can be up to 4.5 times the footprint of the living area. This may
result in lower observed runoff volumes and peak flows at the outlet, when compared to the
simulated results. EPA Author Manuscript
EPA Au EPA Author Manuscript EPA Author Manuscript
EPA Author Manuscript
EPA Author Manuscript Korgaonkar et al. Page 14 Page 14 larger rainfall excess available for capture. Permeable driveways showed better volume and
peak flow reductions for smaller events during the non-monsoon months of the year. During
these months, rainfall intensity is generally low and could possibly be closer to the
infiltration capacity of the permeable driveway. The capability of rainwater harvesting
cisterns to reduce runoff volumes and peak flows is largely limited by the size of the cistern,
and by the proportion of roof area available vs. the total parcel area. With larger cisterns, and
roof areas, higher runoff volumes and peak reduction should be expected. EPA Author Manuscript GI design can play an important role in determining effectiveness in runoff and peak flow
reduction (Liu et al., 2015). It is important to note that the GI designs used in this study,
were “back-of-the-envelope” values in order to represent possible GI installation due to lack
of physical implementations. For example, for an average parcel size of 1,780 m2, a
retention basin would have a surface area of 178m2 and depth of 0.3m, with a retention
volume of 53.4 m3. This retention volume may be considered on the higher side, possibly
representing a best-case scenario, which may or may not be a practical implementation. However, a 3.785 m3 cistern is a reasonable assumption for implementation at a housing
parcel level. Additionally, the case study assumed that basins and cisterns were empty at the
start of each event, which may not be the case in real-world scenarios. If a cistern is not
emptied between events, it may result in higher roof generated runoff. As a result, this
assumption can lead to an under-estimation of overall runoff exiting from a parcel. Initial soil saturation in between rainfall events can affect predicted runoff in the KINEROS2
model (Yatheendradas et al., 2008). Therefore, these case study results are limited by the
assumption of a 0.2 initial soil saturation. This value represents the soil saturation at
permanent wilting point for sandy loam soils commonly found in this region (Woolhiser et
al., 1990), simulating a best-case infiltration scenario. With variable initial soil saturation in
between events, uncertainty in simulated runoff can be expected. In general, higher initial
soil saturation will result in a decrease in the infiltration capacity of the soil, thereby
resulting in larger simulated runoff and peak flows. Front Built Environ. Author manuscript; available in PMC 2019 September 17. Case Study Scenarios Case study scenarios indicated that retention basins were effective at volume and peak flow
reduction as compared to permeable driveways and rainwater harvesting, particularly during
the monsoon months. The monsoon months result in larger rainfall volumes, thereby causing CONCLUSIONS EPA Author Manuscript
EPA Autho EPA Author Manuscript The AGWA Urban tool provides an easy-to-use GIS framework to prepare and execute the
KINEROS2 model in order to simulate urban hydrology and green infrastructure. The
KINEROS2 model is able to model the built environment with the help of the urban element
that utilizes nine overland flow areas to simulate flow-on and flow-off processes for different
areas. For a typical urban parcel, the roof, driveway, yards, and swimming pools, can be
represented by indirectly connected impervious (ICI), directly connected impervious (DCI),
directly connected pervious (DCP) and connecting pervious (CP), and non-contributing
(NC) flow areas, respectively. GI practices such as retention basins, permeable driveways,
and rainwater harvesting cisterns can be represented using the RB, DCI, and ICI urban
element components respectively, by providing appropriate parameters. A combination of
multiple urban elements can define an urban watershed. The AGWA urban tool utilizes spatial data, such as parcels, streets, land cover, precipitation,
and soils, to extract input parameters required by the KINEROS2 model. Each individual
parcel can be represented using the KINEROS2 urban element (Figure 2), and can be
associated with a unique set of parameters. The AGWA Urban tool is able to extract these
parameters from input spatial datasets to prepare and execute the KINEROS2 model. The
tool also compiles and synthesizes the simulation results for visualization in the form of
runoff and infiltration volume maps (Figure 3), as well as peak flow hydrographs (Figure 4). Infiltration and runoff volume maps can help identify parcels with lower infiltration and
higher runoff volumes as potential GI implementation sites. Percent change analyses can be
conducted to understand the impacts of GI implementation on a parcel-by-parcel basis. The AGWA Urban tool was validated using 47 rainfall events on the La Terraza subdivision
in Sierra Vista, Arizona. Sixty-six parcels were identified and modeled as an urban
watershed. Simulated runoff volumes and peak flows were compared with observed values
at the outlet of the watershed (Figure 5). The regression equation for the runoff volumes
comparison yielded a slope of 1.00 with an R2 value of 0.80, and yielded a slope of 1.12
with an R2 value of 0.83 for the peak flow comparison. In general, runoff volumes were well
predicted, but peak flows were over-predicted by the model. EPA Author Manuscript
EPA Author Manuscript
EPA Author Manuscript In the KINEROS2 urban element, initial
soil saturation only affects areas modeled as directly connected pervious (DCP) and
connecting pervious (CP). KINEROS2 assumes a constant seepage rate for retention basins
and permeable driveways. Thus, initial soil saturation does not influence the amount of
rainwater harvested off the roofs (scenario S4), nor the amount of rainfall directly infiltrated
in retention basins (S2) or permeable driveways (S3). However, DCP and CP contribute
runoff to the retention basins as shown in Figure 2. As a result, initial soil saturation in these
pervious areas will affect the overall runoff and peak flows for scenario S3 and S5,
simulating the retention basins. Other studies show similar results in volume and peak flow reductions using different
combinations of GI practices (Lloyd et al., 2002; Ahiablame et al., 2013; Palla and Gnecco,
2015; Ahiablame and Shakya, 2016; Eckart et al., 2017; Fry and Maxwell, 2017; Hu et al.,
2017). These studies conclude that there is scope for volume and peak flow reduction at
various watershed scales using GI practices. The design criteria of the GI practices largely
determines their effectiveness. Spatial variability in GI implementation could also influence
level of effectiveness. These studies also provide an insight in the potential designs and
locations of GI practices for their respective watersheds. Future research should be guided Korgaonkar et al. Page 15 toward spatial variability of GI implementation, to understand its effects on volume and peak
flow reduction. Front Built Environ. Author manuscript; available in PMC 2019 September 17. CONCLUSIONS Seven-hundred and eighty-seven rainfall events were simulated on the same urban watershed
over a period of 10 years, from January 2006 to December 2015 to analyze the potential to
capture roof runoff via harvesting cisterns. Simulation results indicated a 15% capture of the
average monthly rainfall volume with a volume capture rate of 0.28 m3/m2. Additionally,
roof rainwater harvesting has the potential to provide up to 70% of the domestic annual per
capita water use in Cochise County, Arizona. Five scenarios (Table 1) were simulated to analyze the impact and effectiveness of retention
basins (S2, 53.31 m3 average volume), permeable driveways (S3), and rainwater harvesting
(S4, 3.78 m3 capacity) on runoff volumes and peak flows at the watershed outlet. Retention Front Built Environ. Author manuscript; available in PMC 2019 September 17. Korgaonkar et al. Page 16 Page 16 basins in S2 reduced runoff volumes by almost 30%, permeable driveways in S3 reduced
runoff volumes by 14%, and rainwater harvesting in S4 was successful in capturing around
6% of the runoff volume. A combination of all three GI practices in S5 resulted in identical
volume and peak flow reduction as S2. Seasonal trends were also observed for all scenarios,
with an increase in effectiveness in runoff reduction for S2, S4, and S5 for the monsoon
months of June, July, August, and September, when high-intensity rainfall events are
observed. However, permeable driveways in S3 showed lower runoff volume reduction for
larger events during the monsoon season. basins in S2 reduced runoff volumes by almost 30%, permeable driveways in S3 reduced
runoff volumes by 14%, and rainwater harvesting in S4 was successful in capturing around
6% of the runoff volume. A combination of all three GI practices in S5 resulted in identical
volume and peak flow reduction as S2. Seasonal trends were also observed for all scenarios,
with an increase in effectiveness in runoff reduction for S2, S4, and S5 for the monsoon
months of June, July, August, and September, when high-intensity rainfall events are
observed. However, permeable driveways in S3 showed lower runoff volume reduction for
larger events during the monsoon season. EPA Author Manuscript For 786 rainfall events, the street network was the sole contributor to runoff and peak flow at
the watershed outlet for S2 and S5 simulations. CONCLUSIONS This was because the retention basin was
capable of retaining all of the overland runoff originating on the parcel, representing a best-
case scenario. A rainfall event for July 11, 2014 was the only event for which the retention
basins were overwhelmed, and the parcels contributed overland runoff to the street network. The magnitude of this rainfall event compares to a 3-h 200-year recurrence interval event
determined from NOAA Atlas 14’s point precipitation estimates. For this event, scenarios S2
and S5 resulted in higher peak flow reduction at the watershed outlet as compared to S3 and
S4 (Figure 4). Analysis of all peak flows at the watershed outlet for the 787 events revealed that S5 had the
highest overall peak flow reduction followed by S2, S3, and S4, when compared to the base
scenario S1 without any GI practices (Figure 7). Interestingly, permeable driveways in S3
were more effective than rainwater harvesting in S4 for lowering peak flows compared to no
GI practices in S1, and percent reduction decreased as the magnitude of S1 peak flows
increased. Limited driveway sizes and the divergence between rainfall intensity and
infiltration capacity at larger events restrict the infiltration potential, which explains this
trend. This study primarily focused on the potential of lot-level GI practices to capture rainfall
excess in order to augment water supply in semi-arid regions. Roofs can have the highest
potential to capture rainwater for domestic use. Rainwater captured during the larger
monsoon events can be stored for use during the drier months. We can conclude from our
analysis, that appropriate GI designs can be extremely effective at capturing rainfall excess
on site for smaller events. It is important to note that these conclusions are based on specific
GI designs, and will require future research to compare the impact of different GI designs
for each of the practices, for a variety of return period events. However, we also advocate the
use of the AGWA Urban tool for exploring GI construction options in arid and semi-arid
environments, for the purpose of water conservation and reduced catastrophic surface flow
during storm events. With the success of the various modeling scenarios presented in this
study, we recommend the use of the AGWA Urban tool for modeling hydrology and GI
practices in the built environment. EPA Author Manuscript EPA Author Manuscript This work was funded by NSF Sustainability Research Network (SRN) Cooperative Agreement 1444758. We
would also like to acknowledge the USDA-ARS for funding in the early stages of the research. Basemap imagery
used in all the maps was obtained from ESRI ArcMap (Source: Esri, DigitalGlobe, GeoEye, Earthstar Geographics, EPA Author Manuscript
EPA Author Manuscript
EPA Author Manuscript Abdulla FA, and Eshtawi T (2007). Application of Automated geospatial watershed assessment (agwa)
tool to evaluate the sediment yield in a semi-arid region: case study, kufranja basin-Jordan. Jordan J. Civil Eng 1, 234–244. Available online at: https://www.iiste.org/Journals/index.php/JJCE/article/
view/17825/18202 EPA Author Manuscript
EPA Auth EPA Author Manuscript Ahiablame L, and Shakya R (2016). Modeling flood reduction effects of low impact development at a
watershed scale. J. Environ. Manage 171, 81–91. doi: 10.1016/j.jenvman.2016.01.036 [PubMed:
26878221] Ahiablame LM, Engel BA, and Chaubey I (2013). Effectiveness of low impact development practices
in two urbanized watersheds, retrofitting with rain barrel/cistern and porous pavement. J. Environ. Manage 119, 151–161. doi: 10.1016/j.jenvman.2013.01.019 [PubMed: 23474339] Arnold JG, Srinivasan R, Muttiah RS, and Williams JR (1998). Large-area hydrologic modeling and
assessment: part, I. model development. J. Am. Water Resources Assoc 34, 73–89. doi: 10.1111/j. 1752-1688.1998.tb05961.x Baker TJ, and Miller SN (2013). Using the soil and water assessment tool (SWAT) to assess land use
impact on water resources in an east african watershed. J. Hydrol. (Amsterdam) 486, 100–111. doi:
10.1016/j.jhydrol.2013.01.041 Baldyga TJ, Miller SN, Shivoga WA, and Maina-Gichaba C (2004). “Assessing the impact of land
cover change in kenya using remote sensing and hydrologic modeling” in Proceedings of the 2003
American Society for Photogrammetry & Remote Sensing Annual Conference (Alaska), 23–28 Barlow JE, Burns IS, Kepner WG, Sidman GS, Goodrich DC, Guertin DP, et al. (2014). Assessing
hydrologic impacts of future land cover change scenarios in the south platte river basin (CO, WY, &
NE). EPA/600/R-14/328 and ARS/309194. https://nepis.epa.gov/Exe/ZyPURL.cgi? Dockey=P100KT27.txt Bedan ES, and Clausen JC (2009). Stormwater runoff quality and quantity from traditional and low
impact development watersheds. J. Am. Water Resources Assoc 45, 998–1008. doi: 10.1111/j. 1752-1688.2009.00342.x Bhaduri B, Harbor JON, Engel B, and Grove M (2000). Assessing watershed-scale, long-term
hydrologic impacts of land-use change using a GIS-NPS model. Environ. Manage 26, 643–658. doi:
10.1007/s002670010122 [PubMed: 11029115] Brooks KN, Ffolliott PF, Gregerson HM, and DeBano LF (2003). Hydrology and the Management of
Watersheds. Ames: Iowa State Press Burns IS, Kepner WG, Sidman GS, Goodrich DC, Guertin DP, Levick LR, et al. (2013). Assessing
Hydrologic Impacts of Future Land Cover Change Scenarios in the San Pedro River (U.S./
Mexico). EPA/600/R-13/074 and ARS/294076. https://nepis.epa.gov/Exe/ZyPURL.cgi? Dockey=P100GPPW.txt EPA Author Manuscript Campisano A, Butler D, Ward S, Burns MJ, Friedler E, DeBusk K, et al. (2017). Urban rainwater
harvesting systems: research, implementation and future perspectives. Water Res. 115, 195–209. ACKNOWLEDGMENTS This work was funded by NSF Sustainability Research Network (SRN) Cooperative Agreement 1444758. We
would also like to acknowledge the USDA-ARS for funding in the early stages of the research. Basemap imagery
used in all the maps was obtained from ESRI ArcMap (Source: Esri, DigitalGlobe, GeoEye, Earthstar Geographics, Front Built Environ. Author manuscript; available in PMC 2019 September 17. Page 17 Page 17 Korgaonkar et al. CNES/Airbus DS, USDA, USGS, AEX, Getmapping, Aerogrid, IGN, IGP, swisstopo, and the GIS User
Community). CNES/Airbus DS, USDA, USGS, AEX, Getmapping, Aerogrid, IGN, IGP, swisstopo, and the GIS User
Community). EPA Author Manuscript
EPA Author Manuscript
EPA Author Manuscript doi: 10.1016/j.watres.2017.02.056 [PubMed: 28279940] Canfield HE, Goodrich DC and Burns I, S. (2005). “Selection of parameters values to model post-fire
runoff and sediment transport at the watershed scale in southwestern forests,” in Managing
Watersheds for Human and Natural Impacts. Characklis GW, and Wiesner MR (1997). Particles, metals, and water quality in runoff from large
urban watershed. J. Environ. Eng 123, 753–759. doi: 10.1061/(ASCE)0733-9372(1997)123:8(753) Chen J, Hill AA, and Urbano LD (2009). A GIS-based model for urban flood iundation. J. Hydrol. 373, 184–192. doi: 10.1016/j.jhydrol.2009.04.021 City of Tucson Pima Country (2009). Stormwater Harvesting and Management as a Supplemental
Water Source Technical Paper. Availableonline at: http://webcms.pima.gov/UserFiles/Servers/
Server_6/File/Government/Wastewater%20Reclamation/Water%20Resources/WISP/052109-
Stormwater.pdf Front Built Environ. Author manuscript; available in PMC 2019 September 17. Korgaonkar et al. Page 18 DeVantier BA, and Feldman AD (1993). Review of GIS applications in hydrologic modeling. J. Water
Resources Plan. Manage 119, 246–261. doi: 10.1061/(ASCE)0733-9496(1993)119:2(246) Dietz ME (2007). Low impact development practices: a review of current research and
recommendations for future directions. Water Air Soil Pollut 186, 351–363. doi: 10.1007/
s11270-007-9484-z EPA Author Manuscript
EPA Auth EPA Author Manuscript EPA Author Manuscript Duda AM, Lenat DR, and Penrose DL (1982). Water quality in urban streams: what we can expect. Water Pollut. Control Feder. 54, 1139–1147. Eckart K, McPhee Z, and Bolisetti T (2017). Performance and implementation of low impact
development - a review. Sci. Total Environ. 607, 413–432. doi: 10.1016/j.scitotenv.2017.06.254
[PubMed: 28704668] Elliott A, and Trowsdale S (2007). A review of models for low impact urban stormwater drainage. Environ. Model. Software 22, 394–405. doi: 10.1016/j.envsoft.2005.12.005 Fry TJ, and Maxwell RM (2017). Evaluation of distributed BMP’s in an urban watershed - high
resolution modeling for stormwater management. Hydrol. Process 31, 2700–2712. doi: 10.1002/
hyp.11177 Goodchild MF, Longley PA, Maguire DJ, and Rhind DW (2005). Geographic Information Systems and
Science. West Sussex: Wiley & Sons17, 517 Goodrich DC, Burns IS, Unkrich CL, Semmens DJ, Guertin DP, Hernandez M, et al. (2012). KINERSO2/AGWA: model use, calibration, and validation. Trans. Am. Soc. Agri. Biol. Eng 55,
1561–1574. doi: 10.13031/2013.42264 Goodrich DC, Canfield HE, Burns IS, Semmens DJ, Miller SN, Hernandez M, et al. (2005). Rapid
post-fire hydrologic watershed assessment using the AGWA GIS-based hydrologic modeling tool. Manag. Watersheds Hum. Nat. Impacts 1–12. doi: 10.1061/40763(178)44 Goodrich DC, Guertin DP, Burns IS, Nearing MA, Stone JJ, Wei H, et al. (2011). AGWA: the
automated geospatial watershed assessment tool to inform rangeland management. Rangelands 33,
41–47. EPA Author Manuscript
EPA Author Manuscript
EPA Author Manuscript Kepner WG, Semmens DJ, Hernandez M, and Goodrich DC (2009). Evaluating Hydrological
Response to Forecasted Land-Use Change: Scenario Testing with the Automated Geospatial
Watershed Assessment (AGWA) Tool. In Planning for an Uncertain Future - Monitoring,
Integration, and Adaptation. Proceedings of the Third Interagency Conference on Research in the
Watersheds: US Geological Survey Scientific Investigations Report, 5049, 79–84. Available
onlune at: https://pubs.usgs.gov/sir/2009/5049/pdf/Kepner.pdf EPA Author Manuscript
EPA Autho EPA Author Manuscript Lee JG, Selvakumar A, Alvi K, Riverson J, Zhen JX, Shoemaker L, et al. (2012). A watershed-scale
design optimization model for stormwater best management practices. Environ. Model. Software
37, 6–18. doi: 10.1016/j.envsoft.2012.04.011 Liu W,Chen W, and Peng C (2015). Influences of setting sizes and combination of green
infrastructures on community’s stormwater runoff reduction. Ecol. Model 318, 236–244. doi:
10.1016/j.ecolmodel.2014.11.007 Lloyd SD, Wong TH, and Chesterfield CJ (2002). Water Sensitive Urban Design: A Stormwater
Management Perspective. Available online at: https://ewater.org.au/archive/crcch/archive/pubs/
pdfs/industry200210.pdf Lye DJ (2009). Rooftop runoff as a source of contamination: a review. Sci. Total Environ 407, 5429–
5434. doi: 10.1016/j.scitotenv.2009.07.011 [PubMed: 19647287] Maupin MA, Kenny JF, Hutson SS, Lovelace JK, Barber NL, and Linsey KS (2014). Estimated Use of
Water in the United States in 2010: U.S. Geological Survey Circular 1405, 56p. Miller SN, Kepner WG, Mehaffey MH, Hernandez M, Miller RC, Goodrich DC, et al. (2002),
Integrating landscape assessment and hydrologic modeling for land cover change analysis. JAWRA 38, 915–929. doi: 10.1111/j.1752-1688.2002.tb05534.x Miller SN, Semmens DJ, Goodrich DC, Hernandez M, Miller RC, Kepner WG, et al. (2007). The
automated geospatial watershed assessment tool. Environ. Model. Software 22, 365–377. doi:
10.1016/j.envsoft.2005.12.004 Nazarnejad H, Solaimani K, Shahedi K, and Sheikh V (2012). Evaluating hydrological response to
land use change using the AGWA-GIS based hydrologic modeling tools. Int. J. Agri 2, 942–948. Available online at: https://www.cabdirect.org/cabdirect/FullTextPDF/2013/20133031524.pdf Nearing MA, Wei H, Stone JJ, Pierson FB, Spaeth KE, Weltz MA, et al. (2011). A rangeland
hydrology and erosion model. Trans. Am. Soc. Agric. Biol. Eng 54, 901–908. doi:
10.13031/2013.37115 Nedkov S, and Burkhard B (2012). Flood regulating ecosystem services - mapping supply and demand
in the etropole municipality, bulgaria. ecolind. Indic 21, 67–79. doi: 10.1016/j.ecolind.2011.06.022 Norman LM, Guertin DP, and Feller M (2008). A coupled model approach to reduce nonpoint source
pollution resulting from predicted urban growth: a case study in the ambos nogales watershed. J. Urban Geogr 29, 496–516. Front Built Environ. Author manuscript; available in PMC 2019 September 17. EPA Author Manuscript
EPA Author Manuscript
EPA Author Manuscript doi: 10.2111/1551-501X-33.4.41 Gregory JH, Dukes MD, Jones PH, and Miller GL (2006). Effect of urban soil compaction on
infiltration rate. J. Soil Water Conserv 61, 117–124. Gwenzi W, Dunjana N, Pisa C, Tauro T, and Nyamadzawo G (2015). Water quality and public health
risks associated with roof rainwater harvesting systems for potable supply: review and
perspectives. Sustain. Water Q. Ecol 6, 107–118. doi: 10.1016/j.swaqe.2015.01.006 Hamad JT, Eshtawi TA, Abushaban AM, and Habboub MO (2012). Modeling the impact of land-use
change on water budget of gaza strip. J. Water Resource Protect 4, 325–333. doi: 10.4236/jwarp. 2012.46036 Hernandez M, Miller SN, Goodrich DC, Goff BF, Kepner WG, Edmonds CM, et al. (2000). Modeling
runoff response to land cover and rainfall spatial variability in semi-arid watersheds. Environ. Monitor. Assess. 64, 285–298. doi: 10.1023/A:1006445811859 Hopton M, Simon M, Borst M, Garmestani A, Jacobs S, Lye D, et al. (2015). Green Infrastructure for
Stormwater Control: Gauging its Effectiveness with Community Partners. EPA/600/R-15/219
Available online at: https://nepis.epa.gov/Exe/ZyPURL.cgi?Dockey=P100NE3S.txt Hu M, Sayama T, Zhang X, Tanaka K, Takara K, and Yang H (2017). Evaluation of low impact
development approach for mitigating flood inundation at a watershed scale in China. J. Environ. Manage 193, 430–438. doi: 10.1016/j.jenvman.2017.02.020 [PubMed: 28237222] Jayasooriya VM, and Ng AWM (2014). Tools for modeling of stormwater management and economics
of green infrastructure practices: a review. Water Air Soil Pollut. 225:2055 doi: 10.1007/
s11270-014-2055-1 Kennedy JR (2007). Changes in Storm Runoff with Urbanization: The Role of Pervious Areas in a
Semiarid Environment. Master’s Thesis. Tucson, AZ: University of Arizona Kennedy JR, Goodrich DC, and Unkrich CL (2013). Using the KINEROS2 modeling framework to
evaluate the increase in storm runoff from residential development in a semiarid environment. J. Hydrol. Eng 18, 698–706. doi: 10.1061/(ASCE)HE.1943-5584.0000655 Kepner WG, Ramsey MM, Brown ES, Jarchow ME, Dickinson KJM, and Mark AF (2012). Hydrologic futures: using scenario analysis to evaluate impacts of forecasted land use change on
hydrologic services. Ecosphere 3, 1–25. doi: 10.1890/ES11-00367.1 Front Built Environ. Author manuscript; available in PMC 2019 September 17. Korgaonkar et al. Page 19 Kepner WG, Semmens DJ, Bassett SD, Mouat DA, and Goodrich DC (2004). Scenario analysis for the
san pedro river, analyzing hydrological consequences of a future environment. Environ. Monitor. Assess. 94, 115–127. doi: 10.1023/B:EMAS.0000016883.10110.15 EPA Author Manuscript
EPA Author Manuscript
EPA Author Manuscript doi: 10.2747/0272-3638.29.5.496 Norman LM, Huth H, Levick L, Burns IS, Guertin DP, Lara-Valencia F, et al. (2010). Flood hazard
awareness and hydrologic modelling at ambos nogales, united states - mexico border. J. Flood Risk
Manage 3:151–165. doi: 10.1111/j.1753-318X.2010.01066.x Palla A, and Gnecco I (2015). Hydrologic modeling of low impact development systems at the urban
catchment scale. J. Hydrol 528, 361–368. doi: 10.1016/j.jhydrol.2015.06.050 Parlange JY, Lisle I, Braddock RD, and Smith RE (1982). The three-parameter infiltration equation. Soil Sci. 133, 337–341. doi: 10.1097/00010694-198206000-00001 Pitt R, Chen SE, Clark SE, Swenson J, and Ong CK (2008). Compaction’s impacts on urban storm-
water infiltration. J. Irrig. Drain. Eng 134, 652–658. doi: 10.1061/
(ASCE)0733-9437(2008)134:5(652) Sheppard P, Comrie A, Packin G, Angersbach K, and Hughes M (2002). The climate of the US
southwest. Clim. Res 21, 219–238. doi: 10.3354/cr021219 Shuster WD, Bonta J, Thurston H, Warnemuende E, and Smith DR (2005). Impacts of impervious
surface on watershed hydrology: a review. Urban Water J. 2, 263–275. doi:
10.1080/15730620500386529 Front Built Environ. Author manuscript; available in PMC 2019 September 17. Korgaonkar et al. Page 20 Sidman G, Guertin DP, Goodrich DC, Unkrich CL, and Burns IS (2016). Risk assessment of post-
wildfire hydrological response in semiarid basins, the effects of varying rainfall representations in
the KINEROS2/AGWA model. Int. J. Wildland Fire 25, 268–278. doi: 10.1071/WF14071 Silva CM, Sousa V, and Carvalho NV (2015). Evaluation of rainwater harvesting in portugal:
application to single-family residences. Resources Conserv. Recycl 94, 21–34. doi: 10.1016/
j.resconrec.2014.11.004 EPA Author Manuscript
EPA Auth EPA Author Manuscript Smith RE, and Goodrich DC (2000). Model for rainfall excess patterns on randomly heterogeneous
areas. J. Hydrol. Eng 5, 355–362. doi: 10.1061/(ASCE)1084-0699(2000)5:4(355) Smith RE, Goodrich DC, Woolhiser DA, and Unkrich CL (1995). KINEROS - a kinematic runoff and
erosion model. Comput. Models Watershed Hydrol. 20, 627–668. Srinivasan R, and Arnold JG (1994). Integration of a basin-scale water quality model with GIS. JAWRA 30, 453–462. doi: 10.1111/j.1752-1688.1994.tb03304.x Stuart N, and Stocks C (1993). Hydrological Modelling within GIS: An Integrated Approach. Wallingford: IAHS publication 319–329. Sui DZ, and Maggio RC (1999). Integrating GIS with hydrological modeling: practices, problems, and
prospects. Comput. Environ. Urban Syst. 23, 33–51. doi: 10.1016/S0198-9715(98)00052-0 Thomas RB, Kirisits MJ, Lye DJ, and Kinney KA (2014). Rainwater harvesting in the united states: a
survey of common system practices. J. Clean. Prod 75, 166–173. doi: 10.1016/j.jclepro. 2014.03.073 Vieux BE (2001). Distributed Hydrologic Modeling using GIS. Netherlands: Springer 1–17. Front Built Environ. Author manuscript; available in PMC 2019 September 17. Front Built Environ. Author manuscript; available in PMC 2019 September 17. EPA Author Manuscript
EPA Author Manuscript
EPA Author Manuscript Weltz MA, Jolley L, Goodrich D, Boykin K, Nearing M, Stone J, et al. (2011). Techniques for
assessing the environmental outcomes of conservation practices applied to rangeland watersheds. J. Soil Water Conserv. 66, 154A–162A. doi: 10.2489/jswc.66.5.154A Woltemade CJ (2010). Impact of residential soil disturbance on infiltration rate and stormwater runoff. JAWRA 46, 700–711. doi: 10.1111/j.1752-1688.2010.00442.x Woolhiser DA, Smith RE, and Goodrich DC (1990). KINEROS, A Kinematic Runoff and Erosion
Model: Documentation and User Manual. U.S. Department of Agriculture, Agricultural Research
Service, ARS–77. https://www.tucson.ars.ag.gov/unit/Publications/PDFfiles/703.pdf Yang B, and Li MH (2011). Assessing planning approaches by watershed streamflow modeling: case
study of the woodlands; Texas. Landscape Urban Plan. 99, 9–22. doi: 10.1016/j.landurbplan. 2010.08.007 Yang JL, and Zhang GL (2011). Water infiltration in urban soils and its effects on the quantity and
quality of runoff. J. Soils Sedim 11, 751–761. doi: 10.1007/s11368-011-0356-1 Yatheendradas S, Wagener T, Gupta H, Unkrich C, Goodrich D, Schaffner M, et al. (2008). Understanding uncertainty in distributed flash flood forecasting for semiarid regions. Water
Resources Res. 44:W05S19. doi: 10.1029/2007WR005940 Zoppou C (2001). Review of urban storm water models. Environ. Model. Software 16, 195–231. doi:
10.1016/S1364-8152(00)00084-0 EPA Author Manuscript Korgaonkar et al. Page 21 Page 21 FIGURE 1 |. The La Terraza urban watershed in Sierra Vista, Arizona. Inset: KINEROS2 assumption of
the user-defined flow route. KINEROS2 assumes that overland flow is off the parcel into the
street (dark green arrows), and accumulates along the street toward the watershed outlet
(light green arrows). EPA Author Manuscript EPA Author Manuscript FIGURE 1 |. The La Terraza urban watershed in Sierra Vista, Arizona. Inset: KINEROS2 assumption of
the user-defined flow route. KINEROS2 assumes that overland flow is off the parcel into the
street (dark green arrows), and accumulates along the street toward the watershed outlet
(light green arrows). FIGURE 1 |. The La Terraza urban watershed in Sierra Vista, Arizona. Inset: KINEROS2 assumption of
the user-defined flow route. KINEROS2 assumes that overland flow is off the parcel into the
street (dark green arrows), and accumulates along the street toward the watershed outlet
(light green arrows). Front Built Environ. Author manuscript; available in PMC 2019 September 17. Page 22 FIGURE 2 |. Parcel ID 9 in the La Terraza urban watershed (Left), KINEROS2 representation without GI
(Center), and with retention basin (RB), permeable driveway (PD), and rainwater harvesting
(RH) GI practices (Right). Front Built Environ. Author manuscript; available in PMC 2019 September 17. Front Built Environ. Author manuscript; available in PMC 2019 September 17. EPA Author Manuscript
EPA Author Manuscript
EPA Author Manuscript Percent values of each of the overland flow areas are indicative
of the percent of the total parcel area. DCP, directly connecting pervious; ICI, indirectly
connected impervious; CP, connected pervious; DCI, directly connected impervious; NC,
noncontributing area. Korgaonkar et al. Page 22 Page 22 Korgaonkar et al. FIGURE 2 |. EPA Author Manuscript FIGURE 2 |. Parcel ID 9 in the La Terraza urban watershed (Left), KINEROS2 representation without GI
(Center), and with retention basin (RB), permeable driveway (PD), and rainwater harvesting
(RH) GI practices (Right). Percent values of each of the overland flow areas are indicative
of the percent of the total parcel area. DCP, directly connecting pervious; ICI, indirectly
connected impervious; CP, connected pervious; DCI, directly connected impervious; NC,
noncontributing area. EPA Author Manuscript FIGURE 3 |. Visualization of results using the AGWA Urban tool with percent change in infiltration
volumes between no GI practices in S1 and all GI practices in S5 (Left), runoff volumes for
S1 (Center), and accumulated runoff from parcels and streets routed along the streets for S1
(Right). gaonkar et al. Page 23 Page 23 Page 23 Korgaonkar et al. EPA Author Manuscript EPA Author Manuscript Front Built Environ. Author manuscript; available in PMC 2019 September 17. Front Built Environ. Author manuscript; available in PMC 2019 September 17. Front Built Environ. Author manuscript; available in PMC 2019 September 17. FIGURE 3 |. FIGURE 3 |. Visualization of results using the AGWA Urban tool with percent change in infiltration
volumes between no GI practices in S1 and all GI practices in S5 (Left), runoff volumes for
S1 (Center), and accumulated runoff from parcels and streets routed along the streets for S1
(Right). FIGURE 3 |. Visualization of results using the AGWA Urban tool with percent change in infiltration
volumes between no GI practices in S1 and all GI practices in S5 (Left), runoff volumes for
S1 (Center), and accumulated runoff from parcels and streets routed along the streets for S1
(Right). EPA Author Manuscript
EPA Autho EPA Author Manuscript Korgaonkar et al. Page 24 FIGURE 4 |. Hydrographs at the watershed outlet for the five scenarios for the July 11, 2014 event. S2-
RB, with retention basin; S3-PD, with permeable driveways; S4-RH, with rainwater
harvesting. EPA Author Manuscript
EPA Autho EPA Author Manuscript FIGURE 4 |. Hydrographs at the watershed outlet for the five scenarios for the July 11, 2014 event. S2-
RB, with retention basin; S3-PD, with permeable driveways; S4-RH, with rainwater
harvesting. EPA Author Manuscript FIGURE 5 |. AGWA Urban tool validation results. Comparison of observed to simulated values for runoff
volumes (Left) and peak flows (Right) at the watershed outlet. Korgaonkar et al. Page 25 Page 25 Page 25 Korgaonkar et al. Page 25 EPA Author Manuscript FIGURE 5 |. AGWA Urban tool validation results. Comparison of observed to simulated values for runoff
volumes (Left) and peak flows (Right) at the watershed outlet. EPA Author Manuscript
EPA Autho EPA Author Manuscript EPA Author Manuscript Page 26 Page 26 Korgaonkar et al. FIGURE 6 |. Average yearly roof runoff captured by a cistern and monthly per capita water usage for
Cochise County estimated from a daily per capita usage rate of 0.41 m3/day. EPA Author Manuscript
EPA Autho EPA Author Manuscript FIGURE 6 |. Average yearly roof runoff captured by a cistern and monthly per capita water usage for
Cochise County estimated from a daily per capita usage rate of 0.41 m3/day. FIGURE 6 |. Average yearly roof runoff captured by a cistern and monthly per capita water usage for
Cochise County estimated from a daily per capita usage rate of 0.41 m3/day. EPA Author Manuscript FIGURE 7 |. Front Built Environ. Author manuscript; available in PMC 2019 September 17. Front Built Environ. Author manuscript; available in PMC 2019 September 17. Front Built Environ. Author manuscript; available in PMC 2019 September 17. FIGURE 3 |. Trends in percent reduction of peak flows for each of the GI scenarios (S2, with retention
basins; S3, with permeable driveways; and S4, with rainwater harvesting) as compared to S1
(without any GI practices) peak flows. gaonkar et al. Page 27 Korgaonkar et al. Page 27 orgaonkar et al. Page 27 EPA Author Manuscript
EPA Autho EPA Author Manuscript FIGURE 7 |. FIGURE 7 |. Trends in percent reduction of peak flows for each of the GI scenarios (S2, with retention
basins; S3, with permeable driveways; and S4, with rainwater harvesting) as compared to S1
(without any GI practices) peak flows. EPA Author Manuscript
EPA Autho EPA Author Manuscript Page 28 Page 28 Korgaonkar et al. FIGURE 8 |. Harvestable rainwater at different watershed scales (City of Tucson Pima Country, 2009). Figure created by Dr. Evan Canfield (used with permission). EPA Author Manuscript FIGURE 8 |. FIGURE 8 |. Harvestable rainwater at different watershed scales (City of Tucson Pima Country, 2009). Figure created by Dr. Evan Canfield (used with permission). EPA Author Manuscript Page 29 Korgaonkar et al. TABLE 1 |
Description of the five case study scenarios. Scenario
GI practice
Description
S1
Base - No GI practices
Validated model without any GI practices
S2
Retention Basin (RB)
S1 with retention basin on all 66 parcels. Retention basin area equals 10% of the parcel area, depth
equals 0.3 m, and hydraulic conductivity of 8.3 mm/h. Average retention basin capacity equals 53.41
m3. S3
Permeable Driveways (PD)
S1 with all 66 driveways considered permeable with a hydraulic conductivity of 8.3 mm/h
S4
Rainwater Harvesting (RH)
S1 with a 3.78 m3 cistern on each of the 66 parcels capturing roof runoff
S5
All GI practices
S1 with GI designs from S2, S3, and S4 in combination on each of the 66 parcels TABLE 1 | Description of the five case study scenarios. EPA Author Manuscript EPA Author Manuscript EPA Author Manuscript EPA Author Manuscript
EPA Author Manuscript
EPA Author Manuscript
Korgaonk
TABLE 2 |
Monthly runoff volumes at the watershed outlet for the five case study scenarios averaged over a period of 10 years (January 2006 to December 2015) and
percent reduction in monthly runoff volumes for the scenarios as compared to the S1 base scenario (no GI) for the same period. Page 30 Page 30 Korgaonkar et al. EPA Author Manuscript
EPA Author Manuscript
EPA Author Manuscript
TABLE 2 |
Monthly runoff volumes at the watershed outlet for the five case study scenarios averaged over a period of 10 years (January 2006 to December 2015) and
percent reduction in monthly runoff volumes for the scenarios as compared to the S1 base scenario (no GI) for the same period. Month
Rainfall (m3)
Runoff volumes at watershed outlet (m3) and volume reduction compared to S1 (%)
S1–Base No GI
S2–RB
S3–PD
S4–RH
S5–All GI
m3
m3
%
m3
%
m3
%
m3
%
January
2,245
479
363
24
390
19
470
2
363
24
February
571
106
92
13
93
13
106
<1
92
13
March
1,349
271
218
20
229
16
264
3
218
20
April
392
77
63
18
64
17
77
1
63
18
May
383
79
62
21
63
20
78
1
62
21
June
2,944
1,057
476
55
993
6
953
10
476
55
July
14,274
4,706
2552
46
4,368
7
4,013
15
2,519
46
August
12,448
3,958
2013
49
3,669
7
3,344
16
2,013
49
September
8,064
2,287
1304
43
2,058
10
1,968
14
1,304
43
October
1,659
361
268
26
307
15
333
8
268
26
November
1,552
325
251
23
269
17
318
2
251
23
December
1,399
277
226
18
231
16
273
1
226
18
Average
3,940
1,165
658
30
1,061
14
1,016
6
655
30
Front Built Environ. Author manuscript; available in PMC 2 Front Built Environ. Author manuscript; available in PMC 2019 September 17.
|
https://openalex.org/W2956020399
|
https://dergipark.org.tr/tr/download/article-file/750308
|
Turkish
| null |
Püskürtme Betonda Kimyasal Katkı Miktarının Priz Süresine ve Beton Basınç Dayanımına Etkisi
|
Sinop Üniversitesi fen bilimleri dergisi
| 2,019
|
cc-by
| 4,690
|
* Sorumlu Yazar: ORCID ID: orcid.org/0000-0003-0084-1320
e-mail: celalettinbasyigit@sdu.edu.tr Sinop Üniversitesi Fen Bilimleri Dergisi Sinop Üniversitesi Fen Bilimleri Dergisi Sinop Uni J Nat Sci 4 (1): 71-83(2019)
ISSN: 2536-4383 Araştırma Makalesi
https://doi.org/10.33484/sinopfbd.494656
Püskürtme Betonda Kimyasal Katkı Miktarının Priz Süresine ve Beton
Basınç Dayanımına Etkisi Ali Öztürka, Celalettin Başyiğitb* a1Süleyman Demirel Üniversitesi, Fen Bilimleri Enstitüsü, İnşaat Mühendisliği ABD, 32200, Isparta
b2Süleyman Demirel Üniversitesi, Mühendislik Fakültesi, İnşaat Mühendisliği Bölümü, 32200, Isparta * Sorumlu Yazar: ORCID ID: orcid.org/0000-0003-0084-1320 Received: 10.12.2018
e-mail: celalettinbasyigit@sdu.edu.tr
Accepted: 17.05.2019 Öz Bu çalışmada, tünellerde kullanılan püskürtme betona eklenen priz hızlandırıcı katkı
malzemesi oranının optimum değeri araştırılmıştır. %5, %8, %10 oranlarında katkı
kullanılarak ve katkı kullanılmadan, püskürtme betonu için çimento priz hızlandırıcı katkı
uyum testi ve beton basınç dayanım deneyleri yapılmıştır. Yapılan deneylerde, su/çimento
oranı, çimento miktarı ve tipi, agrega miktarı ve özellikleri sabit tutulmuştur. Priz hızlandırıcı
katkı uyum testi için toplamda 8 adet numune hazırlanmıştır. Katkısız kontrol numuneleri, %5
katkı içeren numuneler, %8 katkı içeren numuneler ve %10 katkı içeren numuneler
hazırlanarak elde edilen sonuçlar değerlendirilip katkı miktarının priz süresine ve beton basınç
dayanımına etkisi incelenmiştir. Deneylerde kullanılan %10 priz hızlandırıcı katkı miktarı,
priz süresini oldukça kısaltmaktadır ve bu denli bir kısalma uygulama zorluklarına yol
açmaktadır. %5 priz hızlandırıcı katkı malzemesi kullanılması durumunda, priz süresi
değerlendirme tablosuna göre ilk priz süresi kabul edilebilir olarak değerlendirilmiştir. %8
priz hızlandırıcı katkı miktarı kullanıldığında ise optimum sonuç elde edildiği
gözlemlenmiştir. Anahtar Kelimeler: Tüneller, püskürtme beton, priz hızlandırıcı katkılar, basınç dayanımı. Abstract In this study, the optimum value of the ratio of added set accelerating admixture used in
the tunnel spraying concrete was investigated. 5%, 8%, 10% of the use of the set accelerating
admixture and additives without using set accelerating admixture, cement concrete accelerator
admixture compliance test and concrete compressive strength tests were made. In the
experiments, water / cement ratio, amount and type of cement, aggregate amount and
properties were kept constant. A total of 8 samples were prepared for the fit acceleration
additive compliance test. Pure control samples, samples containing %5, %8 and %10 set
accelerator were prepared and the results obtained were evaluated and the effect on the
concrete setting time and concrete compressive strength were investigated. The amount of
10% set accelerating additives used in the experiments significantly shortens the setting time,
and such shortening leads to application difficulties. In case of using 5% set accelerating
additives material, the initial setting time is considered to be acceptable according to the Received: 10.12.2018
Accepted: 17.05.2019 71 Sinop Üniversitesi Fen Bilimleri Dergisi Sinop Uni J Nat Sci 4 (1): 71-83(2019)
ISSN: 2536-4383 setting time table. When the% 8 accelerator additive amount is used, it is observed that the
optimum result is obtained. Keywords: Tunnels, sprayed concrete, set accelerating admixture, compressive strength. yapılabilir
olması,
farklı
çalışma
ortamlarında farklı boyut ve kesitlerde
istenilen şekilde uygulanabilir olması,
kalıp gerektirmediğinden malzeme ve
işçilik tasarrufu yapılması gibi etkenler de
yaygın kullanılma sebeplerindendir [3]. Püskürtme beton, özellikle kalıp imalatının
zor olduğu, kalıp maliyetlerinin ekonomik
olmadığı,
betonun
yerleştirilme
ve
sıkıştırmasının
güç
olduğu
yerlerde,
betonun
ince
bir
tabaka
olarak
uygulanması
gereken
yerlerde
kullanılmasının uygundur [4]. Giriş Tüneller ve portaller inşa edilirken
püskürtme
beton
(shotcrete)
sıkça
kullanılan bir malzemedir. Püskürtme
beton; normal betona göre daha ince taneli
ve daha yüksek çimento oranlı özel tasarım
betonun, yüksek basınçlı pompa yardımı
ile püskürtülmesiyle uygulanır. Amerikan
Beton Enstitüsü (ACI: American Concrete
Institue), 1966 yılında püskürtme betonun
tanımını; “Bir hortumla taşınarak bir yüzey
üzerine basınçlı hava yardımıyla yüksek
hızla püskürtülen beton ya da harç
karışımı” olarak nitelendirmiştir [1]. Türk
standartları Enstitüsü’nün tanımlamasına
göre ise püskürtme beton; onarım veya
yapım amacı ile önceden hazırlanmış olan
betonun hava basıncı ile yüksek hızla
uygulama yüzeyi veya uygulama alanına
püskürtülerek elde edilen betondur [2]. Püskürtme beton, kullanım alanına
göre
2
kategoride
değerlendirilebilir. Bunlar yeraltı ve yer üstü kullanımlardır. Yeraltı kullanımda en sık kullanılan yer
tünel inşaatlarıdır. Metro, karayolu gibi
inşaatlarda sıkça karşılaştığımız bir sanat
yapısı olan tünellerde, oldukça önemli bir
uygulamadır. Ayrıca yeraltı madenleri,
yeraltı
depoları
gibi
alanlarda
da
kullanılmaktadır. Püskürtme beton yer
üstünde ise özellikle yol şevleri gibi son
şeklini
almış
yapılarda
duraylılığı
sağlamak
ve
kaplamak
amacıyla
kullanılmaktadır. Püskürtme betonun kazı
işlerinde yaygın kullanılmasının sebebi,
kazı yapılan yüzeylerde kazının hemen Geleneksel
betona
göre
kalıp
gerektirmeden
yerleştirilmesi
ve
özel
katkılar
yardımıyla
hemen
dayanım
kazanmaya başlayarak taşıyıcılığını yerine
getirmeye
başlaması
gibi
özellikleri
nedeniyle birçok alanda yaygın olarak
kullanılmaktadır. Püskürtme
betonda
taşıma, yerleştirme, sıkıştırma aşamaların
bir anda yapılması, uygulamanın hızlı 72 Sinop Uni J Nat Sci 4 (1): 71-83(2019)
ISSN: 2536-4383 Öztürk ve Başyiğit yüksek dayanım kazandırmış ve bu metotta
yaygın olarak kullanılmaya başlanmıştır
[6]. Yaş püskürtme beton uygulamasında
ise, karışım normal betonda olduğu gibi
hazırlanarak beton pompasına beslenir,
pompa
ile
hidrolik
olarak
iletim
borusundan
püskürtme
ucuna
kadar
ilerletililir ve püskürtme beton yüzeye
uygulanmaktadır. Yaş karışım yönteminde
karışıma ilave edilen priz hızlandırıcı
katkılar sıvı halde olduğundan püskürtme
ucuna ilave edilmektedir. ardından kolayca uygulanabilir olmasıdır
[5]. Geleneksel betondan farklı olarak,
püskürtme
betonun
taşınması
ve
yerleştirilmesi işlemi basınçlı hava ile
yapılmaktadır. Püskürtme
beton
kuru
karışım ve yaş karışım olmak üzere 2 ayrı
yöntem ile uygulanabilmektedir. Kuru
yöntemde, tüm malzemeler kuru ortamda
hazırlanıp basınçlı hava ile püskürtme
ucuna iletilmektedir. Hidratasyon için
gerekli su karışıma püskürtme ucundan
basınçlı
olarak
verilmektedir. Kuru
karışımda püskürtme beton karışımına
eklenecek olan katkı malzemesi varsa;
katkı malzemesi sıvı ise su ile beraber
püskürtme ucundan, katı ise püskürtme
beton makinesinin içerisinden karışıma
eklenmektedir. Uygulama
yapılırken
çimentonun
agregayı
iyice
sarması
amacıyla
kuru
karışımdaki
agrega
ağırlığının %3-8’i kadar nem içermesi
gerekmektedir [3]. Püskürtme beton 1970
yılına kadar yalnızca kuru sistem olarak
uygulanmıştır. Giriş Bu tarihte yaş sistem
devreye girmiş ancak yüksek su-çimento
oranı kullanılması beton dayanımında
düşme yarattığından yaygın uygulama
görülmemiştir. 1975’de
silikat
ve
plastisiteyi artırıcı katkıların püskürtme
betonda başarıyla uygulanması yüksek
kapasitede
uygulanabilen
yaş
sisteme Püskürtme beton, normal betondaki
gibi iri – ince agrega, çimento, su ve katkı
maddeleri
bileşenlerinden
oluşan
bir
karışımdır. Püskürtme
beton
karışımlarında, beton bileşenleri betonun
mekanik özellikleri ile doğrudan ilgili
olduğu için malzeme bileşenleri ve bileşen
özelliklerini bilmek oldukça önemli bir
husustur. Püskürtme
beton
uygulamalarında
genellikle
Portland
çimentosu
kullanılmaktadır
[3]. Hammaddeleri farklı kaynaklardan gelen
çimentoların priz süreleri farklılık gösterir. Doğal olarak bu durum katlı maddesinin
etkinliğinde de kendini gösterecektir [7]. Genel kural olarak püskürtme betonda
kullanılan
çimentonun
trikalsiyum
alüminat (C3A) oranı ve özgül yüzeyinin
yüksek
olması,
böylece
priz
hızlandırıcılarla birlikte hidratasyonu hızlı 73 Öztürk ve Başyiğit Materyal ve Metot Püskürtme betonu için yapılan
deneylerden bir tanesi çimento – priz
hızlandırıcı katkı uyum testi deneyidir. Bu
deney, priz hızlandırıcı katılmış çimento
harcının TS EN 196-1 standardında
açıklandığı şekilde, priz başlangıcı – priz
bitişinin belirlenmesi amacıyla yapılan bir
deneydir. Yapılış
amacı
çerçevesinde
harcın hızlı hazırlanması gerekmektedir. Karışımda
uygulanması
öngörülen
oranlardaki (su/çimento) ve katkı oranında
suyun ve hızlandırıcının çimentoya ilave
edilmesinden
sonra
harç
15
saniye
karıştırılmakta ve 25. saniyeden sonra vicat
iğnesiyle priz başlangıç ve priz bitiş süresi
belirlenmektedir. Sıvı
hızlandırıcı
kullanılan
deneylerde
katkı
suya
katılmakta ve su/çimento oranı hesabında
su
olarak
kabul
edilmektedir. Priz
başlangıcı 5 dakika, priz bitişi ise 13
dakikadan küçük ise priz hızlandırıcı katkı
uygun olarak nitelendirilmektedir [15]. Püskürtme
betonda,
istenilen
özellikler sağlanması amacıyla bazı katkı
malzemeleri kullanılmaktadır. Kullanılacak
olan katkı malzemeleri, betonu fiziksel ve
mekanik özelliklerine etki edeceği için bu
katkılı betonlar laboratuarda test edilmesi
gerekmektedir. Priz hızlandırıcı katkılar,
kuru
ve
yaş
püskürtme
beton
uygulamalarında en sık kullanılan katkı
malzemesidir. Bu katkılar priz süresini
kısaltmak,
erken
dayanımı
artırmak,
püskürtme
betonun
yüzey
yapışma
kalitesini iyileştirmek ve geri sıçramayı
azaltmak amacıyla kullanılmaktadır. Priz
hızlandırıcılar toz veya sıvı şeklindedir. Katkı
malzemesinin
miktarı,
çimento
ağırlığının %3 - %10’u arasında olması
önerilmektedir
[13]. Priz
hızlandırıcı
katkılar
karışımın
priz
başlangıcını
kısalttığından aynı zamanda geri sıçramayı
da azaltır ve bir defada kalın bir tabaka
oluşturabilmeyi
sağlar. Fakat
priz
hızlandırıcı katkılar betonun nihai (28
günlük) basınç dayanımını %35’e varan
oranla azaltmaktadırlar [14]. Püskürtme
betonda kullanılan priz hızlandırıcı katkı
türleri; alkali içeren priz hızlandırıcılar ve
alkali içermeyen priz hızlandırıcılardır Püskürtme
betonda,
istenilen
özellikler sağlanması amacıyla bazı katkı
malzemeleri kullanılmaktadır. Kullanılacak
olan katkı malzemeleri, betonu fiziksel ve
mekanik özelliklerine etki edeceği için bu
katkılı betonlar laboratuarda test edilmesi
gerekmektedir. Priz hızlandırıcı katkılar,
kuru
ve
yaş
püskürtme
beton
uygulamalarında en sık kullanılan katkı
malzemesidir. Bu katkılar priz süresini
kısaltmak,
erken
dayanımı
artırmak,
püskürtme
betonun
yüzey
yapışma
kalitesini iyileştirmek ve geri sıçramayı
azaltmak amacıyla kullanılmaktadır. Priz
hızlandırıcılar toz veya sıvı şeklindedir. Katkı
malzemesinin
miktarı,
çimento
ağırlığının %3 - %10’u arasında olması
önerilmektedir
[13]. Priz
hızlandırıcı
katkılar
karışımın
priz
başlangıcını
kısalttığından aynı zamanda geri sıçramayı
da azaltır ve bir defada kalın bir tabaka
oluşturabilmeyi
sağlar. Fakat
priz
hızlandırıcı katkılar betonun nihai (28
günlük) basınç dayanımını %35’e varan
oranla azaltmaktadırlar [14]. Püskürtme
betonda kullanılan priz hızlandırıcı katkı
türleri; alkali içeren priz hızlandırıcılar ve
alkali içermeyen priz hızlandırıcılardır
[15]. Sinop Uni J Nat Sci 4 (1): 71-83(2019)
ISSN: 2536-4383 Teknik Şartnamesinde verilen değerlere
uygun olmalıdır [11]. Sinop Uni J Nat Sci 4 (1): 71-83(2019)
ISSN: 2536-4383 beton
uygulamasında
agrega
granülometresi hakkında dikkat edilmesi
gereken noktalar aşağıda belirtilmiştir: gelişen ve erken dayanım kazanan tipte
olması istenmektedir [8]. Özel kullanım
isteklerine bağlı olarak sülfatlı su bulunan
ortamda sülfata dirençli çimento veya
kaplamanın erken dayanım kazanması
istenen durumlarda hızlı sertleşen çimento
gibi farklı tipte çimentolar kullanılabilir
[3]. Kullanılan çimento miktarı, püskürtme
betondan istenen mekanik özelliklere bağlı
olarak değişebilmektedir [9]. Karışımda
kullanılacak olan su için çok sıkı kurallar
bulunmamaktadır. Bununla beraber yağ,
asit, organik madde gibi suyun kalitesini
bozan
ve
suyu
kirleten
maddeler
içermemesi
istenmektedir. İçme
suyu
olarak kullanılabilen su karışım için
uygundur. Agrega, beton malzemesinin
ana taşıyıcı iskeletini oluşturmaktadır. Dane çapı 4 mm’ye kadar olan “ince
agrega”, 4 mm’den büyük olanı ise “iri
agrega” olarak tanımlanmaktadır [10]. Kullanılan agrega malzemesi dayanımlı,
ayrışma ve aşınmaya dirençli olmalı,
içerisinde kil, silt, alkali ve organik madde
bulundurmamalıdır. Agrega dane boyut
dağılımı açısından sahip olması gereken
özellikler ve bunlara dair sınır değerler
Karayolları
Teknik
Şartnamesinde
verilmiştir [11]. beton
uygulamasında
agrega
granülometresi hakkında dikkat edilmesi
gereken noktalar aşağıda belirtilmiştir: Maksimum dane boyutu 8 – 10 mm
aralığında olmalıdır. Agrega 12 mm’den
büyük dane içermemeli, 8 mm’den büyük
malzeme miktarı ise %10’u geçmemelidir. Her elek aralığındaki malzeme miktarı,
dane boyut dağılımında kesikliğe yol
açabileceği için %30’u geçmemelidir. İnce
malzeme
miktarı
dayanım
ve
işlenebilirlik
üzerinde
etkilidir. 0,125
mm’den ince malzeme miktarı en az %4-5
olmalı, %8-9’u geçmemelidir [12]. Betonun
kütlece
yaklaşık
%70-80’ini
agregaların
oluşturduğu
göz
önüne
alındığında; agregaların sıcaklığı, sıcak ya
da
soğuk
hava
koşullarında
beton
üretiminde taze beton sıcaklığının en
önemli belirleyicisidir. Bu nedenle taze
beton sıcaklığı, plent çıkışında 30 °C’yi ve
yerine
yerleştirilirken
de
32
°C’yi
aşmayacak şekilde agreganın ısıtılması ya
da
soğutulması,
karma
suyuna
buz
katılması (beton içinde buz parçaları
olmadan) gibi önlemler alınmalıdır. Betonun
kütlece
yaklaşık
%70-80’ini
agregaların
oluşturduğu
göz
önüne
alındığında; agregaların sıcaklığı, sıcak ya
da
soğuk
hava
koşullarında
beton
üretiminde taze beton sıcaklığının en
önemli belirleyicisidir. Bu nedenle taze
beton sıcaklığı, plent çıkışında 30 °C’yi ve
yerine
yerleştirilirken
de
32
°C’yi
aşmayacak şekilde agreganın ısıtılması ya
da
soğutulması,
karma
suyuna
buz
katılması (beton içinde buz parçaları
olmadan) gibi önlemler alınmalıdır. Püskürtme betonun granülometrik
birleşimi ve maksimum agrega boyutu ise
normal betonarme betonundan farklıdır. Püskürtme
betonda
kullanılacak
agregaların
granülometrisi
Karayolları Püskürtme beton uygulamasında en
büyük agrega çapı, kullanılan donanım ve
iletim borusu çapı ile sınırlıdır. Püskürtme 74 Sinop Uni J Nat Sci 4 (1): 71-83(2019)
ISSN: 2536-4383 Öztürk ve Başyiğit Materyal ve Metot Yapıdaki betonu karakterize etmesi
amacıyla boy/çap oranı, 1,0’dan farklı
olarak alınan karot numuneleri başlık
yapıldıktan sonraki boy/çap= 1,0 olacak
şekilde
kesilerek
düzeltildikten
sonra
basınç dayanım testine tabi tutulmuştur. Tablo 1’de püskürtme beton için basınç
dayanım sınıfları ve kalite kontrol kriterleri
verilmiştir. 75 Öztürk ve Başyiğit C 20/25 MPa sınıfındaki püskürtme
betonun basınç dayanımının gelişim hızı,
Tablo 1’e uygun yapılmıştır. Tablo1. Püskürtme beton için basınç dayanım sınıfları ve kalite kontrol kriterleri [11]
Beton sınıfları
Karakteristik basınç dayanımı
(fckp) (MPa)
Püskürtme betondan alınacak karot numunede
dayanım yönünden (28 günlük) aranacak kalite
kontrol kriterleri
Karot numune Boy (H)= 100 mm, Çap (D)= 100
mm Silindir
Basınç
dayanım
sınıfları
D= 150 mm,
H= 300 mm,
Silindir
A= 150
mm
Küp
Bireysel
minimum
dayanım (MPa)
3 adet numuneden oluşan grubun
ortalama minimum dayanımı
(MPa)
C 20/25
20
25
19,0
21,5
C 25/30
25
30
22,5
25,5
C 30/37
30
37
28,0
31,5
C 35/45
35
45
34,0
38,5
C 40/50
40
50
37,5
42,5
C 45/55
45
55
41,5
47,0
C 50/60
50
60
45,0
51,0 Tablo 1’e uygun yapılmıştır. Yapılan
deneylerde,
tünellerde
kullanılan
püskürtme
betonda
alkali
içermeyen sıvı priz hızlandırıcı katkılar
değerlendirilmiştir. TS 11747 standardına
göre, püskürtme beton için kullanılabilecek
katkılar; priz hızlandırıcı, hava sürükleyici,
su azaltıcı ve geciktirici katkılar olarak
verilmiştir [2]. Bu deney çalışmasında,
püskürtme betonlarda en çok kullanılan
priz
hızlandırıcı
katkıların
beton
dayanımına ve priz süresine olan etkileri
incelenmiştir. Püskürtme beton karışımı
hazırlanırken ıslak ve kuru olmak üzere iki
metot
bulunmaktadır. Bu
deney
kapsamında
uygulanan
metot
ıslak
metottur. Alkali içermeyen priz hızlandırıcı
katkı
malzemesi
üreticisinden
alınan
bilgiler doğrultusunda, su/bağlayıcı oranı 0,5’den küçük olmalı, tercihen 0,45
olmalıdır. Düşük su/bağlayıcı oranı, daha
yüksek erken dayanım, daha iyi durabilite,
daha düşük priz hızlandırıcı sarfiyatı ve
baş üstü uygulamalarında daha kalın
katmanlar
halinde
uygulama
imkânı
sağlamaktadır [13]. Yapılan deneyler 0,45
oranı
kullanılarak
yapılmıştır. Priz
hızlandırıcı katkının dozajı, EFNARC
Avrupa
Püskürtme
Beton
Şartnamesi
(1996) Ek 1, Madde 6.3’te belirtilen
sınırlar dikkate alınarak belirlenmektedir
[16]. Tablo 2’de priz değerlendirme
değerleri verilmiştir. Priz hızlandırıcı katkı
malzemesi kullanım miktarı, su/ bağlayıcı
oranı, sıcaklık (betonun ve ortamın),
çimento
reaktivitesi,
uygulanacak
püskürtme beton kalınlığı, priz süresi ve 0,5’den küçük olmalı, tercihen 0,45
olmalıdır. Düşük su/bağlayıcı oranı, daha
yüksek erken dayanım, daha iyi durabilite,
daha düşük priz hızlandırıcı sarfiyatı ve
baş üstü uygulamalarında daha kalın
katmanlar
halinde
uygulama
imkânı
sağlamaktadır [13]. Yapılan deneyler 0,45
oranı
kullanılarak
yapılmıştır. Sinop Uni J Nat Sci 4 (1): 71-83(2019)
ISSN: 2536-4383 erken dayanım gelişimine bağlıdır. Katkı,
üreticisinden alınan bilgiler kapsamında normal koşullarda bağlayıcı ağırlığının
%4-10’u mertebesinde kullanılmaktadır. Tablo 2. Priz değerlendirme tablosu
İlk Priz
Son Priz
24 sa Dayanım
Değerlendirme
< 2 dakika
< 6 dakika
> 15 MPa
İyi
2 - 5 dakika
8-13 dakika
10-15 MPa
Kabul edilebilir
> 5 dakika
> 13 dakika
< 10 MPa
Kabul edilemez Tablo 2. Priz değerlendirme tablosu artırılırsa %50 mertebelerine ulaşabileceği
gözlemlenmiştir [17]. Yapılan
bazı
çalışmalarda,
püskürtme
betonda
kullanılan
priz
hızlandırıcı
katkı
malzemelerinin
28
günlük basınç dayanımlarında, referans
karışımlara göre %20 - %25 oranında
azalmaya neden olduğu görülmektedir. Bu
dayanım azalışının, katkı miktarı daha da Tablo 3’te deneylerde kullanılan
püskürtme betona ait karışım hesabı ve
priz
hızlandırıcı
katkı
malzemesinin
özellikleri yer almaktadır. Tablo 3. Püskürtme Beton Karışım Hesabı ve Malzeme Özellikleri
Çimento Cinsi
CEM-I 42,5
Çimento Miktarı
475 kg/m³
Katkı Cinsi
Priz Hızlandırıcı BASF SA-160
Katkı Miktarı
%5
%8
%10
Su Miktarı
213 kg/m³
Agrega Taş Ocağı
Karpuzkaya Taş Ocağı
Maksimum Agrega Boyutu
12,5 mm
Agrega yüzdesi ve Miktarı
0 – 5 mm
%60 - 972,75 kg/m³
5 – 12,5 mm
%40 - 662,74 kg/m³ Tablo 3. Püskürtme Beton Karışım Hesabı ve Malzeme Özellikleri çimento miktarı ve tipi, agrega miktarı ve
özellikleri sabit tutulmuştur. Materyal ve Metot Priz
hızlandırıcı katkının dozajı, EFNARC
Avrupa
Püskürtme
Beton
Şartnamesi
(1996) Ek 1, Madde 6.3’te belirtilen
sınırlar dikkate alınarak belirlenmektedir
[16]. Tablo 2’de priz değerlendirme
değerleri verilmiştir. Priz hızlandırıcı katkı
malzemesi kullanım miktarı, su/ bağlayıcı
oranı, sıcaklık (betonun ve ortamın),
çimento
reaktivitesi,
uygulanacak
püskürtme beton kalınlığı, priz süresi ve 76 Öztürk ve Başyiğit Sinop Uni J Nat Sci 4 (1): 71-83(2019)
ISSN: 2536-4383 Araştırma Bulguları %5, %8, %10 oranlarında katkı
kullanılarak
ve
katkı
kullanılmadan,
püskürtme betonu
için çimento
priz
hızlandırıcı katkı uyum testi ve beton
basınç dayanım deneyleri
yapılmıştır. Yapılan deneylerde, su/çimento oranı, Priz hızlandırıcı katkı uyum testi
için
toplamda
6
adet
numune
hazırlanmıştır. Tablo 4’te farklı yüzdelerde
kullanılan priz hızlandırıcı yaş püskürtme
betonu için çimento priz hızlandırıcı katkı
uyum test değerleri verilmiştir. Şekil 1’de 77 Öztürk ve Başyiğit Sinop Uni J Nat Sci 4 (1): 71-83(2019)
ISSN: 2536-4383 Sinop Uni J Nat Sci 4 (1): 71-83(2019)
ISSN: 2536-4383 farklı yüzdelerde priz hızlandırıcı katkı
kullanılarak elde edilen numunelerin priz süreleri verilmiştir. Tablo 4. Farklı yüzdelerde kullanılan priz hızlandırıcı yaş püskürtme betonu için çimento priz
hızlandırıcı katkı uyum testi
Püskürtme betonu için çimento priz hızlandırıcı katkı uyum testi
Numune
No
Katkı
Miktarı
%
Priz
Başlangıcı
(sn)
Priz Bitişi
(sn)
Priz
Başlangıcı
Değerlendirme
Priz Bitiş
Değerlendirme
1
5
131
269
Kabul edilebilir
İyi
2
5
127
261
Kabul edilebilir
iyi
3
8
81
158
İyi
İyi
4
8
83
164
İyi
İyi
5
10
69
144
İyi
İyi
6
10
67
140
İyi
İyi o 4. Farklı yüzdelerde kullanılan priz hızlandırıcı yaş püskürtme betonu için çimento pr
hızlandırıcı katkı uyum testi Şekil 1. Farklı yüzdelerde priz hızlandırıcı katkı kullanılarak elde edilen numunelerin priz
süreleri (sn) Şekil 1. Farklı yüzdelerde priz hızlandırıcı katkı kullanılarak elde edilen numunelerin priz
süreleri (sn) Elde edilen değerler Tablo 4 ile
değerlendirildiğinde, %5 oranında priz
hızlandırıcı
katkı
kullanıldığında
priz
başlangıç süresi kabul edilebilir olarak
değerlendirilmektedir. %5 katkı kullanımı
için priz bitiş süresi, %8 ve %10 katkı
kullanımındaki priz başlangıç ve priz bitiş
süreleri
ise
iyi
olarak
değerlendirilmektedir. 150*150*150 mm boyutlarında küp
katkısız kontrol numuneleri ve %5, %8 ve
%10 oranlarında priz hızlandırıcı katkı
kullanılarak
elde
edilen
numuneler
üzerinde 3, 7 ve 28 günlük basınç
dayanımı deneyi yapılmıştır. Tablo
5’te
katkısız
kontrol
numuneleri için 3, 7 ve 28 günlük basınç 78 Öztürk ve Başyiğit Sinop Uni J Nat Sci 4 (1): 71-83(2019)
ISSN: 2536-4383 Sinop Uni J Nat Sci 4 (1): 71-83(2019)
ISSN: 2536-4383 Sinop Uni J Nat Sci 4 (1): 71-83(2019)
ISSN: 2536-4383 Tablo 6. %5 katkı miktarı için 3, 7 ve 28
günlük basınç dayanım değerleri
Katkı
Miktarı
%
Süre
(Gün)
Basınç
Dayanım
Değerleri
(N/mm²)
Ortalama
Basınç
Dayanım
Değerleri
(N/mm²)
% 5
3
26,1
27,0
27,5
27,4
7
34,9
36,7
37,8
37.3
28
41,7
43,5
44,8
44,0 Tablo 6. %5 katkı miktarı için 3, 7 ve 28
günlük basınç dayanım değerleri dayanım değerleri yer almaktadır. Tablo
6’da %5 katkı miktarı için 3, 7 ve 28
günlük basınç dayanım değerleri yer
alırken, Şekil 2’de katkısız numune ile %5
katkılı numune basınç dayanımı gün
grafiği yer almaktadır. Tablo 7’de, %8 katkı miktarı için 3,
7 ve 28 günlük basınç dayanım değerleri
yer alırken, Şekil 3’te katkısız numune ile
%8 katkılı numune basınç dayanımı gün
grafiği yer almaktadır. Tablo 8’de %10
katkı miktarı için 3, 7 ve 28 günlük basınç
dayanım değerleri yer alırken, Şekil 4’te
katkısız numune ile %10 katkılı numune
basınç
dayanımı
gün
grafiği
yer
almaktadır. Şekil 2. Katkısız numune ile %5 katkılı
numune basınç dayanımı gün grafiği almaktadır. Tablo 5. Katkısız kontrol numuneleri için
3, 7 ve 28 günlük basınç dayanım değerleri
Katkı
Miktarı %
Süre
(Gün)
Basınç
Dayanım
Değerleri
(N/mm²)
Ortalama
Basınç
Dayanım
Değerleri
(N/mm²)
% 0
3
35,1
36,7
38,8
36,7
7
41,0
43,2
44,8
43,9
28
50,3
53,1
55,1
54,0
Şekil 2. Katkısız numune ile %5 katkılı
numune basınç dayanımı gün grafiği Tablo 5. Katkısız kontrol numuneleri için
3, 7 ve 28 günlük basınç dayanım değerleri Tablo 5. Katkısız kontrol numuneleri için
3, 7 ve 28 günlük basınç dayanım değerleri
Katkı
Miktarı %
Süre
(Gün)
Basınç
Dayanım
Değerleri
(N/mm²)
Ortalama
Basınç
Dayanım
Değerleri
(N/mm²)
% 0
3
35,1
36,7
38,8
36,7
7
41,0
43,2
44,8
43,9
28
50,3
53,1
55,1
54,0 Tablo 5. Katkısız kontrol numuneleri için
3, 7 ve 28 günlük basınç dayanım değerleri
Katkı
Miktarı %
Süre
(Gün)
Basınç
Dayanım
Değerleri
(N/mm²)
Ortalama
Basınç
Dayanım
Değerleri
(N/mm²)
% 0
3
35,1
36,7
38,8
36,7
7
41,0
43,2
44,8
43,9
28
50,3
53,1
55,1
54,0 Şekil 2. Katkısız numune ile %5 katkılı
numune basınç dayanımı gün grafiği 79 Öztürk ve Başyiğit Sinop Uni J Nat Sci 4 (1): 71-83(2019)
ISSN: 2536-4383 ISSN: 2536 4383
Tablo7. Sinop Uni J Nat Sci 4 (1): 71-83(2019)
ISSN: 2536-4383 %8 katkı miktarı için 3, 7 ve 28
günlük basınç dayanım değerleri
Katkı
Miktarı
%
Süre
(Gün)
Basınç
Dayanım
Değerleri
(N/mm²)
Ortalama
Basınç
Dayanım
Değerleri
(N/mm²)
% 8
3
23,8
23,3
22,5
23,6
7
32,6
31,5
30,2
31,7
28
38,7
37,9
36,7
38,4
Şekil 3. Katkısız numune ile %8 katkılı
numune basınç dayanımı gün grafiği
Tablo 8. %10 katkı miktarı için 3, 7 ve 28
günlük basınç dayanım değerleri
Katkı
Miktarı
%
Süre
(Gün)
Basınç
Dayanım
Değerleri
(N/mm²)
Ortalama
Basınç
Dayanım
Değerleri
(N/mm²)
%10
3
20,4
20,1
20,8
19,4
7
28,0
28,0
28,8
27,2
28
32,3
32,5
33,9
31,4
Şekil 4. Katkısız numune ile %10 katkılı
numune basınç dayanımı gün grafiği
Farklı katkı yüzdeleriyle yapılan Tablo7. %8 katkı miktarı için 3, 7 ve 28
günlük basınç dayanım değerleri
Katkı
Miktarı
%
Süre
(Gün)
Basınç
Dayanım
Değerleri
(N/mm²)
Ortalama
Basınç
Dayanım
Değerleri
(N/mm²)
% 8
3
23,8
23,3
22,5
23,6
7
32,6
31,5
30,2
31,7
28
38,7
37,9
36,7
38,4
Şekil 3. Katkısız numune ile %8 katkılı
numune basınç dayanımı gün grafiği
Tablo 8. %10 katkı miktarı için 3, 7 ve 28
günlük basınç dayanım değerleri
Katkı
Miktarı
%
Süre
(Gün)
Basınç
Dayanım
Değerleri
(N/mm²)
Ortalama
Basınç
Dayanım
Değerleri
(N/mm²)
%10
3
20,4
20,1
20,8
19,4
7
28,0
28,0
28,8
27,2
28
32,3
32,5
33,9
31,4
Şekil 4. Katkısız numune ile %10 katkılı
numune basınç dayanımı gün grafiği
F kl
k tk
ü d l i l
l Tablo 8. %10 katkı miktarı için 3, 7 ve 28
günlük basınç dayanım değerleri
Katkı
Miktarı
%
Süre
(Gün)
Basınç
Dayanım
Değerleri
(N/mm²)
Ortalama
Basınç
Dayanım
Değerleri
(N/mm²)
%10
3
20,4
20,1
20,8
19,4
7
28,0
28,0
28,8
27,2
28
32,3
32,5
33,9
31,4 Tablo7. %8 katkı miktarı için 3, 7 ve 28
günlük basınç dayanım değerleri
Katkı
Miktarı
%
Süre
(Gün)
Basınç
Dayanım
Değerleri
(N/mm²)
Ortalama
Basınç
Dayanım
Değerleri
(N/mm²)
% 8
3
23,8
23,3
22,5
23,6
7
32,6
31,5
30,2
31,7
28
38,7
37,9
36,7
38,4 Tablo7. %8 katkı miktarı için 3, 7 ve 28
günlük basınç dayanım değerleri
Katkı
Miktarı
%
Süre
(Gün)
Basınç
Dayanım
Değerleri
(N/mm²)
Ortalama
Basınç
Dayanım
Değerleri
(N/mm²)
% 8
3
23,8
23,3
22,5
23,6
7
32,6
31,5
30,2
31,7
28
38,7
37,9
36,7
38,4 Tablo7. %8 katkı miktarı için 3, 7 ve 28
günlük basınç dayanım değerleri Tablo 8. %10 katkı miktarı için 3, 7 ve 28
günlük basınç dayanım değerleri Tablo 8. Sinop Uni J Nat Sci 4 (1): 71-83(2019)
ISSN: 2536-4383 grubun
ortalama
minimum
değeri
standartlara uygun olmalıdır. Kullanılan
tüm katkı yüzdelerinde Karayolu Teknik şartnamesi değerine uyulmaktadır. Bu
değerler Tablo 9’da verilmiştir. Tablo 9. Farkı yüzdelerde kullanılan katkı miktarı için 28 günlük basınç dayanım değerleri
değerlendirmesi kı yüzdelerde kullanılan katkı miktarı için 28 günlük basınç dayanım değerleri
esi Tablo 9. Farkı yüzdelerde kullanılan katkı miktarı için 28 günlük basınç dayanım değerleri
değerlendirmesi
Katkı
Miktarı
%
Süre
(Gün)
Basınç
Dayanımı
(N/mm²)
Karayolu Teknik
Şartnamesi
(C 20/25) [10]
Ortalama
Basınç
Dayanımı
(N/mm²)
Karayolu
Teknik
Şartnamesi
(C 20/25) [10]
%5
28
41,7
> 19,0
43,5
> 21,5
44,8
44,0
%8
28
38,7
> 19,0
37,9
> 21,5
36,7
38,4
%10
28
32,3
> 19,0
32,5
> 21,5
33,9
31,4 göz
önüne
alındığında
uygunluk
sağlamamaktadır. Sinop Uni J Nat Sci 4 (1): 71-83(2019)
ISSN: 2536-4383 %10 katkı miktarı için 3, 7 ve 28
günlük basınç dayanım değerleri
Katkı
Miktarı
%
Süre
(Gün)
Basınç
Dayanım
Değerleri
(N/mm²)
Ortalama
Basınç
Dayanım
Değerleri
(N/mm²)
%10
3
20,4
20,1
20,8
19,4
7
28,0
28,0
28,8
27,2
28
32,3
32,5
33,9
31,4 Şekil 4. Katkısız numune ile %10 katkılı
numune basınç dayanımı gün grafiği Şekil 4. Katkısız numune ile %10 katkılı
numune basınç dayanımı gün grafiği Şekil 4. Katkısız numune ile %10 katkılı
numune basınç dayanımı gün grafiği Şekil 3. Katkısız numune ile %8 katkılı
numune basınç dayanımı gün grafiği Farklı katkı yüzdeleriyle yapılan
deneylerde elde edilen 28 günlük basınç
dayanım değerleri, Tablo 1’deki değerlere
uygun olmalıdır. C 20/25 püskürtme
betonu olarak tasarlandığı için bu beton
sınıfının 28 günlük bireysel minimum
dayanım ve 3 adet numuneden oluşan 80 Öztürk ve Başyiğit Sinop Uni J Nat Sci 4 (1): 71-83(2019)
ISSN: 2536-4383 Kaynaklar [1]
ACI
Committe
506,
1966. Recommended Practice for Shotcrete (ACI
506 – 66). Shotcreting, ACI SP-14. [2] TS 11747, 1995. Püskürtme Beton
(Shotcrete) Yapım, Uygulama ve Bakım
Kuralları. Türk Standartları Enstitüsü,
Birinci Baskı, ICS 91.100.30. Ankara. [2] TS 11747, 1995. Püskürtme Beton
(Shotcrete) Yapım, Uygulama ve Bakım
Kuralları. Türk Standartları Enstitüsü,
Birinci Baskı, ICS 91.100.30. Ankara. [3] Arıoğlu, E., Yüksel, A., Yılmaz, A. O.,
2008. Püskürtme Beton Bilgi Föyleri –
Çözümlü Problemler. TMMOB Maden
Mühendisleri Odası Yayın No: 142,
İstanbul.
%8
oranında
kullanılan
priz
hızlandırıcı katkı kullanımı, EFNARC
Avrupa
Püskürtme
Beton
Şartnamesi
(1996) Ek 1, Madde 6.3’te ve Karayolu
Teknik
Şartnamesinde
(2013)
[11]
belirtilen priz başlama ve priz sona erme
sürelerinde belirtilen priz değerlendirme
koşullarına göre, 2 dakikanın altında olan 1
dakika 52 saniye değeri elde edilen ilk priz
değeri ideal bir sonuçtur. 1 dakika 52
saniyeden kısa olacak ilk priz süreleri,
beton dayanımını daha da azaltacak ve
şantiyede püskürtme beton uygulamasını
zorlaştıracaktır. Son priz değeri olarak elde
edilen 2 dakika 35 saniye değeri de, 6
dakikadan düşük bir zamandır ve “iyi”
olarak değerlendirilmektedir. [19]
%8
oranında
kullanılan
priz
hızlandırıcı katkı kullanımı, EFNARC
Avrupa
Püskürtme
Beton
Şartnamesi
(1996) Ek 1, Madde 6.3’te ve Karayolu
Teknik
Şartnamesinde
(2013)
[11]
belirtilen priz başlama ve priz sona erme
sürelerinde belirtilen priz değerlendirme
koşullarına göre, 2 dakikanın altında olan 1
dakika 52 saniye değeri elde edilen ilk priz
değeri ideal bir sonuçtur. 1 dakika 52
saniyeden kısa olacak ilk priz süreleri,
beton dayanımını daha da azaltacak ve
şantiyede püskürtme beton uygulamasını
zorlaştıracaktır. Son priz değeri olarak elde
edilen 2 dakika 35 saniye değeri de, 6
dakikadan düşük bir zamandır ve “iyi”
olarak değerlendirilmektedir. [19] [4] Aka, İ., ve Celep, Z., 1978. Püskürtme
Beton ve Uygulaması. İstanbul Teknik
Üniversitesi Mühendislik ve Mimarlık
Fakültesi, Betonarme, Ahşap ve Çelik
Yapılar Kürsüsü, İstanbul. [5] Özdoğan, M. V., 2009. Yer altı
Yapılarında Püskürtme Beton ve Dolgu
Dizaynı. Dokuz Eylül Üniversitesi Fen
Bilimleri Enstitüsü Yüksek Lisans Tezi,
İzmir. [6] Sümer, T., 1994. Püskürtme Beton
Malzeme, Ekipman, Katkı Seçim Kriterleri
ve
Maliyet
Optimizasyonu,
TMMOB
İnşaat Mühendisleri Odası, İzmir Şubesi
Haber Bülteni, Sayı: 56, 18-21s., İzmir. [7] ACI Committe 116, 1990. Cement and
Concrete Terminology, ACI 116R-90, SP-
19 (90), p.54. American Concrete Institute,
Detroit. [8] Yi S T, Heo G, 2010. Experimental
study on the setting time of cement paste
mixed with accelerating admixtures based
on C(3)A, Advances in cement research
22(3): 149-155. Sinop Uni J Nat Sci 4 (1): 71-83(2019)
ISSN: 2536-4383 bir basınç dayanımı azalmasına neden
olmuştur. Birimi
Başkanlığı
tarafından
desteklenmiştir.
Elde edilmiş olan bu sonuç, yapılan
araştırma sonuçları ile kıyaslanmıştır. Priz
Hızlandırıcı
katkılar,
katkının
dozaj
oranına, çimento kimyasına ve kendi
kimyasına bağlı olarak farklı etkilere
sahiptir. Birçok
hızlandırıcı
katkı,
çimentonun ve hızlandırıcının uyumuna
bağlı olarak 28 günlük dayanımı %25-40
oranında azaltmaktadır [18]. Sonuç Çalışmada, tünellerde kullanılan priz
hızlandırıcı katkılar için yapılan deneysel
çalışmalar
ve
değerlendirmeler
incelenmiştir. Deneysel
çalışmalar
sonucunda
elde
edilen
verilerin
değerlendirilmesi aşağıda yer almaktadır. Çalışmada, tünellerde kullanılan priz
hızlandırıcı katkılar için yapılan deneysel
çalışmalar
ve
değerlendirmeler
incelenmiştir. Deneysel
çalışmalar
sonucunda
elde
edilen
verilerin
değerlendirilmesi aşağıda yer almaktadır.
%5
priz
hızlandırıcı
katkı
malzemesi kullanılması durumunda, priz
süresi değerlendirme tablosuna göre ilk
priz
süresi
kabul
edilebilir
olarak
değerlendirilmiştir.
Tüm
yüzdeler
incelendiğinde
yapılan deney sonuçlarına göre %8 priz
hızlandırıcı katkı miktarının en uygun
sonucu verdiği gözlemlenmiştir.
Deneylerde kullanılan %10 priz
hızlandırıcı katkı miktarı, priz süresini
oldukça kısaltmaktadır. Priz süresinin bu
denli
kısalması,
uygulama
açısından
zorluklar oluşturmaktadır. Bu sebepten
%10 katkı miktarı, elde edilen priz süreleri
Optimum olarak belirlenen %8’lik
priz hızlandırıcı katkı, katkısız kontrol
numunesine göre değerlendirilirse %29’luk 81 Öztürk ve Başyiğit Teşekkür Bu çalışma, 4383-YL1-15 numaralı
proje ile Süleyman Demirel Üniversitesi
Bilimsel Araştırma Projeleri Yönetim 82 Öztürk ve Başyiğit Sinop Uni J Nat Sci 4 (1): 71-83(2019)
ISSN: 2536-4383 [9] Bourchier, F., B., 1990. Practical
Considerations
of
Shotcrete
in
an
Underground Mining Enviroment. Toronto
Üniversitesi Doktora Tezi, Toronto. [19] Erdoğan T Y, 2016. Beton, ODTÜ
Geliştirme Vakfı Yayıncılık ve İletişim
A.Ş., Ankara. [10] TS 706 EN 12620, 2006. Beton
Agregaları. Türk Standartları Enstitüsü,
Ankara. [11] Karayolu Teknik Şartnamesi, 2013. T.C. Ulaştırma Denizcilik ve Haberleşme
Bakanlığı, Karayolları Genel Müdürlüğü,
Ankara. [12]
EFNARC,
1999. European
Specification
for
Sprayed
Concrete
Guidelines, ISBN. 0952248360, p28. [13] Melbye, T., 2006, Sprayed Concrete
for Rock Support. UGC International. Division
of
Degussa
Construction
Chemicals (Switzerland) Ltd. 11th Edition,
Switzerland. [14] Levent, Y., Kalmış, M., 2014. Püskürtme
Beton
Uygulamalarında
Yaşanan Sorunlar ve Çözümleri, İksa Kurs
Notları, İstanbul. [15] Neville A M, 2011. Properties of
concrete, Pearson Education
Limited,
England. [16]
EFNARC,
1996. European
Specification for Sprayed Concrete, UK. [17] Yıldırım, H., Uyan, M., Kemerli, K.,
1996. “Priz Hızlandırıcılı Püskürtme Beton
Katkılarının Dayanıma Etkisi”, 4. Ulusal
Beton
Kongresi,
TMMOB
İnşaat
Mühendisleri Odası, İstanbul. [18] U.S. Army Corps of Engineers,
Engineering and Design Standard Practice
for Shotcrete. Department of the Army
U.S, 2005. Army Corps of Engineers,
Distribution
Restriction
Statement. CECW-EG Engineering Manual No: 1110-
2-2005, Washington. 83
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https://openalex.org/W3100525054
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https://www.nature.com/articles/s41467-020-15389-4.pdf
|
English
| null |
Cavity electromechanics with parametric mechanical driving
|
Nature communications
| 2,020
|
cc-by
| 11,061
|
ARTICLE ARTICLE Cavity electromechanics with parametric
mechanical driving
https://doi.org/10.1038/s41467-020-15389-4
OPEN D. Bothner1✉, S. Yanai1, A. Iniguez-Rabago
1, M. Yuan1,2, Ya.M. Blanter1 & G.A. Ste Microwave optomechanical circuits have been demonstrated to be powerful tools for both
exploring fundamental physics of macroscopic mechanical oscillators, as well as being pro-
mising candidates for on-chip quantum-limited microwave devices. In most experiments so
far, the mechanical oscillator is either used as a passive element and its displacement is
detected using the superconducting cavity, or manipulated by intracavity fields. Here, we
explore the possibility to directly and parametrically manipulate the mechanical nanobeam
resonator of a cavity electromechanical system, which provides additional functionality to the
toolbox of microwave optomechanics. In addition to using the cavity as an interferometer to
detect parametrically modulated mechanical displacement and squeezed thermomechanical
motion, we demonstrate that this approach can realize a phase-sensitive parametric amplifier
for intracavity microwave photons. Future perspectives of optomechanical systems with a
parametrically driven mechanical oscillator include exotic bath engineering with negative
effective photon temperatures, or systems with enhanced optomechanical nonlinearities. 1 Kavli Institute of Nanoscience, Delft University of Technology, PO Box 5046, 2600 GA Delft, The Netherlands. 2Present address: Paul-Drude-Institut
für Festkörperphysik Leibniz-Institut im Forschungsverbund Berlin e.V., Hausvogteiplatz 5-7, 10117 Berlin, Germany. ✉email: daniel.bothner@gmail.com;
g.a.steele@tudelft.nl NATURE COMMUNICATIONS | (2020) 11:1589 | https://doi.org/10.1038/s41467-020-15389-4 | www.nature.com/naturecommunications 1 ARTICLE NATURE COMMUNICATIONS | https://doi.org/10.1038/s41467-020-15389-4 S
uperconducting microwave circuits have been demonstrated
to be extremely powerful tools for the fields of quantum
information processing1–3, circuit quantum electrodyna-
mics4–8, astrophysical detector technologies9 and microwave
optomechanics10–12. In the latter, microwave fields in super-
conducting cavities are parametrically coupled to mechanical
elements
such
as
suspended
capacitor
drumheads
or
metallized nanobeams, enabling high-precision detection and
manipulation of mechanical motion. Milestones achieved in the
field include sideband-cooling of mechanical oscillators to the
quantum ground state11, strong coupling between photons and
phonons13, the generation of non-Gaussian states of motion14–16
or the entanglement between two mechanical oscillators17. mechanical element in an microwave electromechanical cavity
using a combination of DC fields and electrical fields resonant
with the lower frequency mechanical device have been used in the
past for probing mechanical resonators in cavity devices10,29,30. These schemes also allow tuning of the mechanical frequency in
an optomechanical cavity29–31 and enable direct parametric
driving of the mechanical resonator32. Using this electrostatic
tuning for parametric driving in an electromechanical system,
however, has until now not been explored. Results The device. Figure 1 shows an image of a superconducting
coplanar waveguide (CPW) quarter-wavelength (λ∕4) resonator
used as a microwave cavity. The cavity is patterned from a 50 μm
400 μm
Ground
Ground
Ground
Feedline
Cavity
center line
a
b 50 μm
400 μm
1 μm
Ground
Ground
Ground
Feedline
Cavity
center line
MoRe
SiN
Si
15 mK
4 K
MW in
MW out
DC in
Frequency (GHz)
6.429 6.432
6.438
6.435
Magnitude of S21 (dB)
0
–10
–20
1.43145
1.43150
1.43155
Mechanical amplitude
(arb. units)
Frequency (MHz)
DC Voltage (V)
–5
–2.5
0
2.5
5
1.35
1.40
1.45
1.50
Frequency (MHz)
d
e
f
g
a
b
c
Fig. 1 Superconducting circuit nano-electromechanical system with electrostatic and low-frequency access. a False-color scanning electron microscopy
image of a superconducting quarter-wavelength cavity (here for ωc = 2π ⋅7.5 GHz), capacitively side-coupled to a coplanar waveguide feedline. The
molybdenum-rhenium (MoRe) metallization is shown in blue and the silicon (Si) substrate in gray. b Zoom into the coupling capacitance region, where the
mechanical nanobeam as part of the coupling capacitance is visible. The dimensions of the beam, which consists of MoRe on top of high-stress silicon-
nitride (Si3N4), are 100 μm × 150 nm × 143 nm. c A magnified view of the suspended nanobeam. d Simplified circuit and measurement scheme, showing a
lumped element circuit representation of the device as well as the microwave (MW) input and output lines (including a DC block and high electron
mobility transistor amplifier shown as triangle) and the DC (directed current) input line connected to the microwave lines via a bias-tee. A more detailed
version of the setup is given in Supplementary Note 1. e Cavity resonance data (black) and fit curve (orange). From the fit, we extract the cavity resonance
frequency ωc = 2π ⋅6.434 GHz and the internal and external linewidths κi = 2π ⋅370 kHz and κe = 2π ⋅5.7 MHz, respectively. f Resonance curve of the
mechanical oscillator readout via the superconducting cavity. Data are shown as black dots, a Lorentzian fit as orange line. From the fit we extract the
mechanical resonance frequency Ωm = 2π ⋅1.4315 MHz and a quality factor Qm = 195,000. g Optomechanically detected excitation spectrum of the
nanobeam vs. applied DC voltage. The bright line resembling an inverted parabola represents the resonance of the in-plane mode, which was used
everywhere throughout this paper. Cavity electromechanics with parametric
mechanical driving
https://doi.org/10.1038/s41467-020-15389-4
OPEN Here, we present measurements of a superconducting micro-
wave optomechanical device in which we use direct electro-
static driving to achieve strong parametric modulation of
the mechanical resonator. By modulating the mechanical reso-
nance frequency, we generate phase-sensitive parametric ampli-
tude amplification and thermomechanical noise squeezing of the
mechanical motion, both detected using optomechanical cavity
interferometry10. Furthermore, we demonstrate how parametric
modulation of the mechanical resonance frequency can be used to
generate phase-sensitive amplification of a microwave probe
tone, which is three orders of magnitude larger in frequency than
the parametric pump tone itself. For the operation of the
microwave amplifier, the optomechanical system can be driven
on the red cavity sideband, which allows for simultaneous
mechanical cooling and microwave amplification. The experi-
mental implementation presented here provides an optomecha-
nical
platform
for
further
exploration
of
phase-sensitive
quantum-limited amplification and photon bath engineering
using mechanical parametric driving. Recently, there are increasing efforts taken towards building
passive and active quantum-limited microwave elements for
quantum technologies based on microwave optomechanical cir-
cuits, connecting the fields of microwave optomechanics, circuit
quantum electrodynamics and quantum information science18–20. Among the most important developments into this direction are the
demonstration of microwave amplification by blue sideband driving
in simple optomechanical circuits21, and the realization of direc-
tional microwave amplifiers22 as well as microwave circulators23,24
in more complex multimode systems25. Recent theoretical work26–28 on optomechanical systems with a
parametrically driven mechanical oscillator proposed the use of
mechanical parametric driving to enable parametric amplification
with enhanced bandwidth and reduced added noise, compared to
the case of an optomechanical amplifier using a blue-sideband
drive26. Furthermore, the authors predict that there is a para-
meter regime that results in an effective density of states, which
can be interpreted as an effective negative temperature for cavity
photons26. Other related recent works have predicted enhance-
ments of the optomechanical coupling27 and the generation of
non-Gaussian microwave states28. Direct electrostatic driving of a Results The thin second line around 1.48 MHz corresponds to the mechanical out-of-plane mode. The red dashed line at Vdc =
−4 V indicates the voltage operation point we chose to use. Frequency (GHz)
6.429 6.432
6.438
6.435
Magnitude of S21 (dB)
0
–10
–20
e
f 15 mK
4 K
MW in
MW out
DC in
d g d e a DC Voltage (V)
–5
–2.5
0
2.5
5
1.35
1.40
1.45
1.50
Frequency (MHz)
g Frequency (MHz) Frequency (GHz)
1.43145
1.43150
1.43155
Mechanical amplitude
(arb. units)
Frequency (MHz)
f f c DC Voltage (V) DC Voltage (V) Frequency (MHz) Frequency (MHz) Fig. 1 Superconducting circuit nano-electromechanical system with electrostatic and low-frequency access. a False- o-electromechanical system with electrostatic and low-frequency access. a False-color scanning electron microscopy Fig. 1 Superconducting circuit nano-electromechanical system with electrostatic and low-frequency access. a False-color scanning electron microscopy
image of a superconducting quarter-wavelength cavity (here for ωc = 2π ⋅7.5 GHz), capacitively side-coupled to a coplanar waveguide feedline. The
molybdenum-rhenium (MoRe) metallization is shown in blue and the silicon (Si) substrate in gray. b Zoom into the coupling capacitance region, where the
mechanical nanobeam as part of the coupling capacitance is visible. The dimensions of the beam, which consists of MoRe on top of high-stress silicon-
nitride (Si3N4), are 100 μm × 150 nm × 143 nm. c A magnified view of the suspended nanobeam. d Simplified circuit and measurement scheme, showing a
lumped element circuit representation of the device as well as the microwave (MW) input and output lines (including a DC block and high electron
mobility transistor amplifier shown as triangle) and the DC (directed current) input line connected to the microwave lines via a bias-tee. A more detailed
version of the setup is given in Supplementary Note 1. e Cavity resonance data (black) and fit curve (orange). From the fit, we extract the cavity resonance
frequency ωc = 2π ⋅6.434 GHz and the internal and external linewidths κi = 2π ⋅370 kHz and κe = 2π ⋅5.7 MHz, respectively. f Resonance curve of the
mechanical oscillator readout via the superconducting cavity. Data are shown as black dots, a Lorentzian fit as orange line. From the fit we extract the
mechanical resonance frequency Ωm = 2π ⋅1.4315 MHz and a quality factor Qm = 195,000. g Optomechanically detected excitation spectrum of the
nanobeam vs. applied DC voltage. Results where m is the effective nanowire mass, x is the effective nanowire
displacement, k0 = km + kdc, kp ∝VdcV2Ω and F0 ∝VdcV0. From
an approximate solution of this equation of motion, the
parametric amplitude gain Gp = ∣x∣on∕∣x∣off can be derived to be
given by where m is the effective nanowire mass, x is the effective nanowire
displacement, k0 = km + kdc, kp ∝VdcV2Ω and F0 ∝VdcV0. From
an approximate solution of this equation of motion, the
parametric amplitude gain Gp = ∣x∣on∕∣x∣off can be derived to be
given by Gp ¼
cos2ðϕp þ φÞ
1 þ V2Ω
Vt
2 þ
sin2ðϕp þ φÞ
1 V2Ω
Vt
2
2
64
3
75
1=2
:
ð2Þ ð2Þ y
g
The mechanical nanobeam oscillator has a resonance frequency
of its fundamental in-plane mode of Ωm0 = 2π ⋅1.475 MHz. It can
be significantly tuned by applying a DC voltage Vdc between
center conductor and ground of the CPW feedline, adding an
electrostatic spring constant to the intrinsic spring (cf. Supple-
mentary Note 4). The measured functional dependence of
the resonance frequency on DC voltage is shown in Fig. 1g. Throughout this whole article, we bias the mechanical resonator
with Vdc = −4 V, leading to a resonance frequency Ωm = 2π ⋅
1.4315 MHz and a linewidth Γm ≈2π ⋅7.5 Hz. A resonance curve
of the mechanical oscillator at Vdc = −4 V is shown in Fig. 1f. The detuning-dependent threshold voltage Vt for parametric
instability in this relation is given by Vt ¼ Vt0
ffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffi
1 þ 4Δ2
m
Γ2
m
s
ð3Þ ð3Þ with the threshold voltage on resonance Vt0 and the detuning
from mechanical resonance Δm = Ω −Ωm. The phase φ ¼
arctanð2Δm=ΓmÞ
considers
the
detuning-dependent
phase
difference between the near-resonant driving force and the
mechanical motion. Details on the theoretical treatment of the
device are given in Supplementary Note 6. g
The device is operated in a dilution refrigerator with a base
temperature of Tb = 15 mK, which corresponds to a thermal
cavity occupation of kBTb
_ωc 0:05 photons. Assuming the mode
temperature of the nanobeam being the fridge base temperature,
we expect an average occupation of the mechanical mode with
nm ¼ kBTm
_Ωm 220 thermal phonons. g
pp
y
Figure 2 summarizes our results on the phase and detuning-
dependent parametric frequency modulation. Results When we excite the
mechanical resonator exactly on resonance, apply a parametric
modulation with twice the resonance frequency and sweep the
phase ϕp, we find an oscillatory behavior between amplitude
amplification and de-amplification with a periodicity of Δϕp = π
(cf. Fig. 2b). To explore the dependence of the amplification on
the parametric modulation amplitude V2Ω, we repeat this
experiment for different voltages V2Ω and extract maximum
and minimum gain by fitting the data with Eq. (2) for Vt = Vt0
and φ = 0. The extracted values follow closely the theoretical
curves up to a voltage V2Ω ≈0.9Vt0, above which we are limited
by resonance frequency fluctuations of the mechanical resonator. The maximum gain we achieve by this is about ~22 dB. Parametric mechanical amplitude amplification. When the
resonance frequency Ωm of a harmonic oscillator is modulated
with twice the resonance frequency Ωp = 2Ωm, then a small
starting amplitude of the oscillator motion can be increased or
reduced, depending on the relative phase between the oscillator
motion and the frequency modulation34,35. To modulate the
resonance frequency of a mechanical oscillator, one of the relevant
system parameters like the oscillator mass m or the restoring
spring force constant k can be modulated. Here, we follow the
latter approach and modulate the effective spring constant of
the nanobeam by applying a combination of a static voltage Vdc
and an oscillating voltage V2Ω sin 2Ωt with roughly twice the
mechanical resonance frequency Ω ~ Ωm. The static voltage adds
an electrostatic spring contribution kdc to the intrinsic spring
constant km and the oscillating part modulates the total spring
constant with ~2Ωm. The capacitive modulation of the mechanical
resonance frequency is a natural choice for superconducting cavity
electromechanics36, but other possibilities have been explored as
well, mainly in the optical domain with nonmetallized mechanical
oscillators. It has been demonstrated that the time-varying dyna-
mical backaction of modulated laser beams37,38 and switching of
trapping frequencies for levitated dielectric particles39 can also be
utilized for mechanical parametric amplification. g
y
In order to characterize the device response also for drive
frequencies detuned from resonance, we repeat the above
measurements for different detunings and extract the maximum
and minimum gain for each of these data sets. Hereby, we always
keep
the parametric
drive
frequency
twice
the excitation
frequency and not twice the resonance frequency. NATURE COMMUNICATIONS | (2020) 11:1589 | https://doi.org/10.1038/s41467-020-15389-4 | www.nature.com/naturecommunications Results The bright line resembling an inverted parabola represents the resonance of the in-plane mode, which was used
everywhere throughout this paper. The thin second line around 1.48 MHz corresponds to the mechanical out-of-plane mode. The red dashed line at Vdc =
−4 V indicates the voltage operation point we chose to use. NATURE COMMUNICATIONS | (2020) 11:1589 | https://doi.org/10.1038/s41467-020-15389-4 | www.nature.com/naturecommunications 2 ARTICLE NATURE COMMUNICATIONS | https://doi.org/10.1038/s41467-020-15389-4 voltage V0 cosðΩt þ ϕpÞ and characterize its steady-state dis-
placement amplitude depending on the parametric modulation
amplitude V2Ω and on the relative phase difference between
resonant drive and parametric modulation ϕp. The mechanical
amplitude is detected by monitoring the optomechanically
generated sidebands to a microwave drive tone sent into the
cavity, which is constant in amplitude and frequency with ω ~ ωc
(cf. Fig. 2a). ~60-nm-thick film of 60∕40 molybdenum-rhenium alloy (MoRe,
superconducting transition temperature Tc ~ 9 K33) on a 10 ×
10 mm2 and 500 μm-thick high-resistivity silicon substrate; cf. Methods section and Supplementary Fig. 1. For driving and
readout, the cavity is capacitively side-coupled to a transmission
feedline by means of a coupling capacitance Cc = 16 fF. The
cavity has a fundamental mode resonance frequency ωc = 2π ⋅
6.434 GHz and internal and external linewidths κi = 2π ⋅370 kHz
and κe = 2π ⋅5.7 MHz, respectively. The transmission spectrum
of the cavity around its resonance frequency is shown in Fig. 1e;
for details on the device modeling and fitting, see Supplementary
Note 2. We operate the nanobeam in a regime of voltages where it can
be modeled by the equation of motion €x þ Γm _x þ 1
m k0 þ kp sin 2Ωt
h
i
x ¼ F0
m cos Ωt þ ϕp
;
ð1Þ ð1Þ The superconducting cavity is parametrically coupled to a
MoRe-coated high-stress Si3N4 nanobeam, which is electrically
integrated into the transmission feedline. The nanobeam has a
width w = 150 nm, a total thickness t = 143 nm (of which ~83 nm
are Si3N4 and 60 nm are MoRe) and a length r = 100 μm. It is
separated from the center conductor of the cavity by a ~200-nm-
wide gap (cf. Fig. 1c) and we estimate the electromechanical
coupling strength to be g0 = 2π ⋅0.9 Hz. More design and
fabrication details are described in the Methods section and
Supplementary Fig. 1. NATURE COMMUNICATIONS | https://doi.org/10.1038/s41467-020-15389-4 a
c+ Ωm
2Ωm
Ωm
c– Ωm
c
–5
10
Mechanical gain (dB)
π
−π
−π/2
π/2
0
Normalized parametric drive voltage
0.2
0.4
0.6
0.8
1.0
–5
0
5
10
15
20
25
Drive voltage offset phase
Mechanical gain (dB)
Detuning (Hz)
0
5
10
–10
–5
b
c
d
–4
–2
0
2
4
6
8
10
12
Mechanical gain (dB)
5
0
Instability regime
Fig. 2 Electromechanical detection of parametric, phase-sensitive
mechanical amplitude amplification. a Experimental scheme. The a narrow bandwidth can be described by34 a narrow bandwidth can be described by34 ð4Þ xthðtÞ ¼ XðtÞ cos Ωmt þ YðtÞ sin Ωmt:
ð4Þ Here, X(t) and Y(t) are random variable quadrature amplitudes,
which vary slowly compared to Ω1
m . Similarly to the coherently
driven mechanical amplitude detection discussed above, this
thermal motion or thermomechanical noise can be measured by
optomechanical sideband generation in the output field of a
microwave signal sent into the superconducting cavity (cf. the
inset schematic in Fig. 3a). –5
10
Mechanical gain (dB)
π
−π
−π/2
π/2
0
Drive voltage offset phase
b
5
0 Mechanical gain (dB)
Detuning (Hz)
0
5
10
–10
–5
d
–4
–2
0
2
4
6
8
10
12 Mechanical gain (dB) g
We measure the thermomechanical noise quadratures X(t) and
Y(t) with and without parametric pump. An exemplary result is
shown in Fig. 3b. As we have demonstrated above by amplification
and de-amplification of a coherent excitation, one of the
quadrature amplitudes, here Y(t), is getting amplified while the
other, here X(t), is simultaneously reduced, when the mechanical
resonance frequency is parametrically modulated with 2Ωm. This
puts the mechanical nanobeam into a squeezed thermal state. From
the time traces of the quadratures, we reconstruct by means of a
Fourier transform the power spectral density (PSD) of the noise as
shown in Fig. 3a. With parametric driving, the total PSD is larger
than without, in particular close to Ωm, as the additional energy
pumped into the amplified quadrature Y(t) is larger than the
energy reduction in X(t) and at the same time the total linewidth
decreases for the same reason. NATURE COMMUNICATIONS | https://doi.org/10.1038/s41467-020-15389-4 NATURE COMMUNICATIONS | https://doi.org/10.1038/s41467-020-15389-4 In summary, we have achieved an excellent experimental control
and theoretical modeling regarding the parametric amplification of
the coherently driven nanobeam in both parameters, the relative
phase between the drives and the detuning from mechanical
resonance
a
c+ Ωm
2Ωm
Ωm
c– Ωm
c
–5
10
Mechanical gain (dB)
π
−π
−π/2
π/2
0
Normalized parametric drive voltage
0.2
0.4
0.6
0.8
1.0
–5
0
5
10
15
20
25
Drive voltage offset phase
Mechanical gain (dB)
Detuning (Hz)
0
5
10
–10
–5
b
c
d
–4
–2
0
2
4
6
8
10
12
Mechanical gain (dB)
5
0
Instability regime
Fig. 2 Electromechanical detection of parametric, phase-sensitive
mechanical amplitude amplification. a Experimental scheme. The
mechanical oscillator is coherently driven by a combination of DC and
alternating voltage with frequency Ω ~ Ωm, while the electrostatic spring
constant is modulated with twice this frequency 2Ω ~ 2Ωm. Via the
optomechanical coupling, the mechanical oscillations generate sidebands to
a microwave pump tone sent to the cavity with frequency ω = ωc, which are
used for homodyne detection of the mechanical amplitude. b Mechanical
amplitude gain 20log 10Gp vs. offset phase ϕp between resonant drive and
parametric modulation. When the phase is swept, the amplitude is
oscillating between amplification or de-amplification with a periodicity of
π. Circles show data and the line shows a fit with the theoretical expression
Eq. (2). c Maximum and minimum gain on resonance vs. parametric
modulation strength. The maximum (ϕp = π∕2) and minimum (ϕp = 0)
gain values on resonance follow the theoretical curves (lines) up to a
maximum gain of ~22 dB. For stronger parametric modulation amplitudes
close to the instability threshold (indicated as vertical line), the gain in our
experiments is limited by resonance frequency fluctuations of the
mechanical resonator. d Maximum and minimum gain vs. detuning from
resonance. For a driving frequency slightly detuned from resonance, the
maximum gain gets reduced compared to the resonant case. Points are
extracted from phase-sweep curve fits. Lines show the corresponding
theoretical curves and the shaded area contains all gain values achievable
by changing ϕp. NATURE COMMUNICATIONS | https://doi.org/10.1038/s41467-020-15389-4 Mechanical gain (dB) Normalized parametric drive voltage
0.2
0.4
0.6
0.8
1.0
–5
0
5
10
15
20
25
g
p
c
Mechanical gain (dB)
Instability regime Mechanical gain (dB) From the time traces, we can also generate quadrature
amplitude histograms, shown in the bottom panels of Fig. 3b. In the histograms the squeezing of the thermal noise is apparent
as a deformation from a circular, two-dimensional (2D) Gaussian
distribution in the case without parametric pump to a cigar-like-
shaped overall probability distribution, when the parametric
modulation is applied. To determine the squeezing factor we
achieve by this, we integrate the 2D-histograms along the Y-
quadrature and extract the variance σ2
X of the X-quadrature from
a Gaussian fit to the resulting data (cf. Fig. 3c). Analogously, we
obtain the variance σ2
Y for the Y-quadrature. To calibrate out the
noise of the HEMT amplifier, we substract the independently
measured variance of the amplifier noise σ2
amp and define the bare
variances ΔX2 ¼ σ2
X σ2
amp;X and ΔY2 ¼ σ2
Y σ2
amp;Y. Normalized parametric drive voltage Detuning (Hz) Normalized parametric drive voltage Detuning (Hz) Fig. 2 Electromechanical detection of parametric, phase-sensitive Fig. 2 Electromechanical detection of parametric, phase-sensitive
mechanical amplitude amplification. a Experimental scheme. The
mechanical oscillator is coherently driven by a combination of DC and
alternating voltage with frequency Ω ~ Ωm, while the electrostatic spring
constant is modulated with twice this frequency 2Ω ~ 2Ωm. Via the
optomechanical coupling, the mechanical oscillations generate sidebands to
a microwave pump tone sent to the cavity with frequency ω = ωc, which are
used for homodyne detection of the mechanical amplitude. b Mechanical
amplitude gain 20log 10Gp vs. offset phase ϕp between resonant drive and
parametric modulation. When the phase is swept, the amplitude is
oscillating between amplification or de-amplification with a periodicity of
π. Circles show data and the line shows a fit with the theoretical expression
Eq. (2). c Maximum and minimum gain on resonance vs. parametric
modulation strength. The maximum (ϕp = π∕2) and minimum (ϕp = 0)
gain values on resonance follow the theoretical curves (lines) up to a
maximum gain of ~22 dB. For stronger parametric modulation amplitudes
close to the instability threshold (indicated as vertical line), the gain in our
experiments is limited by resonance frequency fluctuations of the
mechanical resonator. d Maximum and minimum gain vs. detuning from
resonance. NATURE COMMUNICATIONS | (2020) 11:1589 | https://doi.org/10.1038/s41467-020-15389-4 | www.nature.com/naturecommunications Results The maximum
and minimum values of gain we find for V2Ω ≈0.75Vt0 are shown
in Fig. 2d and are in good agreement with theoretical curves
shown as lines. We note that the dependence of maximum and
minimum gain of detuning is not Lorentzian lineshaped, as the
threshold voltage is detuning dependent itself and the deviations
between experimental data and theoretical lines mainly occur due
to slow and small resonance frequency drifts of the nanobeam. Moreover, the phase between near-resonant excitation drive and
parametric modulation for maximum/minimum gain does not
have a constant value; it follows an arctan-function as is discussed
in more detail in Supplementary Note 6. In addition to the parametric driving, we slightly excite the
mechanical oscillator by adding a near-resonant oscillating 3 3 ARTICLE NATURE COMMUNICATIONS | https://doi.org/10.1038/s41467-020-15389-4 units)
0
0.2
0.4
–0.4
–0.2
Pump on
Pump off
Pump off
Pump off
Pump on
Pump on
2Ωm
c
Ωm
c– Ωm c+ Ωm
Fig. 3 Interferometric detection of squeezed thermomechanical noise in a
nanomechanical oscillator. a The thermal displacement fluctuations a
b
Time (s)
0
1
2
3
4
5
Detuning (Hz)
0
50
–50
X(t), Y(t)
PSD (arb. units)
10
1
100
0
1
–1
–1
0
1
0
Time (s)
0
1
2
3
4
5
0
1
–1
X quadrature (arb. units)
X quadrature (arb. units)
Y quadrature (arb. units)
Pump off
Pump off
Pump on
Pump on
2Ωm
c
Ωm
c– Ωm c+ Ωm Parametric microwave amplification. In a cavity optomechanical
system, the mechanical oscillator can not only be coherently driven
by a directly applied resonant force, but also by amplitude mod-
ulations of the intracavity field. Such a near-resonant amplitude
modulation can be generated by sending two microwave tones with
a frequency difference close to the mechanical resonance into the
cavity. Here, we apply a strong microwave drive tone on the red
sideband of the cavity, i.e., at ωd = ωc −Ωm, and add a small probe
signal around the cavity resonance frequency at ωp ~ ωc. This
experimental scheme generates a phenomenon called optomecha-
nically induced transparency (OMIT), where by interference a
narrow transparency window opens up in the center of the cavity
absorption dip45,46. The width of the transparency window is given
by the sum of intrinsic mechanical linewidth Γm and the additional
linewidth due to the red-sideband-drive-induced optical damping
Γo. The effect of OMIT effect can be understood as follows. The
amplitude beating between the two microwave tones coherently
drives the nanobeam by an oscillating radiation pressure force,
which transfers energy from the cavity field to the nanobeam. The
resulting mechanical motion with frequency Ω = ωp −ωd mod-
ulates the cavity resonance frequency and hereby generates side-
bands to the intracavity drive tone at ωd ± Ω, with a well-defined
phase relation to the probe tone. The sideband generated at ωd + Ω
interferes with the probe signal and generates OMIT (cf. Fig. 4a for
vanishing parametric modulation and Fig. 4b). In Fig. 4b, the
transparency window can be seen in the center of the cavity
transmission spectrum as extremely narrow spectral line and a
zoom into this region, shown in Fig. NATURE COMMUNICATIONS | https://doi.org/10.1038/s41467-020-15389-4 White pixels correspond
to no recorded counts. The blue circles in the histogram plots are guides
to the eye. In (c) we plot the distribution of X-quadrature values for the
histograms shown in (b) as dots and Gaussian fits as lines. When the
parametric modulation is switched on, the variance of the X-quadrature
gets significantly decreased and the squeezing factor is approximately s =
0.49. The histograms are normalized to the total number of ~13,000 data
points. Data were taken for V2Ω∕Vt = 0.67. Fig. 3 Interferometric detection of squeezed thermomechanical noise in a
nanomechanical oscillator. a The thermal displacement fluctuations
generate sidebands at ω = ωc + Ωm and ω = ωc −Ωm to a microwave tone
sent to the cavity at ω = ωc as schematically shown in the inset. After
down-conversion, we detect these sidebands and the corresponding
power spectral density is shown for the parametric modulation switched
off as blue line and with the parametric modulation switched on as red
line. The black line is a Lorentzian fit to the data without parametric
modulation. b shows the quadratures of the thermal displacement
fluctuations vs. time in the top panels and as histograms (taken for 300 s
of measurement time) in the bottom panels. Without parametric
modulation, the thermal fluctuations are distributed equally in both
quadratures (left side) and the quadrature histogram is a rotational
symmetric Gaussian curve; with a parametric modulation applied, as
shown on the right side, the fluctuations in one quadrature get amplified
while the fluctuations in the second quadrature get de-amplified. The
result is a squeezed thermal state. The colorscale represents histogram
counts from low (dark) to high (orange) values. White pixels correspond
to no recorded counts. The blue circles in the histogram plots are guides
to the eye. In (c) we plot the distribution of X-quadrature values for the
histograms shown in (b) as dots and Gaussian fits as lines. When the
parametric modulation is switched on, the variance of the X-quadrature
gets significantly decreased and the squeezing factor is approximately s =
0.49. The histograms are normalized to the total number of ~13,000 data
points. Data were taken for V2Ω∕Vt = 0.67. Fig. NATURE COMMUNICATIONS | https://doi.org/10.1038/s41467-020-15389-4 For a driving frequency slightly detuned from resonance, the
maximum gain gets reduced compared to the resonant case. Points are
extracted from phase-sweep curve fits. Lines show the corresponding
theoretical curves and the shaded area contains all gain values achievable
by changing ϕp. p;
p;
For the parametric modulation amplitude V2Ω∕Vt ≈0.67 used
here, we find the squeezing factor s ¼ ΔX2
on
ΔX2
off
¼ 0:49;
ð5Þ ð5Þ where ΔX2
on and ΔX2
off are the X-quadrature variances with the
parametric drive on and off, respectively. This squeezing factor is
below the usually mentioned 3 dB limit due to the finite analysis
bandwidth (cf. discussion in Supplementary Note 7). Using more
advanced squeezing schemes with feedback40–42 or based on
measurement43,44, it has been demonstrated that the variance of
the X-quadrature can be squeezed by even more than 3 dB, but
these approaches typically operate in the instability regime and
suppress the corresponding amplification of the Y-quadrature. The variance σ2
amp is the quadrature noise originating from the
cryogenic amplifier in our detection chain and is measured by
monitoring the noise slightly detuned from the mechanical
resonance. In summary, we have achieved an excellent experimental control
and theoretical modeling regarding the parametric amplification of
the coherently driven nanobeam in both parameters, the relative
phase between the drives and the detuning from mechanical
resonance. From an analysis of the individual quadrature power spectral
densities and variances, based on ref. 41, we estimate the effective
temperatures of the quadratures to be increased by about 18% for
X and about 40% for Y due to the parametric drive. We believe
that this excess noise as compared to an ideal parametric
amplifier is induced by resonance frequency fluctuations of the
mechanical oscillator and could be reduced by a device with
higher frequency stability. Thermomechanical noise squeezing. Due to a large residual
occupation of the mechanical mode with 102−103 thermal pho-
nons, its displacement is subject to thermal fluctuations, which in 4 NATURE COMMUNICATIONS | https://doi.org/10.1038/s41467-020-15389-4 ARTICLE a
c
b
Time (s)
0
1
2
3
4
5
Detuning (Hz)
0
50
–50
X(t), Y(t)
PSD (arb. units)
10
1
100
0
1
–1
–1
0
1
0
Time (s)
0
1
2
3
4
5
0
1
–1
Normalized counts
0.0
0.1
X quadrature (arb. units)
X quadrature (arb. units)
X quadrature (arb. units)
Y quadrature (arb. NATURE COMMUNICATIONS | https://doi.org/10.1038/s41467-020-15389-4 4c, reveals the Lorentzian
lineshape with a width Γeff ≈2π ⋅12 Hz. c
b
Time (s)
0
1
2
3
4
5
Detuning (Hz)
0
50
–50
X(t), Y(t)
PSD (a
1
0
1
–1
–1
0
1
0
Time (s)
0
1
2
3
4
5
0
1
–1
Normalized counts
0.0
0.1
X quadrature (arb. units)
X quadrature (arb. units)
X quadrature (arb. units)
Y quadrature (arb. units)
0
0.2
0.4
–0.4
–0.2
Pump on
Pump off
Pump off
Pump off
Pump on
m
c
m
c
m
Fig. 3 Interferometric detection of squeezed thermomechanical noise in a
nanomechanical oscillator. a The thermal displacement fluctuations
generate sidebands at ω = ωc + Ωm and ω = ωc −Ωm to a microwave tone
sent to the cavity at ω = ωc as schematically shown in the inset. After
down-conversion, we detect these sidebands and the corresponding
power spectral density is shown for the parametric modulation switched
off as blue line and with the parametric modulation switched on as red
line. The black line is a Lorentzian fit to the data without parametric
modulation. b shows the quadratures of the thermal displacement
fluctuations vs. time in the top panels and as histograms (taken for 300 s
of measurement time) in the bottom panels. Without parametric
modulation, the thermal fluctuations are distributed equally in both
quadratures (left side) and the quadrature histogram is a rotational
symmetric Gaussian curve; with a parametric modulation applied, as
shown on the right side, the fluctuations in one quadrature get amplified
while the fluctuations in the second quadrature get de-amplified. The
result is a squeezed thermal state. The colorscale represents histogram
counts from low (dark) to high (orange) values. White pixels correspond
to no recorded counts. The blue circles in the histogram plots are guides
to the eye. In (c) we plot the distribution of X-quadrature values for the
histograms shown in (b) as dots and Gaussian fits as lines. When the
parametric modulation is switched on, the variance of the X-quadrature
gets significantly decreased and the squeezing factor is approximately s =
0.49. The histograms are normalized to the total number of ~13,000 data
points. Data were taken for V2Ω∕Vt = 0.67. b
Time (s)
0
1
2
3
4
5
Detun
X(t), Y(t)
0
1
–1
–1
0
1
0
X quadrature (arb. units)
Y quadrature (arb. units)
Pump off b Y quadrature (arb. NATURE COMMUNICATIONS | https://doi.org/10.1038/s41467-020-15389-4 units) p
When we perform the OMIT protocol with a parametric
modulation applied to the nanobeam, the mechanical oscillations
get modified according to the previously shown results, i.e.,
dependent on the relative phase between the cavity field-induced
mechanical
oscillation
and
the
parametric
modulation,
the
mechanical amplitude gets amplified or de-amplified. By choosing
the optimal phase for each detuning Δm = Ω −Ωm, the transpar-
ency window amplitude can be increased to values above 1, i.e., the
microwave probe tone is amplified by parametrically pumping the
mechanical resonator, which is three orders of magnitude smaller in
frequency than the probe signal (cf. Fig. 4c). With an amplified
mechanical motion, the motion-induced sideband of the drive tone
gets amplified as well, such that the total cavity output field at
the probe frequency can be enhanced to values larger than 1. Here,
we achieve an intracavity field gain of about 14 dB, which
corresponds to a net gain of about 7 dB due to the unamplified
OMIT signal being significantly below unity transmission. A
schematic of OMIT and the amplification mechanism is shown in
Fig. 4a. c
Normalized counts
0.0
0.1
X quadrature (arb. units)
0
0.2
0.4
–0.4
–0.2
Pump on
Pump off X quadrature (arb. units) Fig. 3 Interferometric detection of squeezed thermomechanical noise in a
nanomechanical oscillator. a The thermal displacement fluctuations
generate sidebands at ω = ωc + Ωm and ω = ωc −Ωm to a microwave tone
sent to the cavity at ω = ωc as schematically shown in the inset. After
down-conversion, we detect these sidebands and the corresponding
power spectral density is shown for the parametric modulation switched
off as blue line and with the parametric modulation switched on as red
line. The black line is a Lorentzian fit to the data without parametric
modulation. b shows the quadratures of the thermal displacement
fluctuations vs. time in the top panels and as histograms (taken for 300 s
of measurement time) in the bottom panels. Without parametric
modulation, the thermal fluctuations are distributed equally in both
quadratures (left side) and the quadrature histogram is a rotational
symmetric Gaussian curve; with a parametric modulation applied, as
shown on the right side, the fluctuations in one quadrature get amplified
while the fluctuations in the second quadrature get de-amplified. The
result is a squeezed thermal state. The colorscale represents histogram
counts from low (dark) to high (orange) values. NATURE COMMUNICATIONS | https://doi.org/10.1038/s41467-020-15389-4 a
6.429
0
Frequency (GHz)
b
–5
–10
–15
–20
–25
6.432
6.435
6.438
c
Magnitude of S21 (dB)
Magnitude of S21 (dB)
Magnitude of S21 (dB)
Magnitude of S21 (dB)
–10
0
10
Microwave amplification
Microwave
amplification
Microwave
amplification
π
2π
–2π
–π
0
Parametric drive offset phase
d
–10
0
10
Normalized parametric drive voltage
0.5
1.0
1.5
V t2
Vt1
Vt3
Increased
damping
Detuning from resonance Δm/2π (Hz)
–80
–60
–40
–20
0
20
Drive off
40
60
80
10
0
–10
–20
Drive on
e
1
2
1
2
Vt0
eff/Vt0
Γeff/Γm
2Ωm
c
c– Ωm
IV. Ωm
III. I. II. Fig. 4 Phase-sensitive and tunable microwave amplification by parametric mechanical driving. a Experimental scheme. The cavity is coherently driven
on the red sideband ωd = ωc −Ωm. In addition, a small probe tone is swept through the cavity resonance. At the same time, the resonance frequency of the
mechanical oscillator is parametrically modulated with 2Ω. b Optomechanically induced transparency (OMIT) without parametric modulation V2Ω = 0. Data are shown in blue, black line is a fit, the dashed box indicates the zoom-in region shown in panel (c). In addition to the data without parametric
modulation, we show the highest achieved transmission with parametric driving as orange circles. Close to the mechanical resonance we observe
intracavity gain of the probe signal up to ~14 dB and net transmission gain of ~7 dB. The orange line shows a theoretical curve calculated with independently
obtained parameters. The schematic in (a) visualizes the amplification mechanism. By the beating of the two cavity tones, energy from the cavity field is
converted into mechanical motion, which is amplified by parametric modulation. The hereby increased energy is upconverted back to the probe tone
frequency as sideband of the red-detuned drive tone. d The microwave gain is phase-sensitive; it depends on the phase between the parametric modulation
and the intracavity amplitude beating. The three data sets (black lines are fits) show the gain for different detunings from ωp −ωd = Ωm (0 Hz, 2π ⋅7 Hz
and 2π ⋅12 Hz). e Probe-tone gain vs. parametric drive voltage for three different red-sideband drive powers. The parametric drive voltage is normalized to
its value obtained in Fig. 2 using a resonant drive for amplitude detection. Lines are calculations based on independently extracted parameters. NATURE COMMUNICATIONS | https://doi.org/10.1038/s41467-020-15389-4 Close to the mechanical resonance we observe
intracavity gain of the probe signal up to ~14 dB and net transmission gain of ~7 dB. The orange line shows a theoretical curve calculated with independently
obtained parameters. The schematic in (a) visualizes the amplification mechanism. By the beating of the two cavity tones, energy from the cavity field is
converted into mechanical motion, which is amplified by parametric modulation. The hereby increased energy is upconverted back to the probe tone
frequency as sideband of the red-detuned drive tone. d The microwave gain is phase-sensitive; it depends on the phase between the parametric modulation
and the intracavity amplitude beating. The three data sets (black lines are fits) show the gain for different detunings from ωp −ωd = Ωm (0 Hz, 2π ⋅7 Hz
and 2π ⋅12 Hz). e Probe-tone gain vs. parametric drive voltage for three different red-sideband drive powers. The parametric drive voltage is normalized to
its value obtained in Fig. 2 using a resonant drive for amplitude detection. Lines are calculations based on independently extracted parameters. The
parametric instability threshold, indicated by dashed vertical lines, is shifted to higher values with increasing red-sideband drive power, partly due to optical
damping, partly due to a power-dependent intrinsic mechanical damping rate. The inset shows the extracted threshold voltage vs. effective mechanical
linewidth and as dashed line the theoretical prediction. The cooperativity for (b−d) is C 0:5 and C 0:16; 0:28; 0:5 for (e). data for drive powers corresponding to cooperativities C1 0:16,
C2 0:28 and C3 0:5 or intracavity photon numbers nc1 =
2.25 ⋅106, nc2 = 4.5 ⋅106, and nc3 = 9 ⋅106. The functional depen-
dence of the maximum transmitted power is formally identical to
the case without parametric driving gain increases with increasing sideband drive power, as the
baseline (the peak height of the transparency window) is shifted
up as well and because the gain in this experiment was limited by
the mechanical nonlinearity, cf. Supplementary Note 9, which gets
less significant for a larger total mechanical linewidth. g
g
So far, our current device is far from being optimized for large
gain, large bandwidth and low added noise for several reasons. Due to the small maximally achieved cooperativity of C 0:5,
not all intracavity gain is translated to net output gain. NATURE COMMUNICATIONS | https://doi.org/10.1038/s41467-020-15389-4 The
parametric instability threshold, indicated by dashed vertical lines, is shifted to higher values with increasing red-sideband drive power, partly due to optical
damping, partly due to a power-dependent intrinsic mechanical damping rate. The inset shows the extracted threshold voltage vs. effective mechanical
linewidth and as dashed line the theoretical prediction. The cooperativity for (b−d) is C 0:5 and C 0:16; 0:28; 0:5 for (e). a
6.429
0
Frequency (GHz)
b
–5
–10
–15
–20
–25
6.432
6.435
6.438
Magnitude of S21 (dB)
2Ωm
c
c– Ωm
IV. Ωm
III. I. II. Magnitude of S21 (dB)
–10
0
10
Microwave amplification
π
2π
–2π
–π
0
Parametric drive offset phase
d d b a Parametric drive offset phase Parametric drive offset phase c
Magnitude of S21 (dB)
Magnitude of S21 (dB)
Microwave
amplification
Microwave
amplification
–10
0
10
Normalized parametric drive voltage
0.5
1.0
1.5
V t2
Vt1
Vt3
Increased
damping
Detuning from resonance Δm/2π (Hz)
–80
–60
–40
–20
0
20
Drive off
40
60
80
10
0
–10
–20
Drive on
e
1
2
1
2
Vt0
eff/Vt0
Γeff/Γm Magnitude of S21 (dB)
Microwave
amplification
–10
0
10
Normalized parametric drive voltage
0.5
1.0
1.5
V t2
Vt1
Vt3
Increased
damping
e
1
2
1
2
Vt0
eff/Vt0
Γeff/Γm c
Magnitude of S21 (dB)
Microwave
amplification
Detuning from resonance Δm/2π (Hz)
–80
–60
–40
–20
0
20
Drive off
40
60
80
10
0
–10
–20
Drive on e Magnitude of S21 (dB) Magnitude of S21 (dB) 1.5 Normalized parametric drive voltage Fig. 4 Phase-sensitive and tunable microwave amplification by parametric mechanical driving. a Experimental s Fig. 4 Phase-sensitive and tunable microwave amplification by parametric mechanical driving. a Experimental scheme. The cavity is coherently driven
on the red sideband ωd = ωc −Ωm. In addition, a small probe tone is swept through the cavity resonance. At the same time, the resonance frequency of the
mechanical oscillator is parametrically modulated with 2Ω. b Optomechanically induced transparency (OMIT) without parametric modulation V2Ω = 0. Data are shown in blue, black line is a fit, the dashed box indicates the zoom-in region shown in panel (c). In addition to the data without parametric
modulation, we show the highest achieved transmission with parametric driving as orange circles. NATURE COMMUNICATIONS | https://doi.org/10.1038/s41467-020-15389-4 3 Interferometric detection of squeezed thermomechanical noise in a g
The observed microwave amplification is, similarly to the bare
mechanical
amplitude
gain,
phase-sensitive
and
modulates
between amplification and de-amplification when sweeping the
phase of the parametric drive, with a periodicity of 2π. This
phase-sensitivity of the microwave gain is shown in Fig. 4d for
three different detunings from the mechanical resonance. We
note that the phase periodicity here is equivalent to the case of the
mechanical amplitude amplification, but due to the details of our
theoretical analysis of the system (see Supplementary Note 8) the
phase is given for the parametric drive instead of the resonant
force here, which doubles its value. Similar to the mechanical amplitude amplification, the micro-
wave gain depends on the parametric drive voltage, which has a
threshold value above which the parametric instability regime
begins. When we plot the maximally achievable transmission ∣S21∣
exactly on the mechanical resonance vs. the parametric excitation
voltage, we find a monotonously increasing behavior as shown in
Fig. 4e for three different red-sideband drive powers. Shown are 5 NATURE COMMUNICATIONS | (2020) 11:1589 | https://doi.org/10.1038/s41467-020-15389-4 | www.nature.com/naturecommunications ARTICLE NATURE COMMUNICATIONS | (2020) 11:1589 | https://doi.org/10.1038/s41467-020-15389-4 | www.nature.com/naturecommunications Methods
D
i
f b Device fabrication. The device fabrication starts with the deposition of a 100-nm-
thick layer of high-stress Si3N4 on top of a 500-μm-thick 2-inch silicon wafer by
means of low pressure chemical vapour deposition. Afterwards, 60-nm-thick gold
markers on a 10-nm chromium adhesion layer were patterned onto the wafer using
electron beam lithography (EBL), electron beam evaporation of the metals and lift-
off. Then, the wafer was diced into individual 10 × 10 mm2 chips, which were used
for the subsequent fabrication steps. Thermomechanical noise squeezing—data processing. As first step, we
manually rotate the measured quadratures X0ðtÞ and Y0ðtÞ by ~ π∕36 to obtain the
amplified and de-amplified quadratures X(t) and Y(t). We calculate the total PSD
by S = ∣X(Ω) + iY(Ω)∣2, where X(Ω) and Y(Ω) are the Fourier transforms of the
recorded X(t) and Y(t), respectively. The obtained spectra are smoothed by
applying a 100-point bin averaging and the smoothed spectra are divided by the
smoothed background noise spectrum to remove the lock-in amplifier filter
function. The result is shown in Fig. 3. By using a three-layer mask (S1813, tungsten and ARN-7700-18), EBL and
several reactive ion etching (RIE) steps with O2 and an SF6/He gas mixture, the
Si3N4 was thinned down everywhere to ~10 nm on the chip surface except for
rectangular patches (124 × 9 μm large) around the future locations of the
nanobeams. After resist stripping in PRS3000, the remaining ~10 nm of Si3N4 were
removed in a buffered oxide etching step, which also thinned down the Si3N4 in the
rectangular patch areas to ~ 83 nm. This two-step removal of Si3N4 by dry and wet
etching was performed in order to avoid over-etching with RIE into the silicon
substrate. The histogram data in Fig. 3 were obtained by first applying a 40-point moving
average and plot each fifth datapoint of the resulting dataset into the histograms. The variances were calculated from Gaussian fits to the Y-integrated histograms. Immediately afterwards, a ~60-nm-thick layer of superconducting
molybdenum-rhenium alloy (MoRe, 60/40) was sputtered onto the chip. By means
of another three-layer mask (S1813, W, PMMA 950K A6), EBL, O2 and SF6/He
RIE, the microwave structures were patterned into the MoRe layer. The remaining
resist was stripped off in PRS3000. Parametric microwave amplification—measurement routine and data pro-
cessing. Both the measurement routine and the data processing are done in full
analogy with the mechanical amplitude amplification. Discussion
I
hi
k In this work, we have demonstrated an electromechanical cavity
with mechanical parametric driving. By means of an opto-
mechanical, interferometric readout scheme of a high-quality
factor mechanical nanobeam oscillator, we have demonstrated
phase-sensitive mechanical amplitude amplification, and observed
thermomechanical noise squeezing. We demonstrated that this
parametric mechanical drive can be used to implement a phase-
sensitive microwave amplification, in a regime where dynamical
backaction can simultaneously cool the mechanical resonator. Using the presented experimental platform in an optimized
device, it should be possible to cool the mechanical oscillator into
its quantum ground state and perform a near-quantum-limited
amplification scheme for microwave photons. Furthermore, this
approach will allow to explore exotic regimes of bath engineering
for microwave cavities26 and enable other applications of
mechanical parametric driving and mechanical squeezing, that
have been proposed and discussed in the recent years27,28. where ± is chosen for minimum and maximum gain, respectively, and βi are the fit
parameters. By this method, we determine the maximum gain on resonance with
higher fidelity than just setting the excitation frequency to the resonance frequency
due to small mechanical resonance frequency drifts and fluctuations of unknown
origin. We note that ultimately and for parametric excitation voltages close to the
threshold voltage, these frequency shifts also limit the observable gain, as it where ± is chosen for minimum and maximum gain, respectively, and βi are the fit
parameters. By this method, we determine the maximum gain on resonance with
higher fidelity than just setting the excitation frequency to the resonance frequency
due to small mechanical resonance frequency drifts and fluctuations of unknown
origin. We note that ultimately and for parametric excitation voltages close to the
threshold voltage, these frequency shifts also limit the observable gain, as it
becomes more and more sensitive to frequency fluctuations as can also be seen in
Supplementary Fig. 8, where the range of largest gain gets narrower with increased
V2Ω∕Vt. Thermomechanical noise squeezing—measurement routine. To characterize
the thermomechanical noise of the nanobeam, we send a resonant microwave tone
to the cavity and detect the cavity output field after mixing it with the drive tone as
local oscillator. This down-converts the motional sidebands to the original
mechanical frequency, similar to the protocol for mechanical amplitude amplifi-
cation. Discussion
I
hi
k To detect the quadratures of the sidebands X0ðtÞ and Y0ðtÞ, we measure the
voltage with a lock-in amplifier set to the mechanical resonance frequency with a
sample rate of 225 samples/s. The total sampling time was 300 s. This measurement
scheme was repeated for different parametric modulation strengths of the
mechanical resonance frequency V2Ω∕Vt, including V2Ω∕Vt = 0. To characterize also
the (white) background noise floor originating from the detection amplifier chain,
we repeat the measurement for a lock-in center frequency sufficiently detuned from
the mechanical resonance such that there is no signature of the mechanical thermal
noise included. Mechanical amplitude amplification—measurement routine and data pro- p
g
(
pp
y
)
In terms of amplifier performance, such an optimized device
would be on par with other, recently developed multimode or
multitone optomechanical amplification schemes20,22,25,47, but
provides a simplified setup as it does not require multiple circuit
modes or frequency conversion. In contrast, however, to most
previously realized optomechanical amplification schemes21,22,25,48,
our system provides phase-sensitive amplification, enabling for
example mechanically mediated squeezing of microwave signals36. Compared to other cavity-based parametric amplifiers such as
Josephson-based circuits49,50, optomechanical amplifiers suffer
from a reduced bandwidth, but with the benefit of a large dynamic
range25. Considering the additional possibilities arising from the
presented scheme such as enhancing optomechanical nonlinea-
rities27, photon bath engineering26 and force sensing in hybrid
devices with a Bose−Einstein condensate51–53, our platform offers
rich and exciting perspectives for quantum-limited optomechanical
device engineering. p
p
We fitted the resulting power curves with f ðtÞ ¼ α1
cos2ðα2t þ α3Þ
ð1 þ α4Þ2
þ sin2ðα2t þ α3Þ
ð1 α4Þ2
"
#
ð8Þ ð8Þ and fit parameters αi, from where we get Gmin ¼
1
1 þ α4
; Gmax ¼
1
1 α4
:
ð9Þ ð9Þ Repeating this procedure for different detunings allows to determine the maximum
and minimum gain dependent on Δm. Finally, we fit the detuning-dependent
maximum and minimum gain points with the corresponding theoretical expression Repeating this procedure for different detunings allows to determine the maximum
and minimum gain dependent on Δm. Finally, we fit the detuning-dependent
maximum and minimum gain points with the corresponding theoretical expression f ðΔmÞ ¼
β1
ffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffi
1 þ β2ðΔm β3Þ2
q
± β4
2 ;
ð10Þ ð10Þ NATURE COMMUNICATIONS | (2020) 11:1589 | https://doi.org/10.1038/s41467-020-15389-4 | www.nature.com/naturecommunicati NATURE COMMUNICATIONS | https://doi.org/10.1038/s41467-020-15389-4 At the
same time, the cooperativity limits the amplification bandwidth,
which is given by the effective mechanical linewidth Γeff. Finally,
it would be desirable to operate in the sideband-resolved limit
Ωm > κ to enable ground-state cooling in contrast to the slightly
bad cavity limit in our present device, where even for large
cooperativities the lowest possible phonon occupation is given by
nmin ¼
κ
4Ωm 1. The residual phonon occupation, however,
directly translates to input-referenced added noise26. In an
optimized device, operated in the resolved sideband regime and
with cooperativities C > nth, all intracavity field gain corresponds
to net microwave gain, the bandwidth will be increased by several
orders of magnitude compared to the current value and the jS21j2 ¼ κ2
i
κ2 þ Cp
Γm
Γ2
eff
2 κiκe
κ2 Γeff þ κ2
e
κ2 CpΓm
ð6Þ ð6Þ with a parametrically enhanced cooperativity with a parametrically enhanced cooperativity Cp ¼
C
1 V2Ω
Veff
t0
;
ð7Þ Cp ¼
C
1 V2Ω
Veff
t0
; ð7Þ where
the
effective
threshold
voltage
is
given
by
Veff
t0 ¼
Vt0Γeff=Γm. From fits to the data, shown as lines, we can extract
the instability threshold voltages, indicated as dashed vertical lines
and plotted in the inset vs. effective mechanical linewidth. The
threshold gets shifted towards higher values due to an increase of
mechanical linewidth, which is partly due to the optical spring and
partly due to a microwave power-dependent intrinsic linewidth
(see Supplementary Note 5). At the same time, the net microwave 6 ARTICLE ARTICLE NATURE COMMUNICATIONS | https://doi.org/10.1038/s41467-020-15389-4 amplifier will be near-quantum limited, as has been extensively
discussed in ref. 26. The most straightforward way to achieve these
realistic numbers would be a significant increase of the single-
photon coupling rate g0 by about a factor of ~10 and a
simultaneous decrease of the cavity linewidth by ~10 through a
weaker coupling to the feedline (cf. also Supplementary Note 10). nanobeam was etched away by this measure and the beam was released from the
substrate. After the nanobeam release, the remaining resist was stripped using an
O2 plasma. p
A simplified schematic of the fabrication is shown in Supplementary Fig. 1,
omitting the patterning of the electron beam markers. Mechanical amplitude amplification—measurement routine and data pro-
cessing. To measure the mechanical amplitude amplification, we sweep the phase
between the drive tone and the parametric pump. In order to sweep the phase, we
add a small detuning δ on the order of ~0.1 Hz to the parametric drive tone, i.e.,
modulate with 2Ω + δ, and measure a time trace of the down-converted cavity
sideband signal at Ω. Then, the parametric phase is given by ϕp = δt + γ with an
arbitrary offset term γ. For the down-conversion, we send a resonant microwave
tone to the cavity and detect the cavity output field at Ω after mixing it with the
drive tone as local oscillator. This protocol provides us with a voltage signal pro-
portional to the mechanical amplitude (cf. also Supplementary Note 3). We fitted the resulting power curves with NATURE COMMUNICATIONS | https://doi.org/10.1038/s41467-020-15389-4 NATURE COMMUNICATIONS | https://doi.org/10.1038/s41467-020-15389-4 References 1. Wallraff, A. et al. Strong coupling of a single photon to a superconducting
qubit using circuit quantum electrodynamics. Nature 431, 162–167 (2004). pp
y
34. Rugar, D. & Grütter, P. Mechanical amplification and thermomechanical
noise squeezing. Phys. Rev. Lett. 67, 699 (1991). 1. Wallraff, A. et al. Strong coupling of a single photon to a superconducting
qubit using circuit quantum electrodynamics. Nature 431, 162–167 (2004). 2. DiCarlo, L. et al. Demonstration of two-qubit algorithms with a 35. Carr, D. W., Evoy, S., Sekaric, L., Craighead, H. G. & Parpia, J. M. Parametric
amplification in a torsional microresonator. Appl. Phys. Lett. 77, 1545
(2000). superconducting quantum processor. Nature 460, 240–244 (2009). p
g q
p
3. Barends, R. et al. Digitized adiabatic quantum computing with a 3. Barends, R. et al. Digitized adiabatic quantum computing wi 3. Barends, R. et al. Digitized adiabatic quantum computing with
superconducting circuit. Nature 534, 222–226 (2016). 3. Barends, R. et al. Digitized adiabatic quantum computing wit
superconducting circuit. Nature 534, 222–226 (2016). superconducting circuit. Nature 534, 222–226 (2016). 36. Woolley, M. J., Doherty, A. C., Milburn, G. J. & Schwab, K. C. Nanomechanical squeezing with detection via a microwave cavity. Phys. Rev. A 78, 062303 (2008). 4. Schuster, D. I. et al. Resolving photon number states in a superconducting
circuit. Nature 445, 515–518 (2007). 5. Hofheinz, M. et al. Generation of Fock states in a superconducting quantum
circuit. Nature 454, 310–314 (2008). 37. Briant, T., Cohadon, P. F., Pinard, M. & Heidmann, A. Optical phase-space
reconstruction of mirror motion at the attometer level. Eur. Phys. J. D 22,
131–140 (2003). 6. Bosman, S. J. et al. Multi-mode ultra-strong coupling in circuit quantum
electrodynamics. npj Quantum Inf. 3, 46 (2017). 38. Pontin, A. et al. Squeezing a thermal mechanical oscillator by stabilized
parametric effect on the optical spring. Phys. Rev. Lett. 112, 023601
(2014). y
pj
f
7. Langford, N. K. et al. Experimentally simulating the dynamics of quantum
light and matter at deep-strong coupling. Nat. Commun. 8, 1715 (2017). 8. Gely, M. F. et al. Observation and stabilization of photonic Fock states in a hot
radio-frequency resonator. Science 363, 1072–1075 (2019). 39. Rashid, M. et al. Experimental realization of a thermal squeezed state of
levitated optomechanics. Phys. Rev. Lett. 117, 273601 (2016). radio-frequency resonator. Science 363, 1072–1075 (2019). 9. Day, P. K., LeDuc, H. G., Mazin, B. A., Vayonakis, A. & Zmuidzinas, J. References Science 330,
1520–1523 (2010). 16. Reed, A. P. et al. Faithful conversion of propagating quantum information to
mechanical motion. Nat. Phys. 13, 1163–1167 (2017). 47. Ockeloen-Korppi, C. F. et al. Noiseless quantum measurement and squeezing
of microwave fields utilizing mechanical vibrations. Phys. Rev. Lett. 118,
103601 (2017). 17. Ockeloen-Korppi, C. F. et al. Stabilized entanglement of massive mechanical
oscillators. Nature 556, 478–482 (2018). 18. Metelmann, A. & Clerk, A. A. Quantum-limited amplification via reservoir
engineering. Phys. Rev. Lett. 112, 133904 (2014). 48. Cohen, M. A., Bothner, D., Blanter, Ya. M. & Steele, G. A. Optomechanical
microwave amplification without mechanical amplification. Phys. Rev. Appl. 13, 014028 (2020). 19. Nunnenkamp, A., Sudhir, V., Feofanov, A. K., Roulet, A. & Kippenberg, T. J. Quantum-limited amplification and parametric instability in the reversed
dissipation regime of cavity optomechanics. Phys. Rev. Lett. 113, 023604 (2014). 49. Castellanos-Beltran, M. A., Irwin, K. D., Hilton, G. C., Vale, L. R. & Lehnert,
K. W. Amplification and squeezing of quantum noise with a tunable
Josephson metamaterial. Nat. Phys. 4, 929–931 (2008). dissipation regime of cavity optomechanics. Phys. Rev. Lett. 113, 0 20. Tóth, L. D., Bernier, N. R., Nunnenkamp, A., Feofanov, A. K. & Kippenberg,
T. J. A dissipative quantum reservoir for microwave light using a mechanical
oscillator. Nat. Phys. 13, 787–793 (2017). y
50. Macklin, C. et al. A near-quantum-limited Josephson traveling-wave
parametric amplifier. Science 350, 307–310 (2015). 50. Macklin, C. et al. A near-quantum-limited Josephson traveling-wave
parametric amplifier. Science 350, 307–310 (2015). y
21. Massel, F. et al. Microwave amplification with nanomechanical resonators. Nature 480, 351–354 (2011). 21. Massel, F. et al. Microwave amplification with nanomechanical resonators. Nature 480, 351–354 (2011). 51. Motazedifard, A., Dalafi, A., Naderi, M. H. & Roknizadeh, R. Controllable
generation of photons and phonons in a coupled Bose−Einstein condensate-
optomechanical cavity via the parametric dynamical Casimir effect. Ann. Phys. 396, 202–219 (2018). 22. Malz, D. et al. Quantum-limited directional amplifiers with optomechanics. Phys. Rev. Lett. 120, 023601 (2018). y
23. Bernier, N. R. et al. Nonreciprocal reconfigurable microwave optomechanical
circuit. Nat. Commun. 8, 604 (2017). 52. Motazedifard, A., Dalafi, A., Naderi, M. H. & Roknizadeh, R. Strong
quadrature squeezing and quantum amplification in a coupled Bose-Einstein
condensate-optomechanical cavity based on parametric modulation. Ann. Phys. 405, 202–219 (2019). 24. Barzanjeh, S. et al. Mechanical on-chip microwave circulator. Nat. Commun. 8, 953 (2017). 24. Barzanjeh, S. et al. Mechanical on-chip microwave circulator. Nat. Commun. References 8, 953 (2017). 25. Ockeloen-Korppi, C. F. et al. Low-noise amplification and frequency
conversion with a multiport microwave optomechanical device. Phys. Rev. X 6,
041024 (2016). 25. Ockeloen-Korppi, C. F. et al. Low-noise amplification and frequency
conversion with a multiport microwave optomechanical device. Phys. Rev. X 6,
041024 (2016). 53. Motazedifard, A., Dalafi, A., Bemani, F. & Naderi, M. H. Force sensing in
hybrid Bose−Einstein-condensate optomechanics based on parametric
amplification. Phys. Rev. A 100, 023815 (2019). 26. Levitan, B. A., Metelmann, A. & Clerk, A. A. Optomechanics with two-
phonon driving. N. J. Phys. 18, 093014 (2016). g
y
27. Lemonde, M.-A., Didier, N. & Clerk, A. A. Enhanced nonlinear interactions in
quantum optomechanics via mechanical amplification. Nat. Commun. 7,
11338 (2016). References A
broadband superconducting detector suitable for use in large arrays. Nature
425, 817–821 (2003). 40. Sonar, S. et al. Strong thermomechanical squeezing in a far-detuned
membrane-in-the-middle system. Phys. Rev. A 98, 013804 (2018). y
y
41. Vinante, A. & Falferi, P. Feedback-enhanced parametric squeezing of
mechanical motion. Phys. Rev. Lett. 111, 207203 (2013). 10. Regal, C. A., Teufel, J. D. & Lehnert, K. W. Measuring nanomechanical motion
with a superconducting cavity interferometer. Nat. Phys. 4, 555–560 (2008). f l
l
d b
d
l
f
h
l
h 10. Regal, C. A., Teufel, J. D. & Lehnert, K. W. Measuring nanomechanical motion
with a superconducting cavity interferometer. Nat. Phys. 4, 555–560 (2008). 11. Teufel, J. D. et al. Sideband cooling of micromechanical motion to the mechanical motion. Phys. Rev. Lett. 111, 207203 (2013). 42. Poot, M., Fong, K. Y. & Tang, H. X. Classical non-Gaussian state preparation
through squeezing in an optoelectromechanical resonator. Phys. Rev. A 90,
063809 (2014). with a superconducting cavity interferometer. Nat. Phys. 4, 555 560 (200
11. Teufel, J. D. et al. Sideband cooling of micromechanical motion to the
quantum ground state. Nature 475, 359–363 (2011). 11. Teufel, J. D. et al. Sideband cooling of micromechanical
quantum ground state. Nature 475, 359–363 (2011). 11. Teufel, J. D. et al. Sideband cooling of micromechanical motion to the
quantum ground state. Nature 475, 359–363 (2011). quantum ground state. Nature 475, 359–363 (2011). 12. Aspelmeyer, M., Kippenberg, T. J. & Marquardt, F. Cavity optomechanics. Rev. Mod. Phys. 86, 1391 (2014). 43. Szorkovszky, A., Doherty, A. C., Harris, G. I. & Bowen, W. P. Mechanical
squeezing via parametric amplification and weak measurement. Phys. Rev. Lett. 107, 213603 (2011). y
13. Teufel, J. D. et al. Circuit cavity electromechanics in the strong-coupling
regime. Nature 471, 204–208 (2011). 44. Szorkovszky, A., Brawley, G. A., Doherty, A. C. & Bowen, W. P. Strong
thermomechanical squeezing via weak measurement. Phys. Rev. Lett. 110,
184301 (2013). g
14. Wollman, E. E. et al. Quantum squeezing of motion in a mechanical
resonator. Science 349, 952–955 (2015). 15. Pirkkalainen, J.-M., Damskägg, E., Brandt, M., Massel, F. & Sillanpää, M. A. Squeezing of quantum noise of motion in a micromechanical resonator. Phys. Rev. Lett. 115, 243601 (2015). 45. Agarwal, G. S. & Huang, S. Electromagnetically induced transparency in
mechanical effects of light. Phys. Rev. A 81, 041803(R) (2010). 46. Weis, S. et al. Optomechanically induced transparency. Received: 5 August 2019; Accepted: 24 February 2020; g
32. Unterreithmeier, Q. P., Weig, E. M. & Kotthaus, J. P. Universal transduction
scheme for nanomechanical systems based on dielectric forces. Nature 458,
1001–1004 (2009). 33. Singh, V., Schneider, B. H., Bosman, S. J., Merkx, E. P. J. & Steele, G. A. Molybdenum-rhenium alloy based high-Q superconducting microwave
resonators. Appl. Phys. Lett. 105, 222601 (2014). Methods
D
i
f b Instead of sweeping the
phase, we detune the parametric drive tone by ~0.1 Hz from the frequency dif-
ference between the sideband drive and the probe tone. Then, we track the
transmission of a probe tone vs. time with a network analyzer. The resulting
oscillatory transmission curves of the amplitude are fitted with a function as given
in Eq. (9), from which we extract maximum and minimum transmission. To
normalize the signal, we calculate the nominal complex background value at the
corresponding frequency from the cavity fit divide it off. Finally, the nanobeam patterning and release was performed. The pattern
definition was done using another three-layer mask (S1813, W, PMMA 950K A6),
EBL and RIE. After the MoRe-Si3N4 bilayer was completely etched by the SF6/He
gas mixture, the etching was continued for several minutes. As we had chosen the
RIE parameters to achieve slight lateral etching, the silicon underneath the narrow 7 TURE COMMUNICATIONS | (2020) 11:1589 | https://doi.org/10.1038/s41467-020-15389-4 | www.nature.com/naturecommunications Data availability 30. Singh, V. et al. Optomechanical coupling between a multilayer graphene
mechanical resonator and a superconducting microwave cavity. Nat. Nanotechnol. 9, 820–824 (2014). y
The data presented in this study will be available on Zenodo with the identifier https://
doi.org/10.5281/zenodo.3713207 upon publication of this work. 31. Andrews, R. W., Reed, A. P., Cicak, K., Teufel, J. D. & Lehnert, K. W. Quantum-enabled temporal and spectral mode conversion of microwave
signals. Nat. Commun. 6, 10021 (2015). Received: 5 August 2019; Accepted: 24 February 2020; Received: 5 August 2019; Accepted: 24 February 2020; Author contributions Reprints and permission information is available at http://www.nature.com/reprints Reprints and permission information is available at http://www.nature.com/reprints A.I.-R., S.Y. and G.A.S. designed and fabricated the device. D.B., S.Y. and M.Y. performed
the measurements. D.B., S.Y. and G.A.S. analyzed the data. D.B. and Y.M.B. developed
the theoretical treatment. G.A.S. conceived the experiment and supervised the project. D.B. wrote the manuscript with input from G.A.S. All authors discussed the results and
the manuscript. Publisher’s note Springer Nature remains neutral with regard to jurisdictional claims in
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licenses/by/4.0/. Acknowledgements g
This research was supported by the Netherlands Organisation for Scientific Research
(NWO) in the Innovational Research Incentives Scheme—VIDI, project 680-47-526. This project has received funding from the European Research Council (ERC) under the
European Union’s Horizon 2020 research and innovation program (grant agreement No. 681476—QOMD) and from the European Union’s Horizon 2020 research and innova-
tion program under grant agreement No. 732894—HOT. 28. Qvarfort, S. et al. Time-evolution of nonlinear optomechanical systems:
Interplay of mechanical squeezing and non-Gaussianity. J. Phys. A 53, 075304
(2020). 29. Weber, P., Güttinger, J., Tsioutsios, I., Chang, D. E. & Bachtold, A. Coupling
graphene mechanical resonators to superconducting microwave cavities. Nano
Lett. 14, 2854–2860 (2014). 8 NATURE COMMUNICATIONS | (2020) 11:1589 | https://doi.org/10.1038/s41467-020-15389-4 | www.nature.com/naturecommunications ARTICLE NATURE COMMUNICATIONS | https://doi.org/10.1038/s41467-020-15389-4 Competing interest p
g
The authors declare no competing interests. Additional information Supplementary information is available for this paper at https://doi.org/10.1038/s41467-
020-15389-4. Correspondence and requests for materials should be addressed to D.B. or G.A.S. Peer review information Nature Communications thanks Aurelien Dantan, Anja
Metelmann and Marc-Antoine Lemonde for their contribution to the peer review of this
work. Peer reviewer reports are available. © The Author(s) 2020 NATURE COMMUNICATIONS | (2020) 11:1589 | https://doi.org/10.1038/s41467-020-15389-4 | www.nature.com/naturecommunications
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Predictive variables of sexual inactivity in the elderly
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Introduction dom (Mercer et al., 2013; Mitchell et al., 2013) which note
that older people engage in intimate relationships and believe
sexuality to be an important component of their lives, lead-
ing to the conclusion, also in Spanish samples, that sexual ac-
tivity can be a predictor of general health and quality of life
in these older people (Palacios et al., 2012). It is worth plac-
ing the importance of this current research in this context,
the aim of which is to understand the factors that can poten-
tially explain sexual inactivity in older populations. Despite the importance that society generally places on sexu-
ality, the sexual behaviour of over the 65s has not been ex-
tensively explored in the scientific literature. One thing that
has probably contributed to that is the fact that until twenty
or thirty years ago, it was an age group with little demo-
graphic representation. However, from the middle of the
20th century, longer lifespans, leading to significant demo-
graphic changes, has provided an important space for older
people, and their sexuality. Today, most of the world’s popu-
lation lives longer than previous generations, and continue
sexual activity into advanced ages (Freixas & Luque, 2009). Sexuality, not just intercourse but including expressions and
behaviours such as gestures of tenderness, kissing, fondling
and caressing, does change but is maintained throughout life
(Sáez, 2010) and is an integral part of an individual’s devel-
opment (Cayo, Flores, Perea, Pizarro & Aracena, 2003). The little tradition of research on the topic of sexuality in
old age has focused on sexual dysfunction in both men and
women, and on the link between health and sexual activity. Since the beginning of the 21st century, and as the availabil-
ity and efficacy of drugs to treat male erectile dysfunction
have increased, men’s active sex lives and that of their part-
ners have been extended (Lindau & Gavrilova, 2010). In
light of the development of the literature about sexual dys-
function, research has addressed the link between health, in-
dividual wellbeing and sexual activity in older populations. The results of various studies have contributed to the claim
that, in effect, sex, especially linked to a sexual partner, is re-
lated to health (Palacios et al., 2012). Predictive variables of sexual inactivity in the elderly Isabel Piñeiro1*, Marcia Ullauri1, Susana Rodríguez1, Bibiana Regueiro2, and Iris Estévez1 1 Universidade da Coruña (Spain)
2 Universidade de Santiago de Compostela (Spain) 1 Universidade da Coruña (Spain)
2 Universidade de Santiago de Compostela (Spain) Título: Variables predictoras de la inactividad sexual en las personas mayo-
res. Título: Variables predictoras de la inactividad sexual en las personas mayo-
res. Abstract: Extensive research in recent decades has noted the importance
of sexual activity to older people’s health, well-being and quality of life. This study aims to understand the factors that potentially explain sexual in-
activity in older populations. In addition to the sociodemographic factors
that have traditionally been associated with sexual activity, we examined
the explanatory potential and sensitivity of the perception of health and at-
titudes towards sexuality in the estimation of sexual inactivity in the previ-
ous year in a sample of 200 subjects between 62 and 91 years old (M =
71.30, SD = 5.48). The results suggest significant percentages of variance
explained by the regression model which included variables such as having
a partner, age and place of origin (R2 = .295). Our results also point to the
fact that both perception and concern for sexual health, and opinions
about sex before marriage or sex without love, would explain sexual inac-
tivity in the elderly. These results suggest the potential of interventions
centred on stereotypes and attitudes towards sexuality. Resumen: En las últimas décadas se han llevado a cabo varios estudios
que evidencian la relevancia de la actividad sexual para la salud, el bienestar
y la calidad de vida de las personas mayores. En este contexto se ubica esta
investigación, que tiene por objeto conocer los factores que potencialmente
pueden explicar la inactividad sexual en las poblaciones mayores. Además
de los factores sociodemográficos, que tradicionalmente se han asociado a
la actividad sexual, exploramos el potencial explicativo y la sensibilidad en
la estimación de la inactividad sexual en el último año de las percepciones
de salud y las actitudes hacia la sexualidad en una muestra de 200 sujetos de
entre 62 y 91 años (M = 71.30; DT = 5.48). Los resultados obtenidos sugie-
ren importantes porcentajes de varianza explica de la inactivad sexual por el
modelo de regresión donde se incorporan variables sociodemográficas (R2
= .295). anales de psicología / annals of psychology
2020, vol. 36, nº 3 (october), 512-520
https://doi.org/10.6018/analesps.381951 anales de psicología / annals of psychology
2020, vol. 36, nº 3 (october), 512-520
https://doi.org/10.6018/analesps.381951 © Copyright 2020: Editum. Servicio de Publicaciones de la Universidad de Murcia. Murcia (Spain)
ISSN print edition: 0212-9728. ISSN online edition (http://revistas.um.es/analesps): 1695-2294. Online edition License Creative Commons 4.0: BY-SA Predictive variables of sexual inactivity in the elderly Nuestros resultados apuntan también, a que tanto la percepción y
preocupación por la salud sexual como las consideraciones en torno a las
relaciones sexuales antes del matrimonio o al sexo sin amor, explicarían la
inactividad sexual de las personas mayores. Estos resultados permiten suge-
rir el potencial de la intervención centrada en los estereotipos y actitudes
hacia la sexualidad. yp
y
Keywords: Sexual inactivity; Elderly; Self-perceived health; Attitudes to-
wards sexuality; Sociodemographic factors. Palabras clave: Inactividad sexual; Personas mayores; Salud percibida; Ac-
titudes hacia la sexualidad; Factores sociodemográficos. * Correspondence address [Dirección para correspondencia]:
Isabel Piñeiro Aguín. Departamento de Psicología. Facultade de Ciencias da
Educación. Universidade da Coruña. Campus Elviña, 15071, A Coruña, Ga-
licia (Spain). E-mail: isabel.pineiro.aguin@udc.es
(Article received: 31-05-2019; revised: 08-09-2019; accepted: 30-10-2019) Introduction These cultural differ-
ences in the sexual sphere may mould older people’s sexual
expression and behaviour (Sandfort, Hubert, Bajos & Bos,
1998). We have comparative studies which demonstrate dif-
ferences between countries and regions in terms of permis-
siveness related to sexual behaviour (Baumeister & Mendo-
za, 2011; Haavio-Mannila & Kontula, 2003) which lead us to
hypothesise the impact of the sociocultural environment on
sexuality (Fischer, Traen, & Martin, 2018). Because of that,
the place of origin may be an explanatory variable for older
people’s sexual attitudes and behaviour. The level of education has also been shown to be one of
the variables to explore when explaining sexual activity in
older people, with the understanding that sexual activity may
be positively correlated with older individuals’ educational
levels (Palacios et al., 2012; Wang, Lu, Chen & Yu, 2008). Despite sexuality being an important part of most peo-
ple’s lives, stereotypes about older people generally disregard
the value of sexual activity for quality of life and emotional
wellbeing (Lee et al., 2016). The attitudes older people have
towards sexuality may be one of the variables which affect
their sexual activity. Various studies have indicated a very
stigmatised view of sexuality on the part of older people, in
women (García, 2000, 2005; Leyva-Moral, 2008; Rodríguez-
Llorente, Piñeiro, Rodríguez, Regueiro, Estévez & Freire,
2018) and in men (Syme & Cohn, 2016). Our overall objective with this study is to understand the
factors that may potentially explain sexual inactivity in a
sample of older people. We are particularly interested in dis-
covering: -
Whether various sociodemographic factors (place of
origin and geographic region, educational and economic
level, civil status/partner status, and age) are associated
with sexual inactivity in the previous year. )
( y
)
Modern society maintains many stereotypes about sexual
behaviour in old age, and these are also reflected in the atti-
tudes of older people, affecting their sexual practices. Leyva-
Moral (2008) stated that the sexual behaviour of many older
women could be affected if they were convinced of the truth
of certain ideas such as older women who were interested in
sex were those who were addicted to it in youth, or that sex
before marriage or sex outside of a stable relationship were
bad. Introduction An individual’s health
problems, or problems in either one of a couple, are report-
ed as the greatest obstacle to sexual activity in the population
aged between 50 and 92 (Gott & Hinchliff, 2003). Apart from its reproductive side, sexuality as a relational,
hedonistic, ego-integrative aspect of humanity makes up a
plan of personal growth that doubtlessly will contribute to
older people’s quality of life (Cayo et al., 2003). On these
lines we can refer to large studies performed in the United
States of America (Lindau et al., 2007) and the United King- Assuming an increase with age in the umbers of sexually
active men and women reporting sexual health problems
(Lee, Nazroo, O’Connor, Blake & Pendleton, 2016), re-
search seems to suggest that suffering from various chronic - 512 - 513 Predictive variables of sexual inactivity in the elderly et al., 2009; Palacios et al., 2012; Smith, Mulhall, Deveci,
Monaghan & Reid, 2007) or that age may be one of the vari-
ables with most explanatory weight for this inactivity (Gins-
berg et al., 2005; Palacios et al., 2012). ailments common in the older population (e.g. arthritis, CVA
and diabetes) and the perception of poor general health are
associated with reduced sexual functioning and activity, es-
pecially in men. Sexual activity is related to the perception of
physical and sexual health in those over 65 such that both
men and women who believe themselves to be in poor
health are less likely to be sexually active (Palacios et al.,
2012; Schick et al., 2010). Low levels of sexual activity and
problems of sexual functioning, especially in men, have been
associated with poor perceived health (Steptoe, Breeze,
Banks & Nazroo, 2013). While men in good self-perceived
health are predominantly sexually active with their partner,
those in perceived poor health report higher frequencies of
masturbation (Schick et al., 2010). In women there is also an
association between reduced frequency of oral sex and inter-
course and the perception of poor health (Schick et al.,
2010). This can be interpreted as the link between sexual in-
activity and the perception of health which we hypothesise
in this study (Ekström et al., 2018; Ginsberg, Pomerantz &
Kramer-Feeley, 2005). Given that sexual behaviour is learned from the specific
sociocultural surroundings (Gagnon, 1990), it would not be
unusual for certain cultural differences to be explanatory fac-
tors for this activity in older people. Design This study followed a quantitative empirical-analytical
approach, with a correlational-descriptive design via survey. It is transversal, as the data were collected at a single point in
time. Introduction Even when it comes to evaluating the capacity to enjoy
sex, many studies have reported a stereotypical belief in
women that men have naturally higher sexual drive than
women (e.g. Rodríguez-Llorente et al., 2018). Research has
shown that sexual activity is still important to older people,
and despite society having ever more permissive attitudes,
there continues to be a stigma about sexual activity in old
age. It is important, therefore, to thoroughly examine these
types of variables related to beliefs and attitudes, and how
they affect sexual activity as people age. p
-
Whether self-perceived health is an explanatory factor in
sexual inactivity in the previous year. -
Whether attitudes towards sexuality are also an explana-
tory factor for a lack of sexual activity in the previous
year. anales de psicología / annals of psychology, 2020, vol. 36, nº 3 (october) Participants Finally, in this study we also explore a series of socio-
demographic variables such as age, civil/partnership status,
educational qualifications and place of origin in order to
identify the extent to which these conditions predict sexual
inactivity in the previous year in a sample of older people. Previous research leads us to hypothesise, for example, that
the lack of a partner could be a key factor in explaining sexu-
al activity (Ekström et al., 2018; Ginsberg et al., 2005; Huang The sample was non-probabilistic by convenience. It was
made up of 200 older people (men and women) resident in
the city of Santa Rosa (El Oro, Ecuador) who were members
of the Association of Pensioners and Retirees of the city of
Santa Rosa. Inclusion criteria were set at being over 64 years
old and having the evident capacity to respond to the ques-
tions coherently. Most of the men and women in the sample
(79.5%) were from the coastal region (la costa) and the re- anales de psicología / annals of psychology, 2020, vol. 36, nº 3 (october) 514 Isabel Piñeiro et al. Significant differences were found between men and
women in terms of civil status, current partnership status
and educational level (χ2 = 43.495, p < .000; d = 1.02; χ2 =
29.804, p < .000, d =.78 and χ2 = 16.157, p = .003, d = 0.56,
respectively). While 63% of men were married, only 29% of
women were, and 39% of the women were widowed com-
pared to 9% of men. These differences are consistent with
the 67.7% of the men reporting having a sexual partner,
while 71% of the women reported the opposite (see Table
1). mainder (20.5%) were from the highlands (la sierra) of Ecua-
dor. Sociodemographic studies have characterised people
from the coastal region as more open and uninhibited than
those from the highlands, who are more reserved and con-
servative in many areas such as sexuality. The mean age of the women in the sample was 71.8 (SD
= 5.52), with ages ranging from 65 to 91. The mean age of
the men in the sample was 70.7 (SD = 5.42), ranging from
64 to 90. As Table 1 shows, there were no significant differ-
ences in the proportions of men and women in the age rang-
es in terms of economic level, origin, zone or sector. Table 1. Participants Frequencies and proportions in the interaction between sociodemographic variables and gender. Total
Men
Women
Statistical significance and
magnitude of differences
n (%)
n (%)
n (%)
χ2
p
d
Age
≤70
119(59.5)
65(65)
54(59.5)
2.511
.113
--
>70
81(40.5)
35(35)
46(46)
Economic level
Medium
125(62.5)
65 (65)
60(60)
.533
.467
--
Low
75(37.5)
35(35)
40(40)
Sector
North
159(79.5) 83(52.2)
76(76)
1.806
.405
--
Centre
19(9.5)
7(7)
12(12)
South
22(11)
10(10)
12(12)
Origin
Coast
159(79.5)
85(85)
74(74)
3.712
.054
---
Highlands
41(20.5)
15(15)
26(26)
Zone
Rural
39(19.5)
16(16)
23(23)
1.561
.212
--
Urban
161(80.5) 84(84%)
77(77)
Civil status
Married
92(47.2)
63(66.3)
29(29)
43.495
.000
1.02
Single
11(5.6)
9 (9.5)
2(2)
Free Partnership
15(7.7)
7(7.4)
8(8)
Divorced/separated
29(14.9)
7(7.4)
22(14.9)
Widowed
48(24.6)
9(9.5)
39(39)
Partnership status
With partner
96(48)
67(67.7)
29(29)
29.804
.000
0.78
Without partner
103(51.8) 32(32.3)
71(71)
Educational level
Uneducated/did not finish primary
50(25.1)
16(16)
34(34.3)
Primary
51(25.6)
25(25)
26(26.3)
Did not finish secondary
30(15.1)
14(14)
16(16.2)
Secondary
41(20.6)
24(24)
17(17.2)
University
27(13.6)
21(21)
6(6.1)
Previous partners
Yes
111(58.1) 68(70.1)
43(45.7)
11.636
.001
0.51
No
80(41.9)
29(40)
51(54.3) Table 1. Frequencies and proportions in the interaction between sociodemographic variables and gender. rtions in the interaction between sociodemographic variables and gender. University of A Coruña (Spain). This translation modified
the original items, designed for British populations, for
Spanish-speakers. The original instrument was created using
other validated instruments (Mitchell, Ploubidis, Datta &
Wellings, 2012; O’Connor et al., 2008; Waite, Laumann, Das
& Schumm, 2009) and ensures gender specificity by offering
one questionnaire for men and another for women. In total
the men’s scale has 50 items, the women’s scale has 44. The
men’s scale asks about ability to achieve and maintain erec-
tions, the women’s scale asks about ability to be sexually
aroused. Both versions include items about orgasm and the
respondent’s overall sex life in recent months as well as their
sexual experiences during their lives. Given our study objec-
tives, we only used questions related to sexual activity and at-
titudes towards sex. Significant differences were also noted in the educational
levels of the men and women in the sample. Almost half
(45%) of the men reported finishing secondary education or
university, only 23.2% of the women reported the same. There were also significant differences between men and
women regarding previous partners (χ2 = 43.495, p = .001; d
= 0.51). Participants Almost three-quarters (70%) of the men had part-
ners in the past, but less than 50% of the women reported
having previous partners. anales de psicología / annals of psychology, 2020, vol. 36, nº 3 (october) Results p
y
g
p
y g
For the evaluation of perception of health, which is also of
interest in this study, we used two questions: (a) My general
health is currently… and (b) My sexual health is currently…; in
both cases we used a Likert scale with five response options
from 1 = excellent to 5 = very poor (α=. 60). Concern about
sexual health was evaluated with the SRA-Q item: Even if you
have not had any sexual activity in the last three months, how concerned
are you about your sex life overall? with a five-point Likert scale
response from 1 = not concerned at all to 5 = extremely
worried. Once we had determined that 60.5% of the sample had not
had any sexual activity in the previous year, the next step was
to explore the impact of sociodemographic factors, per-
ceived health, and attitudes towards sexuality on this sexual
inactivity. Procedure Table 2. Frequencies and coding of parameter (1) for the sociodemograph-
ic variables included in the regression equation. Table 2. Frequencies and coding of parameter (1) for the sociodemograph-
ic variables included in the regression equation. Frequency Parameter
coding (1)
Origin
Coast
153
0
Highlands
40
1
Zone
Urban
155
0
Rural
38
1
Economic
level
Medium
120
1
Low
73
0
Educational
level
Secondary or higher
92
1
Primary or lower
101
0
Civil/
Partnership
status
Married or with a partner
106
0
Single / widowed
/divorced / without
partner
87
1
Age group
≤70
119
0
> 70
81
1 Firstly, the management of the Retiree’s Association of
Santa Rosa (El Oro, Ecuador) signed their informed con-
sent. Then the participants were informed of the aims of the
study, confidentiality and the ethical management of the da-
ta. Once it was confirmed that they met the inclusion crite-
ria, the self-report form was presented and the instructions
for completing it were read aloud. The questionnaire was completed individually, anony-
mously and voluntarily. The researchers were present during
the administration of the test instruments to answer any
questions and ensure that the subjects completed their ques-
tionnaires independently. No subjects participated without
their express agreement once they were aware of the objec-
tive of the research. Impact of place of origin, zone, economic level, ed-
ucational level, civil status / partner status and age
on sexual inactivity Finally, in order to examine various sociodemographic as-
pects of the sample, we included a series of questions about
place of origin, zone or sector, civil status or current partner status, edu-
cational level and economic level. For the sociodemographic variables, a logistical regres-
sion model was produced to make estimations about sexual
inactivity in the previous year (sexual activity = 0 / sexual in-
activity = 1). The dichotomous categorical predictor varia-
bles for the regression equations are codified as in Table 2. Instruments The instrument chosen for this study was a translation of
the SRA-Q (Lee et al., 2016) which was carried out by the
Educational Psychology Research Group (GIPED) at the anales de psicología / annals of psychology, 2020, vol. 36, nº 3 (october) 515 Predictive variables of sexual inactivity in the elderly Predictive variables of sexual inactivity in the elderly activity YES = 0, sexual activity NO = 1) in response to the
item: In the previous twelve months, have you engaged in any sexual
activity (intercourse, masturbation, petting or fondling)? activity YES = 0, sexual activity NO = 1) in response to the
item: In the previous twelve months, have you engaged in any sexual
activity (intercourse, masturbation, petting or fondling)? To determine sexual inactivity in the sample we used the
item “In the last twelve months, have you engaged in sexual activity
(intercourse, masturbation, fondling or petting)? from the SRA-Q,
with a dichotomous yes/no response that we coded as sexual
activity YES = 0 and sexual activity NO = 1. Two indicators were used to assess model fit: (a)
Nagelkerke’s R2, which indicates the percentage of variance
explained by the models (Nagelkerke, 1991), and (b) the per-
centage of correctly classified cases, which lets us determine
how useful the predictor variable is in estimating the criteri-
on in each proposed model. We used 13 items (α=.62) from the SRA-Q (Lee et al.,
2016) to examine attitudes towards sexuality. These were pre-
sented as a series of statements such as: “It is wrong to have
sexual relations before marriage”; “Men naturally have a higher sex
drive than women”; “Two adults of the same sex having sexual rela-
tionships is wrong”; and “There is too much sex in the media nowa-
days”, with responses on a five-point Likert-type scale from 1
= completely disagree to 5 = completely agree. All of the statistical analyses were performed using SPSS
(Version 20). anales de psicología / annals of psychology, 2020, vol. 36, nº 3 (october) Data Analysis First, we examined the properties of the items used to
measure attitudes towards sexuality and perception of health. The
predictor equations for sexual inactivity in the previous year
were established via logistical regression, following the for-
ward stepwise regression process based on the Wald statistic. Three logistical regressions were performed taking socio-
demographic variables, perceived health and attitudes to-
wards sexuality as predictors and including in each case as
the criterion, the dichotomous sexual activity variable (sexual The final sociodemographic model correctly classified
71% of the sample (χ2 = 47.150, p = .000) with a high level
of sensitivity when estimating sexual inactivity in the previ-
ous year (81.5%) (see Table 3). 516 Isabel Piñeiro et al. Table 3. Omnibus tests for the coefficients of the sociodemographic mod-
l Table 3. Omnibus tests for the coefficients of the sociodemographic mod-
el Table 3. Omnibus tests for the coefficients of the sociodemographic mod-
el level) do not seem to provide predictive information about
sexual inactivity. el. χ2
df
Sig. Step 1
Step
35.105
1
.000
Block
35.105
1
.000
Model
35.105
1
.000
Step 2
Step
7.690
1
.006
Block
42.795
2
.000
Model
42.795
2
.000
Step 3
Step
4.355
1
.037
Block
47.150
3
.000
Model
47.150
3
.000 The forward stepwise regression procedure based on the
Wald statistic shows that not having a partner is the variable
that most explains sexual inactivity during the previous year
(W = 25.503; p < .01), although age and place of origin also ap-
pear in the model (W = 5.891; p = .015 and W = 4.074; p =
.044, respectively) (See Table 4). With a percentage of ex-
plained variance around 30% (Nagelkerke’s R2 = .295), look-
ing at the codification of the parameters, we can say that not
having a partner -being single, widowed, or divorced-, being
over 70, and coming from the highlands would increase the
likelihood of sexual inactivity in the sample in the previous
year. Analysis of the final step suggests the inclusion of only
three variables: civil status, age and place of origin, giving us
to understand that the other sociodemographic variables
added at the beginning (zone, economic level, educational Table 4. Results of stepwise logistical regression for the probability of sexual inactivity. anales de psicología / annals of psychology, 2020, vol. 36, nº 3 (october) Data Analysis B
SE
Wald
df
p
Exp(B)
Step 1
Civil/Partnership status
1.917
.351
29.752
1
.000
6.801
Constant
-2.183
.489
19.957
1
.000
0.113
Step 2
Age group
0.960
.352
7.424
1
.006
2.613
Civil/Partnership status
1.793
.358
25.062
1
.000
6.010
Constant
-3.326
.671
24.544
1
.000
0.036
Step 3
Origin
0.915
.453
4.074
1
.044
2.497
Age group
0.870
.358
5.891
1
.015
2.387
Civil/Partnership status
1.835
.363
25.503
1
.000
6.266
Constant
-4.345
.864
25.307
1
.000
0.013
Impact of perceived health on sexual inactivity
mate sexual inactivity during the previous year (sexual activi-
/ Table 4. Results of stepwise logistical regression for the probability of sexual inactivity. Impact of perceived health on sexual inactivity mate sexual inactivity during the previous year (sexual activi-
ty = 0 / sexual inactivity = 1). With a good success rate
(73.5%), the model of perceived health would correctly clas-
sify 64.2% of the sample (χ2 = 26.163, p < .000) (see Table
6). Having confirmed that the distribution of the items was
normal (see Table 5), considering the perception of overall
health, current sexual health and concern about sexual
health, a logistical regression model was produced to esti- Table 5. Descriptive statistics of the items used to measure perceived health. M
SD
Asymmetry
Kurtosis
My overall health is currently… (1)
2.74
0.80
0.380
0.962
My sexual health is currently… (1)
3.08
1.01
0.224
-0.521
In the last three months, how concerned have you been about your sexual health? (2)
1.39
0.71
1.773
2.394
(1) 1=Excellent, 2= Good, 3= Neither good nor bad, 4= Poor, 5= Very poor
(2) 1=Not at all, 2=A little, 3=Moderately, 4=Quite a lot, 5= Extremely Table 5. Descriptive statistics of the items used to measure perceived health. M
SD
Asymmetry
Kurtosis
My overall health is currently… (1)
2.74
0.80
0.380
0.962
My sexual health is currently… (1)
3.08
1.01
0.224
-0.521
In the last three months, how concerned have you been about your sexual health? (2)
1.39
0.71
1.773
2.394
(1) 1=Excellent, 2= Good, 3= Neither good nor bad, 4= Poor, 5= Very poor
(2) 1=Not at all, 2=A little, 3=Moderately, 4=Quite a lot, 5= Extremely
Table 6. Omnibus tests for the coefficients of the model of perceived
health. χ2
df
Sig. Influence of attitudes towards sexuality on sexual
inactivity B
SE
Wald
df
p
Exp(B)
Step 1
Sex before marriage is wrong (1)
.440
.106
17.135
1
.000
1.552
Constant
-.977
.360
7.387
1
.007
0.376
Step 2
Sex before marriage is wrong (1)
.395
.109
13.056
1
.000
1.484
There is nothing wrong with sex without love (1)
-.294
.126
5.468
1
.019
0.745
Constant
-.186
.489
0.145
1
.704
0.830
(1) On a scale of 1= completely disagree to 5= completely agree and the attitude towards sexuality affect sexual inactivity in
older people. The levels of inactivity in our sample were sim-
ilar to those found in other research (Palacios et al., 2012;
Smith et al., 2007). Our results confirm the lack of a partner, and the attitude towards sexuality affect sexual inactivity in
older people. The levels of inactivity in our sample were sim-
ilar to those found in other research (Palacios et al., 2012;
Smith et al., 2007). Our results confirm the lack of a partner, and the attitude towards sexuality affect sexual inactivity in
older people. The levels of inactivity in our sample were sim-
ilar to those found in other research (Palacios et al., 2012;
Smith et al., 2007). Our results confirm the lack of a partner, Data Analysis Step 1 (1) 1=Excellent, 2= Good, 3= Neither good nor bad, 4= Poor, 5= Very poor
(2) 1=Not at all, 2=A little, 3=Moderately, 4=Quite a lot, 5= Extremely ality were linked to inactivity a stepwise regression model
was produced looking at the measures used in this study. We
can confirm that beliefs about sex before marriage and sex with-
out love can affect current sexual inactivity to some extent
(Nagelkerke’s R2 = .161). Data Analysis We see that the combination of current poor perceived health
(W = 16.635; p < .01), together with low concern about sexual
health (W = 5 056; p = 025) can explain to a certain extent Table 5. Descriptive statistics of the items used to measure perceived health. M
SD
Asymmetry
Kurtosis
My overall health is currently… (1)
2.74
0.80
0.380
0.962
My sexual health is currently… (1)
3.08
1.01
0.224
-0.521
In the last three months, how concerned have you been about your sexual health? (2)
1.39
0.71
1.773
2.394
(1) 1=Excellent, 2= Good, 3= Neither good nor bad, 4= Poor, 5= Very poor
(2) 1=Not at all, 2=A little, 3=Moderately, 4=Quite a lot, 5= Extremely
Table 6. Omnibus tests for the coefficients of the model of perceived
health. χ2
df
Sig. Step 1
Step
20.996
1
.000
Block
20.996
1
.000
Model
20.996
1
.000
Step 2
Step
5.167
1
.023
Block
26.163
2
.000
Model
26.163
2
.000
We see that the combination of current poor perceived health
(W = 16.635; p < .01), together with low concern about sexual
health (W = 5.056; p = .025), can explain to a certain extent
(Nagelkerke’s R2 = .178) sexual inactivity in the sample in the
previous year (see Table 7). Table 5. Descriptive statistics of the items used to measure perceived health. Table 6. Omnibus tests for the coefficients of the model of perceived
health. χ2
df
Sig. Step 1
Step
20.996
1
.000
Block
20.996
1
.000
Model
20.996
1
.000
Step 2
Step
5.167
1
.023
Block
26.163
2
.000
Model
26.163
2
.000 Table 6. Omnibus tests for the coefficients of the model of perceived
health. We see that the combination of current poor perceived health
(W = 16.635; p < .01), together with low concern about sexual
health (W = 5.056; p = .025), can explain to a certain extent
(Nagelkerke’s R2 = .178) sexual inactivity in the sample in the
previous year (see Table 7). anales de psicología / annals of psychology, 2020, vol. 36, nº 3 (october) 517 Predictive variables of sexual inactivity in the elderly Table 7. Results of the stepwise logistical regression for the probability of sexual inactivity. anales de psicología / annals of psychology, 2020, vol. 36, nº 3 (october) Influence of attitudes towards sexuality on sexual
inactivity Once the properties of the items had been examined (see
Table 8), in order to explore whether attitudes towards sexu- Table 8. Descriptive statistics of the items used to measure attitudes towards sexuality Table 8. Descriptive statistics of the items used to measure attitudes towards sexuality
M SD Asymmetry Kurtosis
1. Sex before marriage is wrong
3.23 1.49
-0.263
-1.371
2. A married person having sex with someone other than their spouse is wrong
3.67 1.47
-0.742
-0.953
3. Two same sex adults having a sexual relationship is wrong
3.70 1.56
-0.765
-1.057
4. Having one-night stands is wrong
3.44 1.48
-0.445
-1.270
5. Good sexual relations are essential for good long term relationships
3.88 1.23
-1.052
0.184
6. There is nothing wrong with sex without love
2.15 1.27
0.897
-0.384
7. Nowadays people are under too much pressure to have sex
3.43 1.29
-0.410
-0.996
8. There is too much sex in the media nowadays
4.08 1.11
-1.279
1.071
9. Nowadays, young people start having sex too early
4.18 1.18
-1.561
1.491
10. Men naturally have a higher sex drive than women
3.81 1.23
-0.938
-0.115
11. The capacity for sex is reduced as people get older
3.88 1.19
-1.225
0.720
12. Sexual changes that come with age are not important for older people
3.03 1.42
-0.034
-1.348
13. Being sexually active is physically and psychological beneficial for older people
3.28 1.32
-0.348
-0.972 Table 9. Omnibus tests for the coefficients of the model attitudes towards
sexuality. This model of attitudes towards sexuality would correctly
classify 68.3% of the sample (χ2 = 24.036, p < .000) with a
high level of sensitivity (83.2%) when estimating sexual inac-
tivity in the previous year (see Table 9). sexuality. χ2
df
Sig. Step 1
Step
18.489
1
.000
Block
18.489
1
.000
Model
18.489
1
.000
Step 2
Step
5.547
1
.019
Block
24.036
2
.000
Model
24.036
2
.000 Similarly, considering sex before marriage wrong (W =
13.056; p < .000), or sex without love wrong (W = 5.468; p =
.019) can also limit a subject’s sexual activity (see Table 10). No significant relationships were found between other be-
liefs about sexuality and sexual inactivity. Table 10. Results from the stepwise logistical regression for the probability of sexual inactivity. Discussion A study by
Huang et al. (2009) concluded that, in effect, not having a
sexual partner contributed more to sexual inactivity than, for
example, health problems. Finally, when it comes to attitudes towards sexuality, we
should bear in mind that the stereotypes of an asexual old
age are still present in older people’s perspectives. Research
has found that older people interiorise sexual stereotypes re-
lated to their age which become significant obstacles to them
being able to freely express and enjoy their sexuality
(Gewirtz-Meydan et al., 2018; Snyder & Zweig, 2010). De-
spite starting to be included in research agendas, and despite
stigmatised views of sexuality being explanatory factors in
sexual inactivity, the attitudes of older people about the role
and value of sex in their lives continues to be a little-
explored topic. Although not having a partner is the sociodemographic
variable that explains sexual inactivity in the previous year
best, our results show that age and origin also enter into the
explanatory equation for sexual inactivity. This is also in line
with other research. Age was one of the reasons with most
explanatory weight in sexual inactivity in studies by Ginsberg
et al. (2005) and Palacios et al. (2012). In terms of origin, our
results show that coming from the highland region of Ecua-
dor rather than the coastal region can be associated with
greater sexual inactivity in the previous year. It is likely that
the reserved, conservative nature usually evident in those
from the highlands, with a more negative view of sex, would
have an impact on sexual activity. Looking at our results, negative views about sex before
marriage and sex outside loving relationships can be specifically as-
sociated with sexual inactivity to the same extent as having a
partner and age. In fact, the sensitivity of the attitude model
(negative beliefs about sex before marriage and sex without love) esti-
mating the probability of sexual inactivity is similar to that of
the sociodemographic model (not having a partner -being single,
widowed, or divorced, being over 70, and coming from the mountains). Thus we see the potential of our results as a basis for health
interventions as well as socioeducational initiatives, as peo-
ple’s beliefs and attitudes about their sexuality may be a
more parsimonious predictor of sexual inactivity than the
traditional sociodemographic factors. Discussion The aim of this study was to understand the extent to which
various sociodemographic variables, self-perceived health, anales de psicología / annals of psychology, 2020, vol. 36, nº 3 (october) 518 Isabel Piñeiro et al. Isabel Piñeiro et al. age, and place of origin to be the variables that best predict
sexual inactivity in older people. It is also worth highlighting
that sexual activity may also be affected by the perception of
and concern about sexual health, as well as by beliefs about
premarital sex, and sex outside loving relationships. show that perceived poor sexual health, together with low
concern about it, enter into the equation explaining sexual
inactivity in the previous year, albeit with criterion sensitivity
slightly lower than the models related to attitude or socio-
demographics. Having a partner, age and origin had significant explana-
tory power in sexual inactivity in the previous year (R2 =
.295). The percentages of variance of sexual inactivity ex-
plained by the model of perceived heath (R2 = .178) and the
model of attitude towards sexuality (R2 = .161) were similar
and both lower than the variance explained by sociodemo-
graphic conditions. Our findings are in line with previous research indicating
that those who reported not having engaged in sexual activi-
ties in the previous year reported worse sexual health and
worse overall health, while more sexually active men and
women reported better health (Lindau & Gavrilova, 2010;
Ginsberg et al., 2005; Ekström et al., 2018; Palacios et al.,
2012). In addition, research by Rodríguez-Llorente et al. (2018) with a Spanish sample aged between 65 and 90 found
that the perception of health in those who had engaged in
any kind of sexual activity in the previous year was signifi-
cantly better than those who had not. The predictive capacity of the lack of a partner on sexual
inactivity confirms the findings of a large number of previ-
ous studies (Ginsberg et al., 2005; Huang et al., 2009;
Ekström et al., 2018). In Smith et al. (2007), for example, the
reported reasons for sexual inactivity in older women includ-
ed a lack of desire and/or not having a partner, and in older
men they included erectile dysfunction and not having a
partner. In a sample of older Spanish people, Palacios et al. (2012) also reported that not having a partner was a predic-
tor of sexual inactivity in both men and women. Discussion Culture is no doubt an important framework for the un-
derstanding of sexuality (Agocha, Asencio & Decena, 2014)
and while there are various studies that have looked at dif-
ferences in permissiveness and acceptance of sexuality be-
tween countries and regions (e.g., Baumeister & Mendoza,
2011; Haavio-Mannila & Kontula, 2003), they are susceptible
to change in currently highly globalised societies. In this re-
spect, despite expecting to find substantial differences be-
tween older people form the North, centre, and South of
Europe, a recent study by Fischer et al. (2018) did not find
origin to be a predictor variable of sexual activity in male-
female couples aged between 60 and 75 in Norway, Den-
mark, Belgium and Portugal. Older people who recognise sexual activity as an im-
portant indicator of their wellbeing and quality of life, and
those with positive attitudes towards sexuality in old age, are
more likely to continue being sexually active with the passage
of time (Fischer et al., 2018; Kontula & Haavio-Mannila
2009). However, beliefs that associate sexuality with loving
partnerships and matrimony would tend to explain sexual in-
activity in older populations and could also underlie recur-
rent differences research has found in sexual activity be-
tween older men and women. Our study also looked at the relationship between percep-
tion and concern about sexual health and sexual inactivity in the
previous twelve months, as other studies have done before
(e.g., Dominguez & Barbagallo, 2016; Lee et al., 2016;
Lindau et al., 2007; Lindau & Gavrilova, 2010). Our results In the light of these results, we believe that the challenge
for health professionals in this area is to recognise the im-
portance of sexuality in old age through fluent, effective
communication with older people about their concerns and
worries about their sexual lives (Bauer, Haesler & Fether- anales de psicología / annals of psychology, 2020, vol. 36, nº 3 (october) 519 Predictive variables of sexual inactivity in the elderly Predictive variables of sexual inactivity in the elderly and had been more fully representative of the population it
came from. Sampling by convenience and small sample sizes
are only justified by the difficulty of getting self-reported in-
formation about a clearly sensitive topic. stonhaugh, 2016). References C. Tesch-Römer (Eds.), Contemporary Perspectives on Ageism. International
Perspectives on Aging (pp. 149-162). doi: 10.1007/978-3-319-73820-8_10 Agocha, V. B., Asencio, M. & Decena, C. U. (2014). Sexuality and culture. In D. L. Tolman, L. M. Diamond, J. A. Bauermeister, W. H. George, J. G. Pfaus & L. M. Ward (Eds.), APA handbook of sexuality and psychology
(pp. 183–228). Washington, DC, US: American Psychological Associa-
tion. Ginsberg, T. B., Pomerantz, S. C. & Kramer-Feeley, V. (2005). Sexuality in
older adults: behaviors and preferences. Age and Ageing, 34(5), 475-80. doi: 10.1093/ageing/afi143 Bauer, M., Haesler, E. & Fetherstonhaugh, D. (2016). Let's talk about sex:
older people's views on the recognition of sexuality and sexual health in
the health‐care setting. Health Expectations, 19(6), 1237-1250. doi:
10.1111/hex.12418 Gott, M. & Hinchliff, S. (2003). How important is sex in later life? The
views of older people. Social Science & Medicine, 56(8), 67-1628. doi
10.1016/S0277-9536(02)00180-6 Haavio-Mannila, E. & Kontula, O. (2003). Sexual trends in the Baltic sea area. Helsinki: Publication of the Population Research Institute. Retrieved
from https://bit.ly/30UyJDQ Baumeister, R. & Mendoza, J. (2011). Cultural variations in the sexual mar-
ketplace: Gender equality correlates with more sexual activity. The Jour-
nal
of
Social
Psychology,
151(3),
350–360. doi:10.1080/00224545.2010.481686 Huang, A. J., Subak, L. L., Thom, D. H., Van Den Eeden, S. K., Ragins, A. I., Kuppermann, M., Shen, H. & Brown, J. S. (2009). Sexual function
and aging in racially and ethnically diverse women. Journal of the Ameri-
can
Geriatrics
Society,
57(8),
1362–1368. doi:
10.1111/j.1532-
5415.2009.02353.x Cayo, G., Flores, E., Perea, X., Pizarro, M. & Aracena, A. (julio 2003). La
sexualidad en la tercera edad y su relación con el bienestar subjetivo
[Sexuality in the elderly and its relationship with subjective well-being]. En S. Huenchuan (Presidencia), Simposio Viejos y Viejas Participación, Ciu-
dadanía e Inclusión Social. Simposio llevado a cabo en el 51 Congreso In-
ternacional de Americanistas, Santiago de Chile, Chile. Kontula, O. & Haavio-Mannila, E. (2009). The impact of aging on human
sexual activity and sexual desire. Journal of Sex Research, 46(1), 46-56. doi:
10.1080/00224490802624414 Lee, D., Nazroo, J., O’Connor, D., Blake, M. & Pendleton, N. (2016). Sexu-
al health and well-being among older men and women in England:
Findings from the English Longitudinal Study of Ageing. Archives of
sexual behavior, 45(1), 133-144. doi: 10.1007/s10508-014-0465-1 Dominguez, L. J. & Barbagallo, M. (2016). Ageing and sexuality. European
Geriatric Medicine, 7, 512–518. doi 10.1016/j.eurger.2016.05.013 Ekström, M., Johnson, M. References J., Taylor, B., Luszcz, M., Wohland, P., Ferreira,
D. H. & Currow, D. C. (2018). Breathlessness and sexual activity in
older adults: The Australian Longitudinal Study of Ageing. NPJ Primary
Care Respiratory Medicine, 28, 1-20. doi: 10.1038/s41533-018-0090-x Leyva-Moral, J. M. (2008). La expresión sexual de los ancianos: Una sobre-
dosis de falsos mitos [The Sexual Expression of the Elderly: An Over-
dose of False Myths]. Index de Enfermería, 17(2), 124-127. Retrieved
from https://bit.ly/2Z0JItD Fischer, N., Traeen, B. & Martin, G. (2018). Predicting partnered sexual ac-
tivity among older adults in four European countries: the role of atti-
tudes, health, and relationship factors. Sexual and Relationship Therapy. doi: 10.1080/14681994.2018.1468560 Lindau S. T., Schumm, L. P., Laumann, E. O., Levinson, W.,
O’Muircheartaigh, C. A. & Waite, L. J. (2007). A study of sexuality and
health among older adults in the United States. The New England Journal
of Medicine, 357(8), 762–774. doi: 10.1056/NEJMoa067423 Freixas, A. & Luque, B. (2009). El secreto mejor guardado: la sexualidad de
las mujeres mayores [The best kept secret: the sexuality of older wo-
men]. Política
y
Sociedad,
46(1-2),
191-203. Retrieved
from
https://bit.ly/2KeqKvu Lindau, S. & Gavrilova, N. (2010). Sex, health, and years of sexually active
life gained due to good health: evidence from two US population based
cross sectional surveys of ageing. BMJ, 340, 810. doi: 10.1136/bmj.c810 Gagnon, J. H. (1990). The explicit and implicit use of the scripting perspec-
tive in sex research. In J. Bancroft (Ed.), Annual Review of Sex Research, v. 1, (pp. 1-44). Lake Mills, IA: The Society for the Scientific Study of Sex. García, J. L. (2000). Educación sexual y afectiva en personas con minusvalías psíqui-
cas. Cádiz. Asociación Down Lejeune: Cádiz. Gagnon, J. H. (1990). The explicit and implicit use of the scripting perspec-
tive in sex research. In J. Bancroft (Ed.), Annual Review of Sex Research, v. 1, (pp. 1-44). Lake Mills, IA: The Society for the Scientific Study of Sex. Mercer, C. H., Tanton, C., Prah, P., Erens, B., Sonnenberg, P., Clifton, S.,…
Johnson, A. M. (2013). Changes in sexual attitudes and lifestyles in
Britain through the life course and over time: Findings from the Na-
tional Surveys of Sexual Attitudes and Lifestyles (Natsal). Lancet,
382(9907), 1781–1794. doi:10.1016/S0140-6736(13)62035-8 (pp
)
y
y
García, J. L. (2000). Educación sexual y afectiva en personas con minusvalías psíqui-
cas. Cádiz. Asociación Down Lejeune: Cádiz. García, J. L. (2005). Discussion Our results may assist the recognition of
the importance of working to break down social barriers in
front of certain age groups about what old age should be like
which prevent them from freely expressing their sexuality. y
p
Finally, data collection was done by self-report. Although
this is a commonly-used methodology in psychology, and
possibly essential for measuring beliefs and behaviours that
are difficult to observe in other ways, our findings need to be
replicated using complementary strategies and resources of
other types. In addition, the variables in this study were eval-
uated through a relatively small set of items, which might
compromise the robustness of these measures. These types
of measures created from self-reported information can be
highly subjective in older populations, as one must assume
that their perceptions and reality may not completely coin-
cide. Although the results of this study seem to be robust, they
should be taken with a certain amount of caution due to
some limitations in the nature of the study data, the sample
used and the measuring instrument. This was a transversal
study, which severely restricts any causal inferences. It would
be interesting to begin longitudinal follow-up studies which
would allow us to observe the explanatory potential of atti-
tudes to sexuality, perceived health, and various sociodemo-
graphic variables such as origin, civil/partnership status, and
age, and to see the extent to which we can suppose progres-
sive changes in individuals’ sex lives. We would admit that the results might have been signifi-
cantly different if our sample had been obtained randomly Predictive variables of sexual inactivity in the elderly anales de psicología / annals of psychology, 2020, vol. 36, nº 3 (october) References La sexualidad y la afectividad y en la vejez [Sexuality and
affectivity and in old age]. Informes Portal Mayores, 41. Madrid: Portal
Mayores. Retrieved from https://bit.ly/2W5IuLM (
)
(
)
Mitchell, K. R., Mercer, C. H., Ploubidis, G. B., Jones, K. G., Datta, J.,
Field, N.,… Wellings, K. (2013). Sexual function in Britain: Findings
from the third National Survey of Sexual Attitudes and Lifestyles
(Natsal-3). Lancet,
382(9907),
1817–1829. doi:10.1016/S0140-
6736(13)62366-1 Gewirtz-Meydan, A., Hafford-Letchfield, T., Benyamini, Y., Phelan, A.,
Jackson, J. & Ayalon, L. (2018). Ageism and Sexuality. In L. Ayalon & anales de psicología / annals of psychology, 2020, vol. 36, nº 3 (october) 520 Isabel Piñeiro et al. Mitchell, K. R., Ploubidis, G. B., Datta, J. & Wellings, K. (2012). The
Natsal-SF: a validated measure of sexual function for use in community
surveys. European Journal of Epidemiology. 27(6), 409-418. doi:
10.1007/s10654-012-9697-3 Schick, V., Herbenick, D., Reece, M., Sanders, S. A., Dodge, B., Mid-
dlestadt, S. E. & Fortenberry, J. D. (2010). Sexual behaviours, condom
use, and sexual health of Americans over 50: Implications for sexual
health promotion for older adults. The Journal of Sexual Medicine, 7(5),
315–329. doi: 10.1111/j.1743-6109.2010.02013.x. p
J
f
315–329. doi: 10.1111/j.1743-6109.2010.02013.x. Nagelkerke, N. J. D. (1991). A note on a general definition of the coefficient
of determination. Biomerrika, 78(3), 691-692. Retrieved from
https://bit.ly/2YZ9xKu j
Smith, L. J., Mulhall, J. P., Deveci, S., Monaghan, N. & Reid, M. C. (2007). Sex After Seventy: A Pilot Study of Sexual Function in Older Persons. The Journal of Sexual Medicine, 4(5), 1247–1253. doi: 10.1111/j.1743-
6109.2007.00568.x p
y
O’Connor, D. B., Corona, G., Forti, G., Tajar, A., Lee, D. M., Finn, J. D.,… Wu, F.C. (2008). Assessment of sexual health in aging men in
Europe: Development and validation of the European Male Ageing
Study sexual function questionnaire. Journal of Sexual Medicine, 5(6),
1374–1385. doi: 10.1111/j.1743-6109.2008.00781.x. Snyder, R. J. & Zweig, R. A. (2010). Medical and psychology students´
knowledge and attitudes regarding aging and sexuality. Gerontology and
Geriatrics
Education,
31(3),
235-255. doi:
10 1080/02701960 2010 503132 10.1080/02701960.2010.503132. j
Palacios, D., Carrasco-Garrido, P., Hernández-Barrera, V., Alonso-Blanco,
C., Jiménez-García, R. & Fernández-de-las-Peñas, C. (2012). Sexual
Behaviors among Older Adults in Spain: Results from a Popula-
tion‐Based National Sexual Health Survey. Journal of Sexual Medicine,
9(1), 121-129. doi: 10.1111/j.17436109.2011.02511. Steptoe, A., Breeze, E., Banks, J. & Nazroo, J. (2013). Cohort Profile: The
English Longitudinal Study of Ageing. International Journal of Epidemiolo-
gy, 42(6), 1640–1648. anales de psicología / annals of psychology, 2020, vol. 36, nº 3 (october) References doi:10.1093/ije/dys168. gy
( )
j
y
Syme, M. L. & Cohn, T. J. (2016). Examining aging sexual stigma attitudes
among adults by gender, age and generational status. Aging & Mental
Health, 20(1), 36-45. doi: 10.1080/13607863.2015.1012044 Rodríguez-Llorente, C., Piñeiro, I., Rodríguez, S., Regueiro, B., Estévez, I. &
Freire, C. (2018, septiembre). Práctica sexual y salud percibida en personas
mayores [Sexual practice and health perceived in olders]. Póster presentado al 4º
Congresso da Ordem dos Psicólogos Portugueses, Braga, Portugal. Waite, L. J., Laumann, E. O., Das, A. & Schumm, L.P. (2009). Sexuality:
Measures of partnerships, practices, attitudes, and problems in the
National Social Life, Health, and Aging Study. Journals of Gerontology
Series B: Psychological Sciences and Social Sciences, 64(1), 56-66. doi:
10.1093/geronb/gbp038. Sáez, S. (2010). Sexo Básico. De los genitales al cerebro, de la fecundación a la vejez. [Basic Sex. From genitalia to brain, from fertilization to old age]. Editorial Fun-
damentos: Madrid. g
g p
Wang, T. F., Lu, C. H., Chen, I. J. & Yu, S. (2008). Sexual knowledge, at-
titudes and activity of older people in Taipei, Taiwan. Journal of Clini-
cal Nursing, 17(4), 443-450. doi 10.1111/j.1365-2702.2007.02003.x Sandfort, T., Hubert, M., Bajos, N. & Bos, H. (1998). Sexual behaviour and
HIV risk: Common patterns and differences between European coun-
tries. In M. Hubert, N. Bajos & T. Sandfort (Eds.), Sexual behaviour and
HIV/AIDS in Europe (pp. 403–426). London: UCL Press.
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https://openalex.org/W4283205531
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http://sjce.journals.sharif.edu/article_22730_14a4f772eaf7f08233e723c300d548b2.pdf
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English
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ارزیابی پارامترهای مقاومت برشی سطح مشترک بتن و آسفالت بازیافتی و ژئوگرید با استفاده ازآزمایش برش مستقیم
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Muhandisī-i ̒umrān-i Sharīf/Muhandisī-i ̒umrān-i Sharīf
| 2,022
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cc-by
| 12,303
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heiratyhosein.1993@gmail.com
hassanlou@eng.ikiu.ac.ir
a.ardakani@eng.ikiu.ac.ir pwUt xOvU}wv
"1400 12 1 VQ}PB '1400 11 16 x}LqY= '1400 5 31 Ci=}QO %M}Q=D
DOI:10.24200/J30.2022.59660.3065 Original Article
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|xQwLtxU |=yuwtR; =@ xU}=kt QO \}Lt l} QO xOW KrUt |=yl=N V}=tR;
VQ@ V}=tR;"OyO|t x=Q= =Q |@wN G}=Dv xm CU= |v=O}t |=yuwtR; =} T=}ktnQR@
CN=wvm}Q}e |WQ@ VvQm 'VQ@ |xLiY uOw@ |Q=@H= %xrtH R= '|@}=at 's}kDUt
[5]"OQ=O VQ@ |xLiY QO =yVvD CN=wvm}Q}e `}RwD w xvwtv `=iDQ= QO
hrDNt |=yxR=Ov= R= xm OvDUy l}DDvUwS |xOvvmKrUt Kr=Yt '5=yO}QowS
|DNU '=yO}QowS "OvQ=O |rw] w |[Qa |Qt}rB |=yQ=wv w Ov=xOW p}mWD xtWJ
"OvWN@|t Ow@y@ O}QowS |=yxtWJ QO C=QP |oDiQwQi syQO j}Q] R= =Q l=N
V}=Ri= =Q T=tD K]U VQ@ Q@=Q@ QO Ctw=kt 'sm=QDt Kr=Yt w O}QowS u}@ T=tD
|Ov@xv=O %xrtH R= '|O=}R pt=wa x@ l=N C=QP O}QowS u}@ K]U Q=DiQ "OyO|t
sm=QD |=Q@ |SQv= 'O}QowS C=}YwYN w `wv '=ypmW C=}YwYN w =yxv=OnvU
|O}rm syt C=aw[wt R= |m} [6]"OQ=O |oDU@ |Q=PoQ=@ \}=QW w ?Yv s=ovy QO
xm CU= xOvvmKrUt w l=N u}@ 6VvmQOv= 'KrUt l=N |=yR=U |L=Q] QO
xm |v=tR "OwW|t u}}aD s}kDUt VQ@ w VWm uwQ}@ V}=tR; R= xO=iDU= =@ ?re=
=@ O}QowS Kr=Yt |oDN}Uo |=yOt 'OvwW|t KrUt O}QowS =@ |}xv=O Kr=Yt
|oQ=B |oDN}Uo "CU= x=Qty VWm uwQ}@ |oDN}Uo w |WRer |oDN}Uo '|oQ=B
R= "OwW QDW}@ u; |WWm VvD R= O}QowS QO |WWm VvD xm OyO|t MQ |v=tR
ODi=|t j=iD= O}QowS |wQ Q@ C=QP CmQL p}rO x@ |WRer |oDN}Uo 'Qo}O hQ]
'VWm uwQ}@ |oDN}Uo QO "OwW|t pQDvm T=tD K]U |WQ@ Ctw=kt \UwD w
u=wD|t '1 pmW QO [7]"OwW|t xO}Wm l=N |xOwD R= uwQ}@ CtU x@ O}QowS
u}}aD |=Q@ =Q |y=oW}=tR; uwtR; u}QD?U=vt w OvD ?}W l} |oDN}Uo sU}v=mt
[8]"OQm xOy=Wt VvmQOv= C=}YwYN ?}DQDx@ xOWsm=QDt RAPw RCA|Di=}R=@Kr=YtxmO=Ou=Wvu=W}=G}=Dv
VQ=Ro |xOwOLt QO xm 'Ov=xOw@ xHQO 29 w 49 |rN=O l=m]Y= |x}w=R |=Q=O
|QDq=@ VvmQOv= l=m]Y= |x}w=R 'QwmPt Kr=Yt u}vJty "CU= C=}@O= QO xOW
p}=DUmDwS u}@ |WRer I}y "OvDW=Po V}=tv x@ p}=DUmDwS x@ C@Uv O}QowS =@
p}=DUmDwS |oQ=B p}rO x@ =y|oDN}Uo w xOWv xOy=Wt RCA O}QowS w RCA
C@Uv RCA VvmQOv= ?}Q[ "CU= xOw@ VWm uwQ}@ V}=tR; pw] QO O}QowS w
VvD V}=Ri= =@ VvmQOv= ?}=Q[ u}vJty w xOw@ QDW}@ =yl}DDvUwS =@ RAP x@
sm=QDt RAP xm O=O u=Wv VRN V}=tR; R= pY=L G}=Dv "CU= xDi=} V}=Ri= p=tQv
xO=O u=Wv OwN R= xOW ptLDt |i=QLv= VvD CLD =Q |O=}R |i=QLv= VvQm 'xOW
MSE KrUt l=N |=yQ=w}O R}Qm=N QO RCA w RAP R= xO=iDU= u=W}= "CU=
R= |Q}owrH |=Q@ "OwW KrUt O}QowS =@ Qo= \ki w Qo= xD@r= 'Ov=xOQm x}YwD =Q Kr=Yt|WQ@Ctw=kt|=y|oS}w|wQQ@|D=ar=]t'2002u=Q=mtyw7=}t=ywD
=@ T=}ktnQR@ s}kDUt VQ@ x=oDUO R= xO=iDU= =@ =yu; OQmrta |UQQ@ w |Di=}R=@
s=Hv= xOvvmKrUt uwO@ w =@ |Di=}R=@ Kr=Yt |wQ Q@ QDt|r}t 305 305 O=a@=
xOW OQN uD@ Ovv=t |Di=}R=@ Kr=Yt QO =yxOvvmKrUt OwHw xm OvDi=}QO w OvO=O
VQ@ Q@=Q@ QO Ctw=kt xHwD p@=k V}=Ri= x@ QHvt xOW OQN |v=tDN=U |=}=k@ w
|x}w=R"CU=xOWpQDvm|OwOL=DxvwtvpmWQ}}eD'u}=Q@xwqa"CU=xOWKr=Yt
lWN w ?w]Qt Cr=L QO xOvvmKrUt uwO@ xOW OQN |Di=}R=@ Kr=Yt l=m]Y=
lWNw?w]QtCr=LQO O}QowS=@uOWKrUts=ovyw xHQO39w35 ?}DQDx@ 28 80x@O}=@R}Qm=NQO|i=QLv=VvD|xv}W}@'xOWsm=QDt RAPVRN|oDN}Uo
|D=ar=]t '2020 u=Q=mty w |OQ=HQyt [13]"OwW OwOLt RAP |Q=Wi Ctw=kt
QO xO=iDU= |=Q@ 16 CDW Kr=Yt |m}v=mt w |m}R}i C=}YwYN |@=}RQ= |=Q@
RCA |Di=}R=@ uD@ |xv=OovU w 17xr=Nv R= u=W}= "OvO=O s=Hv= =yxO=H T=U=Q}R
CUOx@ O=R Kr=Yt |R=U=OH R= TB u=QyD u=DU= QO |ra@; |xr=@R uiO pLt R= xm
|Q@Q=@ C@Uv 'nQ@QD= OwOL '|Ov@xv=O uwJ |}=yV}=tR; "OvOQm xO=iDU= 'Ow@ xOt;
|=Q@ |rm}U |}xNQJ |Q=PoQ=@ V}=tR; u}OvJ R}v w s}kDUt VQ@ w '=}vQi}r=m
s=Hv= CDW Kr=Yt ptLD C}iQ_ QO pUwS |xOvvmKrUt |WN@QF= |@=}RQ=
QDW}@ =@ CDW Kr=Yt |m}v=mt w |m}R}i C=}YwYN xm OvDi=}QO w OvO=O
CN=U QO T=U=Q}R Kr=Yt u=wva x@ xO=iDU= |=Q@ =yOQ=Ov=DU= |=yQ=}at w \@=w[
[14]"CU= pw@kp@=k =yxO=H DU@=D h}QW u=Qta |UOvyt
CQ=@a x@ "CU= VvmQOv= ?}Q[ w =yl}DDvUwS w Kr=Yt lQDWt T=tD K]U
u}Ro}=H Kr=Yt u=wvax@ |Di=}R=@ Cr=iU; w uD@ Kr=Yt R= xO=iDU= u=mt= 'QDj}kO
"O};|t Q=tWx@ Q[=L VywSB |=y|Qw;wv R= KrUt l=N |=yQ=w}O R}Qm=N QO xOW xO=iDU= Kr=Yt "2
|m=N Kr=Yt "1"2
|Di=}R=@uD@|=yxv=OovU%|Di=}R=@Kr=Yt`wvwOR= Q[=LVywSBs=Hv=Qw_vtx@
Kr=Yt R= u}vJty w 'RAP |R=UwQ Ci=}R=@ Cr=iU; |=yxv=OovU w RCA
Kr=Yt Q}wYD '2 pmW QO "CU= xOW xO=iDU= xU}=kt |=Q@ 20NA |a}@]
|vD@ |=y?amt R= |Di=}R=@ uD@ |=yxv=OovU "OwW|t xOy=Wt xOW xO=iDU=
u}wRk u=DU= QO `k=w uD@ s=mLDU= x=oW}=tR; R= =yu=tDN=U R= |Q}oxvwtv R= pY=L
=@ p=mU=B=ot 25 |Q=Wi Ctw=kt |=Q=O 'QwmPt |vD@ |=y?amt "Ov=xOW x}yD
Cr=iU;|xv=NQ=mQOumOQNx=oDUOQO|vD@|=y?amt"OvOw@xRwQ90|Qw;pta
Cr=iU; |=yxv=OovU "OvOW OQN =QyRu}w@ |xO=H |QDtwr}m 15 QO u}wRk u=DU=
R= =yu; "OvOW x}yD u}wRk u=DU= |}xO=H pkvwptL w |Q=Oy=Q |xQ=O= R= |Di=}R=@
V=QDCr=iU; x=oDUO \UwD |rY= |=yxO=H '=yx=QoQR@ =yxO=H |R=UwQ uO}W=QD
|a}@] Kr=Yt "OvOW xDW=OQ@ QDt|Dv=U 20 |xv}W}@ jta =D u}W=t Qw@a Q=@l} =@
|=yV}=tR; "Ov=xOW x}yD xQ |v}tN s=t= prtr=u}@ x=oWv=O uD@ x=oW}=tR; R=
xHQO '?; ?PH 'Gs Ot=H |=yxv=O |r=oJ u}}aD '|Ov@xv=O %uwJty '|m}R}i
XwYNt uRw u}}aD |=Q@ u}vJty w Kr=Yt |=y|oS}w u}}aD Qw_vt x@ pH
\@DQt |=yOQ=Ov=DU= j@] xOW KqY= sm=QD V}=tR; 'xv}y@ C@w]Q w xv}W}@
Qw_vt x@ "Ov=xOW x=Q= 2 pwOH QO Kr=Yt |m}R}i C=}YwYN "Ov=xOW s=Hv=
xOW xDiQo Q_v QO u=Um} ,=@}QkD |Ov@xv=O 'Kr=Yt xU Qy QDy@ |xU}=kt w |@=}RQ=
"CU= u}@ T=tD K]U |WQ@ Q=DiQ |@=}RQ= |=Q@ '2020 u=Q=mty w 18nvBOwU
V}=tR; R= xO=iDU= =@ '|R=UwQ |=yOQ@Q=m QO O}QowS w |Di=}R=@ uD@ |=yxv=OnvU
'xtWJ |xR=Ov= QF= 'QDt|r}t 305 305 204 T=}ktnQR@ s}kDUt VQ@
uD@ |Di=}R=@ Kr=Yt w O}QowS VvmQOv= QO =Q |Ov@xv=O w O}QowS |WWm Ctw=kt
w xtWJ hrDNt |=yxR=Ov= =@ xQwLtwO O}QowS `wv xU R= u=W}= "OvOQm |UQQ@
Cw=iDt |=y|Ov@xv=O =@ |Di=}R=@ uD@ |xvwtv `wv wO w Cw=iDt |WWm Ctw=kt
Ctw=kt QO |tm Q}F-=D '=yO}QowS |WWm Ctw=kt 1 :xm OvDi=}QO w OvOQm xO=iDU=
|oDN}Uo Cr=L x@ VQ@ V}=tR; pw] QO =yO}QowS =Q}R 'OQ=O T=tD K]U |WQ@
QO O}QowS |xtWJ |xR=Ov= w |Di=}R=@ uD@ Kr=Yt C=QP |xR=Ov= 2 "OvUQ|tv
Ctw=kt uOW QDW}@ Ea=@ QDnQR@ |xtWJ ZQa "CU= Q=PoQ}F-=D |WQ@ Ctw=kt
'Ovm|t |Q}owrH C=QP C=mQL R= O}QowS 3 "OwW|t T=tD K]U QO |WQ@
=@ Qt= u}= xm OwW|t QDW}@ RCA C=QP uDiQ wQi sy pN=O w uOQwN Q )U =Pr
xOy=Wtp@=k |WQ@ |}=Hx@=H p@=kt QO |Owta |}=Hx@=H QO C=QP |a=UD= Q=DiQ
[7]"CU= Cr=iU; |=yxv=OnvU |xR=Ov= |@Uv QF= R}v '2021 u=Q=mty w 19|=JtwO=
x@ lQDWt K]U |WQ@ Ctw=kt |=yQDt=Q=B QO =Q O}QowS |=yxtWJ w |Di=}R=@
C=aq]= QOkJ Qy [15]"OvOQm |UQQ@ T=}ktnQR@ s}kDUt VQ@ V}=tR; ltm
C=ar=]t 'CU= TQDUO QO |a}@] l=N w =yl}DDvUwS T=tD K]U OQwt QO
|xOW OQN uD@ |Di=}R=@ Kr=Yt T=tD K]U |WQ@ Q=DiQ OQwt QO xOW s=Hv=
OwOLt KrUt l=N R}Qm=N OQ@Q=m |=Q@ |R=UwQ |Di=}R=@ Cr=iU; w |Di=}R=@
OQwt QO Rwvy 'l}vmDwS |UOvyt pwY= QO O=}R |=yCiQW}B seQ|ra "CU=
QwmPt Kr=Yt =}; xmv}= w p}@k u}= R= |}=yxOwD w =yxr=Nv 'xOQwNCUO |=yl=N
Vr=J 'Q}N =} Ovvm|t xOQw;Q@ =Q |m}vmDwS |=yQ=m QO R=}vOQwt |m}vmDwS C=t=Rr=
uD@ xrtH R= '|R=UwQ w |v=tDN=U |=yxr=Nv OQwt QO |O=}R C=ar=]t "OQ=O OwHw
xO=iDU= |=Q@ =yxv=OnvU O}rwD x@ \w@Qt ,=DOta xm CU= xOW s=Hv= Cr=iU; w
w [19w18]'=yxO=H T=U= w T=U=Q}R |x}q |=yxv=OnvU |x}yD w [17w16]'uD@ QO
"Ov=xOw@ |}xR=UQ}e KrUt uD@ <=RH= CN=U "xOW xO=iDU= |m=N Kr=Yt Q}wYD "2 pmW |R=UwQw|v=tDN=U|xr=Nvs}_asHLR==};xmCU=u}=`w[wt|rmC}ty=
w OwW|t CU}R\}Lt |oOwr; Ea=@ u; CW=@v= w Ca}@] QO u; |R=U=yQ xm
u=wD|t 'xOW QmP OQ=wt |xO=iDU= Q@ xwqa 'OwW|t |krD xr=@R u=wva x@ ,=twta
Kr=Yt u=wva x@ =} w |m=N |=y|v=wQ}W |=yxSwQB QO Q@Q=@ |m=N Kr=Yt u=wvax@
VywSB |rY= hOy u}=Q@=v@ #Q}N =} OQm xO=iDU= KrUt l=N |=yxR=U R}Qm=N
u=wvax@ xOW OQN Cr=iU; w uD@ |Di=}R=@ Kr=Yt R= xO=iDU= u=mt= |UQQ@ 'Q[=L
|WQ@ Ctw=kt OQmrta |UQQ@ OQm}wQ =@ KrUt l=N |=yQ=w}O QO R}Qm=N Kr=Yt 29 "V}=tR;OQwt |=yO}QowS |m}R}i C=}YwYN "3 pwOH
GP3
GP2
GP1
O}QowS
PET
PET
PET
O=wt
PVC
PVC
PVC
VWwB
x}wUlD
x}wUlD
x}wUlD
`wv
60
60
110
QO |}=yv |WWm Ctw=kt
(kN=m) |rw] CyH
20
20
30
QO |}=yv |WWm Ctw=kt
(kN=m) |[Qa CyH
12
12
12
|WWm Ctw=kt QO VvQm
() |rw] CyH QO |tU=
560
340
860
O}QowS |rw] |DNU
5 VvQm QO
20
25
25
QO O}QowS xtWJ |xR=Ov=
(mm) |[Qa CyH
20
33
33
QO O}QowS xtWJ |xR=Ov=
(mm) |rw] CyH
2
2
2
(mm) Ct=N[
PolyVinyl Chloride
"R}Qm=N |Ov@xv=O |xOwOLt w Kr=Yt |Ov@xv=O |vLvt "4 pmW
QO xOW xO=iDU= R}Qm=N [21]'101 |x}QWv w [20]'FHWA OQ=Ov=DU= j@]
KrUt l=N |=y?}W w MSEW xOW C}@FD |m}v=mt |m=N |=yQ=w}O
OQ=Ov=DU= j@] |Ov@xv=O V}=tR; "CU= |Ov@xv=O |xOwOLt l} |=Q=O 21RSS
xOW xO=iDU= l=N |Ov@xv=O |vLvt "CU= xOW s=Hv= [22] ASTM42287
USCSOQ=Ov=DU=T=U=Q@"OwW|txOy=Wt4pmWQO|Ov@xv=OV}=tR;R=pY=L
j@=]t"OW|Q=Pos=v SWu=wvax@xOWxO=iDU=l=N'O}=i}vw}|Ov@xk@]sDU}U
xt=vu}}; Q_vOQwt |xOwOLt QO 'xOW xO=iDU= Kr=Yt xU Qy |Ov@xv=O 'Q}N= pmW
KrUt l=N |=yQ=w}O |=Q@ FHWA |Ov@xv=O |xOwOLt |=Q@ =t= 'CU= xOw@
j@] "CU= xOw@ GQ=N xOwOLt R= |RH |Q=Okt Kr=Yt |Ov@xv=O 'MSE
V}=Ri= Ov=wD|t QDt|Dv=U 10 =D R}Qm=N |xv=O u}QDnQR@ |xR=Ov= '101 |x}QWv
Kr=Yt R= xO=iDU= QF= QO =yl}DDvUwS |oO}O?}U; sOa O}=@ 'Cr=L u}= QO "O@=}
38 R= QDnQR@ |=yxv=OovU CU= QDy@ "OwW |UQQ@ |W}=tR; C=a]k QO xv=OCWQO
|xt=vu}}; "OvyO p}mWD =Q |R}Qm=N Kr=Yt 20 R= QDtm 'Iv}= 1=5 QDt|r}t
"|m=N Kr=Yt |m}R}i C=}YwYN "2 pwOH
RAP
RCA
NA
xvwtv
0=33
0=8
0=51
D10(mm)
1=7
2=4
1=98
D30(mm)
3=77
4=15
4=08
D50(mm)
4=28
5=18
5=26
D60(mm)
14=39
6=45
10=21
Cu
1=8
1=0
1=43
CC
2=44
2=6
2=68
GS
SW
SW
SW
USCS l=N |Ov@xk@]
0=8
0=7
0=8
QDR}Q C=QP OYQO
200 lr= R=
1=1
4=1
3=2
?; ?PH
7=82
10=7
7=36
pH
"|iQYt O}QowS Q}wYD "3 pmW
O}QowS "2"2
|Q=HD |=ys=v =@ PET x}wUlD O}QowS `wv xU 'Q[=L VywSB QO
KrUt |=Q@GPGRID60=20 w GPGRIR60=30 'GPGRID110=30
s}kDUt VQ@ V}=tR; s=Hv= |=Q@ u}vJty w |a}@] |Di=}R=@ Kr=Yt uOQm
|Qt}rB VmwQ l} \UwD q=@ |WWm Ctw=kt =@ QDU=|rB |=yMv R= xm T=}ktnQR@
|WWm |=yCtw=kt 'QwmPt O}QowS `wv xU "CU= xOW xO=iDU= 'xOW xOv=WwB x=}U
Qy QO q=@ Ctw=kt =@ =yO}QowS "Ovvm|t O=H}= lJwm |=yVvQm QO =Q |yHwDp@=k
=Q u;,qwtat xm x=oDUO ZQa O=ODt= w MD x=oDUO CyH pwQ pw] CyH wO
CmQW R= |iQYt |=yO}QowS "OvwW|t xDi=@ Ovt=v|t CD |[Qa CyH s=v =@
VywSB QO xOW xO=iDU= |=yO}QowS Q}wYD '3 pmW QO "Ov=xOW x}yD u=}UQ=BwS
w =yxtWJ w u=Um} |UOvy Q=DN=U '|iQYt |=yO}QowS "OwW|t xOy=Wt Q[=L
|m}v=mt w |m}R}i C=}YwYN '3 pwOH QO "OvQ=O Cw=iDt |WWm |=yCtw=kt
CrwyU|=Q@"CU=xOWx=Q='CU=xOWx}yDu=}UQ=BwSCmQW\UwDxm=yO}QowS
'GPGRID110=30 O}QowS |=Q@ ?}DQD x@ GP3 w 'GP2 'GP1 |=ys=v R=
"CU= xOW xO=iDU= GPGRID60=30 w GPGRID60=20 "V}=tR;OQwt |=yO}QowS |m}R}i C=}YwYN "3 pwOH
GP3
GP2
GP1
O}QowS
PET
PET
PET
O=wt
PVC
PVC
PVC
VWwB
x}wUlD
x}wUlD
x}wUlD
`wv
60
60
110
QO |}=yv |WWm Ctw=kt
(kN=m) |rw] CyH
20
20
30
QO |}=yv |WWm Ctw=kt
(kN=m) |[Qa CyH
12
12
12
|WWm Ctw=kt QO VvQm
() |rw] CyH QO |tU=
560
340
860
O}QowS |rw] |DNU
5 VvQm QO
20
25
25
QO O}QowS xtWJ |xR=Ov=
(mm) |[Qa CyH
20
33
33
QO O}QowS xtWJ |xR=Ov=
(mm) |rw] CyH
2
2
2
(mm) Ct=N[
PolyVinyl Chloride "|m=N Kr=Yt |m}R}i C=}YwYN "2 pwOH
RAP
RCA
NA
xvwtv
0=33
0=8
0=51
D10(mm)
1=7
2=4
1=98
D30(mm)
3=77
4=15
4=08
D50(mm)
4=28
5=18
5=26
D60(mm)
14=39
6=45
10=21
Cu
1=8
1=0
1=43
CC
2=44
2=6
2=68
GS
SW
SW
SW
USCS l=N |Ov@xk@]
0=8
0=7
0=8
QDR}Q C=QP OYQO
200 lr= R=
1=1
4=1
3=2
?; ?PH
7=82
10=7
7=36
pH RAP
RCA
NA
xvwtv
0=33
0=8
0=51
D10(mm)
1=7
2=4
1=98
D30(mm)
3=77
4=15
4=08
D50(mm)
4=28
5=18
5=26
D60(mm)
14=39
6=45
10=21
Cu
1=8
1=0
1=43
CC
2=44
2=6
2=68
GS
SW
SW
SW
USCS l=N |Ov@xk@]
0=8
0=7
0=8
QDR}Q C=QP OYQO
200 lr= R=
1=1
4=1
3=2
?; ?PH
7=82
10=7
7=36
pH
"|iQYt O}QowS Q}wYD "3 pmW
O}QowS "2"2
|Q=HD |=ys=v =@ PET x}wUlD O}QowS `wv xU 'Q[=L VywSB QO
KrUt |=Q@GPGRID60=20 w GPGRIR60=30 'GPGRID110=30
s}kDUt VQ@ V}=tR; s=Hv= |=Q@ u}vJty w |a}@] |Di=}R=@ Kr=Yt uOQm
|Qt}rB VmwQ l} \UwD q=@ |WWm Ctw=kt =@ QDU=|rB |=yMv R= xm T=}ktnQR@
|WWm |=yCtw=kt 'QwmPt O}QowS `wv xU "CU= xOW xO=iDU= 'xOW xOv=WwB x=}U
Qy QO q=@ Ctw=kt =@ =yO}QowS "Ovvm|t O=H}= lJwm |=yVvQm QO =Q |yHwDp@=k
=Q u;,qwtat xm x=oDUO ZQa O=ODt= w MD x=oDUO CyH pwQ pw] CyH wO
CmQW R= |iQYt |=yO}QowS "OvwW|t xDi=@ Ovt=v|t CD |[Qa CyH s=v =@
VywSB QO xOW xO=iDU= |=yO}QowS Q}wYD '3 pmW QO "Ov=xOW x}yD u=}UQ=BwS
w =yxtWJ w u=Um} |UOvy Q=DN=U '|iQYt |=yO}QowS "OwW|t xOy=Wt Q[=L
|m}v=mt w |m}R}i C=}YwYN '3 pwOH QO "OvQ=O Cw=iDt |WWm |=yCtw=kt
CrwyU|=Q@"CU=xOWx=Q='CU=xOWx}yDu=}UQ=BwSCmQW\UwDxm=yO}QowS
'GPGRID110=30 O}QowS |=Q@ ?}DQD x@ GP3 w 'GP2 'GP1 |=ys=v R=
"CU= xOW xO=iDU= GPGRID60=30 w GPGRID60=20 "|iQYt O}QowS Q}wYD "3 pmW "R}Qm=N |Ov@xv=O |xOwOLt w Kr=Yt |Ov@xv=O |vLvt "4 pmW "|iQYt O}QowS Q}wYD "3 pmW "|iQYt O}QowS Q}wYD "3 pmW O}QowS "2"2
|Q=HD |=ys=v =@ PET x}wUlD O}QowS `wv xU 'Q[=L VywSB QO
KrUt |=Q@GPGRID60=20 w GPGRIR60=30 'GPGRID110=30
s}kDUt VQ@ V}=tR; s=Hv= |=Q@ u}vJty w |a}@] |Di=}R=@ Kr=Yt uOQm
|Qt}rB VmwQ l} \UwD q=@ |WWm Ctw=kt =@ QDU=|rB |=yMv R= xm T=}ktnQR@
|WWm |=yCtw=kt 'QwmPt O}QowS `wv xU "CU= xOW xO=iDU= 'xOW xOv=WwB x=}U
Qy QO q=@ Ctw=kt =@ =yO}QowS "Ovvm|t O=H}= lJwm |=yVvQm QO =Q |yHwDp@=k
=Q u;,qwtat xm x=oDUO ZQa O=ODt= w MD x=oDUO CyH pwQ pw] CyH wO
CmQW R= |iQYt |=yO}QowS "OvwW|t xDi=@ Ovt=v|t CD |[Qa CyH s=v =@
VywSB QO xOW xO=iDU= |=yO}QowS Q}wYD '3 pmW QO "Ov=xOW x}yD u=}UQ=BwS
w =yxtWJ w u=Um} |UOvy Q=DN=U '|iQYt |=yO}QowS "OwW|t xOy=Wt Q[=L
|m}v=mt w |m}R}i C=}YwYN '3 pwOH QO "OvQ=O Cw=iDt |WWm |=yCtw=kt
CrwyU|=Q@"CU=xOWx=Q='CU=xOWx}yDu=}UQ=BwSCmQW\UwDxm=yO}QowS
'GPGRID110=30 O}QowS |=Q@ ?}DQD x@ GP3 w 'GP2 'GP1 |=ys=v R=
"CU= xOW xO=iDU= GPGRID60=30 w GPGRID60=20 "R}Qm=N |Ov@xv=O |xOwOLt w Kr=Yt |Ov@xv=O |vLvt "4 pmW QO xOW xO=iDU= R}Qm=N [21]'101 |x}QWv w [20]'FHWA OQ=Ov=DU= j@]
KrUt l=N |=y?}W w MSEW xOW C}@FD |m}v=mt |m=N |=yQ=w}O
OQ=Ov=DU= j@] |Ov@xv=O V}=tR; "CU= |Ov@xv=O |xOwOLt l} |=Q=O 21RSS
xOW xO=iDU= l=N |Ov@xv=O |vLvt "CU= xOW s=Hv= [22] ASTM42287
USCSOQ=Ov=DU=T=U=Q@"OwW|txOy=Wt4pmWQO|Ov@xv=OV}=tR;R=pY=L
j@=]t"OW|Q=Pos=v SWu=wvax@xOWxO=iDU=l=N'O}=i}vw}|Ov@xk@]sDU}U
xt=vu}}; Q_vOQwt |xOwOLt QO 'xOW xO=iDU= Kr=Yt xU Qy |Ov@xv=O 'Q}N= pmW
KrUt l=N |=yQ=w}O |=Q@ FHWA |Ov@xv=O |xOwOLt |=Q@ =t= 'CU= xOw@
j@] "CU= xOw@ GQ=N xOwOLt R= |RH |Q=Okt Kr=Yt |Ov@xv=O 'MSE
V}=Ri= Ov=wD|t QDt|Dv=U 10 =D R}Qm=N |xv=O u}QDnQR@ |xR=Ov= '101 |x}QWv
Kr=Yt R= xO=iDU= QF= QO =yl}DDvUwS |oO}O?}U; sOa O}=@ 'Cr=L u}= QO "O@=}
38 R= QDnQR@ |=yxv=OovU CU= QDy@ "OwW |UQQ@ |W}=tR; C=a]k QO xv=OCWQO
|xt=vu}}; "OvyO p}mWD =Q |R}Qm=N Kr=Yt 20 R= QDtm 'Iv}= 1=5 QDt|r}t 30 "Kr=Yt sm=QD Q=Owtv "5 pmW
"xv}y@ C@w]Q w xv}W}@ lWN XwYNt uRw Q}O=kt "4 pwOH
xv}y@ C@w]Q
lWN XwYNt uRw
xvwtv
(kN=m3) xv}W}@
6=2
18=8
NA
9=35
17=88
RCA
5=75
18=6
RAP 2/1 |xQ=tW '382 |xQwO '1401 u=DU@=D h}QW u=Qta |UOvyt
"x=oW}=tR; QO OwHwt T=}ktnQR@ s}kDUt VQ@ x=oDUO "6 pmW
xOW C@F DATA LOGGER |}xv=}=Q sDU}U l} \UwD G}=Dv w |Q}oxR=Ov=
"CU= 2/1 |xQ=tW '382 |xQwO '1401 u=DU@=D h}QW u=Qta |UOvyt "Kr=Yt sm=QD Q=Owtv "5 pmW
"xv}y@ C@w]Q w xv}W}@ lWN XwYNt uRw Q}O=kt "4 pwOH
xv}y@ C@w]Q
lWN XwYNt uRw
xvwtv
(kN=m3) xv}W}@
6=2
18=8
NA
9=35
17=88
RCA
5=75
18=6
RAP 2/1 |
"x=oW}=tR; QO OwHwt T=}ktnQR@ s}kDUt VQ@ x=oDUO "6 pmW
xOW C@F DATA LOGGER |}xv=}=Q sDU}U l} \UwD G}=Dv w |Q}oxR=Ov=
"CU= xvwtv |x}yD VwQ "4
%CU= xOw@ KQW u}= x@ xvwtv |R=UxO=t; pL=Qt
V}=tR;R=xOt;CUOx@|xv}W}@lWNXwYNtuRwR==yxvwtv|x}yDQO hr=
R=pY=L|xv}W}@XwYNtuRwQ=OktxmCU=xOWxO=iDU=xOWKqY=sm=QD
|@Uv sm=QD =@ |}=yxvwtv =D CU= xOW ?Q[ 95 QO xOW KqY= sm=QD V}=tR;
s}kDUtVQ@x=oDUO|x@aHsHLQOxOt;CUOx@Q=Okt"O};CUOx@ 22RC
CUOx@ V}=tR; |QU Qy |=Q@ R=}vOQwt |xvwtv pm uRw Q=Okt w xOW ?Q[
u=R}t |xv}tm '308 w 101 |=yx}QWv w FHWA |xt=vu}}; j@] CU= xOt;
95 RSS w MSE KrUt l=N ?}W w KrUt l=N |=yQ=w}O QO |oO}@wm
"CU= 19 =D =Q l}DDvUwS =@ KrUt l=N R}Qm=N |xv=O u}QDnQR@ |xR=Ov= 'FHWA
O}=@ 'QDnQR@ |xR=Ov= =@ =yxv=O R= xO=iDU= |=Q@ "Ovm|t x}YwD Iv}= 3=4 QDt|r}t
u}}aD |=Q@ "OwW |UQQ@ =yl}DDvUwS |oO}O?}U; sOa x@ \w@Qt |=yV}=tR;
j@=]t xOW KqY= sm=QD V}=tR; R= xv}y@ C@w]Q w xv}W}@ lWN XwYNt uRw
QO w 5 pmW QO "CU= xOW xO=iDU= [23] ASTM D1557 OQ=Ov=DU= \@=w[
"CU= xOW x=Q= xv}y@ C@w]Q w lWN |xv}W}@ XwYNt uRw Q}O=kt '4 pwOH
ASTM D[24]85487 OQ=Ov=DU= R= l=N Ot=H C=QP |xS}w |r=oJ u}}aD |=Q@
lr= R= xm OQ=O OQ@Q=m |Ot=H C=QP |=Q@ Q}N= OQ=Ov=DU= "CU= xOW xO=iDU=
Q=Okt 'QDtwvm}B l} R= xO=iDU= =@ xm OvW=@ xOQm Qw@a QDt|r}t 4=75 4 |xQ=tW
4=75 lr= R= QDnQR@ C=QP |w=L l=N xm |t=ovy "CU= xOW u}}aD xS}w |r=oJ
|wQ Q@ xOv=t =H C=QP |=Q@ ASTM C127[25] uwtR; VwQ R= O}=@ 'OW=@ QDt|r}t
xS}w |r=oJ Q=Okt u=wvax@ =Q u; u}ov=}t w OQm xO=iDU= QDt|r}t 4=75 4 lr=
[25] ASTM C127 |=yOQ=Ov=DU= R= ?; ?PH |x@U=Lt |=Q@ "CiQo Q_v QO
\UwD Q_vOQwt Kr=Yt PH xHQO "CU= xOW xO=iDU= [26] ASTM C128 w
j@]R}Qm=NKr=Yt PHu=R}t"CU=xOWu}}aD [27] ASTM D4972OQ=Ov=DU=
=yl}DDvUwS |=Q@ FHWA |xt=vu}}; j@] w 510 u}@ 308 w 101 |=yx}QWv
Kr=Yt w PH > 3 w 3 < PH < 9 ?}DQD x@ PP/HDPE w PET `wv R=
"CU= xOw@ 7=82 w 10=7 '7=36 ?}DQD x@RAP w RCA 'NA xOW |Ov@xv=O Kr=Yt R= R=}vOQwt sm=QD x@ xHwD =@ xvwtv Qy uRw u}}aD R= Oa@ ? Original Article
K]U |WQ@ Ctw=kt |=yQDt=Q=B |@=}RQ=
O}QowS w |Di=}R=@ Cr=iU; w uD@ lQDWt
s}kDUt VQ@ V}=tR; R= xO=iDU= =@
OWQ= |U=vWQ |wHWv=O |DQ}L u}UL
Q=}Wv=O O=QwrvUL OwtLt
Q=}Wv=O |vOQ= =[Q}ra
u}wRk 'xQ |v}tN s=t= |rrtr=u}@ x=oWv=O '|UOvyt |vi |xOmWv=O
'|Di=}R=@ Kr=Yt lQDWt T=tD K]U |WQ@ Ctw=kt C=}YwYN 'Q[=L VywSB QO
l=N |=yxR=U QO u}Ro}=H R}Qm=N Kr=Yt u=wvax@ O}QowS =@ 'Cr=iU; w uD@ pt=W
Kr=Yt Q=vm QO "CU= xOW |UQQ@ T=}ktnQR@ s}kDUt VQ@ V}=tR; R= xO=iDU= =@ KrUt
,=@}QkD |Ov@xv=O w |m}R}i C=YNWt =@ |a}@] Kr=Yt l} R= 'Cr=iU; w uD@ |Di=}R=@
'x}wUlD O}QowS `wv xU "CU= xOW xO=iDU= xU}=kt CyH SW |Ov@xk@] =@ u=Um}
|x}w=R =@ QwmPt |Di=}R=@ Kr=Yt xm O=O u=Wv G}=Dv w OvOW V}=tR; xOvvmKrUt u=wvax@
l=N |=yxR=U QO xO=iDU= |=Q@ |@wN p}Uv=DB 'xHQO 40 R= QDW}@ |rN=O l=m]Y=
OvJ Qy 'OQm xO=iDU= |a}@] Kr=Yt |=H x@ |D=_Lqt =@ =Q =yu; u=wD|t w OvQ=O KrUt
'O}QowS |WWm Ctw=kt xm OvO=O u=Wv =yV}=tR; "OvQ=O |WQ@ Q=DiQ QO |}=yCw=iD xm
V}=Ri= Ea=@ O}QowS =@ =yxv=O |Q}oQO "OQ=Ov T=tD K]U |WQ@ Ctw=kt QO |v=OvJ Q}F-=D
Ctw=kt ?}Q[ xm |Qw]x@ 'CU= xOW VvmQOv= ?}Q[ w T=tD K]U |WQ@ Ctw=kt
u}@ |wk VvmQOv= |xOvyOu=Wv xm Ot; CUO x@ 1 R= QDnQR@ 'QwmPt Kr=Yt |=Q@ |WQ@
"CU= |Di=}R=@ Kr=Yt w O}QowS
'T=}ktnQR@ s}kDUt VQ@ 'KrUt l=N 'VvmQOv= 'O}QowS %|O}rm u=oS=w
"|Di=}R=@ Kr=Yt ,qt=m |DUO CQwY x@ =D 'CU= xOW xDN}Q |v}U l} QO xOW x@U=Lt u=R}t x@
x@ w xi=[= \wrNt x@ xv}y@ C@w]Q OYQO u=R}t TBU 'OwW uoty w \wrNt
"OUQ@ =yxv=O |xty x@ C@w]Q =D Ov=xOW \wrNt Kr=Yt xk}kO 10 COt
CtUk Qy xm CU= xOW s}UkD |w=Ut VN@ 5 x@ VQ@ |x@aH 'xt=O= QO G
x@aH CmQL R= =D OvOW smLt x@aH |=yI}B "CU= xOw@ QDt|Dv=U 3 `=iDQ= x@
5 x@ \wrNt '\wrNt uOW xO=t; R= TB "OwW |Q}owrH xvwtv CN=U s=ovy
|x@wm=@x}qQywxDN}QVQ@|x@aHQOCtUkQywOWs}UkD|w=UtCtUk
|=Q@ C=@Q[ O=OaD "OW sm=QDt Q_vOQwt sm=QD |xHQO x@ uO}UQ =D XwYNt
|aU CQwY x@ w |D=tOkt |=yV}=tR; |QU l} |] Q_vOQwt sm=QD x@ uO}UQ
|=yx}q 'ASTM D5321 OQ=Ov=DU= j@] "28 |r= 20 OW u}}aD =]N w
"OvQ}ov Q=Qk VQ@ |xLiY QO x}q wO RQt QO xm OvwW xDN}Q |}xvwox@ O}=@ l=N
xm |Qw]x@ 'CiQo Q=Qk xvwtv |wQ O}QowS 'u; uO}@wm w swO |x}q uDN}Q R= TB
OQ=Ov=DU= T=U=Q@ "Ow@ O=R; Qo}O hQ] R= w smLt xQ}o l} \UwD hQ]l} R=
uwO@ w h=Y O}=@ 'x=oDUO QO O}QowS uO=O Q=Qk s=ovy 'ASTS D5321
|=yx}q "OQ}o Q=Qk VQ@ |xLiY R= QDu}}=B |QDt|r}t 2 |r= 1 QO |oOW`tH
CW=O xHwD xDmv u}= x@ O}=@ "OvOW sm=QDt w xDN}Q ?}DQD x@ sHvB w sQ=yJ 'swU
Q=OQ=}W u; K]U O}=@ '|Oa@ |x}q x@ uDiQ R= p@k 'OwW|t xO}@wm xm x}q Qy
K]U 'pm |xt=vu}}; |x}YwD j@] "OwW =}yt =yx}q |DN=wvm} w |Q}oQO =D OwW s}kDUt VQ@ x=oDUO "3
|=yxOvvm KrUt w |m=N Kr=Yt u}@ T=tD K]U |WQ@ Ctw=kt |@=}RQ= |=Q@
"CU= xOW xO=iDU= 6 pmW j@=]t T=}ktnQR@ s}kDUt VQ@ x=oDUO R= O}QowS
O=a@= w C=t=Rr= s=tD w xOw@ QDt|Dv=U 30 30 15 O=a@= |=Q=O x=oDUO |x@aH
xO=iDU=x=oDUO"CU=xOWxOQw;Q@ [28] ASTM D5321|xt=vu}};j@]|}xv}tm
C}iQ_ =@ |m}rwQO}y lH l} \UwD |ki= |wQ}v w xOw@ l}D=twvB CQwY x@ xOW
LVDT GvU|}=Hx@=H \UwD s=k w |ki= |=y|}=Hx@=H w xOW OQ=w uD 2 31 |ki= |}=Hx@=H |vLvt ? Original Article
K]U |WQ@ Ctw=kt |=yQDt=Q=B |@=}RQ=
O}QowS w |Di=}R=@ Cr=iU; w uD@ lQDWt
s}kDUt VQ@ V}=tR; R= xO=iDU= =@
OWQ= |U=vWQ |wHWv=O |DQ}L u}UL
Q=}Wv=O O=QwrvUL OwtLt
Q=}Wv=O |vOQ= =[Q}ra
u}wRk 'xQ |v}tN s=t= |rrtr=u}@ x=oWv=O '|UOvyt |vi |xOmWv=O
'|Di=}R=@ Kr=Yt lQDWt T=tD K]U |WQ@ Ctw=kt C=}YwYN 'Q[=L VywSB QO
l=N |=yxR=U QO u}Ro}=H R}Qm=N Kr=Yt u=wvax@ O}QowS =@ 'Cr=iU; w uD@ pt=W
Kr=Yt Q=vm QO "CU= xOW |UQQ@ T=}ktnQR@ s}kDUt VQ@ V}=tR; R= xO=iDU= =@ KrUt
,=@}QkD |Ov@xv=O w |m}R}i C=YNWt =@ |a}@] Kr=Yt l} R= 'Cr=iU; w uD@ |Di=}R=@
'x}wUlD O}QowS `wv xU "CU= xOW xO=iDU= xU}=kt CyH SW |Ov@xk@] =@ u=Um}
|x}w=R =@ QwmPt |Di=}R=@ Kr=Yt xm O=O u=Wv G}=Dv w OvOW V}=tR; xOvvmKrUt u=wvax@
l=N |=yxR=U QO xO=iDU= |=Q@ |@wN p}Uv=DB 'xHQO 40 R= QDW}@ |rN=O l=m]Y=
OvJ Qy 'OQm xO=iDU= |a}@] Kr=Yt |=H x@ |D=_Lqt =@ =Q =yu; u=wD|t w OvQ=O KrUt
'O}QowS |WWm Ctw=kt xm OvO=O u=Wv =yV}=tR; "OvQ=O |WQ@ Q=DiQ QO |}=yCw=iD xm
V}=Ri= Ea=@ O}QowS =@ =yxv=O |Q}oQO "OQ=Ov T=tD K]U |WQ@ Ctw=kt QO |v=OvJ Q}F-=D
Ctw=kt ?}Q[ xm |Qw]x@ 'CU= xOW VvmQOv= ?}Q[ w T=tD K]U |WQ@ Ctw=kt
u}@ |wk VvmQOv= |xOvyOu=Wv xm Ot; CUO x@ 1 R= QDnQR@ 'QwmPt Kr=Yt |=Q@ |WQ@
"CU= |Di=}R=@ Kr=Yt w O}QowS
'T=}ktnQR@ s}kDUt VQ@ 'KrUt l=N 'VvmQOv= 'O}QowS %|O}rm u=oS=w
"|Di=}R=@ Kr=Yt '|ki= |}=Hx@=H |WQ@ Ctw=kt |vLvt hr= "8 pmW
"KrUtQ}e |a}@] w |Di=}R=@ Kr=Yt |Owta |}=Hx@=H
p=tQv VvD QO "OwW|t xOy=Wt =yxvwtv s=tD QO ,=@}QkD |WvQm |oOvwW sQv Q=DiQ w
QO xm |Qw]x@ 'OvQ=O Qo}Om} x@ x@=Wt Q=DiQ RCA w NA Kr=Yt 'p=mU=Bwr}m 50
|}=Hx@=H =D w xO}UQ xv}W}@ |WQ@ Ctw=kt x@ QDt|r}t 6 ,=OwOL |ki= |}=Hx@=H
OvwQ'QDt|r}t45 |}=Hx@=H=DC}=yvQOw xDi=}Vy=mCtw=kt'QDt|r}t25,=OwOL
xm |Qw]x@ 'CU= xOw@ Cw=iDt |tm RAP Kr=Yt Q=DiQ "CU= xO=O xt=O= =Q |D@=F
TBU w xO}UQ xv}W}@ Ctw=kt x@ |QDnQR@ |ki= |}=Hx@=H QO 'Q=@QU V}=Ri= =@
"CU= xDi=} Vy=m Ctw=kt 'RCA w NA Kr=Yt x@ C@Uv |QDs}qt ?}W =@
K]U |Q@R p=L u}a QO "OW=@ QDQ@R |Di=}R=@ uD@ |=yxv=O K]U OwQ|t Q=_Dv=
Ctw=kt V}=Ri= Ea=@ Qt= u}= xm OW Oy=wN =yxv=O QDW}@ |Q}oQO Ea=@ =yxv=O
CU= QDh=Y w sQv,=Qy=_ '|Dr=iU; |=yxv=O K]U 'p@=kt QO "OwW|t xv}W}@ |WQ@
|Dr=iU; |=yxv=OnvU K]U Q@ Q}k OwHw,q=tDL= "Ow@ Oy=wN QDtm =yu; |Q}oQO w
Vy=m Ea=@ C}=yvQO w xOW Cr=iU; |=yxv=O u}@ l=m]Y= w |Q}oQO R= `v=t
|vD@ |Dr=iU; Kr=Yt SEM |vwQDmr= Q}w=YD "CU= xOW |WQ@ Ctw=kt
|=OD@= QO "OwW|t xOy=Wt 10 w 9 |=ypmW QO ?}DQD x@ Cw=iDt |=yxR=Ov= =@
xDN=U 95 sm=QD =@ Kr=Yt xmv}= =@ "CU= xO=O MQ |RH |x}rw= Z=@kv= 'V}=tR;
=yxv=O CU= xOW Ea=@ xm OQ=O OwHw =yxv=O u}@ |r=N |=[i |Q=Okt |rw 'Ov=xOW
"OvyO sHL Vy=m TBU w OvwW l}ORv sy x@ |Q=Okt =OD@= V}=tR; s=Hv= "5
|=yG}o s}_vD x@ C@wv 'VQ@ |x@aH QO u; uOQm sm=QDt w xvwtv CN=U R= TB
xOW KrUt Cr=L Qy |=Q@ "OUQ|t V}=tR; |=Q@ |ki= w s=k Q=@ p=ta= w |Q}oxR=Ov=
=@ p=mU=Bwr}m 150 w '100 '50 s=k |=yVvD CLD V}=tR; xU 'xOWv KrUtw
C}OwOLt 'xt=vu}}; "CU= xOW s=Hv= xk}kO Q@ QDt|r}t l} |ki= |Q=PoQ=@ CaQU
x@ "CU= xDiQo Q_v QO xk}kO QO QDt|r}t 6=35 0=025 u}@ =Q VQ@ CaQU
CQwY x@ V}=tR; \}=QW w xOw@ |}xv=O `wv R= 'xOW xO=iDU= Kr=Yt xmv}= p}rO
QO |v=OvJ Q}F-=D '|WQ@ |}=Hx@=H uOQm OQ=w CaQU u}=Q@=v@ 'CU= xOw@v `=@W=
|xU}=kt w |ovy=ty Qw_vt x@ w [29]&OQ=Ov =yV}=tR; R= xOt; CUOx@ |=yxDi=}
Q@ QDt|r}t 1 VvQm MQv R= =yV}=tR; |t=tD QO 'xOW s=Hv= C=ar=]t Qo}O =@ G}=Dv
?rY |xLiY |wQ s=k |Q=PoQ=@ sQy= 'O=@ Q=Wi \UwD "CU= xOW xO=iDU= xk}kO
VvD "OvOW ?Yv Q_vOQwt u=mt QO s=k w |ki= |=yG}o w CiQo Q=Qk |Q=PoQ=@
CQwY x@ xvwtv CUWv =D 'CU= xOW OQ=w xvwtv x@ xk}kO 15 COt x@ Q_vOQwt s=k
OQ=Ov=DU= "OW `wQW V}=tR; w R=@ VQ@ |x@aH |=yI}B TBU "OQ}o s=Hv= pt=m
QO xm Ovm|t x}YwD =Q QDt|r}t 75 =D 25 |WQ@ |}=Hx@=H ASTM D5321
Q_v QO 'CU= xvwtv pw] 15 pO=at xm QDt|r}t 45 |}=Hx@=H 'Q[=L VywSB
"CU= xOW hkwDt x=oDUO u; R= TB xm|Qw]x@ 'CU= xOW xDiQo G}=Dv Q}UiD "6
s=Hv= KrUtQ}e Cr=L QO s}kDUt VQ@ V}=tR; 9 =OD@= QO 'OW xDio xm Qw]u=ty
|oOv@UJ w |rN=O l=m]Y= |x}w=R Kr=Yt |WQ@ Ctw=kt |=yQDt=Q=B =D 'OW
|}=Hx@=Hp@=ktQO|Owta|}=Hx@=Hw|WQ@VvD|vLvt'8pmWQO"O};CUOx@
"OwW|t xOy=Wt KrUtQ}e RAP w NA 'RCA Kr=Yt |ki=
CU= xDi=} V}=Ri= l}B |WQ@ VvD 'p=tQv VvD V}=Ri= =@ 'Q}N= pmW j@=]t 32 2/1 |xQ=tW '382 |xQwO '1401 u=DU@=D h}QW u=Qta |UOvyt
"RAP w RCA 'NA Kr=Yt |=Q@ |oDN}Uo VwB Q=Owtv "11 pmW
|}=Hx@=H |vLvt ? Original Article
K]U |WQ@ Ctw=kt |=yQDt=Q=B |@=}RQ=
O}QowS w |Di=}R=@ Cr=iU; w uD@ lQDWt
s}kDUt VQ@ V}=tR; R= xO=iDU= =@
OWQ= |U=vWQ |wHWv=O |DQ}L u}UL
Q=}Wv=O O=QwrvUL OwtLt
Q=}Wv=O |vOQ= =[Q}ra
u}wRk 'xQ |v}tN s=t= |rrtr=u}@ x=oWv=O '|UOvyt |vi |xOmWv=O
'|Di=}R=@ Kr=Yt lQDWt T=tD K]U |WQ@ Ctw=kt C=}YwYN 'Q[=L VywSB QO
l=N |=yxR=U QO u}Ro}=H R}Qm=N Kr=Yt u=wvax@ O}QowS =@ 'Cr=iU; w uD@ pt=W
Kr=Yt Q=vm QO "CU= xOW |UQQ@ T=}ktnQR@ s}kDUt VQ@ V}=tR; R= xO=iDU= =@ KrUt
,=@}QkD |Ov@xv=O w |m}R}i C=YNWt =@ |a}@] Kr=Yt l} R= 'Cr=iU; w uD@ |Di=}R=@
'x}wUlD O}QowS `wv xU "CU= xOW xO=iDU= xU}=kt CyH SW |Ov@xk@] =@ u=Um}
|x}w=R =@ QwmPt |Di=}R=@ Kr=Yt xm O=O u=Wv G}=Dv w OvOW V}=tR; xOvvmKrUt u=wvax@
l=N |=yxR=U QO xO=iDU= |=Q@ |@wN p}Uv=DB 'xHQO 40 R= QDW}@ |rN=O l=m]Y=
OvJ Qy 'OQm xO=iDU= |a}@] Kr=Yt |=H x@ |D=_Lqt =@ =Q =yu; u=wD|t w OvQ=O KrUt
'O}QowS |WWm Ctw=kt xm OvO=O u=Wv =yV}=tR; "OvQ=O |WQ@ Q=DiQ QO |}=yCw=iD xm
V}=Ri= Ea=@ O}QowS =@ =yxv=O |Q}oQO "OQ=Ov T=tD K]U |WQ@ Ctw=kt QO |v=OvJ Q}F-=D
Ctw=kt ?}Q[ xm |Qw]x@ 'CU= xOW VvmQOv= ?}Q[ w T=tD K]U |WQ@ Ctw=kt
u}@ |wk VvmQOv= |xOvyOu=Wv xm Ot; CUO x@ 1 R= QDnQR@ 'QwmPt Kr=Yt |=Q@ |WQ@
"CU= |Di=}R=@ Kr=Yt w O}QowS
'T=}ktnQR@ s}kDUt VQ@ 'KrUt l=N 'VvmQOv= 'O}QowS %|O}rm u=oS=w
"|Di=}R=@ Kr=Yt '|ki= |}=Hx@=H |WQ@ Ctw=kt |vLvt hr= "12 pmW
"KrUtQ}e w KrUt NA Kr=Yt |=Q@ |ki= |}=Hx@=H s=k 2/1 |xQ=tW '382 |xQwO '1401 u=DU@=D h}QW u=Qta |UOvyt
"RAP w RCA 'NA Kr=Yt |=Q@ |oDN}Uo VwB Q=Owtv "11 pmW
|}=Hx@=H |vLvt ? Original Article
K]U |WQ@ Ctw=kt |=yQDt=Q=B |@=}RQ=
O}QowS w |Di=}R=@ Cr=iU; w uD@ lQDWt
s}kDUt VQ@ V}=tR; R= xO=iDU= =@
OWQ= |U=vWQ |wHWv=O |DQ}L u}UL
Q=}Wv=O O=QwrvUL OwtLt
Q=}Wv=O |vOQ= =[Q}ra
u}wRk 'xQ |v}tN s=t= |rrtr=u}@ x=oWv=O '|UOvyt |vi |xOmWv=O
'|Di=}R=@ Kr=Yt lQDWt T=tD K]U |WQ@ Ctw=kt C=}YwYN 'Q[=L VywSB QO
l=N |=yxR=U QO u}Ro}=H R}Qm=N Kr=Yt u=wvax@ O}QowS =@ 'Cr=iU; w uD@ pt=W
Kr=Yt Q=vm QO "CU= xOW |UQQ@ T=}ktnQR@ s}kDUt VQ@ V}=tR; R= xO=iDU= =@ KrUt
,=@}QkD |Ov@xv=O w |m}R}i C=YNWt =@ |a}@] Kr=Yt l} R= 'Cr=iU; w uD@ |Di=}R=@
'x}wUlD O}QowS `wv xU "CU= xOW xO=iDU= xU}=kt CyH SW |Ov@xk@] =@ u=Um}
|x}w=R =@ QwmPt |Di=}R=@ Kr=Yt xm O=O u=Wv G}=Dv w OvOW V}=tR; xOvvmKrUt u=wvax@
l=N |=yxR=U QO xO=iDU= |=Q@ |@wN p}Uv=DB 'xHQO 40 R= QDW}@ |rN=O l=m]Y=
OvJ Qy 'OQm xO=iDU= |a}@] Kr=Yt |=H x@ |D=_Lqt =@ =Q =yu; u=wD|t w OvQ=O KrUt
'O}QowS |WWm Ctw=kt xm OvO=O u=Wv =yV}=tR; "OvQ=O |WQ@ Q=DiQ QO |}=yCw=iD xm
V}=Ri= Ea=@ O}QowS =@ =yxv=O |Q}oQO "OQ=Ov T=tD K]U |WQ@ Ctw=kt QO |v=OvJ Q}F-=D
Ctw=kt ?}Q[ xm |Qw]x@ 'CU= xOW VvmQOv= ?}Q[ w T=tD K]U |WQ@ Ctw=kt
u}@ |wk VvmQOv= |xOvyOu=Wv xm Ot; CUO x@ 1 R= QDnQR@ 'QwmPt Kr=Yt |=Q@ |WQ@
"CU= |Di=}R=@ Kr=Yt w O}QowS
'T=}ktnQR@ s}kDUt VQ@ 'KrUt l=N 'VvmQOv= 'O}QowS %|O}rm u=oS=w
"|Di=}R=@ Kr=Yt '|ki= |}=Hx@=H |WQ@ Ctw=kt |vLvt hr= "13 pmW
"xOvvmKrUt uwO@ w =@ RCA Kr=Yt |=Q@ |ki= |}=Hx@=H s=k
p=mU=Bwr}m 150 w 100 '50 |=yQ=@QU |=Q@ KrUtQ}e RCA |xv}W}@ |WQ@
x@ l}ORv ,=@}QkD xm 'CU= xO=O MQ QDt|r}t 9 w 7 '7 |=y|}=Hx@=H QO ?}DQD x@
7 |=y|}=Hx@=H QO xv}W}@ |WQ@ Ctw=kt 'xOvvmKrUt =@ xm |r=L QO "OvDUy sy
Vy=m xm CU= u; Q}N= Kr=Yt QO Qo}O |xDmv "CU= xO=O MQ QDt|r}t 13 |r=
CQwY |QDtm ?}W =@ NA |a}@] Kr=Yt x@ C@Uv KrUtQ}e Cr=L QO Ctw=kt
"CU= xOw@ KrUtQ}e Cr=L x@ x}@W ,=@}QkD 'KrUt Cr=L QO Kr=Yt Q=DiQ w xDiQo
KrUtQ}e w KrUt Cr=L QO xOv=t|k=@ w xv}W}@ |WQ@ Ctw=kt hqDN= u}vJty
R= u=Wv R}v |Owta |}=Hx@=H Q@=Q@ QO |ki= |}=Hx@=H u}@ |x]@=Q "CU= xOw@ sm
O}QowS w Kr=Yt lQDWt T=tD K]U QO w KrUt \}=QW QO w CU= |a=UD= Q=DiQ
"CU= xOW O}OWD xrUt '|a}@] Kr=Yt Ovv=ty
Kr=Yt |=Q@ |ki= |}=Hx@=H Q@=Q@ QO |WQ@ Ctw=kt Q=Owtv 'hr=14 pmW QO
C@Uv RAP Kr=Yt Q=DiQ "OwW|t xOy=Wt KrUtQ}e w KrUt Cr=L QO RAP
KrUtQ}e RAP Kr=Yt |WQ@ Ctw=kt "CU= Cw=iDt NA w RCA Kr=Yt x@
|=y|}=Hx@=H QO u; R= Oa@ w xOw@ |W}=Ri= QDt|r}t 19 |r= 11 |ki= |}=Hx@=H =D
=
= m r=
=
= =
m =
= Ctw=kt 'p=tQv VvD V}=Ri= =@ xm OwW|t xOy=Wt KrUtQ}e w KrUt Cr=L QO
"CU= xDi=} V}=Ri= NA+GP3 'NA+GP2 'NA+GP1 'NA |=Q@ |WQ@
R= TB w xDi=} V}=Ri= |WQ@ Ctw=kt '|}=Hx@=H p=ta= =@ 'KrUtQ}e |xvwtv QO
V}=Ri= =@ xt=O= QO 'QDt|r}t 5 ,=@}QkD |}=Hx@=H QO xv}W}@ |WQ@ VvD x@ uO}UQ
OvwQ V}=tR; u=}=B =D TBU w xDi=} Vy=m Ctw=kt QDt|r}t 23 =D,=@}QkD |}=Hx@=H
pmW "CU= xOvwWsQv Q=DiQ |xOvyOu=Wv 'Q}N= Q=DiQ "CU= xDiQo OwN x@ |D@=F
Ctw=kt V}=Ri= Ea=@ =yxvwtv uDN=U KrUt xm OyO|t u=Wv Kw[w x@ QwmPt
NA Kr=Yt uOQm KrUt R= TB xm CU= u}= xHwD p@=k |xDmv "CU= xOW |WQ@
xOWv KrUt Cr=L R= Cw=iDt xvwtv Q=DiQ 'GP3 w GP2 'GP1 |=yO}QowS =@
QO |WQ@ Ctw=kt 'p=mU=Bwr}m 100 w 50 p=tQv |=yVvD QO xm |Qw] x@ 'CU=
150 VvD QO |rw 'CU= xO}UQ OwN |xv}W}@ x@ QDt|r}t 11 ,=@}QkD |}=Hx@=H
Q=DiQ u}vJty "CU= xO}UQ xv}W}@ Q=Okt x@ QDt|r}t 17 |}=Hx@=H QO p=mU=Bwr}m
Ctw=kt "CU= xOW p}O@D xOvwWCNU Cr=L x@ ,=@}QkD xOvwWsQv Cr=L R= Kr=Yt
O}QowS QO p=mU=Bwr}m 150 w 50 p=tQv |=yVvD QO T=tD K]U |xv}W}@ |WQ@
VvD QO xm |r=L QO &CU= xOw@ QDW}@ GP3 w GP2 |=yO}QowS x@ C@Uv GP1
Qw]u=ty "Ov=xOw@ sy x@ l}ORv ,=@}QkD |WQ@ |=yCtw=kt 'p=mU=Bwr}m 100 p=tQv
sm=QDt |=yxv=O |Q}oQO 'O}QowS K]U =@ =yxv=O l=m]Y= %pt=a xU 'OW u=}@ xm
Vkv Ctw=kt V}=Ri= u=R}t QO Ovv=wD|t |[Qa |=yQ=wv w =yxtWJ pN=O QO
|tm 'OQ=O |QDW}@ Vkv |Qo}O x@ C@Uv pt=a s=Om xmv}= uDUv=O =t= &OvW=@ xDW=O
lQDWt K]U QO |WQ@ Ctw=kt V}=Ri= p}rO u=wD|t |rm Qw]x@ "CU= xO}J}B
|=yxv=O CU@ w pik u}vJty w |[Qa |=yQ=wv =@ sm=QDt |=yxv=O |Q}oQO x@ =Q
xm syt w Q=PoQ}F-=D pt=wa R= |m} "CUv=O \@DQt O}QowS |=yxtWJ pN=O l=N
K]U w =yxv=OnvU u}@ l=m]Y= 'OQ=O Ctw=kt V}=Ri= QO =Q |rY= Vkv,q=tDL=
'GP1 |=yO}QowS |=Q@ O}QowS pm K]U x@ |r=N |=[i C@Uv "CU= O}QowS
xm Qw]u=ty "CU= xOw@ 0=72 w 0=74 '0=64 =@ Q@=Q@ ?}DQD x@ GP3 w GP2
u=R}t |va} 'CU= xOw@ QDtm GP1 O}QowS |=Q@ QwmPt C@Uv 'OwW|t x_Lqt
QO |QDW}@ QF= |m=m]Y= Ctw=kt xOW Ea=@ xm CU= xDW=O |QDtm |r=N |=[i
p@=kt QO |ki= |}=Hx@=H Q=Owtv "OW=@ xDW=O GP1 O}QowS QO Ctw=kt V}=Ri=
|Owta Z=@kv= l} 'V}=tR; |=OD@= QO xm OyO|t u=Wv =yxvwtv |Owta |}=Hx@=H
"CU= xOQm `=UD= sHL V}=Ri= x@ `wQW xvwtv TBU w xO=O MQ |RH |x}rw=
T=tD K]U QO u; Q=Okt R= QDtm 'xOvvmKrUt uwO@ NA Kr=Yt QO `=UD= Q=Okt
xOW QDW}@ |a=UD= Q=DiQ Ea=@ O}QowS =@ =yxv=O uOW CU@ w pik "CU= xOw@
|xvwtv QO '`k=w QO "CU= xDi=} Vy=m `=UD= u=R}t 'p=tQv VvD V}=Ri= =@ "CU=
'OQ}o|t CQwY QDCL=Q VQ@ K]U QO =yxv=O |}=Hx@=H w VRer u=mt= 'KrUtQ}e
=yxtWJ pN=O QO xOQm Q}o |=yxv=O VRer u=mt= 'KrUt |=yCr=L QO xm |r=L QO
CmQL q=@ CtU x@ xtWJ pN=O R= O}=@ =yxv=O Q=J=v x@ w OQ=Ov u=mt= |DL=Q x@
Qy "OwW|t xvwtv `=UD= x@ QHvt pta u}= xm Ovvm =O}B VNQJ w VRer u=mt= w
p}rO x@ hrDNt |=yO}QowS QO w O@=}|t Vy=m Q=@QU V}=Ri= =@ `=UD= Q=Okt OvJ
pt=a u}ty '`k=w QO "CU= Cw=iDt sy=@ |[Qa |=ys}U Cw=iDt |=yCtw=kt
"OwW|t sy Ctw=kt V}=Ri= Ea=@
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r=
RCA
v v = V= ; = v 13 pmW |}=Hx@=H |vLvt ? Original Article
K]U |WQ@ Ctw=kt |=yQDt=Q=B |@=}RQ=
O}QowS w |Di=}R=@ Cr=iU; w uD@ lQDWt
s}kDUt VQ@ V}=tR; R= xO=iDU= =@
OWQ= |U=vWQ |wHWv=O |DQ}L u}UL
Q=}Wv=O O=QwrvUL OwtLt
Q=}Wv=O |vOQ= =[Q}ra
u}wRk 'xQ |v}tN s=t= |rrtr=u}@ x=oWv=O '|UOvyt |vi |xOmWv=O
'|Di=}R=@ Kr=Yt lQDWt T=tD K]U |WQ@ Ctw=kt C=}YwYN 'Q[=L VywSB QO
l=N |=yxR=U QO u}Ro}=H R}Qm=N Kr=Yt u=wvax@ O}QowS =@ 'Cr=iU; w uD@ pt=W
Kr=Yt Q=vm QO "CU= xOW |UQQ@ T=}ktnQR@ s}kDUt VQ@ V}=tR; R= xO=iDU= =@ KrUt
,=@}QkD |Ov@xv=O w |m}R}i C=YNWt =@ |a}@] Kr=Yt l} R= 'Cr=iU; w uD@ |Di=}R=@
'x}wUlD O}QowS `wv xU "CU= xOW xO=iDU= xU}=kt CyH SW |Ov@xk@] =@ u=Um}
|x}w=R =@ QwmPt |Di=}R=@ Kr=Yt xm O=O u=Wv G}=Dv w OvOW V}=tR; xOvvmKrUt u=wvax@
l=N |=yxR=U QO xO=iDU= |=Q@ |@wN p}Uv=DB 'xHQO 40 R= QDW}@ |rN=O l=m]Y=
OvJ Qy 'OQm xO=iDU= |a}@] Kr=Yt |=H x@ |D=_Lqt =@ =Q =yu; u=wD|t w OvQ=O KrUt
'O}QowS |WWm Ctw=kt xm OvO=O u=Wv =yV}=tR; "OvQ=O |WQ@ Q=DiQ QO |}=yCw=iD xm
V}=Ri= Ea=@ O}QowS =@ =yxv=O |Q}oQO "OQ=Ov T=tD K]U |WQ@ Ctw=kt QO |v=OvJ Q}F-=D
Ctw=kt ?}Q[ xm |Qw]x@ 'CU= xOW VvmQOv= ?}Q[ w T=tD K]U |WQ@ Ctw=kt
u}@ |wk VvmQOv= |xOvyOu=Wv xm Ot; CUO x@ 1 R= QDnQR@ 'QwmPt Kr=Yt |=Q@ |WQ@
"CU= |Di=}R=@ Kr=Yt w O}QowS
'T=}ktnQR@ s}kDUt VQ@ 'KrUt l=N 'VvmQOv= 'O}QowS %|O}rm u=oS=w
"|Di=}R=@ Kr=Yt '|ki= |}=Hx@=H |WQ@ Ctw=kt |vLvt hr= "12 pmW
"KrUtQ}e w KrUt NA Kr=Yt |=Q@ |ki= |}=Hx@=H s=k
"|Dr=iU; |=yxv=OovU SEM |vwQDmr= Q}w=YD "9 pmW
"|vD@ |=yxv=OovU SEM |vwQDmr= Q}w=YD "10 pmW
V}=Ri= O=H}= Ea=@ sR}v=mt u}= w Ov=xO}Rer w xO}Dre sy |wQ =yxv=O 'xt=O= QO
"O@=}|t Vy=m `=UD= x@ p}=tD p=tQv VvD V}=Ri= =@ "CU= xOW `=UD= sHL
Kr=Ytxm|DQwYQO'OvQ=O|QDW}@`=UD=x@p}=tD|Di=}R=@uD@Ovv=tQDQ@RKr=Yt
Kr=Yt "OvQ=O |QDtm `=UD= x@ p}=tD '|Di=}R=@ Cr=iU; Ovv=t 'QDh=Y |=yxv=O =@
QHvt =yxv=O |wQ u=t}U |=yQwr@ OWQ '|DQ=@a x@ "OvQ=O |v}@=v}@ |Q=DiQ R}v |a}@]
K]U uOW QDh=Y x@ QHvt =yxv=O |wQ Q}k |x}q w `=UD= V}=Ri= w uOW QDQ@R x@
Qo}O OQwt wO R= QDtm |oOvwWsQv Q=Okt '|rm Qw]x@ "OwW|t `=UD= Vy=m w =yxv=O
xOv=WwB =Q =yxv=O K]U xm CU= |Q}k VWwB u=ty u; p}rO,q=tDL= xm CU= xOw@
|rw "CU= xO=O Vy=m =Q =yxv=O |Q}oQO w xOQm O=H}= =Q |QDh=Y ,=D@Uv |=yxv=O w
|O=}R Cw=iD xvwtv xU Qy |=Q@ V}=tR; |=yDv= QO xOv=t}k=@ VvD Q=Okt '|rmQw] x@
"OvDW=O |y@=Wt Q=DiQ |Di=}R=@ uD@ w |a}@] |xvwtv wO Qw]u}ty "OvDW=Ov sy =@
xOy=Wt11pmWQOxOv=t|k=@wxv}W}@|WQ@Ctw=kt|oDN}UoVwBQ=Owtv
?}DQD x@ RAP w NA 'RCA Kr=Yt |=Q@ xv}W}@ l=m]Y= |x}w=R "OwW|t
x@ Q}N= Q=Okt 'xOv=t}k=@ Cr=L QO "CU= xOw@ xHQO 40=6 w 42=5 '45 =@ Q@=Q@
Kr=Yt |=Q@ |oOv@UJ u=R}t "CU= xOw@ xHQO 35=7 w 36=5 '36 =@ Q@=Q@ ?}DQD
?}DQD x@ RAP w RCA |Di=}R=@ Kr=Yt |=Q@ w p=mU=Bwr}m 24 =@ Q@=Q@ NA
OwHw x@ u=wD|t =Q |oOv@UJ V}=Ri= p}rO "CU= xOw@ p=mU=Bwr}m 22 w 31=2
uD@ Kr=Yt |wQ u=t}U Cqt u}vJty w RAP |=yxv=OnvU |wQ Q}k VWwB
|oOv@UJ |Q=Okt 'C@w]Q uOW xi=[= =@ xm 'CUv=O \@DQt RCA |xOWOQN
?}QkD p}rOx@ |Qy=_ |oOv@UJ Ov=wD|t |oOv@UJ u}= OvJ Qy "OwW|t Qy=_
"OW=@ sy |]NQ}e |oDN}Uo VwB \N
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|
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"|vD@ |=yxv=OovU SEM |vwQDmr= Q}w=YD "10 pmW "|Dr=iU; |=yxv=OovU SEM |vwQDmr= Q}w=YD "9 pmW 2/1 |xQ=tW '382 |xQwO '1401 u=DU@=D h}QW u=Qta |U "|Dr=iU; |=yxv=OovU SEM |vwQDmr= Q}w=YD "9 pmW "|Dr=iU; |=yxv=OovU SEM |vwQDmr= Q}w=YD "9 pmW "|vD@ |=yxv=OovU SEM |vwQDmr= Q}w=YD "10 pmW "RAP w RCA 'NA Kr=Yt |=Q@ |oDN}Uo VwB Q=Owtv "11 pmW "|vD@ |=yxv=OovU SEM |vwQDmr= Q}w=YD "10 pmW V}=Ri= O=H}= Ea=@ sR}v=mt u}= w Ov=xO}Rer w xO}Dre sy |wQ =yxv=O 'xt=O= QO
"O@=}|t Vy=m `=UD= x@ p}=tD p=tQv VvD V}=Ri= =@ "CU= xOW `=UD= sHL
Kr=Ytxm|DQwYQO'OvQ=O|QDW}@`=UD=x@p}=tD|Di=}R=@uD@Ovv=tQDQ@RKr=Yt
Kr=Yt "OvQ=O |QDtm `=UD= x@ p}=tD '|Di=}R=@ Cr=iU; Ovv=t 'QDh=Y |=yxv=O =@
QHvt =yxv=O |wQ u=t}U |=yQwr@ OWQ '|DQ=@a x@ "OvQ=O |v}@=v}@ |Q=DiQ R}v |a}@]
K]U uOW QDh=Y x@ QHvt =yxv=O |wQ Q}k |x}q w `=UD= V}=Ri= w uOW QDQ@R x@
Qo}O OQwt wO R= QDtm |oOvwWsQv Q=Okt '|rm Qw]x@ "OwW|t `=UD= Vy=m w =yxv=O
xOv=WwB =Q =yxv=O K]U xm CU= |Q}k VWwB u=ty u; p}rO,q=tDL= xm CU= xOw@
|rw "CU= xO=O Vy=m =Q =yxv=O |Q}oQO w xOQm O=H}= =Q |QDh=Y ,=D@Uv |=yxv=O w
|O=}R Cw=iD xvwtv xU Qy |=Q@ V}=tR; |=yDv= QO xOv=t}k=@ VvD Q=Okt '|rmQw] x@
"OvDW=O |y@=Wt Q=DiQ |Di=}R=@ uD@ w |a}@] |xvwtv wO Qw]u}ty "OvDW=Ov sy =@
xOy=Wt11pmWQOxOv=t|k=@wxv}W}@|WQ@Ctw=kt|oDN}UoVwBQ=Owtv
?}DQD x@ RAP w NA 'RCA Kr=Yt |=Q@ xv}W}@ l=m]Y= |x}w=R "OwW|t
x@ Q}N= Q=Okt 'xOv=t}k=@ Cr=L QO "CU= xOw@ xHQO 40=6 w 42=5 '45 =@ Q@=Q@
Kr=Yt |=Q@ |oOv@UJ u=R}t "CU= xOw@ xHQO 35=7 w 36=5 '36 =@ Q@=Q@ ?}DQD
?}DQD x@ RAP w RCA |Di=}R=@ Kr=Yt |=Q@ w p=mU=Bwr}m 24 =@ Q@=Q@ NA
OwHw x@ u=wD|t =Q |oOv@UJ V}=Ri= p}rO "CU= xOw@ p=mU=Bwr}m 22 w 31=2
uD@ Kr=Yt |wQ u=t}U Cqt u}vJty w RAP |=yxv=OnvU |wQ Q}k VWwB
|oOv@UJ |Q=Okt 'C@w]Q uOW xi=[= =@ xm 'CUv=O \@DQt RCA |xOWOQN
?}QkD p}rOx@ |Qy=_ |oOv@UJ Ov=wD|t |oOv@UJ u}= OvJ Qy "OwW|t Qy=_
"OW=@ sy |]NQ}e |oDN}Uo VwB \N
NA Kr=Yt |wQ Q@ s}kDUt VQ@ V}=tR; G}=Dv '12 pmW QO u}vJty 33 |}=Hx@=H |vLvt ? Original Article
K]U |WQ@ Ctw=kt |=yQDt=Q=B |@=}RQ=
O}QowS w |Di=}R=@ Cr=iU; w uD@ lQDWt
s}kDUt VQ@ V}=tR; R= xO=iDU= =@
OWQ= |U=vWQ |wHWv=O |DQ}L u}UL
Q=}Wv=O O=QwrvUL OwtLt
Q=}Wv=O |vOQ= =[Q}ra
u}wRk 'xQ |v}tN s=t= |rrtr=u}@ x=oWv=O '|UOvyt |vi |xOmWv=O
'|Di=}R=@ Kr=Yt lQDWt T=tD K]U |WQ@ Ctw=kt C=}YwYN 'Q[=L VywSB QO
l=N |=yxR=U QO u}Ro}=H R}Qm=N Kr=Yt u=wvax@ O}QowS =@ 'Cr=iU; w uD@ pt=W
Kr=Yt Q=vm QO "CU= xOW |UQQ@ T=}ktnQR@ s}kDUt VQ@ V}=tR; R= xO=iDU= =@ KrUt
,=@}QkD |Ov@xv=O w |m}R}i C=YNWt =@ |a}@] Kr=Yt l} R= 'Cr=iU; w uD@ |Di=}R=@
'x}wUlD O}QowS `wv xU "CU= xOW xO=iDU= xU}=kt CyH SW |Ov@xk@] =@ u=Um}
|x}w=R =@ QwmPt |Di=}R=@ Kr=Yt xm O=O u=Wv G}=Dv w OvOW V}=tR; xOvvmKrUt u=wvax@
l=N |=yxR=U QO xO=iDU= |=Q@ |@wN p}Uv=DB 'xHQO 40 R= QDW}@ |rN=O l=m]Y=
OvJ Qy 'OQm xO=iDU= |a}@] Kr=Yt |=H x@ |D=_Lqt =@ =Q =yu; u=wD|t w OvQ=O KrUt
'O}QowS |WWm Ctw=kt xm OvO=O u=Wv =yV}=tR; "OvQ=O |WQ@ Q=DiQ QO |}=yCw=iD xm
V}=Ri= Ea=@ O}QowS =@ =yxv=O |Q}oQO "OQ=Ov T=tD K]U |WQ@ Ctw=kt QO |v=OvJ Q}F-=D
Ctw=kt ?}Q[ xm |Qw]x@ 'CU= xOW VvmQOv= ?}Q[ w T=tD K]U |WQ@ Ctw=kt
u}@ |wk VvmQOv= |xOvyOu=Wv xm Ot; CUO x@ 1 R= QDnQR@ 'QwmPt Kr=Yt |=Q@ |WQ@
"CU= |Di=}R=@ Kr=Yt w O}QowS
'T=}ktnQR@ s}kDUt VQ@ 'KrUt l=N 'VvmQOv= 'O}QowS %|O}rm u=oS=w
"|Di=}R=@ Kr=Yt '|ki= |}=Hx@=H |WQ@ Ctw=kt |vLvt hr= "13 pmW
m r
= RCA r=
=
ki=
=
=
=k Kr=Yt |=Q@ |ki= |}=Hx@=H Q@=Q@ QO |WQ@ Ctw=kt Q=Owtv 'hr=14 pmW QO
C@Uv RAP Kr=Yt Q=DiQ "OwW|t xOy=Wt KrUtQ}e w KrUt Cr=L QO RAP
KrUtQ}e RAP Kr=Yt |WQ@ Ctw=kt "CU= Cw=iDt NA w RCA Kr=Yt x@
|=y|}=Hx@=H QO u; R= Oa@ w xOw@ |W}=Ri= QDt|r}t 19 |r= 11 |ki= |}=Hx@=H =D
C@Uv Ctw=kt Ci= xm |r=L QO "CU= xOW Ci= Q=JO |tm Q=Okt 'QDW}@ |ki= KrUtQ}e w KrUt Cr=L QO RCA |xvwtv |=Q@ V}=tR; G}=Dv '13 pmW QO
u}=xHwDp@=k|xDmv|rw"CU=|a}@]Kr=Ytx@x}@W,=@}QkDG}=Dv"OwW|txOy=Wt
|QDW}@Ctw=kt GP3O}QowS'p=mU=Bwr}m100w50p=tQv|=yVvDQOxmCU=
GP1 O}QowS p=mU=Bwr}m 150 VvD QO w GP2 w GP1 |=yO}QowS x@ C@Uv
Ctw=kt "CU= xO=O u=Wv OwN R= |QDW}@ |WQ@ Ctw=kt Qo}O O}QowS wO x@ C@Uv 34 34 2/1 |xQ=tW '382 |xQwO '1401 u=DU@=D h}QW u=Qta |UOvyt
O=H}= CU@ w pik u}QDy@ 'O}QowS |xtWJ uOw@ QDlJwm p}rO x@ xm OUQ|t
u}ty w xOW Qo}Om} |wQ Q@ =yxv=O uO}Rer R= `v=t O}QowS u}=Q@=v@ "CU= xOW
Kr=Yt u}vJty "CU= xOW =yxtWJ pN=O |=yxv=O |Q}oQO V}=Ri= Ea=@ Qt=
|}=Hx@=H Q=Owtv "Ov=xDW=O GP3 O}QowS =@ =Q 1=25 VvmQOv= u}QDq=@ QwmPt
wO TmaQ@ xm OyO|t u=Wv ?14 pmW QO |ki= |}=Hx@=H Q@=Q@ QO |Owta
OwN x@ C@Uv |QD|[=@kv= Q=DiQ '|Di=}R=@ Cr=iU; lQDWt K]U '|r@k Kr=Yt
QO |Q}k |x}q R= |WWwB OwHw p}rO x@ ,q=tDL= j=iD= u}= "CU= xDW=O Kr=Yt
QO "CU= |r@k Kr=Yt wO x@ C@Uv =yu; K]U uOw@ QDh=Y w =yxv=OovU |wQ
Qw]u=ty "CU= xOW x=Q= O}QowS uwO@ w =@ =yV}=tR; G}=Dv |xYqN '5pwOH
"CU= xDi=} V}=Ri= |WQ@ Ctw=kt u=R}t 'O}QowS uOwRi= =@ 'OwW|t xOy=Wt xm
C@Uv GP1 O}QowS =@ NA |a}@] Kr=Yt QO Ctw=kt OYQO V}=Ri= u=R}t
150 p=tQv VvD QO xm |Qw] x@ 'CU= xOw@ QDW}@ GP3 w GP2 |=yO}QowS x@
|=yVvD x@ C@Uv xm 'CU= xOw@ 20=35 'Ctw=kt V}=Ri= u=R}t p=mU=Bwr}m
Ctw=kt OYQO V}=Ri= xm |r=L QO "CU= QDtm p=mU=Bwr}m 100 w 50 p=tQv
x@ C@Uv GP3 O}QowS =@ RAP Cr=iU; w RCA uD@ |Di=}R=@ Kr=Yt QO
|Dr=iU; w |vD@ Kr=Yt QO xm |Qw] x@ 'CU= QDW}@ GP3 w GP2 |=yO}QowS
OYQO V}=Ri= u}QDW}@ 'p=mU=Bwr}m 100 w 150 p=tQv |=yVvD QO ?}DQD x@
u=OvJ QwmPt Kr=Yt `wv xU Q=DiQ |xU}=kt O}=W u}=Q@=v@ "CU= xDW=O =Q Ctw=kt
w |Q@R '=yxv=OovU K]U VWwB w =yxv=O C=QP pmW xm =QJ 'OW=@v CUQO
|=yxv=O K]U OwQ|t Q=_Dv= "CU= Cw=iDt Qo}Om} =@ =yu; K]U VWwB TvH
QDxOvvmW =yxv=O K]U VWwB p=Lu}aQO '10 pmW OW=@ QDQ@R |Di=}R=@ uD@
"OW=@ |}=Hx@=H |vLvt ? Original Article
K]U |WQ@ Ctw=kt |=yQDt=Q=B |@=}RQ=
O}QowS w |Di=}R=@ Cr=iU; w uD@ lQDWt
s}kDUt VQ@ V}=tR; R= xO=iDU= =@
OWQ= |U=vWQ |wHWv=O |DQ}L u}UL
Q=}Wv=O O=QwrvUL OwtLt
Q=}Wv=O |vOQ= =[Q}ra
u}wRk 'xQ |v}tN s=t= |rrtr=u}@ x=oWv=O '|UOvyt |vi |xOmWv=O
'|Di=}R=@ Kr=Yt lQDWt T=tD K]U |WQ@ Ctw=kt C=}YwYN 'Q[=L VywSB QO
l=N |=yxR=U QO u}Ro}=H R}Qm=N Kr=Yt u=wvax@ O}QowS =@ 'Cr=iU; w uD@ pt=W
Kr=Yt Q=vm QO "CU= xOW |UQQ@ T=}ktnQR@ s}kDUt VQ@ V}=tR; R= xO=iDU= =@ KrUt
,=@}QkD |Ov@xv=O w |m}R}i C=YNWt =@ |a}@] Kr=Yt l} R= 'Cr=iU; w uD@ |Di=}R=@
'x}wUlD O}QowS `wv xU "CU= xOW xO=iDU= xU}=kt CyH SW |Ov@xk@] =@ u=Um}
|x}w=R =@ QwmPt |Di=}R=@ Kr=Yt xm O=O u=Wv G}=Dv w OvOW V}=tR; xOvvmKrUt u=wvax@
l=N |=yxR=U QO xO=iDU= |=Q@ |@wN p}Uv=DB 'xHQO 40 R= QDW}@ |rN=O l=m]Y=
OvJ Qy 'OQm xO=iDU= |a}@] Kr=Yt |=H x@ |D=_Lqt =@ =Q =yu; u=wD|t w OvQ=O KrUt
'O}QowS |WWm Ctw=kt xm OvO=O u=Wv =yV}=tR; "OvQ=O |WQ@ Q=DiQ QO |}=yCw=iD xm
V}=Ri= Ea=@ O}QowS =@ =yxv=O |Q}oQO "OQ=Ov T=tD K]U |WQ@ Ctw=kt QO |v=OvJ Q}F-=D
Ctw=kt ?}Q[ xm |Qw]x@ 'CU= xOW VvmQOv= ?}Q[ w T=tD K]U |WQ@ Ctw=kt
u}@ |wk VvmQOv= |xOvyOu=Wv xm Ot; CUO x@ 1 R= QDnQR@ 'QwmPt Kr=Yt |=Q@ |WQ@
"CU= |Di=}R=@ Kr=Yt w O}QowS
'T=}ktnQR@ s}kDUt VQ@ 'KrUt l=N 'VvmQOv= 'O}QowS %|O}rm u=oS=w
"|Di=}R=@ Kr=Yt '|ki= |}=Hx@=H |WQ@ Ctw=kt |vLvt hr= "14 pmW
"xOvvmKrUt uwO@ w =@ RAP Kr=Yt |=Q@ |ki= |}=Hx@=H s=k 2/1 |xQ=tW '382 |xQwO '1401 u=DU@=D h}QW u=Qta |UOv "OW Oy=wN O}QowS w Qo}Om} =@ =yu; QDW}@ |Q}oQO Ea=@ =yxv=O K]U |Q@R
|Q}oQO xm 9 pmW CU= Q}k |=Q=O w h=Y Cr=iU; |=yxv=O K]U u}vJty
=} CU= QDW}@ =yxv=O u}@ l=m]Y= xmv}= 'u}=Q@=v@ "Ow@ Oy=wN QDtm =yxv=O u}@
|}=yv |xH}Dv x@ uO}UQ =Pr &CU}v |DL=Q p=-wU 'O}QowS =yxv=O u}@ l=m]Y=
|=yV}=tR;OvtR=}v'=yxtWJ|xR=Ov==}wO}QowSpmx@R=@K]UC@UvQF=OQwtQO
=@ R}v Kr=Yt `wv xU |=yxv=O xm CU= sRq xDmv u}= QmP "CU= |QDj}kO w QDW}@
|Di=}R=@ Cr=iU; Kr=Yt,q=tDL= "Ov=xDW=Ov |v=Um} -=Wvt w xOw@ Cw=iDt Qo}Om}
|=ypmWQ}}eD xm |OQ=wt QO =Pr 'OvyO|t u=Wv OwN R= |WRN Q=DiQ 'COtR=QO QO
OvJ Qy &CW=O xHwD `w[wt u}= x@ O}=@ 'OW=@ xDW=O C}OwOLt |m=N |xR=U
w xS}w |=yVywSB x@ R=}v u; Q=Okt w OvwQ w |Di=}R=@ Kr=Yt QO VRN EL@
C=ar=]t "CU= xOW xO}WwB Q}k R= |}x}q =@ =yxv=O K]U \ki xm =QJ 'OQ=O |QDW}@
=@ |Di=}R=@ Kr=Yt VvmQOv= w |WQ@ Ctw=kt |=yQDt=Q=B |xv}tR QO xOW s=Hv=
|tm |r}N O=OaD w xOW s=Hv= |R=UwQ w =yxO=H T=U=Q}R EL@ QO QDW}@ O}QowS
|=yQ=w}O R}Qm=N QO |Di=}R=@ Kr=Yt R= OOHt |xO=iDU= |wQ Q@ u=QoWywSB R=
\UwD xOW s=Hv= |=yVywSB =@ Q[=L VywSB Cw=iD "Ov=xDN=OQB KrUt l=N
xm CU= u}= 2021 u=Q=mty w 24|=JtwOw} w 2020 u=Q=mty w 23nvBOwU
s}rk= w \}=QW x@ xHwD =@ u}vJty w OvDUy |tw@ 'xOW ?=NDv= |Di=}R=@ Kr=Yt
xDmv u}= QmP "OW=@ Cw=iDt Ov=wD|t |v=tDN=U |=yxr=Nv O}rwD `@vt `wv '|}=}i=QeH
Kr=Yt R= |m} |wQ \ki 'xOW xQ=W= u=QoWywSB R= l} Qy xm CU= |wQwQ[
|Di=}R=@ Kr=Yt `wv wO Qy Q[=L VywSB QO xm |r=L QO 'Ov=xOQm xar=]t |Di=}R=@
u}vJty "Ov=xOW xO=iDU= xU}=kt |=Q@ |a}@] Kr=Yt w |Di=}R=@ uD@ w Cr=iU;
OwHw xOW QmP |=yQ=DWwv =@ O}QowS `wv w Kr=Yt |Ov@xv=O Q_v R= |}=yCw=iD
"OQ=O |}=Hx@=H |vLvt ? Original Article
K]U |WQ@ Ctw=kt |=yQDt=Q=B |@=}RQ=
O}QowS w |Di=}R=@ Cr=iU; w uD@ lQDWt
s}kDUt VQ@ V}=tR; R= xO=iDU= =@
OWQ= |U=vWQ |wHWv=O |DQ}L u}UL
Q=}Wv=O O=QwrvUL OwtLt
Q=}Wv=O |vOQ= =[Q}ra
u}wRk 'xQ |v}tN s=t= |rrtr=u}@ x=oWv=O '|UOvyt |vi |xOmWv=O
'|Di=}R=@ Kr=Yt lQDWt T=tD K]U |WQ@ Ctw=kt C=}YwYN 'Q[=L VywSB QO
l=N |=yxR=U QO u}Ro}=H R}Qm=N Kr=Yt u=wvax@ O}QowS =@ 'Cr=iU; w uD@ pt=W
Kr=Yt Q=vm QO "CU= xOW |UQQ@ T=}ktnQR@ s}kDUt VQ@ V}=tR; R= xO=iDU= =@ KrUt
,=@}QkD |Ov@xv=O w |m}R}i C=YNWt =@ |a}@] Kr=Yt l} R= 'Cr=iU; w uD@ |Di=}R=@
'x}wUlD O}QowS `wv xU "CU= xOW xO=iDU= xU}=kt CyH SW |Ov@xk@] =@ u=Um}
|x}w=R =@ QwmPt |Di=}R=@ Kr=Yt xm O=O u=Wv G}=Dv w OvOW V}=tR; xOvvmKrUt u=wvax@
l=N |=yxR=U QO xO=iDU= |=Q@ |@wN p}Uv=DB 'xHQO 40 R= QDW}@ |rN=O l=m]Y=
OvJ Qy 'OQm xO=iDU= |a}@] Kr=Yt |=H x@ |D=_Lqt =@ =Q =yu; u=wD|t w OvQ=O KrUt
'O}QowS |WWm Ctw=kt xm OvO=O u=Wv =yV}=tR; "OvQ=O |WQ@ Q=DiQ QO |}=yCw=iD xm
V}=Ri= Ea=@ O}QowS =@ =yxv=O |Q}oQO "OQ=Ov T=tD K]U |WQ@ Ctw=kt QO |v=OvJ Q}F-=D
Ctw=kt ?}Q[ xm |Qw]x@ 'CU= xOW VvmQOv= ?}Q[ w T=tD K]U |WQ@ Ctw=kt
u}@ |wk VvmQOv= |xOvyOu=Wv xm Ot; CUO x@ 1 R= QDnQR@ 'QwmPt Kr=Yt |=Q@ |WQ@
"CU= |Di=}R=@ Kr=Yt w O}QowS
'T=}ktnQR@ s}kDUt VQ@ 'KrUt l=N 'VvmQOv= 'O}QowS %|O}rm u=oS=w
"|Di=}R=@ Kr=Yt '|ki= |}=Hx@=H |WQ@ Ctw=kt |vLvt hr= "14 pmW
"xOvvmKrUt uwO@ w =@ RAP Kr=Yt |=Q@ |ki= |}=Hx@=H s=k Kr=Yt |Dkw "CU= xOQm =O}B Vy=m |t}qt |r}N ?}W =@ Qo}O Kr=Yt wO x@
w xO=O MQ |QDnQR@ |=y|}=Hx@=H QO Ctw=kt V}=Ri= 'Ov=xOW KrUt 'O}QowS =@
'Qo}O |DQ=@a x@ "CU= xDi=} xt=O= QDt|r}t 45 |}=Hx@=H =D C@=F ,=D@Uv OvwQ =@
RAP Kr=Yt "CU= xOw@ xOvwWCNU 'xOW QmP Kr=Yt QO lQDWt K]U Q=DiQ
|=Q@ BGG/D50 C@Uv "Ov=xDW=O GP3 O}QowS =@ |QDq=@ |WQ@ Ctw=kt
xOw@ 5=3 w 6=63 '6=63 =@ Q@=Q@ ?}DQD x@ GP3 w GP2 'GP1 |=yO}QowS
|Di=}R=@ Cr=iU; |=yxv=OovU R= SEM |vwQDmr= Q}w=YD '9 pmW QO "CU=
Ov=wD|t =yxv=O K]U QO Q}k OwHw 'QwmPt Q}w=YD x@ xHwD =@ "OwW|t xOy=Wt
x@ xHwD =@ "OyO u=Wv OwN R= |a}@] w |vD@ |=yxv=OovU C@Uv |Dw=iDt G}=Dv
uOWQDsQv Ea=@ =yxv=OovU K]U QO Q}k OwHw,q=tDL= 'KrUtQ}e Cr=L QO G}=Dv
x@ w xOW xv=O x@ xv=O l=m]Y= Vy=m Ea=@ Qt= u}ty w xOW =yxv=OovU
=@ uOQm KrUt s=ovy xm |DQwY QO &CU= xDi=} Vy=m |WQ@ Ctw=kt u; p=@vO
Kr=Yt "CU= xO=O MQ |yHwDp@=k V}=Ri= 'T=tD K]U |WQ@ Ctw=kt QO 'O}QowS
w Ov=xOQm O=H}= =Q |QDW}@ T=tD K]U |WQ@ Ctw=kt 'GP3 O}QowS =@ |Dr=iU;
Q_vx@ Qw]u}= "CU= xOw@ 0=72 'GP3 O}QowS |=Q@ |r=N |=[i Q=Okt u}vJty 35 35 "|WQ@ Ctw=kt |=y QDt=Q=B Q}O=kt "5 pwOH
kP a (c) |oOv@UJ
(') l=m]Y= x}w=R
Kr=Yt
xHQO
xOv=t}k=@
xv}W}@
xOv=t}k=@
xv}W}@
3=7
24
36
45
NA
10
29
46=9
47=3
NA + geo60=20
15
24
47=6
48=8
NA + geo110=30
23
22
43=5
49=7
NA + geo60=30
1
31=2
36=6
42=7
RCA
24=7
37=7
41=6
49=6
RCA + geo60=20
16
15
46
52
RCA + geo110=30
24=7
37=7
44=7
51=1
RCA + geo60=30
4
22
36=7
40=6
RAP
11
19
48
47
RAP + geo60=20
5=5
19
48=6
47=6
RAP + geo110=30
6=7
20
50
49=2
RAP + geo60=30 "|iQYt |=yO}QowS =@ Kr=Yt T=tD K]U VvmQOv= ?}Q[ Q}O=kt "6 pwOH
(kP a) p=tQv VvD
xvwtv
u}ov=}t
150
100
50
1=1
1=1
1=11
1=12
NA + geo60=20
1=21
1=2
1=19
1=16
NA + geo110=30
1=11
1=14
1=12
1=09
NA + geo60=30
1=25
1=26
1=25
1=25
RCA + geo60=20
1=13
1=22
1=15
1=02
RCA + geo110=30
1=29
1=32
1=29
1=28
RCA + geo60=30
1=18
1=22
1=17
1=15
RAP + geo60=20
1=18
1=22
1=17
1=15
RAP + geo110=30
1=25
1=29
1=26
1=21
RAP + geo60=30 |WQ@ Ctw=kt |=yQDt=Q=B |xv}tm '|Di=}R=@ Kr=Yt 'CU= XNWt xm Qw]u=ty
u}@ VvmQOv= ?}Q[ "Ovvm|t u}t-=D 'OvwW|t KrUt O}QowS =@ xm |v=tR =Q
KrUt l=N |=yxR=U |L=Q] QO |O}rm |=yQDt=Q=B R= |m} 'xOvvmKrUt w R}Qm=N
?}Q[ "OwW u=}@ KrUt l=N l=m]Y= ?}Q[ u=wva x@ Ov=wD|t w CU=
x@ KrUt Cr=L QO |WQ@ Ctw=kt |xv}W}@ C@Uv u=wvax@ u=wD|t =Q VvmQOv=
Q=Wi u=ty CLD 1 |x]@=Q j@] KrUtQ}e Cr=L QO |WQ@ Ctw=kt |xv}W}@
3 CLD w Q=@ 3 's}kDUt VQ@ V}=tR; Qy xm =Hv; R= "OQm h}QaD p=tQv
u}ov=}t R= VvmQOv= ?}Q[ 'CU= xOW s=Hv= x@=Wt \}=QW w hrDNt Q=@QU
u}@ VvmQOv= "CU= xOt; CUOx@ p=mU=Bwr}m 150 w 100 '50 Q=@QU xU
'KrUt l=N |=yQ=w}O xm OwW|t Ea=@ KrUt l=N R}Qm=N w xOvvmKrUt
pta Q}PBh=]av= OL=w l} Ovv=t w Ovvm ptLD =Q |yHwDp@=k pmWQ}}eD w |Q=PoQ=@ ?}Q[ w T=tD K]U |WQ@ Ctw=kt |=yQDt=Q=B "7
VvmQOv=
"Ov=xOW x=Q= 6 pwOH QO KrUtQ}e w KrUt Cr=L QO '|WQ@ Ctw=kt |=yQDt=Q=B
x@ s}kDUt VQ@ V}=tR; G}=Dv T=U=Q@ |oDN}Uo VwB sUQ =@ QwmPt |=yQDt=Q=B
QO |a}@] Kr=Yt 'OwW|t xOy=Wt Q}N= pwOH QO xm Qw]u=ty "Ov=xOt; CUO
K]U |Q@R w |oWwoR}D p}rO x@ |Di=}R=@ Kr=Yt x@ C@Uv KrUtQ}e Cr=L
xOvvmKrUt xm |v=tR w xDW=O =Q |rN=O l=m]Y= |x}w=R u}QDW}@ 'u; |=yxv=O
|=yl=N "CU= xDi=} V}=Ri= T=tD K]U l=m]Y= |x}w=R 'CU= xOW xi=[=
|xv}W}@ l=m]Y= |x}w=R Q}O=kt |=Q=O,qwtat 'sm=QDt |xU=t w uW Ovv=t |}xv=O
[30]"OvDUy xHQO 36 |r= 32 xOv=t}k=@ l=m]Y= |x}w=R Q}O=kt w xHQO 48 =D 40 36 "xOvvmKrUt uwO@ w =@ s}kDUt VQ@ V}=tR; G}=Dv |xYqN "7 pwOH
Ctw=kt V}=Ri=
Ctw=kt =@ Q_=vDt |}=Hx@=H
xv}W}@ |WQ@ Ctw=kt
xOvvmKrUt
xvwtv
(mm) xv}W}@ |WQ@
(kP a)
1500
100
50
150
100
50
150
100
50
(kP a)
(kP a)
(kP a)
(kP a)
(kP a)
(kP a)
(kP a)
(kP a)
(kP a)
6
4
5
172=7
121
75=5
NA
Kr=Yt
20=35
19
16
17
9
10
207
145
87
NA+GP1
|a}@]
11=62
14
10
11
12
9
192
138
83
NA+GP2
18
11=5
13=3
13
11
14
203
135
85
NA+GP3
9
7
6
168
126=7
76
RCA
Kr=Yt
25
18=25
5=3
7
10
7
210
149
79
RCA+GP1
|vD@
28=6
19
32
7
8
9
216
150
99
RCA+GP2
|Di=}R=@
32
29=4
29=3
10
13
17
222
163
97
RCA+GP3
19
12
11
150
108
64
RAP
Kr=Yt
20
17=5
11
29
16
26
180
127
71
RAP+GP1
|Dr=iU;
22
16=6
15=6
32
33
15
183
126
74
RAP+GP2
|Di=}R=@
29=3
26=85
21=8
32
33
15
194
137
78
RAP+GP3
60 w 110 =@ Q@=Q@ ?}DQD x@ GP60=20 w GP110=30 `wv O}QowS |WQ@
|xtWJ ZQa =@ QDt|r}t 33 25 =yxtWJ |xR=Ov= "CU= QDt QO uDw}vwr}m
Ctw=kt'OvyO|tu=WvG}=DvxmQw]u=ty"CU=xOw@O}QowS`wvwOQy|=Q@u=Um}
O}QowS |oDN}Uo =Q}R 'OQ=Ov T=tD K]U |WQ@ Ctw=kt QO |v=OvJ Q}F-=D |WWm
=yQ=Owtvu}@|y=oxm|QYDNt|=yu=Uwv"CU=xOWvxOy=WtVQ@V}=tR;R=Oa@
u=Q=mty w nvBOwU "CU= V}=tR; |=y=]N p}rO x@ ,q=tDL= 'OwW|t xOy=Wt
w OvOQm |UQQ@ RCA Kr=Yt QO =Q O}QowS |WWm Ctw=kt Q}F-=D R}v '2018
T=tD K]U |WQ@ Ctw=kt QO |v=OvJ Q}F-=D O}QowS |WWm Ctw=kt xm OvDi=}QO
|WWm Ctw=kt 'OyOv MQ O}QowS QO |oQ=B xm |v=tR =D Cio u=wD|t =Pr [6]"OQ=Ov
"OQ=Ov l=N =@ u; VvmQOv= QO |yHwD p@=k Q}F-=D 'O}QowS
|Q}oxH}Dv "9
|WQ@ Q=DiQ =OD@= 'T=}ktnQR@ s}kDUt VQ@ V}=tR; ltm x@ 'Q[=L Q=DWwv QO
Cr=iU; w uD@ %pt=W '|a}@] Kr=Yt u}Ro}=H u=wva x@ |Di=}R=@ Kr=Yt `wv wO
?wN |xU=t |Ov@xk@] =@ w x@=Wt |Ov@xv=O =@ |a}@] Kr=Yt l} Q=vm QO |Di=}R=@
xU =@ QwmPt Kr=Yt lQDWt K]U Q=DiQ TBU "CU= xOW |UQQ@ xOW |Ov@xv=O
KrUt l=N p=L |=yQ=w}O QO |Di=}R=@ Kr=Yt R= xO=iDU= hOy =@ O}QowS `wv
[31]"Ovvm
= rienforce=unreinforce
(1)
w xOW KrUt rienfoce 'T=tD K]U |WQ@ Ctw=kt ?}Q[ 'u; QO xm
u}@ T=tD K]U |xv}W}@ |WQ@ Ctw=kt ?}DQD x@ xOWv KrUt unreinforc
VvmQOv=?}Q[xm|DQwYQO"CU=|r=Nl=N|xvwtvwO}QowSw|m=N|xvwtv
Qo= w h}a[ 'l}DDvUwS w l=N u}@ Ovw}B xm CU= |vat u}O@ 'OW=@ 0=5 R= QDtm
'7 pwOH QO [31]"CU= Q=QkQ@ l}DDvUwS w l=N u}@ |wk p=YD= 'OW=@ 1 R= QDW}@
xOy=Wt xm Qw]u=ty "CU= xOW x=Q= T=tD K]U |WQ@ Ctw=kt ?}Q[ Q}O=kt
VvmQOv= Qov=}@ xm CU= 1 R= QDnQR@ Kr=Yt xU Qy |=Q@ QwmPt ?}Q[ 'OwW|t
"CU=yO}QowS w Kr=Yt u}@ |wk
|WQ@ Ctw=kt QO O}QowS |WWm Ctw=kt Q}F-=D "8
VvmQOv=
G}=Dv |xU}=kt =@ T=tD K]U |WQ@ Ctw=kt QO O}QowS |WWm Ctw=kt Q}F-=D
15pmWQO GPGRID60=20w GPGRID110=30|=yO}QowS=@V}=tR;
CyH QO |WWm Ctw=kt "OwW|t xOy=Wt RAP w RCA 'NA Kr=Yt |=Q@ 60 w 110 =@ Q@=Q@ ?}DQD x@ GP60=20 w GP110=30 `wv O}QowS |WQ@
|xtWJ ZQa =@ QDt|r}t 33 25 =yxtWJ |xR=Ov= "CU= QDt QO uDw}vwr}m
Ctw=kt'OvyO|tu=WvG}=DvxmQw]u=ty"CU=xOw@O}QowS`wvwOQy|=Q@u=Um}
O}QowS |oDN}Uo =Q}R 'OQ=Ov T=tD K]U |WQ@ Ctw=kt QO |v=OvJ Q}F-=D |WWm
=yQ=Owtvu}@|y=oxm|QYDNt|=yu=Uwv"CU=xOWvxOy=WtVQ@V}=tR;R=Oa@
u=Q=mty w nvBOwU "CU= V}=tR; |=y=]N p}rO x@ ,q=tDL= 'OwW|t xOy=Wt
w OvOQm |UQQ@ RCA Kr=Yt QO =Q O}QowS |WWm Ctw=kt Q}F-=D R}v '2018
T=tD K]U |WQ@ Ctw=kt QO |v=OvJ Q}F-=D O}QowS |WWm Ctw=kt xm OvDi=}QO
|WWm Ctw=kt 'OyOv MQ O}QowS QO |oQ=B xm |v=tR =D Cio u=wD|t =Pr [6]"OQ=Ov
"OQ=Ov l=N =@ u; VvmQOv= QO |yHwD p@=k Q}F-=D 'O}QowS (1) (1) |Q}oxH}Dv "9
|WQ@ Q=DiQ =OD@= 'T=}ktnQR@ s}kDUt VQ@ V}=tR; ltm x@ 'Q[=L Q=DWwv QO
Cr=iU; w uD@ %pt=W '|a}@] Kr=Yt u}Ro}=H u=wva x@ |Di=}R=@ Kr=Yt `wv wO
?wN |xU=t |Ov@xk@] =@ w x@=Wt |Ov@xv=O =@ |a}@] Kr=Yt l} Q=vm QO |Di=}R=@
xU =@ QwmPt Kr=Yt lQDWt K]U Q=DiQ TBU "CU= xOW |UQQ@ xOW |Ov@xv=O
KrUt l=N p=L |=yQ=w}O QO |Di=}R=@ Kr=Yt R= xO=iDU= hOy =@ O}QowS `wv |Q}oxH}Dv "9 37 %CU= KQW u}= x@ pY=L G}=Dv sy= "CU= xOW |UQQ@
|@wN |WQ@ Ctw=kt |=Q=O xOW OQN Cr=iU; w uD@ pt=W |Di=}R=@ Kr=Yt "1
|=yQ=w}O QO |a}@] Kr=Yt u}Ro}=H u=wva x@ |D=_Lqt =@ Ovv=wD |t w OvDUy
"CU= Cw=iDt |tm =yu; |WQ@ Q=DiQ OvJ Qy 'OvwW xO=iDU= KrUt l=N p=L
|WQ@Ctw=kt'|Di=}R=@uD@w|a}@]Kr=Ytx@C@Uv|Di=}R=@Cr=iU;Kr=Yt
|=yxv=OovU |wQ Q@ Q}k VWwB OwHw x@ u=wD|t =Q Qt= u}= p}rO "OvQ=O |QDtm
xmv}= p}rO x@ "OwW|t l=m]Y= Vy=m Ea=@ xm O=O C@Uv |Di=}R=@ Cr=iU;
R= QD|[=@kv= u; |tHL Q=DiQ =Pr 'CU= QDsQv '|Dr=iU; Kr=Yt |L]U |x}q
"CU= |Di=}R=@ uD@ w |a}@] Kr=Yt
V}=Ri= x@ QHvt 'O}QowS =@ |Di=}R=@ |}xv=O Kr=Yt ?U=vt |Q}oQO |rm Qw]x@ "2
Kr=Yt OwN x@ C@Uv O}QowS w QwmPt Kr=Yt lQDWt K]U |WQ@ Ctw=kt
Cr=L x@ |tm xOvwWsQv Cr=L R= uD@ w |a}@] Kr=Yt |WQ@ Q=DiQ "CU= xOW
Cr=iU; OQwt QO OvwQ u}= "CU= xOW p}O@D lQDWt K]U QO xOvwWCNU
w |a}@] Kr=Yt lQDWt K]U |tHL Q=DiQ u}vJty "CU= xOw@ QDO}OW
QO `w[wt u}= 'CU= xOw@ Kr=Yt OwN R= QD|a=UD= 'O}QowS =@ |Di=}R=@ uD@
uOW QDh=Y Ea=@ xm =yxv=O K]U Q@ Q}k VWwB OwHw p}rO x@ Cr=iU; OQwt
K]U |WQ@ Ctw=kt 'O}QowS uOwRi= =@ "CU= TmaQ@ 'OwW|t =yxv=OnvU
w O}QowS |=yxtWJ QO =yxv=O QDW}@ |Q}oQO p}rO x@ |Dr=iU; Kr=Yt T=tD
"CU= xDi=} V}=Ri= Qo}Om} |wQ Q@ =yxv=O uO}Rer R= |Q}owrH
|WQ@ Ctw=kt |=yQDt=Q=B |xv}tm 'Cr=iU; w uD@ |Di=}R=@ Kr=Yt '|rm Qw]x@ "3
VvmQOv=?}Q[u}vJty"Ovvm|tu}t-=D'OvwW|tKrUtO}QowS=@xm|v=tR=Q
xOw@ 1 =@ Q@=Q@ QDW}@ O}QowS =@ Cr=iU; w uD@ |Di=}R=@ Kr=Yt lQDWt K]U
"OQ=O =yu; ?U=vt |Q}oQO w l=m]Y= R= u=Wv xm CU=
lQDWt T=tD K]U |WQ@ Ctw=kt QO |O=}R Q}F-=D =yO}QowS |WWm Ctw=kt "4
VQ@ V}=tR; u=}=B QO O}QowS |oDN}Uo =Q}R &OQ=Ov O}QowS w Kr=Yt u}@
"CU= xOWv xOy=Wt s}kDUt
Cr=iU; ,=YwYNt 'QwmPt |Di=}R=@ Kr=Yt R= xO=iDU= QO OW Qw;O=} O}=@ =yDv= QO
"OQm xHwD =yu; |WRN Q=DiQ x@ O}=@ '|Di=}R=@
QmWD w Q}OkD
xO=iDU=|=yO}QowSuDW=PoQ=}DN=QOwO}rwDp}rOx@u=}UQ=BwSCmQWR='C}=yvQO
"OwW|t |v=OQOk w QmWD 'Q[=L VywSB QO xOW
"T=tD K]U |WQ@ Ctw=kt QO O}QowS |WWm Ctw=kt Q}F-=D "15 pmW """ K]U |WQ@ Ctw=kt |=yQDt=Q=B |@=}RQ=
"T=tD K]U |WQ@ Ctw=kt QO O}QowS |WWm Ctw=kt Q}F-=D "15 pmW %CU= KQW u}= x@ pY=L G}=Dv sy= "CU= xOW |UQQ@
|@wN |WQ@ Ctw=kt |=Q=O xOW OQN Cr=iU; w uD@ pt=W |Di=}R=@ Kr=Yt "1
|=yQ=w}O QO |a}@] Kr=Yt u}Ro}=H u=wva x@ |D=_Lqt =@ Ovv=wD |t w OvDUy
"CU= Cw=iDt |tm =yu; |WQ@ Q=DiQ OvJ Qy 'OvwW xO=iDU= KrUt l=N p=L
|WQ@Ctw=kt'|Di=}R=@uD@w|a}@]Kr=Ytx@C@Uv|Di=}R=@Cr=iU;Kr=Yt
|=yxv=OovU |wQ Q@ Q}k VWwB OwHw x@ u=wD|t =Q Qt= u}= p}rO "OvQ=O |QDtm
xmv}= p}rO x@ "OwW|t l=m]Y= Vy=m Ea=@ xm O=O C@Uv |Di=}R=@ Cr=iU;
R= QD|[=@kv= u; |tHL Q=DiQ =Pr 'CU= QDsQv '|Dr=iU; Kr=Yt |L]U |x}q
"CU= |Di=}R=@ uD@ w |a}@] Kr=Yt """ K]U |WQ@ Ctw=kt |=yQDt=Q=B |@=}RQ= |=yxv=OovU |wQ Q@ Q}k VWwB OwHw x@ u=wD|t =Q Qt= u}= p}rO "OvQ=O |QDtm
xmv}= p}rO x@ "OwW|t l=m]Y= Vy=m Ea=@ xm O=O C@Uv |Di=}R=@ Cr=iU;
R= QD|[=@kv= u; |tHL Q=DiQ =Pr 'CU= QDsQv '|Dr=iU; Kr=Yt |L]U |x}q
"CU= |Di=}R=@ uD@ w |a}@] Kr=Yt
V}=Ri= x@ QHvt 'O}QowS =@ |Di=}R=@ |}xv=O Kr=Yt ?U=vt |Q}oQO |rm Qw]x@ "2
Kr=Yt OwN x@ C@Uv O}QowS w QwmPt Kr=Yt lQDWt K]U |WQ@ Ctw=kt
Cr=L x@ |tm xOvwWsQv Cr=L R= uD@ w |a}@] Kr=Yt |WQ@ Q=DiQ "CU= xOW
Cr=iU; OQwt QO OvwQ u}= "CU= xOW p}O@D lQDWt K]U QO xOvwWCNU
w |a}@] Kr=Yt lQDWt K]U |tHL Q=DiQ u}vJty "CU= xOw@ QDO}OW
QO `w[wt u}= 'CU= xOw@ Kr=Yt OwN R= QD|a=UD= 'O}QowS =@ |Di=}R=@ uD@
uOW QDh=Y Ea=@ xm =yxv=O K]U Q@ Q}k VWwB OwHw p}rO x@ Cr=iU; OQwt
K]U |WQ@ Ctw=kt 'O}QowS uOwRi= =@ "CU= TmaQ@ 'OwW|t =yxv=OnvU
w O}QowS |=yxtWJ QO =yxv=O QDW}@ |Q}oQO p}rO x@ |Dr=iU; Kr=Yt T=tD
"CU= xDi=} V}=Ri= Qo}Om} |wQ Q@ =yxv=O uO}Rer R= |Q}owrH
|WQ@ Ctw=kt |=yQDt=Q=B |xv}tm 'Cr=iU; w uD@ |Di=}R=@ Kr=Yt '|rm Qw]x@ "3
VvmQOv=?}Q[u}vJty"Ovvm|tu}t-=D'OvwW|tKrUtO}QowS=@xm|v=tR=Q
xOw@ 1 =@ Q@=Q@ QDW}@ O}QowS =@ Cr=iU; w uD@ |Di=}R=@ Kr=Yt lQDWt K]U
"OQ=O =yu; ?U=vt |Q}oQO w l=m]Y= R= u=Wv xm CU=
lQDWt T=tD K]U |WQ@ Ctw=kt QO |O=}R Q}F-=D =yO}QowS |WWm Ctw=kt "4
VQ@ V}=tR; u=}=B QO O}QowS |oDN}Uo =Q}R &OQ=Ov O}QowS w Kr=Yt u}@
"CU= xOWv xOy=Wt s}kDUt
Cr=iU; ,=YwYNt 'QwmPt |Di=}R=@ Kr=Yt R= xO=iDU= QO OW Qw;O=} O}=@ =yDv= QO
"OQm xHwD =yu; |WRN Q=DiQ x@ O}=@ '|Di=}R=@
QmWD w Q}OkD
xO=iDU=|=yO}QowSuDW=PoQ=}DN=QOwO}rwDp}rOx@u=}UQ=BwSCmQWR='C}=yvQO
"OwW|t |v=OQOk w QmWD 'Q[=L VywSB QO xOW
"T=tD K]U |WQ@ Ctw=kt QO O}QowS |WWm Ctw=kt Q}F-=D "15 pmW
=yCWwv=B
1. 1. land ll
2. recycled concrete aggregate (RCA)
3. reclaimed asphalt pavement (RAP)
4. large direct shear test References `@=vt 1. Oikonomou, N.D. \Recycled Concrete aggregates", Ce-
ment and Concrete Composites, 27(2), pp. 315-318
(2005). 16. Silva, R.V., Brito, J. and Dhir, R.K. \Properties and
composition of recycled aggregates from construction
and demolition waste suitable for concrete production",
Construction and Building Materials, 65, pp. 201-217
(2014). 2. Touahamia, M., Sivakumar, V. and McKelvey, D. \Shear
strength of reinforced-recycled material", Construction
and Building Materials, 16(6), pp. 331-339 (2002). 17. Rao, A., Jha, K.N. and Misra, S. \Use of aggregates from
recycled construction and demolition waste in concrete",
Resources, Conservation and Recycling, 50(1), pp. 71-81
(2007). 3. Nejad, M. \Program for recycling construction debris of
worn tissue renovation projects using software HAZUS
(Sangolch neighborhood, 12th District of Tehran), 2ed
Conference on Environmental Planning and Manage-
ment, (in Persian) (2012). 18. Herrador, R., Perez, P. and Garach, L. \Use of recycled
construction and demolition waste aggregate for road
course surfacing", Journal of Transportation Engineer-
ing, 138(2), pp. 182-190 (2011). 4. https://pasmand.tehran.ir 4. https://pasmand.tehran.ir 5. Bakeer, R., Abdel-Rahman, A.H. and Napolitano, P.J. \Geotextile friction mobilisation during eld pullout
test", Geotext. Geomembranes, 16, pp. 73-85 (1998). 19. Poon, C.S. and Chan, D. \Feasible use of recycled con-
crete aggregates and crushed clay brick as unbound road
sub-base", Construction and Building Materials, 20(8),
pp. 578-585 (2006). 6. Palmeira, E.M. \Soil-geosynthetic interaction: Modelling
and analysis", Geotextiles and Geomembranes, 27(5),
pp. 368-390 (2009). 20. FHWA, \Design and construction of mechanically sta-
bilized earth walls andreinforced soil slopes", In: Berg,
R.R. Christopher, B.R. Samtani, N.C. (Eds.), FHWA-
NHI-10e024, Federal Highway Administraction, USA
(2010). 7. Suddeepong, A., Sari, N., Horpibulsuk, S. and et al. \In-
terface shear behaviours between recycled concrete ag-
gregate and geogrids for pavement applications", Inter-
national Journal of Pavement Engineering, 21(2), pp. 228-235 (2020). 21. Publication No. 101, \Technical and General Specica-
tions of the Road", Second Review, Vice President for
Strategic Planning and Supervision (in Persian) (2013). 8. Jewell, R.A., Milligan, G.W.E. and Dubois, D. \Inter-
action between soil and geogrids", Polymer Grid Rein-
forcement, Thomas Telford Publishing, pp. 1830 (1984). 22. ASTM D422-87, \Standard test method for particle-size
analysis of soils (Withdrawn 2016)", ASTM Interna-
tional (2016). 9. Rathje, E., Rauch, A., Trejo, D. and et al. \Evaluation
of crushed concrete and recycled asphalt pavement as
backll for mechanically stabilized earth walls", CTR
Technical Report 0-4177-3 (2006). 23. |Q}oxH}Dv "9 land ll
2. recycled concrete aggregate (RCA)
3. reclaimed asphalt pavement (RAP)
4. large direct shear test
5. Geogrid
6. interface
7. Touahamia
8. Rathje
9. mechanically stabilized earth (MSE)
10. Liu
38 V}=Ri= x@ QHvt 'O}QowS =@ |Di=}R=@ |}xv=O Kr=Yt ?U=vt |Q}oQO |rm Qw]x@ "2
Kr=Yt OwN x@ C@Uv O}QowS w QwmPt Kr=Yt lQDWt K]U |WQ@ Ctw=kt
Cr=L x@ |tm xOvwWsQv Cr=L R= uD@ w |a}@] Kr=Yt |WQ@ Q=DiQ "CU= xOW
Cr=iU; OQwt QO OvwQ u}= "CU= xOW p}O@D lQDWt K]U QO xOvwWCNU
w |a}@] Kr=Yt lQDWt K]U |tHL Q=DiQ u}vJty "CU= xOw@ QDO}OW
QO `w[wt u}= 'CU= xOw@ Kr=Yt OwN R= QD|a=UD= 'O}QowS =@ |Di=}R=@ uD@
uOW QDh=Y Ea=@ xm =yxv=O K]U Q@ Q}k VWwB OwHw p}rO x@ Cr=iU; OQwt
K]U |WQ@ Ctw=kt 'O}QowS uOwRi= =@ "CU= TmaQ@ 'OwW|t =yxv=OnvU
w O}QowS |=yxtWJ QO =yxv=O QDW}@ |Q}oQO p}rO x@ |Dr=iU; Kr=Yt T=tD
"CU= xDi=} V}=Ri= Qo}Om} |wQ Q@ =yxv=O uO}Rer R= |Q}owrH "T=tD K]U |WQ@ Ctw=kt QO O}QowS |WWm Ctw=kt Q}F-=D "15 pmW |WQ@ Ctw=kt |=yQDt=Q=B |xv}tm 'Cr=iU; w uD@ |Di=}R=@ Kr=Yt '|rm Qw]x@ "3
VvmQOv=?}Q[u}vJty"Ovvm|tu}t-=D'OvwW|tKrUtO}QowS=@xm|v=tR=Q
xOw@ 1 =@ Q@=Q@ QDW}@ O}QowS =@ Cr=iU; w uD@ |Di=}R=@ Kr=Yt lQDWt K]U
"OQ=O =yu; ?U=vt |Q}oQO w l=m]Y= R= u=Wv xm CU= lQDWt T=tD K]U |WQ@ Ctw=kt QO |O=}R Q}F-=D =yO}QowS |WWm Ctw=kt "4
VQ@ V}=tR; u=}=B QO O}QowS |oDN}Uo =Q}R &OQ=Ov O}QowS w Kr=Yt u}@
"CU= xOWv xOy=Wt s}kDUt Cr=iU; ,=YwYNt 'QwmPt |Di=}R=@ Kr=Yt R= xO=iDU= QO OW Qw;O=} O}=@ =yDv= QO
"OQm xHwD =yu; |WRN Q=DiQ x@ O}=@ '|Di=}R=@ =yCWwv=B
1. land ll
2. recycled concrete aggregate (RCA)
3. reclaimed asphalt pavement (RAP)
4. large direct shear test
5. Geogrid
6. interface
7. Touahamia
8. Rathje
9. mechanically stabilized earth (MSE)
10. Liu 38 2/1 |xQ=tW '382 |xQwO '1401 u=DU@=D h}QW u=Qta |UOvyt
11. Arulrajah
12. construction & demolition
13. crushed brick
14. peak
15. residual
16. construction and demolition waste (CDW)
17. waste soil
18. Suddeepong
19. Udomchai
20. natural materials (NA)
21. reinforced soil slopes
22. relative compaction (RC)
23. Suddeponge
24. Udomchai geosynthetic-reinforced MSE walls", Geosynthetics In-
ternational, 26(4), pp. 396-412 (2019). 13. Soleimanbeigi, A. and Likos, W. \Mechanical properties
of recycled concrete aggregate and recycled asphalt pave-
ment reinforced with geosynthetics", In Geo-Congress
2019: Earth Retaining Structures and Geosynthetics (pp. 284-292), Reston, VA: American Society of Civil Engi-
neers (Mar. 2019). 14. Mehrjardi, G.T., Azizi, A., Haji-Azizi, A. and et al. |Q}oxH}Dv "9 \Evaluating and improving the construction and de-
molition waste technical properties to usein road con-
struction", Transportation Geotechnics, 23(7), pp. 1-13
(2020). 15. Udomchai, A., Hoy, M., Suddeepong, A. and et al. \Generalized interface shear strength equation for recy-
cled materials reinforced with geogrids", Sustainability,
13(16), pp. 1-16 (2021). 31. Berg, R., Christopher, B. and Samtani, N. \Design and
construction of mechanically stabilized earth walls and
reinforced soil slopes-volume I", Federal Highway Ad-
ministration (FHWA), Washington D.C. (2009). References `@=vt ASTM D1557, \Standard test methods for laboratory
compaction characteristics of soil using modied eort
(56,000 ft-lbf/ft3 (2,700 kN-m/m3))", ASTM Interna-
tional (2012). 10. Liu, C.N., Zornberg, J.G. and Chen, T.C. \Behavior
of geogrid-sand interface in direct shear mode", Jour-
nal of Geotechnical and Geoenvironmental Engineering,
135(12), pp. 1863-1871 (2009). 24. ASTM 854-87 D, \Standard test methods for specic
gravity of soil solids by water pycnometer", ASTM In-
ternational (2016). 11. Arulrajah, A., Rahman, M.A., Piratheepan, J. and et
al. \Evaluation of interface shear strength properties of
geogrid-reinforced construction and demolition materials
using a modied large-scale direct shear testing appara-
tus", Journal of Materials in Civil Engineering, 26(5),
pp. 974-982 (2014). 25. ASTM C127, \Test method for specic gravity and ab-
sorption of coarse aggregate 2", ASTM International
(2015). 26. ASTM C128-15, \Standard test method for relative den-
sity (Specic Gravity) and absorption of ne aggregate",
ASTM International (2015). 12. Soleimanbeigi, A., Tanyu, B.F., Aydilek, A.H. and et al. \Evaluation of recycled concrete aggregate backll for 39 27. ASTM D4972-19, \Standard test methods for pH of
soils", ASTM International (2013). 30. Sivakugan, N. and Das, B.M. \Geotechnical engineering:
a practical problem solving approach", Fort Lauderdale,
FL: J. Ross Publishing (2010). 28. ASTMD5321, Standard test method for determining the
coecient of soil and geosynthetic or geosynthetic and
geosynthetic friction by the direct shear method", ASTM
Designation: D5321-02. ASTM (2002). 31. Berg, R., Christopher, B. and Samtani, N. \Design and
construction of mechanically stabilized earth walls and
reinforced soil slopes-volume I", Federal Highway Ad-
ministration (FHWA), Washington D.C. (2009). 29. Moradi, D., Comprehensive Handbook of soil Mechanics
soil Engineering and Geotechnics Laboraories (2019). 40
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Sex and gender differences in primary care help-seeking for common somatic symptoms: a longitudinal study
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Scandinavian journal of primary health care
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Sex and gender differences in primary care help-seeking for common somatic symptoms: a
longitudinal study. Ballering, A.V.; Olde Hartman, T.C.; Verheij, R.; Rosmalen, J.G.M. Sex and gender differences in primary care help-seeking for common somatic symptoms: a
longitudinal study. 2023, Article / Letter to editor (Scandinavian Journal of Primary Health Care, 41, 2, (2023), pp. 132-
139) Doi link to publisher: https://doi.org/10.1080/02813432.2023.2191653 Doi link to publisher: https://doi.org/10.1080/02813432.2023.2191653 g
y
Ballering, A.V.; Olde Hartman, T.C.; Verheij, R.; Rosmalen, J.G.M. Scandinavian Journal of Primary Health Care Scandinavian Journal of Primary Health Care ISSN: (Print) (Online) Journal homepage: https://www.tandfonline.com/loi/ipri20 ISSN: (Print) (Online) Journal homepage: https://www.tandfonline.com/loi/ipri20 Note: Note:
To cite this publication please use the final published version (if applicable). To cite this publication please use the final published version (if applicable). To cite this publication please use the final published version (if applicable). Sex and gender differences in primary care
help-seeking for common somatic symptoms: a
longitudinal study Aranka V. Ballering, Tim C. Olde Hartman, Robert Verheij & Judith G. M. Rosmalen To cite this article: Aranka V. Ballering, Tim C. Olde Hartman, Robert Verheij & Judith G. M. Rosmalen (2023) Sex and gender differences in primary care help-seeking for common somatic
symptoms: a longitudinal study, Scandinavian Journal of Primary Health Care, 41:2, 132-139,
DOI: 10.1080/02813432.2023.2191653 To link to this article: https://doi.org/10.1080/02813432.2023.2191653
© 2023 The Author(s). Published by Informa
UK Limited, trading as Taylor & Francis
Group. View supplementary material
Published online: 30 Mar 2023. Submit your article to this journal
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© 2023 The Author(s). Published by Informa
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Article views: 492
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View Crossmark data ABSTRACT Objective: Women are reported to consult general practitioners (GPs) more frequently than
men. However, previous studies on sex differences in help-seeking behavior for somatic symp-
toms do not distinguish between sex and gender, do not account for sex differences in pre-
sented symptoms, and are frequently conducted in clinical settings, automatically excluding
non-help seekers. Therefore, we aim to assess the independent associations of sex and gender
with primary care help-seeking for somatic symptoms in the general population. p
y
p
g
y
p
g
p p
Design and setting: Records from the longitudinal population-based Lifelines Cohort Study
were linked to routine electronic health records from GPs. Subjects: Participants reporting new-onset common somatic symptoms. j
g
y
Main outcome measures: Associations between sex and gender, operationalized via a novel
gender-index, with primary care help-seeking for somatic symptoms and differences in the
strength of the association between gender and help-seeking for somatic symptoms between
women and men. Results: Of 20,187 individuals with linked data, 8325 participants (67.5% female; mean age ¼
44.5 years [SD ¼ 12.9]) reported at least one new-onset somatic symptom. Hereof, 255 (3.1%)
consulted the GP within 6 weeks of symptom onset. Female sex was positively associated with
consulting the GP (OR ¼ 1.78; 95%CI ¼ 1.13–2.80), whereas feminine gender was not (OR ¼
0.67; 95%CI ¼ 0.39–1.16). The latter association did not differ in strength between men and
women. More paid working days are negatively associated with help-seeking (OR ¼ 0.95; 95%CI
¼ 0.91–0.98). )
Conclusions: The results suggest that female sex rather than feminine gender is associated with
primary care help-seeking behavior for somatic symptoms. Nevertheless, clinicians should be
aware that gender-related variables, such as mean paid working days, may be associated with
help-seeking behavior. Conclusions: The results suggest that female sex rather than feminine gender is associated with
primary care help-seeking behavior for somatic symptoms. Nevertheless, clinicians should be
aware that gender-related variables, such as mean paid working days, may be associated with
help-seeking behavior. rates in women. To understand how help-seeking for
somatic symptoms is affected by sex and gender, it is
important to clearly distinguish between these latter
two concepts [9]. Sex refers to biological characteris-
tics, including but not limited to chromosomes, hor-
mones and anatomy, of female and male bodies. ABSTRACT In
contrast, gender is a socioculturally-constructed, multi-
dimensional concept that entails the embodiment of
different roles, behaviors, identities and relationships
of women and men prescribed by social norms in a
given time and society [10]. Full Terms & Conditions of access and use can be found at
https://www.tandfonline.com/action/journalInformation?journalCode=ipri20 SCANDINAVIAN JOURNAL OF PRIMARY HEALTH CARE
2023, VOL. 41, NO. 2, 132–139
https://doi.org/10.1080/02813432.2023.2191653 Aranka V. Balleringa
, Tim C. Olde Hartmanb
, Robert Verheijc,d
and Judith G. M. Rosmalena ringa
, Tim C. Olde Hartmanb
, Robert Verheijc,d
and Judith G. M. Rosmalena Aranka V. Balleringa
, Tim C. Olde Hartmanb
, Robert Verheijc,d
and Judith G. M. R aDepartment of Psychiatry, University of Groningen, University Medical Center of Groningen, Groningen, The Netherlands;
bDepartment of Primary and Community Care, Radboud University Medical Center, Nijmegen, The Netherlands; cNivel, Netherlands
Institute of Health Services Research, Utrecht, The Netherlands; dTilburg School of Social and Behavioral Sciences, Tranzo Scientific
Center for Care and Welfare, Tilburg University, Tilburg, The Netherlands Supplemental data for this article can be accessed online at https://doi.org/10.1080/02813432.2023.2191653. Supplemental data for this article can be accessed online at https://doi.org/10.1080/02813432.2023.2191653.
2023 The Author(s). Published by Informa UK Limited, trading as Taylor & Francis Group.
This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/), which permits
unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. The terms on which this article has been published allow the
posting of the Accepted Manuscript in a repository by the author(s) or with their consent. CONTACT Aranka V. Ballering
a.v.ballering@umcg.nl
Department of Psychiatry, P.O. Box 30.001, Internal
Netherlands CONTACT Aranka V. Ballering
a.v.ballering@umcg.nl
Department of Psychiatry, P.O. Box 30.001, Internal Code CC72, 9700 RB Groningen, The
Netherlands
Supplemental data for this article can be accessed online at https://doi.org/10.1080/02813432.2023.2191653.
2023 The Author(s). Published by Informa UK Limited, trading as Taylor & Francis Group.
This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/), which permits
unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. The terms on which this article has been published allow the
posting of the Accepted Manuscript in a repository by the author(s) or with their consent. Department of Psychiatry, P.O. Box 30.001, Internal Code CC72, 9700 RB Groningen, The Introduction Previous studies have suggested that women more
frequently consult their general practitioner (GP) for
common somatic symptoms than men [1–5]. This may
partly be explained by sex and gender differences in
the occurrence of such symptoms: female participants
reported more frequent, severe and persistent somatic
symptoms, whereas femininity (i.e. feminine gender)
was protective of the persistence of symptoms [6–8]. However, also help-seeking behavior for these symp-
toms might contribute to the increased consultation SCANDINAVIAN JOURNAL OF PRIMARY HEALTH CARE 133 and complex genetics. The Lifelines Cohort Study is
approved
by
the
Medical
Ethical
Committee
of
University Medical Center Groningen (2007/152) and
participants provided written consent. Extensive infor-
mation on the cohort, design considerations and
recruitment procedures is provided elsewhere [17,18]. In this study, we included Lifelines data collected from
2008 up until 2018. The idea of increased female primary care help-
seeking for common somaticsymptoms, however, is
under debate. A recent systematic review that directly
compared the consultation patterns in women and
men experiencing headaches and lower back pain
concluded that the evidence for a female preponder-
ance in help-seeking was surprisingly weak and incon-
sistent [11]. Previous studies on sex and gender
differences in primary care help-seeking for somatic
symptoms are characterized by several methodological
limitations. The NPCD encompasses electronic health records
data
from
general
practices
located
across
the
Netherlands, with diagnoses, contacts and prescription
medicine coded via the International Classification of
Primary Care (ICPC-2) system. Virtually all people resid-
ing in the Netherlands are listed as a patient in a GP
practice. The NPCD population is a representative sam-
ple of the Dutch population. Data on GP consultations
for common somatic symptoms as described in the
Symptom CheckList-90 Somatization subscale (SCL-90
SOM; Table S1) were retrieved from electronic health
records for all participants that were listed in one of
the 63 NPCD GP practices located in the North of the
Netherlands. This study has been approved according
to the governance code of NPCD under number NZR-
00319.049. First, potentially due to the absence of adequate
gender measures in epidemiological studies, these
could not quantify independent sex and gender differ-
ences in the frequency of help-seeking behavior for
somatic symptoms [6,9,12–14]. Introduction Second, most studies
focusing on help-seeking behavior in relation to som-
atic symptoms are conducted in clinical populations or
patient registries, which is problematic as it automatic-
ally excludes people who do not seek help for their
somatic symptoms [11]. Third, previous studies are
largely based on self-reported measures of help-seek-
ing, making these studies prone to recall bias. Fourth,
most study designs do not correct for the type of
somatic symptom and sex differences in the presenta-
tion of these [15]. Variables We present the first large epidemiological cohort
study on the association between sex, gender and
help-seeking for common somatic symptoms that
overcomes these problems. We linked the Lifelines
general population cohort to the Nivel Primary Care
Database (NPCD) [16], allowing us to assess independ-
ent sex and gender differences in symptom-specific
help-seeking behavior in the general population. We
examined whether sex and gender have a unique
association with help-seeking behavior for common
somatic
symptoms
and
whether
the
association
between gender and help-seeking behavior for com-
mon somatic symptoms varies between sexes. The presence of self-reported common somatic symp-
toms was assessed in Lifelines surveys by the 12-item
ordinal SCL-90 SOM, which has been recommended
for large-scale studies and has sufficient measurement
invariance over time [19,20]. Table S2 shows the defin-
ition of new-onset symptoms. The symptoms (ICPC) of
the SCL-90 SOM comprise headache (N01), dizziness
(N17), heart pain (K01), (lower) back pain (L02 and
L03), nausea (D09), muscle pain (L18), shortness of
breath (R02), chills (A02), tingling of fingers, feet and/
or toes (N05), swallowing/throat problems (D21 and
R21), general tiredness (A04) and heavy arms and/or
legs (L09 and L14). The SCL-90 SOM subscale assesses
the extent of distress or bother participants experi-
enced during the past seven days due to these symp-
toms. Presence
of
the
new-onset
symptoms
was
assessed with Lifelines’ survey data, whereas GP con-
sults for these symptoms were listed in the NPCD. Lifelines and the Nivel Primary Care Database Lifelines is a multi-disciplinary prospective population-
based cohort study examining in a unique three-gen-
eration design the health and health-related behaviors
of
167,729
persons
living
in
the
North
of
The
Netherlands. It employs a broad range of investigative
procedures in assessing the biomedical, socio-demo-
graphic, behavioral, physical and psychological factors
which contribute to health and disease of the general
population, with a special focus on multi-morbidity Participants’ sex (female or male) and age in years
were derived from the municipal population registry. Participants’ self-reported highest attained educational
level was categorized into ‘high’, ‘medium’ and ‘low’
[21]. Participants’ burden of somatic symptoms was
measured
by
the
SCL-90
SOM
sumscore
at
the
moment of reporting a new-onset symptom [22]. A. V. BALLERING ET AL. 134 Participants’ feminine and masculine gender roles
were operationalized via a recently developed, data-
driven gender index, which accounts for the place-,
time- and society-bound nature of gender roles [6]. In
a subsample of baseline Lifelines adult participants
that
had
no
suspected
intersex
variation
or
gender-diverse gender identity, we performed LASSO
logistic regression analyses that used 153 psychosocial
characteristics, including dietary preferences, hobbies,
time spend on household tasks or odd jobs, type of
profession and personality traits, to predict partici-
pants’ municipally-registered sex. The majority of the
included psychosocial variables referred to gender
roles. Using the obtained estimates of the regression
coefficients of the LASSO logistic regression model
(AUC ¼ 92%), an individual score regarding feminine
and masculine gender roles (i.e. the gender index) was
calculated for each adult participant. In other words,
participants’ individual adherence to prototypical fem-
inine and masculine psychosocial characteristics was
calculated. The gender index ranges from 0% (fully
masculine) to 100% (fully feminine). An index of 50%
indicates androgyny, with equal levels of feminine and
masculine characteristics present. Extensive informa-
tion on the development and applicability of the gen-
der index is provided elsewhere [6,7]. allows for accounting for the dependency of residual
errors due to the hierarchical structure of the data;
these models also handle missing data efficiently. Our
data were clustered on three levels: (1) observations
of help-seeking (2) were nested within patients, (3)
who in turn were nested in GP practices. Our initial
model included only the intercept as independent
variable and allowed intercepts to vary across individ-
uals and GP practices (i.e. random intercepts for the
second and third level). One-by-one we included inde-
pendent variables as fixed effects. Lifelines and the Nivel Primary Care Database Thereafter, we also
allowed the effects of sex and gender to vary across
patients and GP practices (i.e. random intercepts and
slopes for the second and third level). Model fit was
assessed using the Akaike information criterion (AIC),
with a lower AIC indicating better model fit. One-way
ANOVAs were applied to assess the significance of dif-
ferences in model fit. The random effects’ covariance
matrix was unstructured and no mean centering of
continuous independent variables was performed, as
these had meaningful zero points. Included independent variables were participants’ sex,
age, educational level, score on the gender index,
reported new-onset symptom, burden of somatic symp-
tom experience at the moment of symptom reporting,
and self-reported lifetime presence of chronic somatic
and psychiatric diseases at the moment of symptom
reporting. We also included a sex-by-gender interaction
term to assess whether the association between gender
and help-seeking differed for female and male partici-
pants. We repeated these analyses with help-seeking
within 3 months as dependent variable. To define help-seeking behavior of participants, we
linked data derived from Lifelines with the NPCD (for
detailed procedure: Figure S1). A Dutch trusted third
party (Statistics Netherlands) used Record Identification
Number pseudonymization to temporarily link health
records on an individual level to facilitate analyses [23]. The presence of help-seeking was defined as the pres-
ence of a GP contact (either face-to-face, by phone or
digital) for the reported symptom provided 6 weeks
before, or 6 weeks after reporting a new-onset common
somatic
symptom
during
a
Lifelines
assessment. Presence of help-seeking within 3 months of symptom
reported was defined using a similar strategy. Since we
only included contacts with ICPC < 30 codes, we
restricted our analyses to help-seeking for common som-
atic symptoms that the GP did not diagnose with an
underlying disease (i.e. disease diagnosis; ICPC 70),
but with a symptom diagnosis (i.e. symptoms that
remain symptoms over time) [24]. In post hoc analyses, we assessed whether gender-
related factors are associated with help-seeking. We
repeated the abovementioned analyses, but replaced
the gender index with gender-related factors, namely
being a healthcare professional (yes/no), mean days per
week one performs paid labor (1–7 days) and whether
one considers oneself a homemaker (yes/no) as these
were indicated by previous qualitative research to be of
importance for help-seeking [9,13,14]. Lifelines and the Nivel Primary Care Database We
assessed
the
presence
of
multicollinearity
among independent variables, but found no indication
of problems with multicollinearity as the variance
inflation
factor was
5 in all
analyses [25]. We
adhered to a two-sided a-level of 0.003, corrected for
multiple comparisons (0.05/20; 19 independent varia-
bles and one interaction term within the family of
tests). Data on independent variables were imputed as
described earlier [6]. All analyses were conducted
using
the
lme4
package
in
R
version
3.6.2
(R
Foundation for Statistical Computing, Vienna, Austria). Patient population and GP consults Patient population and GP consults The Lifelines baseline population consisted of 152,728
adult participants, whereas the NPCD population com-
prised 277,881 patients. In total, we linked 20,187 individu-
als of whom 2709 (32.5%) male and 5616 (67.5%) female
participants reported new-onset symptoms (Table 1). Ultimately, 255 individual participants (3.1%) sought
help 360 times for 255 different symptoms within
6 weeks of reporting a new-onset symptom. Within
3 months of reporting a new-onset symptom, 387
individual participants (4.6%) sought help 596 times
for 389 different new-onset symptoms (Table 2). The
most frequently reported new-onset symptoms are
muscle pains and (lower) back pain in 1037 (38.3%)
and 903 (33.3%) of the male and in 1979 (35.2%) and
1626 (29.0%) of the female participants with new-
onset symptoms, respectively (Table S3). The associations between the independent varia-
bles and seeking help within 6 weeks of symptom
reporting are similar in effect size to those of help-
seeking
within
3
months
of
symptom
reporting. Female patients seek help more often within 6 weeks
of new-onset symptom reporting than male patients Statistical analyses To assess whether sex and gender were independently
associated with primary care help-seeking behavior,
we applied generalized linear mixed-effect models
with maximum-likelihood estimation. This approach SCANDINAVIAN JOURNAL OF PRIMARY HEALTH CARE
135 135 Table 1. Characteristics of the study population at baseline (N ¼ 8325). Table 1. Characteristics of the study population at baseline (N ¼ 8325). Male participants (N ¼ 2709; 32.5%)
Female participants (N ¼ 5616; 67.5%)
Age (years), mean (SD)
44.8 (12.7)
42.9 (13.0)
Gender index, median (IQR)
0.08 (0.02–0.30)
0.95 (0.82–0.99)
Educational level, N (%)
Low
905 (33.4%)
1724 (30.7%)
Medium
968 (35.7%)
2229 (39.7%)
High
836 (30.9%)
1663 (29.6%)
Symptom burden, mean SCL-90 SOM score (SD)
1.38 (0.37)
1.49 (0.41)
Chronic disease, N (%)
Present
1241 (45.8%)
3035 (54.0%)
Absent
1468 (54.2%)
2581 (46.0%)
Self-rated health, N (%)
Good to excellent
2326 (87.1%)
4728 (85.4%)
Poor to mediocre
345 (12.9%)
807 (14.6%)
New-onset symptom
5439
12,416
Help-seeking 6 weeks
70
185
Help-seeking 3 months
111
278 Table 2. Reported new-onset symptoms in Lifelines and concomitant GP contacts in 8325 participants. New-onset common
somatic symptom (ICPC)
Symptoms reported,
N (%)
GP contacts within
6 weeks, N (%)
GP contacts within
3 months, N (%)
Headache (N01)
1868 (10.5%)
19 (7.5%)
26 (6.7%)
Dizziness (N17)
761 (4.3%)
17 (6.7%)
24 (6.2%)
Heart pain (K01)
483 (2.7%)
<10 (<3.9%)
<10 (2.6%)
(Lower) back pain (L02/L03)
2529 (14.2%)
88 (34.5%)
138 (35.5%)
Nausea (D09)
1406 (7.9%)
<10 (<3.9%)
<10 (<2.6%)
Muscle pain (L18)
3016 (16.9%)
20 (7.8%)
39 (10.0%)
Shortness of breath (R02)
633 (3.5%)
13 (5.1%)
17 (4.4%)
Hot-and-cold spells (A02)
1627 (9.1%)
<10 (<3.9%)
<10 (<2.6%)
Tingling extremities (N05)
1566 (8.7%)
10 (3.9%)
12 (3.1%)
Throat/swallowing problems (D21/R21)
798 (4.5%)
17 (6.7%)
25 (6.4%)
General tiredness (A04)
1698 (9.5%)
43 (16.9%)
66 (17.0%)
Arm/leg symptoms (L09/L14)
1470 (8.2%)
19 (7.5%)
28 (7.2%)
Total
17,855 (100.0%)
255 (100.0%)
389 (100.0%) between sex and gender, and help-seeking. For help-
seeking within 6 weeks of new-onset symptom report-
ing, the model that allowed the effect of only sex (AIC
¼ 2495.1), or of both sex and gender to vary across
GP practices (AIC ¼ 2501.1; i.e. models including ran-
dom slopes) did not fit the data significantly better
than the model that included only random intercepts
for
patients
and
GP
practices
(AIC ¼ 2491.6;
v2
(DF¼2) ¼ 0.58,
p ¼ .75
and
v2
(DF¼5) ¼ 0.58,
p ¼ .99). Statistical analyses Similarly, for the 3 month timeframe, the model that
included random intercepts for patients and GP practices
(AIC ¼ 3454.4) fitted the data better than the models
that allowed sex to vary across GP practices (AIC ¼
3458.1), or sex and gender to vary across GP practices
(AIC ¼ 3464.0). However, the differences in model fit
were not statistically significant (v2
(DF¼2)¼ 0.37, p¼ .83
and v2
(DF¼5)¼ 0.41, p¼ .99, respectively). Therefore, we
present the models including random intercepts, as
these had the lowest AIC (Table 3). between sex and gender, and help-seeking. For help-
seeking within 6 weeks of new-onset symptom report-
ing, the model that allowed the effect of only sex (AIC
¼ 2495.1), or of both sex and gender to vary across
GP practices (AIC ¼ 2501.1; i.e. models including ran-
dom slopes) did not fit the data significantly better
than the model that included only random intercepts
for
patients
and
GP
practices
(AIC ¼ 2491.6;
v2
(DF¼2) ¼ 0.58,
p ¼ .75
and
v2
(DF¼5) ¼ 0.58,
p ¼ .99). Similarly, for the 3 month timeframe, the model that
included random intercepts for patients and GP practices
(AIC ¼ 3454.4) fitted the data better than the models
that allowed sex to vary across GP practices (AIC ¼
3458.1), or sex and gender to vary across GP practices
(AIC ¼ 3464.0). However, the differences in model fit
were not statistically significant (v2
(DF¼2)¼ 0.37, p¼ .83
and v2
(DF¼5)¼ 0.41, p¼ .99, respectively). Therefore, we
present the models including random intercepts, as
these had the lowest AIC (Table 3). Sex and gender in association with help-seeking
behavior for somatic symptoms We defined generalized linear mixed-effect models
with increasing complexity to assess the associations 136
A. V. BALLERING ET AL. A. V. BALLERING ET AL. Table 3. Generalized linear mixed-effects models: estimated associations between independent
variables and help-seeking within different time frames. Help-seeking (N ¼ 17,855)
Within 6 weeks
Within 3 months
Fixed effects
OR (95%CI)
Female sex
1.78 (1.13–2.80)
1.53 (1.05–2.21)
Femininity
0.67 (0.39–1.16)
0.76 (0.49–1.20)
Age
1.03 (1.02–1.04)
1.02 (1.01–1.03)
Presence of chronic disease
1.00 (0.76-1.31)
1.04 (0.84–1.30)
Educational level
Low
Ref. Ref. Medium
1.22 (0.89–1.67)
0.95 (0.74–1.23)
High
1.18 (0.84–1.66)
0.94 (0.71–1.24)
Symptom burden
0.98 (0.96–1.01)
0.99 (0.97–1.01)
Presence of symptom
Headache
0.78 (0.41–1.48)
0.74 (0.43–1.28)
Dizziness
1.77 (0.92–3.41)
1.67 (0.97–2.90)
Heart pain
0.47 (0.14–1.58)
0.54 (0.21–1.38)
(Lower) back pain
2.67 (1.62–4.40)
3.00 (1.99–4.53)
Nausea
0.29 (0.11–0.76)
0.31 (0.14–0.68)
Muscle pain
0.48 (0.26–0.90)
0.65 (0.40–1.06)
Shortness of breath
1.57 (0.77–3.19)
1.40 (0.76–2.56)
Hot-and-cold spells
0.05 (0.01–0.32)
0.03 (0.01–0.22)
Tingling extremities
0.47 (0.28–0.99)
0.38 (0.19–0.75)
Throat problems
1.67 (0.87–3.21)
1.68 (0.98–2.90)
General tiredness
2.10 (1.22–3.59)
2.24 (1.43–3.49)
Heavy arms/legs
1.27 (0.68–2.41)
1.33 (0.78–2.28) Table 3. Generalized linear mixed-effects models: estimated associations between independent
variables and help-seeking within different time frames. Table 3. Generalized linear mixed-effects models: estimated associations between independent
variables and help-seeking within different time frames. help-seeking within 6 weeks and 3 months of symp-
tom reporting, whereas femininity was not. We found
increased mean working days per week to be nega-
tively associated with help-seeking behavior. (OR ¼ 1.78, 95%CI ¼ 1.13–2.80), but femininity was not
associated with help-seeking (OR ¼ 0.67, 95%CI ¼ 0.39–
1.16). The sex-by-gender interaction terms were not
statistically significant (OR ¼ 0.54, 95%CI ¼ 0.18–1.65),
indicating that the association between gender and
help-seeking within 6 weeks does not differ between
female and male patients. Strengths and limitations This study had several strengths. First, we directly
compared help-seeking in women and men, adjusted
for the reported symptoms. Previous studies did not
adjust for the reported symptoms and sex differences
in
presentation
hereof. Second,
previous
studies
assessing differences in primary care help-seeking
behavior did not distinguish between sex and gender
[11,26]. Here, we used a novel gender measure to dis-
entangle associations of sex and gender with help-
seeking behavior. Third, this study included consult-
ation patterns based on primary care registries as
opposed to self-reported measures, resulting in min-
imal risk of recall bias. Lastly, this study assessed help-
seeking in the general population instead of clinical
populations, which allowed for participants who have
not sought help to be included in the analyses. Post hoc analyses Femininity
operationalized
by
the
gender
index
showed no association with help-seeking for new-
onset
common
somatic
symptoms. We
assessed
whether specific gender-related factors that were iden-
tified by previous qualitative research were associated
with help-seeking. We found that working as a health-
care professional or considering oneself as a home-
maker showed no association with help-seeking within
6 weeks (OR ¼ 0.93; 95%CI ¼ 0.65–1.32 and OR ¼
0.68; 95%CI ¼ 0.42–1.14, respectively). Weekly mean
days of paid work did associate with help-seeking
within 6 weeks (OR ¼ 0.95; 95%CI ¼ 0.91–0.98). No
associations
were
found
with
help-seeking
within
3 months. However, this study also had limitations. First, the
NPCD is physician-centered and diagnosis-based, and
the reason for encounter as reported by patients was
not recorded. The use of recorded final diagnoses in
this study implies that the frequency of help-seeking
behavior was underestimated: GP consults in which a
disease was recorded (i.e. ICPC 70) were excluded
from analyses while those for which a symptom SCANDINAVIAN JOURNAL OF PRIMARY HEALTH CARE SCANDINAVIAN JOURNAL OF PRIMARY HEALTH CARE 137 diagnosis was recorded were included (i.e. ICPC 30). This may explain the negative association between
nausea, muscle pain, hot-and-cold spells and tingling
extremities with GP contacts, as these are hardly diag-
nosed
with
symptom
diagnoses. A
recent
study
showed that men had a 6%-increase in odds of being
provided with a disease diagnosis for their somatic
symptoms compared to women [27]. This may imply
that male help-seeking is underestimated in this study,
and that the reported sex difference is overestimated. Often, sex differences in help-seeking are, at least
partly,
attributed
to
gender
differences
between
women and men [15]. However, the results of this
study suggest that factors associated with sex differen-
ces in help-seeking should be sought in either the
biological realm or in factors that go beyond the com-
posite gender index. Multiple reasons grounded in
biology have been explored for the female preponder-
ance in help-seeking behavior. First, women experi-
ence,
describe
and
report
their
symptoms
in
a
different manner, and more readily attribute these to
somatic causes than men [8,32]. Second, depressive
and anxiety-related symptoms are more prevalent in
women than in men, and these depressive and anx-
iety-related symptoms strongly associate with help-
seeking [5,8]. Analyses in this study were adjusted for
diagnosed psychiatric disorders, but not for depressive
or anxiety-related symptoms. Last, female patients
may have a lower threshold to seek help from their
GP, as they are more familiar with primary care. This familiarity may arise, for example, because of
more frequent visits to the GP related to gynecological
interventions (i.e. the recurring smear test or preg-
nancy-related visits). Second, the exact moment of symptom onset is
unknown and symptoms could have been present for
a substantial amount of time before individuals decide
to consult their GP. Possibly, patients already sought
help for symptoms in an earlier stage which would
erroneously classify these participants as non-help
seekers. This may also lead to an underestimation of
help-seeking behavior, potentially explaining why a
mere 3.1% of the patients with new-onset symptoms
sought help, which is less than reported by previous
studies [28]. Moreover, many previous studies assess-
ing primary care help-seeking behavior include symp-
toms beyond the 12 common somatic symptoms
analyzed in this study, including sex-related symptoms
and symptoms that require acute help-seeking, such
as traumatic injuries, and do not distinguish between
first and follow-up visits [2–4]. Comparison with previous studies We found that female patients sought help more fre-
quently from their GP for common somatic symptoms
than male patients. This is in line with previous studies
[1,2,8,31], including those that adjusted for sex-specific
symptoms [5,15]. Other studies stated that the evi-
dence for a sex difference in help-seeking for common
somatic symptoms is weak [11,26]. However, these
studies did not solely focus on primary care, included
other symptoms than the current study, defined symp-
tom experience very broadly, or relied on self-reported
data about help-seeking behavior. These differences
in methodology may result in differing outcomes
between the studies. SCANDINAVIAN JOURNAL OF PRIMARY HEALTH CARE Although no studies
about sex differences in the amount of time between
the moment of first symptoms until the moment of
first contact in primary care for common somatic
symptoms are known to the authors, studies on symp-
toms associated with cancer and stroke among 10,297
and 162,856 adult patients, respectively, report no or
inconclusive sex differences in time to help-seeking
[29,30]. This suggests that no sex bias was introduced
due to delays in help-seeking in this study. Gender-related factors that are not incorporated or
are diluted in the gender index may also affect help-
seeking. The gender index is based on psychosocial
variables
that
predominantly
reflect
gender
roles. Although studies show that more practical gender-
related
factors,
such
as
household
responsibilities
[33,34], influence help-seeking behavior, others argue
that mainly gender stereotypes influence people’s
help-seeking behavior [35,36]. Gender stereotypes are
not incorporated in the gender index, yet these do
pose a social framework on people resulting in gen-
dered behaviors and ideas. For example, traditional
western gender stereotypes prescribe that it is more
culturally and socially accepted for women to openly
express their symptoms compared to men [6]. In con-
trast, these gender stereotypes state that men should
be stoical about bodily experiences and should con-
ceal their symptoms, even from care providers [36,37]. Although the gender index does not associate with
help-seeking behavior, gender as an influencing factor
on help-seeking should not be discarded completely. Discussion To our knowledge, this is the first large-scale study
that assesses separate associations of sex and gender
with primary care help-seeking behavior for common
somatic symptoms. Female sex was associated with References [1]
Rodriguez Gonzalez AM, Ramırez Aranda JM, de los
Santos Resendiz H, et al. Health care utilization of
Mexican patients with medically unexplained physical
symptoms. Colomb Med. 2016;47:155–159. Consent form [9]
Doyal L. Sex and gender: the challenges for epidemi-
ologists. Int J Health Serv. 2003;33(3):569–579. Informed consent was obtained from all individual partici-
pants included in the study. [10]
Johnson JL, Greaves L, Repta R. Better science with
sex and gender: facilitating the use of a sex and
gender-based analysis in health research. Int J Equity
Health. 2009;8(1):14. Data availability statement Given the privacy of participants included in Lifelines and
NPCD, the authors cannot publicly share the databases used
in this study. Access to data can be requested by contacting
Lifelines and NIVEL. Ethical approval [4]
Bertakis KD, Azari R, Helms LJ, et al. Gender differen-
ces in the utilization of health care services. J Fam
Pract. 2000;49:147. The Lifelines Cohort Study is performed according to the
principles of the Declaration of Helsinki and in accordance
with UMCG’s research code. It is approved by the Medical
Ethical
Committee
of
the
University
Medical
Center
Groningen, The Netherlands (number: 2007/152) and all par-
ticipants have provided written consent. The use of elec-
tronic health records, including those provided by the NPCD,
for research purposes is allowed under certain conditions. When
these
conditions
are
fulfilled,
neither
obtaining
informed consent from patients nor approval by a medical
ethics committee is obligatory for this type of observational
studies containing no directly identifiable data (art. 24 GDPR
Implementation Act jo art. 9.2. sub j GDPR). [5]
Wang Y, Hunt K, Nazareth I, et al. Do men consult
less than women? An analysis of routinely collected
UK
general
practice
data. BMJ
Open. 2013;3(8):
e003320. [6]
Ballering AV, Bonvanie IJ, Olde Hartman TC, et al. Gender and sex independently associate with com-
mon somatic symptoms and lifetime prevalence of
chronic disease. Soc Sci Med. 2020;253:112968. [7]
Ballering AV, Wardenaar KJ, Olde Hartman TC, et al. Female sex and femininity independently associate
with common somatic symptom trajectories. Psychol
Med. 2020;52:1–11. [8]
Barsky AJ, Peekna HM, Borus JF. Somatic symptom
reporting in women and men. J Gen Intern Med. 2001;16(4):266–275. Acknowledgements The Lifelines initiative has been made possible by subsidy
from the Dutch Ministry of Health, Welfare and Sport, the
Dutch Ministry of Economic Affairs, the University Medical
Center Groningen (UMCG), Groningen University and the
Provinces in the North of the Netherlands (Drenthe, Friesland,
Groningen). The authors wish to acknowledge the services of
the Lifelines Cohort Study, the contributing research centers
delivering data to Lifelines, and all the study participants. [2]
de Waal M, Arnold IA, Eekhof JAH, et al. Follow-up
study on health care use of patients with somato-
form, anxiety and depressive disorders in primary
care. BMC Fam Pract. 2008;9(1):5. [3]
Redondo-Sendino A, Guallar-Castillon P, Banegas JR,
et al. Gender differences in the utilization of health-
care services among the older adult population of
Spain. BMC Public Health. 2006;6(1):155. ORCID Aranka V. Ballering
http://orcid.org/0000-0002-3491-8990
Tim C. Olde Hartman
http://orcid.org/0000-0003-2078-
1206
Robert Verheij
http://orcid.org/0000-0003-2234-4819
Judith G. M. Rosmalen
http://orcid.org/0000-0002-6393-
0032 Further research should consider whether the sex
difference in help-seeking behavior also results in a sex
difference in conducted diagnostic tests and diagnosed
diseases [27,39]. Men are often typed as more reluctant
seekers of healthcare and health information, whereas
women are portrayed as frequent help-seekers. Such
ideas may inadvertently prompt the GP to consider
men’s symptoms as more serious than women’s symp-
toms, resulting in less watchful waiting in men. Clinical implications This study found that female sex and the amount of
days performing paid labor both associate with help-
seeking behavior. For clinicians, the patient’s charac-
teristics, such as sex, frequency of help-seeking and A. V. BALLERING ET AL. 138 occupational factors, are pivotal in the clinical deci-
sion-making processes. Therefore, it is important for
clinicians to be aware of female sex and gender-
related factors being associated with primary care
help-seeking [38]. Gender stereotyping, as mentioned
above for example, may impose a social framework on
people affecting help-seeking behavior. Awareness
hereof may also counter patients’ delayed help-seek-
ing behavior, which may result in delayed detection
and concomitant treatment of symptoms. Funding This work was supported by the ZonMw Gender and Health
Program (849200013). Disclosure statement The authors have no competing interests to declare that are
relevant to the content of this article. [11]
Hunt K, Adamson J, Hewitt C, et al. Do women con-
sult
more
than
men? A
review
of
gender
and [11]
Hunt K, Adamson J, Hewitt C, et al. Do women con-
sult
more
than
men? A
review
of
gender
and SCANDINAVIAN JOURNAL OF PRIMARY HEALTH CARE 139 [26] consultation for back pain and headache. J Health
Serv Res Policy. 2011;16(2):108–117. [26]
Elnegaard S, Andersen RS, Pedersen AF, et al. Self-
reported symptoms and healthcare seeking in the
general
population
–
exploring
“The
Symptom
Iceberg”. BMC Public Health. 2015;15(1):685. [12] [12]
Nowatzki N, Grant KR. Sex is not enough: the need
for gender-based analysis in health research. Health
Care Women Int. 2011;32(4):263–277. [27] [27]
Ballering AV, Muijres D, Uijen AA, et al. Sex differen-
ces in the trajectories to diagnosis of patients pre-
senting with common somatic symptoms in primary
care: an observational cohort study. J Psychosom Res. 2021;149:110589. [13]
Currie D, Wiesenberg S. Promoting women’s health-
seeking behavior: research and the empowerment of
women. Health Care Women Int. 2003;24(10):880–899. [14]
Tenenbaum A, Nordeman L, Sunnerhagen KS, et al. Gender
differences
in
care-seeking
behavior
and
healthcare consumption immediately after whiplash
trauma. PLOS One. 2017;12(4):e0176328. [28]
Green LA, Fryer GE, Yawn BP, et al. The ecology of
medical care revisited. N Engl J Med. 2001;344(26):
2021–2025. [15]
Hunt K, Adamson J, Galdas P. Gender and help-seek-
ing:
towards
gender-comparative
studies. The
Palgrave
handbook
of
gender
and
healthcare. London: Palgrave Macmillan UK; 2010. p. 207–221. [29]
Potisopha W, Vuckovic KM, DeVon HA, et al. Sex dif-
ferences in prehospital delay in patients with acute
stroke: a systematic review. J Cardiovasc Nurs. 2020;
35(6):E77–E88. [16]
Hasselaar, J. Nivel Zorgregistraties Eerste Lijn - cijfers
over
ziekten
en
zorg. Last
updated:
13-02-2023;
Accessed 01-06-2022. Retrieved from: https://www. nivel.nl/nl/nivel-zorgregistraties-eerste-lijn [30]
Keeble S, Abel GA, Saunders CL, et al. Variation in
promptness of presentation among 10,297 patients
subsequently diagnosed with one of 18 cancers: evi-
dence from a National Audit of Cancer Diagnosis in
Primary Care. Int J Cancer. 2014;135(5):1220–1228. [17]
Scholtens S, Smidt N, Swertz MA, et al. Cohort profile:
LifeLines, a three-generation cohort study and bio-
bank. Int J Epidemiol. 2015;44(4):1172–1180. [31]
Osika Friberg I, Krantz G, M€a€att€a S, et al. Sex differen-
ces in health care consumption in Sweden: a register-
based cross-sectional study. Disclosure statement Scand J Public Health. 2016;44(3):264–273. [18]
Klijs
B,
Scholtens
S,
Mandemakers
JJ,
et
al. Representativeness of the
LifeLines cohort
study. PLOS One. 2015;10(9):e0137203. [19]
Rytil€a-Manninen
M,
Fr€ojd
S,
Haravuori
H,
et
al. Psychometric properties of the symptom checklist-90
in adolescent psychiatric inpatients and age- and
gender-matched
community
youth. Child
Adolesc
Psychiatry Ment Health. 2016;10(1):23. [32]
Gijsbers Van Wijk C, Kolk A. Sex differences in physical
symptoms: the contribution of symptom perception
theory. Soc Sci Med. 1997;45(2):231–246. [33]
Norcross W, Ramirez C, Palinkas L. The influence of
women on the health care-seeking behavior of men. J Fam Pract. 1996;43:475–480. [20]
Zijlema WL, Stolk RP, L€owe B, et al. How to assess
common somatic symptoms in large-scale studies: a
systematic review of questionnaires. J Psychosom Res. 2013;74(6):459–468. [34]
Pelletier R, Humphries KH, Shimony A, et al. Sex-
related differences in access to care among patients
with
premature acute coronary syndrome. CMAJ. 2014;186(7):497–504. [21]
van Zon SKR, Snieder H, B€ultmann U, et al. The inter-
action of socioeconomic position and type 2 diabetes
mellitus family history: a cross-sectional analysis of
the lifelines cohort and biobank study. BMJ Open. 2017;7(4):e015275. [35]
Juvrud J, Rennels JL. “I don’t need help”: gender dif-
ferences in how gender stereotypes predict help-
seeking. Sex Roles. 2017;76(1–2):27–39. [22]
Aaronson NK, Muller M, Cohen PDA, et al. Translation,
validation, and norming of the Dutch language ver-
sion of the SF-36 health survey in community and
chronic disease populations. J Clin Epidemiol. 1998;
51(11):1055–1068. [36]
MacLean A, Hunt K, Smith S, et al. Does gender mat-
ter? An analysis of men’s and women’s accounts of
responding to symptoms of lung cancer. Soc Sci Med. 2017;191:134–142. [37]
Galdas PM, Johnson JL, Percy ME, et al. Help seeking
for cardiac symptoms: beyond the masculine–femin-
ine binary. Soc Sci Med. 2010;71(1):18–24. [23]
Kuchinke W, Ohmann C, Verheij RA, et al. A standar-
dised graphic method for describing data privacy
frameworks in primary care research using a flexible
zone model. Int J Med Inform. 2014;83(12):941–957. [38]
Berner AM, Lund J, Saunders CL. Tackling the com-
plexity of gender bias in primary care. Br J Gen Pract. 2021;71(708):296–297. [24]
Soler JK, Okkes I. Reasons for encounter and symp-
tom diagnoses: a superior description of patients’
problems in contrast to medically unexplained symp-
toms (MUS). Fam Pract. 2012;29(3):272–282. [39]
Ballering
AV,
Rosmalen
JGM,
Olde
Hartman
TC. Disclosure statement Differences between women and men are present in
the rate of diagnosed diseases after a diagnostic
intervention is conducted in primary care. J Am Board
Fam Med. 2022;35(1):73–84. [25]
Miles J, Shevlin M. Applying regression and correl-
ation: a guide for students and researchers. London:
Sage; 2001. p. 126–135.
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Kirchliches Wirken und wirtschaftliches Handeln
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Schwäbische Heimat
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Ansicht Korntals von Süden über die Teichwiesen auf Betsaal, Gemeindegasthaus und Wirtschaftsgebäude
des früheren Allodialguts. Kolorierte Lithografie von H. Pons um 1820
Kirchliches Wirken und
wirtschaftliches Handeln
Die Korntaler Güterkaufsgesellschaft
Albrecht Rittmann
Die Darstellung eines Unternehmens mit über 200-jähriger Geschichte heißt die Brücke zu schlagen zwischen
dessen betriebswirtschaftlichem Handeln und dem
korres
pondierenden politischen und sozialen Umfeld.
Versetzen wir uns also in die Zeit von 1817 bis 1819, als
Gottlieb Wilhelm Hoffmann, Notar aus Leonberg, und das
15-köpfige Brüder-Collegium mit dem Oberkonsistorium
und dem Geheimen Rat der Regierung von Württemberg
die Verhandlungen über eine eigenständige politisch-religiöse Gemeinde führten. Eine Vielzahl der Pietisten im
Kulturerbe
Land, die im Streit mit der Amtskirche waren, strebte dies
an, während zur selben Zeit um die zehntausend Menschen aus wirtschaftlicher Not das Königreich verließen,
um nach Südrussland auszuwandern; dort hatte ihnen der
russische Zar Land zu günstigen Bedingungen versprochen.
Im Vordergrund der Verhandlungen mit der württembergischen Regierung standen zunächst Fragen des Religions- und Glaubensbekenntnisses sowie der Kirchenordnung und der Liturgien. Zu dem Punkt, wie denn eine in
77
Das Gemeindegasthaus war das
ehemalige Herrschaftshaus der
Freiherrn von Münchingen und
der eingeheirateten Grafen von
Görlitz. Mit dem Erwerb des
Hofguts Korntal wurde es zum
Verwaltungssitz der
Brüdergemeinde und Gasthaus
umgebaut und 1921 durch einen
großen Anbau mit Festsaal
ergänzt. Foto vom Saalplatz aus
um 1955
sich geschlossene und abgeschottete Gesellschaft überhaupt wirtschaftlich funktionieren kann, machte man sich
auf beiden Seiten bei den ersten Verhandlungen noch keine großen Gedanken. Es war vielmehr ein zähes Ringen
um religiöse Fragen. Auf Seiten der Regierung und der
Landeskirche entstand die Sorge, dass die geplante Gemeinschaft sich zu sehr in Gegnerschaft zur Amtskirche
begeben und zu einer Sekte abgleiten könnte. Denn es gab
nicht nur die Pietisten, die einen Glaubensabfall der Amtskirche beklagten, sondern deutlich radikalere Gruppen,
beispielsweise in der Gegend um Maulbronn die Sekte der
Separatisten, auch Harmonisten oder Harmoniten genannt, die aber staatlicherseits verfolgt wurden.
Auch die württembergischen Pietisten waren keine glaubensmäßig völlig übereinstimmende Gruppe, sondern es
gab unter ihnen sehr verschiedene Ausrichtungen. Mit der
Vorlage eines Religions- und Glaubensbekenntnisses der Gemeinde und einer Abhandlung über Kirchenordnung und Zeremonien der Gemeinde konnte Hoffmann bei den Verhandlungen mit dem Oberkonsistorium offensichtlich überzeugend darlegen, dass die zu gründende Gemeinde im
Gegensatz zu anderen religiösen Bewegungen das Fundament der Amtskirche nicht grundlegend verlassen und
treu zur Krone stehen würde.
Suche nach einem geeigneten Gelände
Rund 18 Monate nach Hoffmanns erster Eingabe bei König
Wilhelm I. bekam er am 1. Oktober 1818 den Bescheid,
dass die Zusicherung zu einer politisch religiösen Gemeinde gegeben werde, sobald das erforderliche Gelände
erworben sei. Rund 700 Familien hatten sich zuvor dazu
bekannt, Mitglied einer neuen Gemeinde werden zu wollen. Von ihnen wurde nun eine Gruppe, das sog. BrüderCollegium, beauftragt, Hoffmann beim Kauf eines geeigneten Geländes zu unterstützen.
78
Daraufhin wurde mit den Sondierungen über ein passendes Areal begonnen. Schon früher hatten die Brüder ihr
Augenmerk auf Hohenheim gerichtet, es aber nicht erhalten. Hoffmann schwebte der Kauf einer Staatsdomäne vor,
so kamen das Hofgut Einsiedel bei Tübingen, dann der Ihringer Hof bei Weil der Stadt und der Lauterbacher Hof bei
Heilbronn ins Gespräch. Alle diese Verhandlungen führten nicht zum erhofften Erfolg. Vermutlich wurde es Hoffmann und dem Collegium dann schon etwas mulmig: Das
Erreichen des Ziels war greifbar nahe, aber es fand sich
nicht die notwendige Liegenschaft. In dieser Phase wurde
dem Collegium das Rittergut Korntal angetragen, das den
Freiherren von Münchingen und den eingeheirateten Grafen von Görlitz gehörte und offensichtlich keinen großen
Ertrag abwarf.
Der Kauf kam am 12. Januar 1819 zustande und damit lagen die Voraussetzungen vor, dass das endgültige Privilegium, also die Erlaubnis zur Gründung und die Festlegung
der Korntaler Grundordnung seitens Wilhelm I. erteilt
werden konnte. Zuvor war natürlich noch die Frage zu klären, wer der Käufer des Ritterguts sein würde. Hoffmann
allein konnte es nicht sein: um den Kaufpreis von 113.700
Gulden aufzubringen, mussten viele Geldgeber bereitstehen.
Am 17. Februar 1819 wurde deshalb zunächst mit 42
Gründerfamilien provisorisch die Güterkaufsgesellschaft
gegründet, die aus allen bäuerlichen Siedlern bestand, die
sich ernsthaft in Korntal niederlassen wollten. Dass die
G.K.G. zunächst nur als Interimslösung gedacht war, geht
daraus hervor, dass die Gesellschaft nach ihren Statuten
die Aufgabe hatte, das Hofgut zu erwerben, es in Bonitätsklassen einzustufen und dann nach einem bestimmten
Modus unter den Siedlern zu verteilen.
Schwäbische Heimat 2022|2
Eigentumsverhältnisse
Grundsätzlich sollten die Grundstücke, die mit den Häusern der Siedler bebaut wurden, in deren freies Eigentum
übergehen. Auch wurden die zum Rittergut gehörenden
Weinberge und der Wald den Käufern zum Eigentum übertragen und schieden somit aus dem Gesellschaftsvermögen aus. Die Feldgrundstücke blieben dagegen im Eigentum der G.K.G. Die einzelnen Bewirtschafter hatten an den
durch Los zugeteilten unbebauten Grundstücken nur ein
erbpachtähnliches Besitz- und Nutzungsrecht. Es konnte
vererbt und veräußert werden, aber nur an ein Mitglied
der Güterkaufsgesellschaft. Auswärtige Personen konnten
keine Mitglieder sein. Im Gesellschaftsvertrag war verankert, dass keiner seine durch Los erhaltene Liegenschaft
als eigen zu betrachten habe. Jeder sei schuldig, bei Abgabe der Grundstücke diese wieder der Gesellschaft zurückzugeben. Nur der Mehrwert durch die Bewirtschaftung, wie der Bau von Zäunen und die Anpflanzung von
Bäumen, konnte bei Rückgabe erstattet werden.
Die G.K.G. war dann in einem solchen Falle gehalten, die
eingenommenen Grundstücke wieder durch Los an ihre
Mitglieder zu verteilen. Wollte ein G.K.G.-Mitglied eines
seiner Grundstücke als Bauplatz verkaufen, so musste
dies die G.K.G. als formale Eigentümerin für ihn tun.
Grundsätzlich erhielt das G.K.G.-Mitglied den Kaufpreis.
Bei einem Verkauf an Nichtmitglieder, was grundsätzlich
erst ab dem Freizügigkeitsgesetz von 1867 möglich war,
mussten bis zu 20 Prozent des Kaufpreises als sog. »Überlos« an die G.K.G. gezahlt werden.
An eine vollständige Vergemeinschaftung der landwirtschaftlichen Flächen war nicht gedacht. Da waren die
Korntaler weitsichtig und erfahren genug. Es schwebte ihnen zwar als bibeltreue Gläubige entsprechend Apg. 4, 32
»Keiner sage von seinen Gütern, dass sie sein wären« ein
gemeinschaftliches Wirtschaften vor, und nach dem 3.
Buch Mose 25, 23 »Ihr sollt das Land nicht verkaufen für
immer, denn das Land ist mein und ihr seid Fremdlinge
und Gäste von mir« waren sie der Auffassung, dass Gott
der eigentliche Eigentümer des Bodens sei. Aber ihre bisherige Lebenserfahrung sagte ihnen, dass nur Arbeit und
Fleiß auf eigener Scholle zu Wohlstand führt. Die Korntaler Neusiedler gehörten allesamt zu den eher begüterten
Bürgern des Landes, jedenfalls nicht zu den Habenichtsen. Es war ja gerade der Trumpf in den Händen Hoffmanns gewesen, dass er Wilhelm I. vortragen konnte, ohne
religiöse Freiheit würden viele wichtige Steuerzahler auswandern.
dort eine wichtige Rolle spielte. Auch äußere Umstände,
nämlich die Notwendigkeit, das Wilhelmsdorfer Moorgebiet gemeinsam trockenzulegen, um landwirtschaftlich
nutzbare Flächen zu gewinnen, führten dort zunächst zu
einer kollektiven Wirtschaftsform.
Die Vergesellschaftung des Eigentums führte aber beinahe
zum Bankrott der Wilhelmsdorfer Brüdergemeinde, in
den auch die G.K.G. hineinzugeraten drohte. Diese Wirtschaftsform wurde deshalb wieder aufgegeben. Es waren
aber nicht die Wilhelmsdorfer allein, die nach dem angeblichen Vorbild der apostolischen Kirche eine kirchliche
und bürgerliche Verfassung mit Gütergemeinschaft herstellen wollten.
Auch die schon erwähnten Separatisten strebten eine Vergesellschaftung aller ihrer Güter an. Radikalpietistische
Gruppen um den Iptinger Leinenweber Johann Georg
Rapp gründeten in Indiana/USA die Siedlung »Harmony«,
in der jegliches Privateigentum abgeschafft war.
Nachdem Korntal als sog. königlich-privilegierte Gemeinde am 22. August 1819 durch die sog. Fundationsurkunde
seine staatliche Anerkennung gefunden hatte und die Gemeindeorgane – weltlicher Vorsteher und Gemeinderat –
gewählt waren, wurden diese Organe kurzerhand auch zu
Organen der G.K.G. Ein bürgerliches Leitungsorgan gab es
nicht. So kam es zu einer engen Verquickung von Gemeinde und G.K.G., ja man darf wohl Gemeinde und G.K.G als
religiös und wirtschaftlich einheitliches Gebilde ansehen.
Den weltlichen Part der Brüdergemeinde hatte also die
G.K.G übernommen. Diese Entscheidung war aber nicht
gänzlich unstrittig, wie sich später zeigen sollte. Immer
wieder kam es zu Streit und Anfeindungen, weil einzelne
Mitglieder die G.K.G. beschuldigten, nur im Interesse der
Gemeinde zu handeln. Beispielsweise kam es immer wieder vor, dass die G.K.G. einzelne Grundstücke, die wieder
zurückgegeben wurden, nicht durch Los an ihre Mitglieder weitergab, sondern mit dem Verweis auf Eigenbedarf
Sparkassenbuch der
Güterkaufsgesellschaft.
Die »Leihkasse« der
Güterkaufsgesellschaft,
die bis 1921 existierte,
gilt neben der
Württembergischen
Landessparkasse als
erste dieser Art in
Württemberg und ist
damit eine Vorläuferin
des Raiffeisen- und
Sparkassenwesens.
Eine andere Ideologie in Wilhelmsdorf
Interessant ist es, Wilhelmsdorf als Ausgründung von
Korntal im Vergleich zur Korntaler Entwicklung zu betrachten. Wilhelmsdorf schlug einen anderen Weg ein.
Wie Theodor Steimle in seinem Buch Korntal und Wilhelmsdorf schrieb, orientierten sich die Wilhelmsdorfer eng an
der Urchristengemeinde, sodass ein von ihnen unterstellter urchristlicher Kommunismus in den Anfangsjahren
Kulturerbe
79
selbst behielt. Das wurde damit begründet, dass das allgemeine Wohl das oberste Gesetz der Gesellschaft sei. Schon
immer wurde den Korntalern eingeprägt, sich nach der
Gemeinde und nicht nach dem Eigenwohl zu richten. Mit
Streitereien zwischen G.K.G und einzelnen Mitgliedern
musste die G.K.G. bis in die 1980er-Jahre leben.
Haftungsregelungen und Bodenrechte
Eine Besonderheit der G.K.G. war die Haftungsregelung.
Jedes Mitglied haftete unbegrenzt für alle Verbindlichkeiten der G.K.G. Diese Solidarhaftung war sinnvoll, weil die
G.K.G. dadurch gegenüber allen Geschäftspartnern in hohem Maße kreditwürdig war, insbesondere für die beiden
Verkäufer des Korntaler Hofguts. Die einzelnen Mitglieder
begaben sich aber in eine existentielle Abhängigkeit zur
Gesellschaft, die nicht dauerhaft sein konnte.
Gemeindevorsteher Johannes Daur schrieb in der Festschrift zur Jahrhundertfeier der G.K.G., dass durch das äußere Band einer teilweisen Vermögensgemeinschaft der
Siedler durch die Soldidarhaftung »alle für einen, einer für
alle« im Inneren wie gegen außen die Ziele und Bestrebungen der ersten apostolischen Gemeinde sichtbar wurden.
Bei einem kritischen Rückblick auf die Geschichte der
G.K.G. muss allerdings die Frage erlaubt sein, ob nicht einzelne Bestimmungen der G.K.G. eher einen wirtschaftlichen als einen religiösen Hintergrund hatten. Spekulativ
ist auch die Annahme, dass die Regelung, nach welcher die
Gebäude und Baugrundstücke in das Privateigentum ihrer
Besitzer übergehen, ihre Wurzel in 3. Buch Mose 25,29 hatte. Nach dem israelitischen Bodenrecht konnten Häuser
innerhalb ummauerter Städte für ewig verkauft werden.
Es war wohl ein ständiges Ringen von notwendigem wirtschaftlichem Pragmatismus mit alttestamentlichen Idealvorstellungen, das die G.K.G. durchlebte. Darauf weist
auch eine Äußerung Hoffmanns aus dem Jahre 1825 hin:
»Die Frage, ob die Gemeinde Korntal nach Art der Gemeinde nach Apostelgeschichte 4 eingerichtet sei, kann ich mit
Das 1851 erbaute Krankenhaus der
Güterkaufsgesellschaft diente der Krankenpflege
der Korntaler. Das Gebäude existiert nicht mehr.
mehr Gewißheit beantworten. Es war der sehnlichste und
herzlichste Wunsch meiner Brüder, sowohl als auch mein
eigener, eine solche Gütergemeinschaft zu haben; aber es
haben sich unüberwindliche Hindernisse in den Weg gestellt. Wir glauben, dass eine solche Gemeinschaft erst zustande kommt, wenn die Weissagung aus Joel 3,1 erfüllt
werden wird.«
Zweifellos haben die bodenrechtlichen Bestimmungen
der G.K.G. segensreich bewirkt, dass es in Korntal keine
Bodenspekulation gab. Ob allerdings, wie Steimle in seiner
schon erwähnten Schrift ausführt, Korntal seine Blüte in
erster Linie seinen eigenartigen, von der G.K.G. getragenen Bodenrechtsverhältnissen verdankt, kann aufgrund
der Wilhelmsdorfer Entwicklung bezweifelt werden.
Ich schreibe die Erfolgsgeschichte von Korntal eher dem
Fleiß, den Fähigkeiten, der Weitsicht der handelnden Personen und den bestens geführten wirtschaftlichen Unter-
1921 gründete Hoffmann die
»Töchteranstalt« zunächst in einer
bestehenden Kelter nördlich des
Saalplatzes. Sie musste dann einem
Neubau weichen, der ein
Schülerinnenwohnheim sowie eine
höhere Mädchenschule beherbergte.
Wegen des schlechten Baugrunds aus
Gipskeuper wurde das Gebäude in den
50er-Jahren abgebrochen. Das Foto
zeigt das Töchterinstitut um 1896.
80
Schwäbische Heimat 2022|2
nehmungen der G.K.G. zu und gehe damit konform mit
dem in Korntal verstorbenen und begrabenen Missionar
Johannes Hesse, dem Vater von Hermann Hesse, der
meinte: »Der Wohlstand der Gemeinde geht auf die vortrefflichen Einrichtungen der G.K.G. zurück.« Sein Grabstein wurde auf Initiative des Schwäbischen Heimatbundes im vergangenen Jahr mit Mitteln der G.K.G. restauriert.
Eine der ältesten Sparkassen Württembergs
Als die G.K.G. ein Jahr nach ihrer Gründung auch als Leihkasse firmierte, war faktisch der Grundstein für ihr Fortbestehen gelegt. Da die Korntaler Siedler nach den Statuten keine Kredite außerhalb Korntals aufnehmen durften,
gab es nur die Möglichkeit, über die G.K.G. an notwendige
Investitionsmittel zu kommen. Die Leihkasse nahm von
den Gemeindegliedern Geld auf, das zu 4 Prozent verzinst
und zu 4,5 Prozent ausgeliehen wurde. Schuldenmacherei
war verpönt und so hatte man auch die Kontrolle über die
finanziellen Verhältnisse der Mitbürger. Gleichwohl war
diese Einrichtung der G.K.G. damals sehr fortschrittlich,
wie überhaupt alle ihre Einrichtungen. Die Leih- und Sparkasse der G.K.G. gilt neben der Württembergischen Landessparkasse als älteste Sparkasse in Württemberg.
Bis zum Jahre 1869, also ein halbes Jahrhundert lang, hatte die G.K.G. in ihrer ursprünglichen Rechtsform fortbestanden. Es ist schon bemerkenswert und außergewöhnlich, dass durch einen privatrechtlichen Vertrag jeder mit
jedem verbunden war. Auf den Namen aller Mitglieder
wurden die Korntaler Erziehungsanstalten, z. B. 1821 das
Töchterinstitut, das Pfarrhaus, das Gasthaus und vieles
mehr übernommen, ein Krankenhaus und ein Witwenhaus gebaut, den Grund zum Besoldungs- und Pensionsfonds für Pfarrer, Vorsteher und Schullehrer gelegt und
schließlich im Jahre 1863 die Gemeindehandlung von
Kaufmann Schrade übernommen. Wäre nur eine dieser
Unternehmungen schiefgelaufen, hätte das die Existenz
von manchem Korntaler vernichtet.
Man muss sich einmal vorstellen, wie hoch das Haftungsrisiko jedes Mitglieds war. Kein Mensch würde heute ein
vergleichbares Risiko eingehen. Es musste also doch eine
tiefe, glaubensmäßig verwurzelte Verbindung unter den
Korntalern gegeben haben. Anders ist das ursprüngliche
Konstrukt der G.K.G. nicht zu erklären. Von Anfang an verband die Gemeindeglieder ein Gemeinsinn, beruhend auf
dem Gefühl der gegenseitigen Verpflichtung für einander
und für die Ordnung der Gemeinde.
Dieses enge Band der Verbundenheit innerhalb der G.K.G.
führte auch zur Einrichtung einer »Vieh-Assekuranz« für
die G.K.G.-Mitglieder. Wo Licht ist, ist aber auch Schatten:
1853 wurde beschlossen, »daß derjenige, welchem künftig
ein Stück Vieh verunglückt, das er von einem Juden erkauft hat, keinen Anspruch auf Vergütung an die Versicherungsgesellschaft zu machen haben soll, weil mehrfache
Erfahrung lehrt, dass die meisten bei dem Handel mit Juden Schaden leiden«.
Kulturerbe
Königliches Dekret zur Verleihung des Status einer
juristischen Person für die Güterkaufsgesellschaft
Die weitere Entwicklung der Gesellschaft
In der zweiten Hälfte des 19. Jahrhunderts standen Reformen im Vordergrund, die durch den Generationenwechsel, die zunehmende Zahl an Mitgliedern und der fehlenden Rechtsfähigkeit notwendig wurden.
Sie begannen damit, dass ab 1863 die Mitglieder der G.K.G
aus der Einzelhaftung entlassen wurden. Darüber hinaus
durften sie auch außerhalb der Gemeinde Kredite aufnehmen. Auf einen entsprechenden Antrag wurde am 9. September 1867 die G.K.G in eine juristische Person umgewandelt, die nur noch mit ihrem eigenen Vermögen haftete mit der Folge, dass sie nunmehr auch freier agieren
konnte. Immerhin gehörten in dieser Zeit von den 270
Hektar Fläche der Gemeinde Korntal 190 Hektar der G.K.G.
Heute sind nur noch 27 Hektar im Besitz der Gesellschaftsmitglieder und ca. 5,5 Hektar im Besitz der Gesellschaft.
Aber auch das Bestreben, Korntal seinen eigenen, ursprünglichen Charakter zu bewahren, stand auf der Agenda der G.K.G. Den im Zuge der Reichsgesetzgebung möglich gewordenen unbeschränkten Zuzug nach Korntal versuchte die G.K.G. mit ihren Mitteln, nämlich der Herrschaft
über den Grundbesitz, zu steuern. Hierzu gab sie sich
1906 weise Grundsätze, deren erster Abschnitt meines Erachtens auch noch heute Richtschnur sein könnte. »Eine
Ausdehnung der Gemeinde wird nicht angestrebt, aber die
natürliche Entwicklung derselben auch nicht hintangehal-
81
1863 übernahm die
Güterkaufsgesellschaft die zunächst
im Privatbesitz befindliche
»Gemeindehandlung« und baute sie
zu einem Kaufhaus mit sechs
Abteilungen aus. Das Foto zeigt die
Gemeindehandlung um 1950.
ten; doch soll weise Mäßigung und Vorsicht innerhalb der
gesetzlichen Schranken bei Behandlung künftiger Baugesuche und Ansiedlungen walten. Im Baustil und in der äußeren Ausführung ist auf edle Einfachheit und Harmonie
des Einzelnen mit der Umgebung Gewicht zu legen.«
In einem weiteren Abschnitt der Baugrundsätze der G.K.G.
steht: »Durch ausreichende Grund- und Gartenfläche der
einzelnen Neubauten ist auf Erhaltung des ländlichen Bildes der Gemeinde Bedacht zu nehmen.« Wir haben es also
den internen Bestimmungen der G.K.G. zu verdanken,
dass Korntal den Charakter einer Gartenstadt bekam und
daher ihren Charme hat. Dennoch besaß Korntal im
Gegensatz zu den umliegenden Nachbargemeinden immer ein eher städtisches Gepräge. Bei den landwirtschaftlichen Gebäuden waren zum Beispiel die Düngerstätten
und Jauchegruben zumeist hinter dem Haus angelegt.
Störende Gewerbebetriebe sind auszuschließen
In den Regeln zur Überbauung von Gesellschaftsgrundstücken findet sich eine weitere interessante Bestimmung:
»Bauspekulationen, Fabriken und Wirtschaften sind tunlichst auszuschließen; ebenso störende Gewerbebetriebe.«
Hier stoßen wir auf den grundsätzlichen Vorbehalt der
Korntaler Brüder gegenüber einer industriellen Wirtschaftsform. Schon zu Lebzeiten Hoffmanns betrachtete es
die Gemeinde als ihre Aufgabe, Gewerbe und Industriebetriebe, die den Geist ihrer Einrichtung stören, fernzuhalten. Das zeigt sich am Beispiel der Korntaler Manchesterfabrik, also einer Wollspinnerei. 1835 von der Familie
Schüle begründet, lief das Geschäft von Anfang an sehr gut.
1839 arbeiteten dort bereits 35 Webstühle, die alle gar
nicht von Korntalern besetzt werden konnten, sondern von
auswärtigen Arbeitern betrieben wurden. Als dann wegen
des weiteren Wachstums die Fabrik um ein drittes Stockwerk erweitert werden sollte, lehnte der Gemeinderat dies
ab mit der Begründung, dass die Fremdarbeiter der Fabrik
Unruhe in die Gemeinde gebracht hätten. Die langfristige
82
Folge war, dass die Manchesterfabrik geschlossen werden
musste. Nur ein Tuchhandelsgeschäft verblieb in Korntal.
Nur notgedrungen beschloss 1899 der Gemeinderat die
Übernahme des bis dahin verpachteten Korntaler Gipswerkes, um »schädlichen Einflüssen auf die Gemeinde
einen Damm zu setzen«. Noch 1912 wurde eine Ortsbausatzung zum Zwecke der Fernhaltung »störender Gewerbebetriebe« erlassen. Die damalige Grundhaltung prägt
bis heute Korntal als Wohnstadt.
Bei seiner günstigen Verkehrslage nach der Eröffnung der
württembergischen Schwarzwaldbahn von Stuttgart nach
Calw im Jahre 1872 und der Nähe zu den Stuttgarter Industriebetrieben wäre Korntal mit großer Wahrscheinlichkeit zu einer Industrie- oder Arbeiterwohngemeinde
geworden. So jedoch wurde das dann neu erschlossene
Gebiet der Neuen Halde – siehe die Straßenbezeichnung
Neuhaldenstraße – zum Villengebiet. An anderen Orten
gab es jedoch durchaus aus christlicher Gesinnung heraus
gegründete erfolgreiche gewerbliche oder industrielle
Unternehmungen, wie beispielsweise die Gustav Werner’schen Anstalten in Reutlingen.
Auch die Geschichte des Gipswerkes zeigt die industrieskeptische Haltung der Korntaler. Schon ein Jahr nach
dessen Errichtung kam man zu der Einsicht, dass der nach
sozialen und christlichen Grundsätzen durchgeführte Regiebetrieb nicht rentierte. Er wurde deshalb verpachtet,
nach Ablauf des Pachtvertrags wieder mit zwei eigenen
Geschäftsführern weiterbetrieben, dann weitere Gesellschafter aufgenommen, um es schließlich an die Schwäbische Gipsverkaufstelle GmbH zu verpachten, bis sich der
Betrieb wegen mangelnder Rentabilität auflöste.
Von ihrer Struktur und den handelnden Persönlichkeiten
war die G.K.G. durchaus in der Lage, gewinnbringend zu
agieren, wenn ihr auch die Tatsache zu Gute kam, dass
nach dem Privilegium und der Gemeindeordnung Gewerbe, Handel und Krämerei zunächst auf je einen Vertreter
ihrer Gattung beschränkt waren. So gab es in Korntal ein
Schwäbische Heimat 2022|2
Spezereifachgeschäft, das zunächst in privater Hand war.
1856 erwarb die G.K.G. dieses Geschäft und führte es als
Gemeindehandlung fort. Schon im ersten Jahr wurde ein
Gewinn von 838 Gulden verzeichnet. 1873 war die Gemeindehandlung schuldenfrei. Der Gewinn steigerte sich
dann drei Jahre später um ein Mehrfaches.
Bis ins 20. Jahrhundert hinein war die G.K.G der allumfassende Wirtschaftsbetrieb der Gemeinde. Ab 1912 kaufte
man den elektrischen Strom für Korntal ein und errichtete
die dafür notwendige Infrastruktur. 1915 legte man eine
Gasleitung von Feuerbach nach Korntal und legte das
eigene Gaswerk still.
Umbruchszeit und Unfrieden
In der Zeit der Weimarer Republik kam dann der große
Umbruch nicht nur für die kirchliche Gemeinde, sondern
auch für die G.K.G, da das königliche Privilegium keine
Gültigkeit mehr besaß. Zwar verblieb zunächst der gesamte Grundbesitz der ehemals privilegierten Gemeinde bei
der G.K.G. und auch deren Leitungsorgan blieb identisch
mit der Kirchenleitung. Schon 1916 hatte man beschlossen, dass für den Fall einer Trennung von bürgerlicher
und kirchlicher Gemeinde die G.K.G. bei der kirchlichen
Gemeinde verbleiben soll. Aber im Lauf der Zeit unterschieden sich die Mitglieder der G.K.G. und die der Brüdergemeinde dann durch Erbgänge und Verkäufe an
Nichtmitglieder erheblich. So war es nicht mehr zu rechtfertigen, dass der nur von den Mitgliedern der Brüdergemeinde gewählte Kirchengemeinderat auch die Geschicke
der G.K.G lenkte. 1934 unternahm man den ersten Versuch zu einer sinnvollen Aufteilung des Vermögens der
G.K.G. zwischen der bürgerlichen Gemeinde, der Brüdergemeinde und der Gesellschaft als solcher.
Das brachte, wie man sich denken kann, viel Unfrieden
und Unruhe mit sich. Von vielen Mitgliedern der G.K.G.,
die der Brüdergemeinde fernstanden, konnte man auch
nicht erwarten, dass sie sich an kirchlich-sozialen Aufgaben beteiligten. Erst im Jahre 1952 fand der Streit nach
einer langen und schmerzlichen Phase der Auseinandersetzungen ein gerichtliches Ende. Zuvor hatte der Brüdergemeinderat auf seine Vertretungsbefugnis zugunsten
Über den Autor
Prof. Dr. Albrecht Rittmann ist stellvertretender
Vorsitzender des Schwäbischen Heimatbundes
und Autor zahlreicher Publikationen. Bis zu
seiner Pensionierung war er Ministerialdirektor
und Amtschef des Ministeriums für ländlichen
Raum, Ernährung und Verbraucherschutz. 2018
wurde er zum Honorarprofessor an der Hochschule für öffentliche Verwaltung und Finanzen
Ludwigsburg ernannt. In der SH 2019/1 veröffentlichte er: »Vor 200 Jahren: Die Gründung
der Brüdergemeinde Korntal«.
Kulturerbe
eines von der G.K.G. selbst zu wählenden Organs verzichtet. Pfarrer Grünzweig schrieb dazu, »die Not um die
G.K.G. war ein unübersehbares Zeichen, eine offene Wunde am Leib der Brüdergemeinde«.
Heute ist die Güterkaufsgesellschaft ein eigenständiger
Rechtskörper mit eigener Leitung. Sie hat in den vergangenen Jahren viele Projekte der kirchlichen wie kommunalen Gemeinde finanziell großzügig unterstützt.
Was können wir nun aus der Geschichte der G.K.G erkennen? Ein begrenzter, homogener Kreis religiös gleichgesinnter Personen kann erfolgreich sozial und wirtschaftlich
Großes bewirken und kirchliches Wirken und wirtschaftliches Handeln miteinander verbinden. Sobald aber durch
äußerliche Einflüsse diese Einheit gestört wird, tiefgreifende Änderungen der äußeren Verhältnisse eintreten, kommt
das Modell einer religiösen und wirtschaftlichen Partnerschaft an seine Grenzen, es lässt sich nicht mehr aufrechterhalten. In einem langen und schwierigen Abnabelungsprozess hat die G.K.G. aber heute ihre neue Aufgabe in der
Unterstützung von sozialen Projekten wie dem Bau eines
Mehrgenerationenhauses oder der Einrichtung eines
Schulbauernhofs auf ökologischer Grundlage gefunden.
Das Aquarell zeigt das 1892 von der
Güterkaufsgesellschaft in Betrieb genommene Gipswerk.
Literaturverzeichnis
Dieter Feucht, Kleine Geschichte Korntals. Rede
anlässlich der 60. Abiturfeier. Metzingen 2015
Fritz Grünzweig, Die evangelische Brüdergemeinde Korntal. Weg – Wesen – Werk. Metzingen
1957
Johannes Hesse, Korntal einst und jetzt. Stuttgart 1910
Paul Link, Die Geschichte Korntals von der Gründung bis zur Gegenwart. Korntal 2017
Sixt Karl Kapff, Korntal und Wilhelmsdorf, ihre
Geschichte, Einrichtung und Erziehungsanstalten. Stuttgart 1839
Theodor Steimle, Die wirtschaftliche und soziale
Entwicklung der württembergischen Brüdergemeinde Korntal und Wilhelmsdorf. Korntal 1929
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Involta Ilmiy Jurnali
Vol. 1 No.4 (2022)
Vebsayt: https://involta.uz/
MAKTAB JIHOZLARNING O‘QUVCHILAR SALOMATLIK HOLATIGA
TA’SIRINI GIGIENIK TAHLILI
Samarqand Davlat Tibbiyot Instituti
To’xtarov Baxrom Eshnazarovich
Umumiy gigiena va ekologiya kafedrasi mudiri
E-mail: baxromtuxtarov@gmail.com
Soatov Mirmuhsin Maxmatmurot o’g’li
Umumiy gigiena va ekologiya kafedrasi 1-kurs magistratura rezidenti
E-mail: mirmuhsinsoatov@gmail.com
Maxmanazarov Gafur Axnazarovich
Umumiy gigiena va ekologiya kafedrasi assistenti
E-mail: gafuraxnazarov@gmail.com
Annotatsiya. Maqolada O„zbekiston Respublikasi aholi Bolalar va o„smirlar
jamoasi salomatlik holati jamoaning mehnat sharoitlari, maktablarda xonalarning
jihozlanishi profilaktik chora tadbirlari taminlanganlik
“Involta” Ilmiy Jurnali Involta Ilmiy Jurnali
Vol. 1 No.4 (2022)
Vebsayt: https://involta.uz/
MAKTAB JIHOZLARNING O‘QUVCHILAR SALOMATLIK HOLATIGA
TA’SIRINI GIGIENIK TAHLILI
Samarqand Davlat Tibbiyot Instituti
To’xtarov Baxrom Eshnazarovich
Umumiy gigiena va ekologiya kafedrasi mudiri
E-mail: baxromtuxtarov@gmail.com
Soatov Mirmuhsin Maxmatmurot o’g’li
Umumiy gigiena va ekologiya kafedrasi 1-kurs magistratura rezidenti
E-mail: mirmuhsinsoatov@gmail.com
Maxmanazarov Gafur Axnazarovich
Umumiy gigiena va ekologiya kafedrasi assistenti
E-mail: gafuraxnazarov@gmail.com
Annotatsiya. Maqolada O„zbekiston Respublikasi aholi Bolalar va o„smirlar
jamoasi salomatlik holati jamoaning mehnat sharoitlari, maktablarda xonalarning
jihozlanishi profilaktik chora tadbirlari taminlanganlik
“Involta” Ilmiy Jurnali Involta Ilmiy Jurnali
Vol. 1 No.4 (2022)
Vebsayt: https://involta.uz/
“Involta” Ilmiy Jurnali Involta Ilmiy Jurnali
Vol. 1 No.4 (2022)
Vebsayt: https://involta.uz/
“Involta” Ilmiy Jurnali Involta Ilmiy Jurnali Involta Ilmiy Jurnali Vol. 1 No.4 (2022) Vebsayt: https://involta.uz/
“Involta” Ilmiy Jurnali Involta Ilmiy Jurnali Vol. 1 No.4 (2022) школьного оборудования на здоровье школьников Аннотация: в статье описаниы состояние здоровья детей и подростков
Республиков Узбекистан, условия труда общества, оснащение учебных
помещений в школах, проведение профилактических мероприятий Ключевые
слова:
школьное
оборудование,
дети,
подростки,
освещенность, учебные помещения Hygienic analysis of the impact of school equipment school equipment on the
health of schoolchildren MAKTAB JIHOZLARNING O‘QUVCHILAR SALOMATLIK HOLATIGA
TA’SIRINI GIGIENIK TAHLILI
Samarqand Davlat Tibbiyot Instituti
To’xtarov Baxrom Eshnazarovich
Umumiy gigiena va ekologiya kafedrasi mudiri
E-mail: baxromtuxtarov@gmail.com
Soatov Mirmuhsin Maxmatmurot o’g’li
Umumiy gigiena va ekologiya kafedrasi 1-kurs magistratura rezidenti
E-mail: mirmuhsinsoatov@gmail.com
Maxmanazarov Gafur Axnazarovich
Umumiy gigiena va ekologiya kafedrasi assistenti
E-mail: gafuraxnazarov@gmail.com Annotatsiya. Maqolada O„zbekiston Respublikasi aholi Bolalar va o„smirlar
jamoasi salomatlik holati jamoaning mehnat sharoitlari, maktablarda xonalarning
jihozlanishi, profilaktik chora-tadbirlari taminlanganlik. Tayanch so‘zlar: Maktab jihozlari, bolalar va o„smirlar jamoasi,
yoritilganlik, o„quv xonalari. Гигиенический
анализ
влияния
школьного
оборудовани 193 Hygienic analysis of the impact of school equipment school equipment on the
health of schoolchildren Annotation: the article describes the state of health of children and adolescents of
the Republic of Uzbekistan, the working conditions of society, the equipping of
classrooms in schools, and the implementation of preventive measures
Key words: school equipment, children, teenagers, lighting, classrooms Muammoning dolzarbligi. Bolalar va o„smirlar jamoasi salomatlik holati
jamoaning mehnat va intelektual potensialni tashkil qilganligi uchun bugungi
kunda jahondagi eng asosiy dolzarb muamolardan biri hisoblanadi. Mamlakatimiz umumiy aholisining 14 million 170 minggini 41% ortig„ini 18
yoshgacha bolalar va o„smirlar jamoasi tashkil qiladi. Bu ko„rsatkichi yaqin
turgan qo„shni mamlakatlar aholisining har birini alohida hisoblaganda umumiy
sonidan
ortiqdir. Ushbu
jamoani
tarbiyalash
mamlakatimizda
qonuniylashtirilgan bo„lib, 1996 yilda ta‟limning zamonaviy modelini amalga
oshirish maqsadida Ta‟lim to„g„risdagi qonun qabul qilingan. Qonunning 10-
moddasida Respublikamizdagi ta‟lim tizimining asosiy bosqichlari keltirilgan. Zamonaviy ta‟lim muassasalarning asosiy vazifalari komil insonni tarbiyalab
etishtirish bilan birgalikda bolalar va o„smirlar ongiga demokratik jamiyat
tamoyillarini
singdirish,
kattalarga
hurmat,
kichiklarga
izzat,
kasbga
o„rgatishning boshlang„ich siralarni o„rgatish, o„zi tug„ilib o„sgan Vatanga 194 Involta Ilmiy Jurnali Vol. 1 No.4 (2022) Vol. 1 No.4 (2022) Vol. 1 No.4 (2022) sadoqat ruhida tarbiyalashdan iborat . Akademik YU.P.Lisitsin (1992) ma‟lumotlariga ko„ra salomalikka ta‟sir
qiluvchi omillardan 50% turmush tarziga bog„liq bo„lsa, 25% ekologik vaziyatga
bog„liqdir. Salomatlik holatiga ta‟sir ko„rsatadigan maktab ichi omillari material-
texnik, atrof-muhit, o„quv yuklamalar va salomatlikni oldini olish va
mustahkamlagshga qaratilgan guruhlarga ajratib tahlil qilinadi . Tayanch maktablarida ta‟lim olayotgan o„quvchilar orasida sog„lom muhit
yaratish bilan birgalikda jahon andozalari talablariga javob beradigan etuk
farzandlarni tarbiyalash, barkamol avlodni kamol toptirish va shakllantirish,
ularning salomatlik holatini himoyalash va mustaxkamlash, gormonik normal
tarzda rivojlangan etuk mutaxassislar etishtirib chiqarish, bugungi kunda nafaqat
SEO va JSXning Bolalar va o„smirlar gigienasi bo„limi xodimlari, balki barcha
jamoatchilik oldida turgan asosiy vazifalardan biri hisoblanadi. Oqilona tarzda tashkillashtirilgan kun tartibi bolalar va o„smirlar jamoasida
sog„lom muhitni yaratish va ta‟minlashning asosiy manbalaridan biridir
(SHayxova G.I., 2004,). Milliy kadrlar tayyorlash tizimini samaradorligini oshirish va yaxshilashga
qaratilgan qator qonun va dasturlar ishlab chiqarilishiga qaramasdan O„zbekiston
sharoitida ta‟lim olayotgan o„quvchilar orasida sog„lom maktab zamonaviy va
qulay jixozlardan foydalanishni tashkillashtirish va ularning davriy ravishda
gigienik baholash bugungi kunda hal qilinishi lozim bo„lgan dolzarb
muammolardan biri hisoblanadi. Ishning maqsadi. Maktab jihozlarini va to„g„ri ovqatlanishning o„quvchilar
salomatlik holatiga ta‟sirini o„rganish va uni gigienik tahlili. Natijalar muxokamasi. Inson organizmining o„sib rivojlanishida 3 ta
bosqich amalga oshirildi. Bularga bolalik davri, etilish, karilik davri. Maktabgacha tarbiya yoshidagi bolalar oranizmining o„sib va rivojlanishi
filogentik jarayonida bola organizmining o„sib rivojlanishida 3 ta qonuniyatga
asosan shakllanish amalga oshiriladi. 195 Involta Ilmiy Jurnali Vol. 1 No.4 (2022) Ularning asosiy o„lchamlari partalarning o„quvchilarga qaragan yuzasining
kengligi va sinfxonalarning erdan balandligi santimetrli lenta yordamida aniqlanib
baholanadi. Maktab jihozlarning funksional o„lchamlari, ya‟ni distanitsiya
va
differensiya esa aniq belgilangan GOST 0159-2003 «GOST shkolnыx mebeli»
bo„yicha baxolandi va taxlil qilindi. Xonalarning xavosining almashtirilishi tabbiy yo„l aeratsiya yordamida
fortochka va framuglar yordamida olib boriladi. Mexanik tortuvchi ventilyasiya
oshxona va xojatxonalarga o„rnatilgan biroq ishlamaydi. Buning oqibatida
sinfxonalarda changning miqdori – 0,25 mg/m3 ni tashkil qildi. Tabbiy yoritilganlik xonalarga chap tomomdan tushishiga qarmasdan
TYOK qishda 0,5%, yozda – 1% (normada – 1,5%), sport zali va mexnat ta‟lim
xonalarida esa 0,6-0,7%ni tashkil qildi. Barcha o„quv xonalarida su‟niy chiroqlar cho„g„lanma chiroqlar asosida yoritiladi
va gigienik talablarga mos kelmaydi. ( 1-jadval). Maktab xonalarning yoritilganlik darajasi Involta Ilmiy Jurnali Vol. 1 No.4 (2022) Vol. 1 No.4 (2022) Maktabgacha bo„lgan davrda o„sib rivojlanishning 1- qonuniga bola
qancha yosh bo„lsa, shuncha tez o„sib rivojlanish tushunchasiga to„g„ri keladi. Bu davrda xayotining birinchi yilida 47%, 2chi yilida 21%, 3 yilida 13%,
keyinchalik 3-8%gacha usib rivojlanish amalga oshriladi (8,10,22,60). Bu
davrda ona suti bilan birgalikda yoshiga va jinsiga mos ravishda ovkatlanish
katta ahamiyatga egadir. Organizmning me‟yoriy faoliyat ko„rsatishi, uning barcha tizimlari o„zaro
mutanosiblikda ishlashi, organizmning oziq-ovqatlardan oladigan quvvatining,
uning extiyojlarini to„la qoplashi, ovqatlar tarkibidagi ko„p sonli biologik faol
bo„lgan va muxim fiziologik vazifalarni bajaruvchi moddalar oqsillar,
karbonsuvlar, yog„lar, vitaminlar va mikroelementlarning etarli bo„lishi bilan uzviy
bog„langan. Optimal ovqatlanish tushunchasiga, organizmning fiziologik ritmlari
talabiga mos, sifatli qilib tayyorlangan, to„yimli va shirin ta‟mli, tarkibi esa tengi
yo„q biologik faol moddalar bilan to„ldirilgan, hamda organizmning me‟yoriy
xayot kechirishi uchun zarur bulgan oqsillar, karbonsuvlar, yog„lar, vitaminlar va
mikroelementlarni o„z ichiga olgan ovqat mahsulotlari bilan ovqatlanish kiradi. Fiziologik extiyojlarga mos ovkatlanish orkali organizm ichki muxiti
(gomeostazining) doimiyligi ta‟minlanadi. Optimal ovqatlanish alohida aholi
qatlamlari, guruxlar va ayrim odamlar talablariga mos kelishi, o„lkalarning
geografik-iqlim sharoitlarini, milliy an‟analarini hisobga olgan holda tashkil
qilinishi lozim. Maktab jihozlarni gigienik baholash usullari. Maktab o„quv xonalarining
o„lchamlari SanMvaQ 01-02-2000 «Gigienicheskie trebovaniya k usloviyam
obucheniya shkolnikov v obщeobrazovatelnыx shkolax» qonuniy hujjatlari bilan
solishtirildi va gigienik baholandi. Maktablardagi sinfxonalarida va boshqa o„quv xonalarida jixozlarning
joylashtirilish tartibi GOST 0159-2003 «GOST shkolnыx mebeli» asosida tahlili
qilinib baholanadi. 196 Maktab xonalarning yoritilganlik darajasi Maktab xonalarning yoritilganlik darajasi
Xonalar
O„lchov
soni
YOritilganlik, lk, M±m
Gigienik daraja
Lyumin. chiroq
CHo„g„lanma
chiroq
Lyumin. CHiroq
CHo„g„lanma
chiroq
Sinfxonalar
5
220
170
300
200
O„qituvchilar
xonasi
5
175
220
200
200
Rasm xonasi
5
400
200
500
300
Kompyuter
sinflari
5
200
180
300
200
Ustaxonalar
5
200
180
500
300
Tikuvchilik
5
300
190
400
300 197 Involta Ilmiy Jurnali
Vol. 1 No.4 (2022)
xonasi
Sport zal
5
150
100
200
150 Involta Ilmiy Jurnali Yoritilganlikning etishmovchilik darajasi asosan chiroqlar o„rni va sonining
etishmasligi asosida kelib chiqqanligini bildiradi. Nazorat ostiga olingan maktabning binosi va undagi xonalar soni, ularning
o„lchamlari va belganlingan ko„rsatkichlaridan kam ekanligi aniqlandi. SHuni
ta‟kidlashimiz lozimki, nazorat ostiga olingan maktabning barcha ko„rsatkichlari
sanitariya me‟yor ko„rsatkichlariga mos kelmasligi aniqlandi. Maktabning asosiy
ko„rsatkichlari 2-jadvalda keltirilgan. Maktabning ta’lim va tarbiya sharoitining solishtirma tavsifnomasi Maktabning ta’lim va tarbiya sharoitining solishtirma tavsifnomasi Maktabning ta’lim va tarbiya sharoitining solishtirma tavsifnomasi Maktabning ta’lim va tarbiya sharoitining solishtirma tavsifnomasi
Ko‘rsatkichlari
SanMvaQ 0102-00
№29 maktab
1
2
3
joylashtirilishi
kvartallararo
Kvartallararo
er maydoni
1 o„quvchiga 35-40 m2
40 m2
er
maydonining
mintaqalari:
Qurilish foizi
12% gacha
25%
Ko„kalamzorlash-tirilgan 45-50%
40%
Jismoniy tarbiya sport
(JTS)
35-40%
30%
Sport maydoni
Sport zali tomon 25 m
Sport zali tomon 25 m
Sport maydoni tarkibi:
Stadion, maydonlar, yugurush
yo„lakchasi,
sakrash
maydoni, o„yin uchun mos
keladigan jixozlar
To„liq to„plam, jixozlar
bilan ta‟minlanmagan
Sport
maydoning Futbol
maydoni-chim, hamma
maydonlarga 198 Involta Ilmiy Jurnali Vol. 1 No.4 (2022) Involta Ilmiy Jurnali
Vol. 1 No.4 (2022)
qoplamlari
maydonlar –qattiq q. grunt qoplangan
JTS saqlash tartibi
Kunlik suv sepish
Suv sepish xaftada 1
marotaba
Dam olish mintaqasi
1-4 sinf – o„yin maydonlari 5-
9 sinf – jim dam olish
mintaqasi
Jim dam olish mintaqasi
ajratilmagan
Tashqi
suv
bilan
ta‟minlanish
Suv sepish moslamalari
Mavjud
Oyoq kiyim yuvish
Bor,
lekin
foydalanilmaydi. Suv
ichish
uchun
fontanchalar
YOpiq
Xonalar guruhi
1-qavat: -ma‟muriy – xo„jalik
- sport zali
- oshxona
- mexnat darsi
Talabga mos ravishda
Kichik sinflar
Alohida blok
2-3-qavat:
- kutubxona
- tibbiyot kabineti
- faollar zali
Talabga mos ravishda
5-7 sinflar uchun sinfxonalar
va kabinetlar
Alohida blok
Sinfxonаlari
Normada
bitta
sinfga
25
tagacha o„quvchi
35-40 o„quvchi
1
nafar
o„quvchi
uchun
maydon - 2 m2
1,25 m2/1 o„quvchi
Sport zali
- soni - 1-2
1-360 m2
maydon: 160 dan 360 m2
gacha
1-288 m2 199 Involta Ilmiy Jurnali
Vol. 1 No.4 (2022)
balandligi – 6 m
6 m
Sport zal tarkibi
sport zali
Mavjud (2)
Snaryadli
Mavjud (2)
- kiyim almashtirish xonasi
(2)
Mavjud
(2),
lekin
jihozlanmagan
- dush (2)
Mavjud,
lekin
ishlamaydi. - xojatxona (2)
Mavjud,
lekin
ishlamaydi. - instruktor xonasi
Mavjud (2)
Tibbiy punkt
-Vrach xonasi – 9-14 m2
9 m2
-stamotolog -12 m2
12 m2
- muolaja xonasi-14 m2
14 m2
- sanitariya tarmog„i
Bor
Oshxonalar kompleksi
- tarqatish xonasi
Bor
- idish-tovoq yuvish xonasi
Bor
- yordamchi xonalar
Bor
- tushlik qilish zali 0,7 m2 /1
o„ringa
0,65 m2/1 o„ringa
-
YUvinish
kranlari
(25
o„ringa 1 dona)
30 o„ringa 1 dona
Epidemik
tarbiga
davriy
ravishda rioya qilish kerak
Rioya qilinmagan
Maktab jihozi
1-5-sinflar–4
guruhdagi
markirovkalangan
rangli
partalar
Bir
turdagi
markirovkalanmagan
partalar
6-10 sinflar – stollar va stullar
Bir xil turdagi alohida
stol va stullar
Bolalarni partada (stol) Bo„y, eshitish va ko„rish Bo„y
inobatga Involta Ilmiy Jurnali Vol. Maktabning ta’lim va tarbiya sharoitining solishtirma tavsifnomasi 1 No.4 (2022) Vol. 1 No.4 (2022) 200 Involta Ilmiy Jurnali
Vol. 1 No.4 (2022)
o„tirishi
o„tkirligi inobatga olingan
xolda
olinmagan. Binoning yoritilganligi
Tabiy - TYOK - 1,5%
0,7-1%
Sun‟iy– 200 dan 500 lk gacha
(lyuminessent lampada)
150 dan 300 lk gacha
Xavo harorati (yilning
sovuq mavsumida)
- sinflar- 17-21 °S
10 dan 15 °S gacha
- sport zali - 14-15 °S
10-15 °S gacha Involta Ilmiy Jurnali Vol. 1 No.4 (2022) Vol. 1 No.4 (2022) Maktabning er maydoni va binosining sanitariya me‟yor va qoidalari bilan
solishtirma tavsifnomasi shuni ko„rsatadiki, belgilangan ko„rsatkichlar va ularning
mos kelmasligi natijasida quyidagi muammolar hosil bo„lishi olib keldi. Bu esa o„z
o„rnida er maydoning noto„g„ri taqsimlanish oqibatida binoning qurilish %
oshganligi, sport maydonining etarli emasligi va undagi jihozlarning etishmasligi,
ichki va tashqi suv taminotining etishmasligi, asosan issiq suvning etishmasligi,
sanitar-texnik qurilmalarning ish sharoitida emasligi, sinflardagi bolalar soning
ortiqcha ekanligi eng asosiysi maktab jihozlarining o„quvchilarning bo„yiga va
salomatlik holatiga, ya‟ni ko„rish va eshitish tizimi organlari faoliyati va ularning
darajasi, shuningdek sinfxonalarda joylashtirilishining gigienik talablarga mos
kelmasligi oqibatida o„quvchilar oraisda jismoniy rivojlanishidan orqada qolish va
qomatidagi o„zgarishlarning yuzaga kelish va xonalarning mikroiqlim va
yoritilganlik darajasini etishmasligi holatlariga olib kelganligi aniqlandi. Maktab jixozlarini o„quvchilarning bo„yiga mos ravishda tanlash va
foydalanishni tavsiya etish kerak. Distanitsiya va differensiyaning o„lchamlarini
davriy ravishda maktab vrachi va o„qituvchilar tomonidan nazorat qilish kerak. Kun davomida davriy ravishda ertalabki badantarbiya, chiniqtirish muolajalari,
jismoniy tarbiya va tavsiya etilgan 18 ta sport turlaridan yoshi, jinsi va salomatlik
holatiga mos sport to„garaklarida shug„ullanishi tavsiya etiladi. 201 Involta Ilmiy Jurnali
Vol. 1 No.4 (2022) 8. Straker L, et al. Mobile technology dominates school children‟s IT use in
an advantaged school community and is associated with musculoskeletal and
visual symptoms. Ergonomics. 2018;61(5):658–69. Involta Ilmiy Jurnali Vol. 1 No.4 (2022) Vol. 1 No.4 (2022) 1. Zorina I.G. Vliyanie faktorov vnutri shkolnoy sredы na umstvennuyu
rabotosposobnost i sostoyanie zdorovya uchaщixsya pri raznыx formax
obucheniya: Avtoref.dis. …kand.med.nauk. –Ekaterinburg, 2002. -18 s. 2. Kamilova R.T., Iskandarova SH.T., SHayxova G.I., Salixova N.S.,
Ermatov N.J. Gigienicheskie rekomendatsii po organizatsii rejima obucheniya i
vospitaniya uchaщixsya obщeobrazovatelnыx shkol // Byulleten Assotsatsii
vrachey Uzbekistana.-2004.- №3.-S.99-105. 3. Semeniщenkova
T.A. Gigienicheskie
aspektы
formirovaniya
prenevroticheskix otkloneniy u starshix shkolnikov // Gig.i san. -2003. -№4. –s.34-
37. 4. Suxarev A.G., Mixaylova S.A. Sostoyanie zdorovya detskogo naseleniya v
napryajennыx ekologicheskix i sotsialnыx usloviyax // Gig.i san. -2004. -№1. –
s.47-51. 5. SHayxova G.I. i dr. Bolalar va o„smirlar gigienasi. Tashkent.-2004.-S.416. 6. Ermatov N.J. Hozirgi islohotlar davrida zamonaviy maktablarda o„quv
jarayonining tashkillashtirilishini gigienik baholash //O„zbekiston tibbiyot jurnali. №1, 2008. 67-71 sahifalar. 7. Alexander D, Lewis L . Condition of America‟s Public School Facilities:
2021-13. First Look. NCES 2014-022. National Center for Education Statistics,
2014. 8. Straker L, et al. Mobile technology dominates school children‟s IT use in
an advantaged school community and is associated with musculoskeletal and
visual symptoms. Ergonomics. 2018;61(5):658–69. 202
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Repozytorium Uniwersytetu w Białymstoku w liczbach
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Iwona Łojewska Biblioteka Uniwersytecka im. Jerzego Giedroycia
i.sztabkowska@uwb.edu.pl
ORCID: 0000-0003-1190-7153 DOI: 10.15290/10latRUB.2023.12 DOI: 10.15290/10latRUB.2023.12 2
Repozytorium Uniwersytetu w Białymstoku zarejestrowało się w serwisie OpenDOAR
24.03.2014 roku. 1
Zob. OpenDOAR, dane z 21 lipca 2023 roku.
2
Repozytorium Uniwersytetu w Białymstoku zarejestrowało się w serwisie OpenDOAR
24.03.2014 roku. 1
Zob. OpenDOAR, dane z 21 lipca 2023 roku. 1
Zob. OpenDOAR, dane z 21 lipca 2023 roku. Repozytorium Uniwersytetu
w Białymstoku w liczbach Przedmiotem badań jest analiza statystyczna Repozytorium Uniwersytetu
w Białymstoku (RUB) w czasie 10 lat funkcjonowania. Scharakteryzowano RUB
pod kątem zasobu bazy, typu dokumentów archiwizowanych na platformie oraz
zakresu tematycznego materiałów. Analiza obejmowała również ocenę wkładu po-
szczególnych jednostek Uniwersytetu w Białymstoku (UwB) w rozwój Repozytorium
(porównanie pod względem liczby obiektów oraz przedstawienie listy Top 10 auto-
rów). Kolejne kluczowe elementy, które zostały poddane charakterystyce, to: data
wydania i język publikacji zdeponowanych w Repozytorium oraz identyfikatory DOI
nadane obiektom cyfrowym. Przy wykorzystaniu narzędzia Google Analytics przed-
stawiono geograficzną lokalizację użytkowników RUB według krajów, co pozwoliło
na uświadomienie międzynarodowego zasięgu i oddziaływania Repozytorium. Słowa kluczowe: repozytorium instytucjonalne, Repozytorium Uniwersytetu
w Białymstoku (RUB), zasób repozytorium, typy dokumentów, otwarte publika-
cje, użytkownicy Jubileusz dziesięciolecia Repozytorium Uniwersytetu w Białymstoku (RUB)
stanowi nie tylko okazję do świętowania, lecz także do głębokich refleksji nad
osiągnięciami, które udało nam się zdobyć w ciągu dekady funkcjonowania. To wyjątkowy moment, który zachęca nas do dokonania wszechstronnego
przeglądu oraz analizy statystycznej, aby zbadać jak rozwijała się nasza plat-
forma zarówno na tle krajowego, jak i światowego środowiska repozytoriów 137 137 instytucjonalnych. Serwis OpenDOAR, który pełni rolę globalnego katalogu
repozytoriów otwartego dostępu, zawiera obecnie dane o imponującej liczbie
6036 baz z całego świata. Wśród nich największy zbiór stanowią repozytoria
instytucjonalne, których jest obecnie 5364 (co stanowi 88,87% wszystkich
archiwów)1. 138 ymstoku. Wspólna droga do otwierania nauki
923
655
322
301
190
183
181
178
177
160
159
146
138
115
110
106
100
86
85
67
65
62
62
60
57
55
55
52
51
1135
0
200
400
600
800
1000
1200
Stany Zjednoczone Ameryki
Japonia
Wielka Brytania
Niemcy
Peru
Hiszpania
Turcja
Indonezja
Brazylia
Francja
Chorwacja
Włochy
Polska
Kolumbia
Ukraina
Indie
Kanada
Australia
Argentyna
Norwegia
Chiny
Portugalia
Serbia
Tajwan
Holandia
Austria
Meksyk
Republika Południowej Afryki
Republika Korei
Inne
Wykres 1. Repozytoria według krajów według danych z 21 lipca 2023 roku
(źródło: opracowanie własne na podstawie OpenDOAR). Repozytorium Uniwersytetu w Białymstoku. Ws Wykres 1. Repozytoria według krajów według danych z 21 lipca 2023 roku
(źródło: opracowanie własne na podstawie OpenDOAR). W momencie tworzenia RUB liczba wszystkich repozytoriów otwartego
dostępu, obecnych w serwisie OpenDOAR, wynosiła 2481, a repozytoriów
instytucjonalnych było wśród nich 2046 (dane z 22 października 2013 roku2). Powyższe dane wskazują, jak dynamicznie rozwija się w ostatnich latach ruch
open access, a szczególnie zielona droga, czyli otwarte repozytoria. 3
Dokładnie 13 993, dane z 24 lipca 2023 roku. 4
Projekt realizowany od 14 lutego do 31 grudnia 2014 roku. Repozytorium Uniwersytetu
w Białymstoku w liczbach Jest to odzwierciedlenie rosnącej świadomości naukowej społeczności i instytucji
edukacyjnych na temat znaczenia szerokiego dostępu do wiedzy oraz potrze-
by propagowania badań i osiągnięć naukowych na arenie międzynarodowej. W Polsce, według danych z OpenDOAR, funkcjonuje obecnie 138 baz. Wśród
tych serwisów znajdują się zarówno repozytoria naukowe, jak również bi-
blioteki cyfrowe i bazy wiedzy. Liczba ta wzrosła prawie dwukrotnie w ciągu
ostatnich 10 lat (z 78 w roku 2013). Dane te nie tylko oddają ogromny postęp,
jaki nastąpił w dziedzinie open access, ale również rzucają światło na rosnącą
rolę Polski w budowaniu globalnej sieci badawczej. To znak, że nasza krajowa
społeczność naukowa w pełni rozumie wartość współdzielenia wiedzy i otwar-
tego dostępu do wyników badań. 426
218
167
141
108
79
78
75
1189
Stany Zjednoczone Ameryki = 17%
Wielka Brytania = 9%
Niemcy = 7%
Japonia = 6%
Hiszpania = 4%
Francja = 3%
Polska = 3%
Brazylia = 3%
Inne = 48%
Wykres 2. Repozytoria open access według krajów – dane z 22 października 2013 roku
(źródło: opracowanie własne na podstawie OpenDOAR). Wykres 2. Repozytoria open access według krajów – dane z 22 października 2013 roku
(źródło: opracowanie własne na podstawie OpenDOAR). Przez ostatnią dekadę obserwowaliśmy wyjątkowo dynamiczny wzrost
liczby publikacji zgromadzonych w bazie, co stanowi wyraz naszego zaangażo-
wania w promowanie i udostępnianie naukowych osiągnięć. Obecnie możemy
pochwalić się poziomem blisko 14 tysięcy dokumentów (wykres 3)3. 139 140
Repozytorium Uniwersytetu w Białymstoku. Wspólna droga do otwierania nauki
151
2097
3300
4387
5487
6618
7877
9049
11296
13133
13993
0
2000
4000
6000
8000
10000
12000
14000
16000
2013
2014
2015
2016
2017
2018
2019
2020
2021
2022
2023
Wykres 3. Zasób Repozytorium Uniwersytetu w Białymstoku
na przestrzeni lat (źródło: opracowanie własne). Już w ciągu trzymiesięcznego okresu próbnego (ostatni kwartał 2013 roku),
w którym Repozytorium funkcjonowało w wewnętrznej sieci Uczelni, osiągnę-
liśmy liczbę 151 prac. Świadczy to o skutecznej akcji promocyjnej naszej bazy
w środowisku akademickim. Bardzo wyraźny wzrost zasobu odnotowaliśmy
w roku 2014, gdy Biblioteka Uniwersytecka realizowała projekt ministerial-
ny „Poszerzenie zasobów naukowych Biblioteki Uniwersyteckiej im. Jerzego
Giedroycia w Białymstoku poprzez rozwój repozytorium instytucjonalnego
Uniwersytetu w Białymstoku”4. Według złożonego wniosku, pierwotnie zapla-
nowano zdeponowanie 900 publikacji naukowych (liczba ustalona na podstawie
prac wprowadzonych w pierwszym roku funkcjonowania przez inne repozyto-
ria w Polsce). Jednak nasze osiągnięcia przekroczyły te oczekiwania – udało
się nam uzyskać ponad dwukrotnie wyższą liczbę wprowadzonych dokumen-
tów – 1946 prac. Repozytorium Uniwersytetu
w Białymstoku w liczbach W kolejnych latach, tj. od 2015 do 2020 roku, utrzymał
się stały, rosnący trend, w którym corocznie dodawano ponad tysiąc nowych
4
Projekt realizowany od 14 lutego do 31 grudnia 2014 roku. 0
151
2097
3300
4387
5487
6618
7877
9049
11296
13133
13993
0
2000
4000
6000
8000
10000
12000
14000
16000
2013
2014
2015
2016
2017
2018
2019
2020
2021
2022
2023
Wykres 3. Zasób Repozytorium Uniwersytetu w Białymstoku
na przestrzeni lat (źródło: opracowanie własne). 140
ierania nauki
151
2097
3300
4387
5487
6618
7877
9049
11296
13133
13993
0
2000
4000
6000
8000
10000
12000
14000
16000
2013
2014
2015
2016
2017
2018
2019
2020
2021
2022
2023
Wykres 3. Zasób Repozytorium Uniwersytetu w Białymstoku
na przestrzeni lat (źródło: opracowanie własne). 140 Wykres 3. Zasób Repozytorium Uniwersytetu w Białymstoku
na przestrzeni lat (źródło: opracowanie własne). Już w ciągu trzymiesięcznego okresu próbnego (ostatni kwartał 2013 roku),
w którym Repozytorium funkcjonowało w wewnętrznej sieci Uczelni, osiągnę-
liśmy liczbę 151 prac. Świadczy to o skutecznej akcji promocyjnej naszej bazy
w środowisku akademickim. Bardzo wyraźny wzrost zasobu odnotowaliśmy
w roku 2014, gdy Biblioteka Uniwersytecka realizowała projekt ministerial-
ny „Poszerzenie zasobów naukowych Biblioteki Uniwersyteckiej im. Jerzego
Giedroycia w Białymstoku poprzez rozwój repozytorium instytucjonalnego
Uniwersytetu w Białymstoku”4. Według złożonego wniosku, pierwotnie zapla-
nowano zdeponowanie 900 publikacji naukowych (liczba ustalona na podstawie
prac wprowadzonych w pierwszym roku funkcjonowania przez inne repozyto-
ria w Polsce). Jednak nasze osiągnięcia przekroczyły te oczekiwania – udało
się nam uzyskać ponad dwukrotnie wyższą liczbę wprowadzonych dokumen-
tów – 1946 prac. W kolejnych latach, tj. od 2015 do 2020 roku, utrzymał
się stały, rosnący trend, w którym corocznie dodawano ponad tysiąc nowych prac. Kolejny dynamiczny wzrost nastąpił w latach 2021 oraz 2022. W roku
2021 osiągnęliśmy rekordową liczbę 2247 zgromadzonych prac. Na ten wynik
wpłynęła pokaźna liczba publikacji pokonferencyjnych, które zostały prze-
słane do Redakcji RUB. Natomiast wzrost zasobu w roku 2022 był związany
z realizacją kolejnego projektu „Poszerzenie zasobów naukowych Biblioteki
Uniwersyteckiej im. Jerzego Giedroycia w Białymstoku poprzez rozwój re-
pozytorium instytucjonalnego Uniwersytetu w Białymstoku”5, który zakładał
wprowadzenie 1200 publikacji wydanych przez Wydawnictwo Uniwersytetu
w Białymstoku i wydawnictwo Temida 2. W roku 2022, w ramach powyższe-
go projektu, zdeponowano w RUB 998 publikacji. Warto podkreślić, że nasze
starania nie kończą się na tych osiągnięciach. Biblioteka Uniwersytecka bę-
dzie kontynuowała projekt, który przyczyni się do dalszego upowszechniania
i otwierania zasobów naukowych naszej Uczelni. 5
Projekt realizowany od października 2021 do końca lutego 2023 roku. Etap związany z de-
ponowaniem prac rozpoczął się w marcu 2022 roku. 7
CEON Agregator, http://agregator.ceon.pl/Welcome.action (dostęp: 20.07.2023). 6
Projekt „Rozbudowa otwartych zasobów naukowych Repozytorium Uniwersytetu w B
łymstoku – kontynuacja” będzie realizowany przez 14 miesięcy od października 2023 ro 5
Projekt realizowany od października 2021 do końca lutego 2023 roku. Etap związany z de-
ponowaniem prac rozpoczął się w marcu 2022 roku.
6
Projekt „Rozbudowa otwartych zasobów naukowych Repozytorium Uniwersytetu w Bia
łymstoku – kontynuacja” będzie realizowany przez 14 miesięcy od października 2023 roku.
7
CEON Agregator, http://agregator.ceon.pl/Welcome.action (dostęp: 20.07.2023). łymstoku kontynuacja będzie realizowany przez 14 miesięcy od października 2023 roku.
7
CEON Agregator, http://agregator.ceon.pl/Welcome.action (dostęp: 20.07.2023). Repozytorium Uniwersytetu
w Białymstoku w liczbach Dzięki tym wysiłkom, w naj-
bliższych miesiącach RUB wzbogaci się o kolejne 900 publikacji autorstwa
pracowników Uniwersytetu6. Iwona Łojewska . Repozytorium Uniwersytetu w Białymstoku w liczbach Łączna wartość dofinansowania, które otrzymała Biblioteka Uniwersytecka
na rozwój uczelnianego repozytorium, w ramach trzech projektów wyniosła
277 550 zł. Od lat Repozytorium Uniwersytetu w Białymstoku utrzymuje swoją pozy-
cję w czołówce repozytoriów instytucjonalnych w Polsce według liczby doku-
mentów. Rysunek 1 przedstawia zestawienie ze strony Agregatora CEON7, który
jest wspólnym punktem dostępu do zasobów polskich repozytoriów. Na czele
listy znajdują się serwisy pochodzące z dużych ośrodków badawczych o dłu-
giej historii i ugruntowanej pozycji w kraju. W pierwszej trójce od lat mamy
AMUR (pierwsze repozytorium instytucjonalne, które powstało w Polsce)
oraz Repozytorium Uniwersytetu Łódzkiego. Baza tworzona na Uniwersytecie
Jagiellońskim zdeklasowała pozostałych graczy, zdobywając pierwsze miejsce
i stając się liderem, którego pozycji trudno będzie zagrozić. W tym zestawieniu
RUB zajmuje obecnie zaszczytne siódme miejsce, co potwierdza duży wkład
białostockiej Uczelni w zapewnieniu swobodnego dostępu do treści naukowych. 141 Dla porównania Rysunek 2 prezentuje stan Agregatora CEON w listopadzie
2014. Widzimy, że białostockie repozytorium od samego początku stanowiło
istotny element polskiego krajobrazu repozytoriów instytucjonalnych. 142 Rysunek 1. Strona Agregatora CEON (lipiec 2023). epozytorium Uniwersytetu w Białymstoku. Wspólna droga do otw
Rysunek 2. Strona Agregatora CEON (listopad 2014). Rysunek 2. Strona Agregatora CEON (listopad 2014). Wykres 4 prezentuje typy dokumentów archiwizowanych w RUB. Fundamentem zasobu są artykuły naukowe (7018 obiektów), które stanowią
obecnie połowę wszystkich prac8. Już w początkowej fazie tworzenia na naszej
Uczelni repozytorium zakładaliśmy, że zgromadzimy w nim tytuły periody-
ków ukazujących się na Uniwersytecie. Powstał do tego oddzielny zespół –
Czasopisma naukowe. Było to istotne ze względu na rozproszenie informacji
o poszczególnych czasopismach oraz ich zawartości na stronach wydziałów,
czy też na amatorsko tworzonych stronach domowych czasopism. Adresy tych
witryn ulegały zmianie, a zdeponowanie artykułów w wersji cyfrowej w RUB
gwarantowało (poprzez stosowanie unikalnych identyfikatorów URI) wieczy-
stą archiwizację oraz indeksowanie w zewnętrznych serwisach, co pomaga
w ich odnalezieniu przez innych badaczy za pomocą wyszukiwarek nauko-
wych. Nie wszystkie numery czasopism posiadały swoje wersje elektroniczne,
a jeżeli dostępne były pliki PDF, to często zawierały cały numer czasopisma. Repozytorium pozwalało na zdeponowanie poszczególnych artykułów opi-
sanych za pomocą metadanych, co ułatwia ich wyszukiwanie i identyfikację
oraz zwiększa dostępność do treści publikacji. 8
Jeszcze pięć lat temu artykuły naukowe stanowiły 72% zasobu RUB. W ostatnich la-
tach można zauważyć wyraźny wzrost liczby innych typów dokumentów. Porównaj:
A. Gałecka-Golec, I. Łojewska, Repozytorium Uniwersytetu w Białymstoku jako narzę-
dzie gromadzenia, upowszechniania i promowania dorobku uczelni, [w:] S. Skórka (red.),
E. Piotrowska (współpr.), Książki w plikach – publikowanie, udostępnianie i użytkowanie,
Kraków 2021. Repozytorium Uniwersytetu
w Białymstoku w liczbach Zdecydowaliśmy się również,
po konsultacjach z władzami Uczelni i redakcjami czasopism, że artykuły obec-
ne w RUB otrzymają identyfikatory DOI (Digital Object Identifier), które będą
kierowały do adresu URL artykułu zdeponowanego w naszym Repozytorium. Dotyczyło to nie tylko numerów ukazujących się na bieżąco, ale również arty-
kułów archiwalnych. Obecnie na platformie repozytorium znajdują się 24 tytuły
czasopism wydawanych na Uniwersytecie w Białymstoku. Dla każdego tytułu
przypisany jest oddzielny podzespół, gdzie można znaleźć podstawowe informa-
cje o czasopiśmie: krótki opis, dane redaktora naczelnego, kontakt do redakcji,
adres strony internetowej, numer ISSN, nazwę wydawcy, punktację ministerial-
ną za poszczególne lata. Artykuły są pogrupowane w osobne kolekcje odpo-
wiadające poszczególnym numerom czasopism. Sukcesywnie rośnie kolekcja
rozdziałów z książek deponowanych w Repozytorium (obecnie 4525 obiektów,
co stanowi 32% zasobu). Wzrost liczby tego rodzaju dokumentów związany jest 143 144 7018
709
4525
392
1349
0
1000
2000
3000
4000
5000
6000
7000
8000
Artykuły naukowe
Książki
Rozdziały
z książek
Prace doktorskie
Inne
Wykres 4. Zasób RUB według typów dokumentów (źródło: opracowanie własne). Wykres 4. Zasób RUB według typów dokumentów (źródło: opracowanie własne). z zamieszczaniem w ostatnich latach dużej liczby materiałów pokonferencyjnych
oraz projektem realizowanym w latach 2021–2023, w którym rozdziały z ksią-
żek stanowiły główny typ dokumentów. Książki (monografie autorskie, książki
redakcyjne, monografie pokonferencyjne) stanowią obecnie 5% zasobu. Są to
w głównej mierze prace opublikowane w oficynach uczelnianych: 226 książek
z Wydawnictwa Uniwersytetu w Białymstoku, 129 z Wydawnictwa Temida 2,
35 tytułów z Trans Humany oraz 4 z Wydawnictwa Prawo i Partnerstwo. Rozprawy doktorskie, stanowiące ważny nurt akademickiego dorobku, również
zajmują istotne miejsce w naszym Repozytorium. Obecnie stanowią one 3%
całkowitej kolekcji. Z 394 dysertacji obronionych od października 2013 roku,
185 prac jest dostępnych tylko dla uprawnionych użytkowników korzystających
z komputerów Biblioteki Uniwersyteckiej, podczas gdy z 209 rozpraw doktor-
skich mogą korzystać wszyscy przez Internet. Pozostałe publikacje zdeponowane
w Repozytorium, takie jak recenzje książek, prezentacje, sprawozdania, wstępy,
indeksy, wspomnienia itp., zostały przydzielone do kategorii Inne dokumenty
i stanowią 10% całości. z zamieszczaniem w ostatnich latach dużej liczby materiałów pokonferencyjnych
oraz projektem realizowanym w latach 2021–2023, w którym rozdziały z ksią-
żek stanowiły główny typ dokumentów. Książki (monografie autorskie, książki
redakcyjne, monografie pokonferencyjne) stanowią obecnie 5% zasobu. Są to
w głównej mierze prace opublikowane w oficynach uczelnianych: 226 książek
z Wydawnictwa Uniwersytetu w Białymstoku, 129 z Wydawnictwa Temida 2,
35 tytułów z Trans Humany oraz 4 z Wydawnictwa Prawo i Partnerstwo. 9
Grafika stworzona w aplikacji WordCloud, https://www.wordclouds.com/. Repozytorium Uniwersytetu
w Białymstoku w liczbach Rozprawy doktorskie, stanowiące ważny nurt akademickiego dorobku, również
zajmują istotne miejsce w naszym Repozytorium. Obecnie stanowią one 3%
całkowitej kolekcji. Z 394 dysertacji obronionych od października 2013 roku,
185 prac jest dostępnych tylko dla uprawnionych użytkowników korzystających
z komputerów Biblioteki Uniwersyteckiej, podczas gdy z 209 rozpraw doktor-
skich mogą korzystać wszyscy przez Internet. Pozostałe publikacje zdeponowane
w Repozytorium, takie jak recenzje książek, prezentacje, sprawozdania, wstępy,
indeksy, wspomnienia itp., zostały przydzielone do kategorii Inne dokumenty
i stanowią 10% całości. Repozytorium charakteryzuje się bogactwem treści oraz różnorodnością
dziedzin wiedzy, które znajdują się w jego zasobach. Analizując zakres tematycz-
ny publikacji zgromadzonych w RUB wykorzystano słowa kluczowe użyte przez Rysunek 3. Zasób RUB według słów kluczowych
(źródło: opracowanie własne). Iwona Łojewska . Repozytorium Uniwersytetu w Białymstoku w l Iwona Łojewska . Repozytorium Uniwersytetu w Białymstoku w liczbach Rysunek 3. Zasób RUB według słów kluczowych
(źródło: opracowanie własne). autorów do opisu swoich prac. Rysunek 39 prezentuje 30 tematów, które wystę-
pują w bazie najczęściej. Recenzje książek są stałym elementem wielu tytułów
czasopism zarchiwizowanych w Repozytorium. To słowo kluczowe występuje
w metadanych aż 330 razy. Badania nad procesem kształcenia również stano-
wią istotny obszar zainteresowań autorów prac. Termin education występuje
89 razy, edukacja – 55 oraz edukacja międzykulturowa – 50. Słowa kluczowe
związane z regionem, takie jak Białystok (74 wystąpienia), Podlasie (68), hi-
storia Podlasia (45), są również licznie obecne w metadanych. Odnoszą się
one do lokalnej perspektywy i skupiają na historii badanego obszaru. Również
pojęcia identity (78 wystąpień), tożsamość (53), multiculturalism (51), prawo-
sławie (45) oraz wielokulturowość (45) sugerują obecność badań i analiz zwią-
zanych z kulturą, religią oraz różnorodnością kulturową regionu. Rozszerzając
analizę na pozostałe terminy, takie jak Poland (95), poetry (83), sustainable
development (76), family (66), Russia (63), space (62), można założyć, że RUB
jest z pewnością wartościowym źródłem wiedzy dla różnych grup odbiorców. autorów do opisu swoich prac. Rysunek 39 prezentuje 30 tematów, które wystę-
pują w bazie najczęściej. Recenzje książek są stałym elementem wielu tytułów
czasopism zarchiwizowanych w Repozytorium. To słowo kluczowe występuje
w metadanych aż 330 razy. Badania nad procesem kształcenia również stano-
wią istotny obszar zainteresowań autorów prac. Termin education występuje
89 razy, edukacja – 55 oraz edukacja międzykulturowa – 50. Słowa kluczowe
związane z regionem, takie jak Białystok (74 wystąpienia), Podlasie (68), hi-
storia Podlasia (45), są również licznie obecne w metadanych. Odnoszą się
one do lokalnej perspektywy i skupiają na historii badanego obszaru. Repozytorium Uniwersytetu
w Białymstoku w liczbach Również
pojęcia identity (78 wystąpień), tożsamość (53), multiculturalism (51), prawo-
sławie (45) oraz wielokulturowość (45) sugerują obecność badań i analiz zwią-
zanych z kulturą, religią oraz różnorodnością kulturową regionu. Rozszerzając
analizę na pozostałe terminy, takie jak Poland (95), poetry (83), sustainable
development (76), family (66), Russia (63), space (62), można założyć, że RUB
jest z pewnością wartościowym źródłem wiedzy dla różnych grup odbiorców. Struktura repozytorium ma budowę hierarchiczną, w pewnym stopniu
odzwierciedlającą strukturę Uniwersytetu w Białymstoku. Podczas 10 lat 145 funkcjonowania RUB wchodzące w jej skład elementy były zmieniane i dosto-
sowywane do aktualnych potrzeb. Wiązało się to między innymi ze zmianami
w samej strukturze Uczelni (zmiana wydziałów, instytutów). Biorąc pod uwagę
liczbę publikacji ze względu na jednostki uczelniane zauważamy, że zasób na-
szej bazy opiera się na dziedzinach humanistycznych i społecznych. Najwięcej
prac zdeponowano w zespole Wydział Filologiczny (1936 dokumentów). Wiąże się to między innymi z liczbą czasopism wydawanych na tym wydzia-
le – sześć tytułów – oraz wieloma organizowanymi konferencjami, których
wyniki w formie publikacji przekazywane są do RUB. Pracownicy naukowi
z Wydziału Filologicznego są najbardziej aktywnymi depozytariuszami na-
szej bazy. Można było to dostrzec w czasie ostatniej ewaluacji działalności 146 120
82
119
245
107
79
166
45
42
36
48
15
702
1936
9
1042
8
436
1618
0
500
1000
1500
2000
Biblioteki
Instytut Filozofii
Instytut Informatyki
Instytut Socjologii
Instytut Studiów Kulturowych
Instytut Zarządzania
Katedra Teologii Katolickiej
Katedra Teologii Prawosławnej
Szkoły Doktorskie
Wydział Biologii
Wydział Chemii
Wydział Ekon.-Inf. w Wilnie
Wydział Ekonomii i Finansów
Wydział Filologiczny
Wydział Fizyki
Wydział Historii i Stosunków Międzynarodowych
Wydział Matematyki
Wydział Nauk o Edukacji
Wydział Prawa
Wykres 5. Liczba publikacji według jednostek Uniwersytetu
w Białymstoku (źródło: opracowanie własne). Repozytorium Uniwersytetu w Białymstoku. Wspólna droga do otwierania nauki
120
82
119
245
107
79
166
45
42
36
48
15
702
1936
9
1042
8
436
1618
0
500
1000
1500
2000
Biblioteki
Instytut Filozofii
Instytut Informatyki
Instytut Socjologii
Instytut Studiów Kulturowych
Instytut Zarządzania
Katedra Teologii Katolickiej
Katedra Teologii Prawosławnej
Szkoły Doktorskie
Wydział Biologii
Wydział Chemii
Wydział Ekon.-Inf. w Wilnie
Wydział Ekonomii i Finansów
Wydział Filologiczny
Wydział Fizyki
Wydział Historii i Stosunków Międzynarodowych
Wydział Matematyki
Wydział Nauk o Edukacji
Wydział Prawa
Wykres 5. Liczba publikacji według jednostek Uniwersytetu
w Białymstoku (źródło: opracowanie własne). Wykres 5. Liczba publikacji według jednostek Uniwersytetu
w Białymstoku (źródło: opracowanie własne). naukowej za lata 2017−2021, podczas której filolodzy systematycznie depono-
wali swoje publikacje. Repozytorium Uniwersytetu
w Białymstoku w liczbach Kolejne jednostki, których pracownicy deponują najwię-
cej publikacji, to Wydział Prawa (1618 prac) oraz Wydział Historii i Stosunków
Międzynarodowych (1042 publikacji). Warto również zwrócić uwagę na mniej-
sze jednostki, których zasób jest pokaźny. Katedra Teologii Katolickiej, któ-
ra obecnie składa się tylko z trzech pracowników, ma zdeponowanych 166
dokumentów. Natomiast 120 publikacji znajduje się w zespole Biblioteki. Dostrzegamy tu znaczący wkład bibliotekarzy w rozwój RUB, którzy prze-
cież nie zajmują się na co dzień działalnością naukową i publikacyjną. Wśród
przedstawicieli jednostek z nauk ścisłych i przyrodniczych widzimy mniej-
sze zainteresowanie możliwością deponowania w uczelnianym Repozytorium. W tych dziedzinach wiedzy podstawowym kanałem komunikacji naukowej
jest publikowanie w czasopismach, a archiwizacja w repozytoriach nie jest tak
powszechna. Iwona Łojewska . Repozytorium Uniwersytetu w Białymstoku w liczbach p
W pierwszej dziesiątce
autorów, których prac mamy
w Repozytorium najwięcej, jest
trzech filologów i trzech histo-
ryków. Już od pierwszego roku
funkcjonowania bazy na czele
zestawienia jest dr hab. Józef
Maroszek, prof. UwB, który
zdeponował na platformie
aż 165 prac. Jako autor oraz
wieloletni redaktor czasopi-
sma historycznego „Studia
Podlaskie” jest propagatorem
idei otwartego dostępu i rozu-
mie potrzebę jak najszersze-
go udostępniania publikacji
w Internecie. Pozostali dwaj autorzy na liście top 10 to: Cezary Kulesza (Wydział
Prawa) oraz ks. Andrzej Proniewski (Katedra Teologii Katolickiej). Wśród na-
zwisk widocznych na liście mamy również dwóch autorów spoza kręgu pra-
cowników Uniwersytetu w Białymstoku. Są to Yasunari Shidama oraz Hiroyuki
Okazaki – naukowcy z Japonii systematycznie publikujący w kwartalniku
„Formalized Mathematics”, wydawanym na naszej Uczelni. Rysunek 4. Top 10 autorów w RUB
(źródło: https://repozytorium.uwb.edu.pl/jspui/). Rysunek 4. Top 10 autorów w RUB
źródło: https://repozytorium.uwb.edu.pl/jspui/). W pierwszej dziesiątce
autorów, których prac mamy
w Repozytorium najwięcej, jest
trzech filologów i trzech histo-
ryków. Już od pierwszego roku
funkcjonowania bazy na czele
zestawienia jest dr hab. Józef
Maroszek, prof. UwB, który
zdeponował na platformie
aż 165 prac. Jako autor oraz
wieloletni redaktor czasopi-
sma historycznego „Studia
Podlaskie” jest propagatorem
idei otwartego dostępu i rozu-
mie potrzebę jak najszersze-
go udostępniania publikacji
w Internecie. Pozostali dwaj autorzy na liście top 10 to: Cezary Kulesza (Wydział
Prawa) oraz ks. Andrzej Proniewski (Katedra Teologii Katolickiej). Wśród na-
zwisk widocznych na liście mamy również dwóch autorów spoza kręgu pra-
cowników Uniwersytetu w Białymstoku. Są to Yasunari Shidama oraz Hiroyuki
Okazaki – naukowcy z Japonii systematycznie publikujący w kwartalniku
„Formalized Mathematics”, wydawanym na naszej Uczelni. Rysunek 4. Top 10 autorów w RUB
(źródło: https://repozytorium.uwb.edu.pl/jspui/). Repozytorium Uniwersytetu
w Białymstoku w liczbach W pierwszej dziesiątce
autorów, których prac mamy
w Repozytorium najwięcej, jest
trzech filologów i trzech histo-
ryków. Już od pierwszego roku
funkcjonowania bazy na czele
zestawienia jest dr hab. Józef
Maroszek, prof. UwB, który
zdeponował na platformie
aż 165 prac. Jako autor oraz
wieloletni redaktor czasopi-
sma historycznego „Studia
Podlaskie” jest propagatorem
idei otwartego dostępu i rozu-
mie potrzebę jak najszersze-
go udostępniania publikacji
w Internecie. Pozostali dwaj auto
Prawa) oraz ks. Andrzej Proniew
zwisk widocznych na liście ma
cowników Uniwersytetu w Biały
Okazaki – naukowcy z Japoni
Formalized Mathematics” wyd Rysunek 4. Top 10 autorów w RUB
(źródło: https://repozytorium.uwb.edu.pl/jspui/). Rysunek 4. Top 10 autorów w RUB
(źródło: https://repozytorium.uwb.edu.pl/jspui/). 147 Zakres chronologiczny dokumentów zarchiwizowanych w RUB obejmu-
je lata 1974–2023. Warto zaznaczyć, że publikacje najnowsze, wydane od
2020 wynoszą 19% wszystkich prac naukowych obecnych w bazie. Jest to
szczególnie ważne, ponieważ użytkownicy bardzo często szukają aktualnych
danych i publikacji. Największy zbiór – 8980 obiektów cyfrowych – stano-
wią prace z lat 2010–2019. Jest to 64% całego zasobu Repozytorium. Liczba
publikacji z lat 2000–2009 wynosi 1996, a 3% zarchiwizowanych obiektów
(329 dokumentów) powstało w latach 90. ubiegłego wieku. Pozostały zasób to
40 publikacji z lat 1980–1989 oraz dwie z lat 70. XX wieku. Podsumowując,
zasób naszego Repozytorium zawiera materiały wydane na przestrzeni 50 lat, co
stanowi bogate źródło informacji dla badań i celów edukacyjnych. Szczególnie
cenna jest znaczna liczba publikacji najnowszych. 148 tu w Białymstoku. Wspólna droga do otwierania nauki
2646
8980
1996
329
40
2
0
1000
2000
3000
4000
5000
6000
7000
8000
9000
10000
2020–2023
2010–2019
2000–2009
1990–1999
1980–1989
1970-1979
Wykres 6. Zasób RUB według daty wydania publikacji
(źródło: opracowanie własne). Repozytorium Uniwersytetu w Białymstoku. Wspólna droga do otw Wykres 6. Zasób RUB według daty wydania publikacji
(źródło: opracowanie własne). Kluczowym narzędziem dla efektywnego zarządzania publikacjami na-
ukowymi, które ułatwia odnajdywanie, prawidłowe cytowanie i analizę wpły-
wu w świecie nauki, są identyfikatory DOI. Od 2014 roku Redakcja RUB
zarejestrowała, w firmie Crossref, 7319 identyfikatorów DOI dla publikacji
dostępnych w Repozytorium. Największy zbiór obiektów cyfrowych, które
otrzymały numery DOI to artykuły z czasopism – 6936, następnie materiały konferencyjne (poszczególne rozdziały z publikacji pokonferencyjnej oraz całe
książki) – 201. Dla książek redakcyjnych zarejestrowaliśmy 176 numerów DOI
(podobnie jak w przypadku materiałów konferencyjnych unikalny identyfikator
cyfrowy otrzymały poszczególne rozdziały oraz publikacja redakcyjna jako
całość). Repozytorium Uniwersytetu
w Białymstoku w liczbach Monografiom autorskim przypisano 5 numerów DOI oraz 1 publikacji
w formie preprintu (wstępna wersja publikacji naukowej przed wydaniem). Identyfikatory są finansowane z subwencji Rektora. Kluczowe warunki otrzy-
mania identyfikatorów do publikacji to afiliacja autora oraz umieszczenie ma-
teriałów w wersji cyfrowej w RUB. Iwona Łojewska . Repozytorium Uniwersytetu w Białymstoku w liczbach Blisko 75% obiektów cyfrowych zarchiwizowanych w Repozytorium
opublikowano w języku polskim, natomiast 16% prac (2289 publikacji) re-
prezentuje język angielski. Warto zwrócić uwagę na obecność dużego zbioru
prac w języku rosyjskim – 560 dokumentów oraz białoruskim – 366 prac. Na te wartości wpłynęły zapewne artykuły publikowane w trzech czasopismach
uczelnianych: „Białorutenistyka Białostocka”, „Linguodidactica” oraz „Studia
Wschodniosłowiańskie” oraz wieloletnia działalność publikacyjna pracowni-
ków Instytutu Filologii Wschodniosłowiańskiej. Wśród zasobu Repozytorium
znajduje się także niewielki odsetek, tj. 2% obiektów, napisanych w innych
językach. 10479
2289
560
366
116
98
45
25
12
3
0
2000
4000
6000
8000
10000
12000
polski
angielski
rosyjski
białoruski
francuski
inny
niemiecki
włoski
hiszpański
litewski
Wykres 7. Zasób RUB według języka publikacji
(źródło: opracowanie własne). 10479
2289
560
366
116
98
45
25
12
3
0
2000
4000
6000
8000
10000
12000
polski
angielski
rosyjski
białoruski
francuski
inny
niemiecki
włoski
hiszpański
litewski
Wykres 7. Zasób RUB według języka publikacji
(źródło: opracowanie własne). 149 150 Repozytorium Uniwersytetu w Białymstoku. Wspólna droga do otwierania nauki
Wykres 8. Lokalizacja użytkowników RUB według kraju (źródło: Google Analytics) Repozytorium Uniwersytetu w Białymstoku. Wspólna droga do otwierania nauki Wykres 8. Lokalizacja użytkowników RUB według kraju (źródło: Google Analytics). Analizując informacje o kraju pochodzenia użytkowników RUB, wy-
korzystano serwis Google Analytics. Do wykonania wykresu użyto danych
za ostatnie pięć lat (analiza na podstawie 1 5304 896 sesji przeprowadzonych
między 1 czerwca 2018 a 30 czerwca 2023 roku). Statystyki użytkowania
wskazują, że najwięcej sesji (50,71%) zostało przeprowadzonych z terytorium
Polski. Ponad 20% użytkowników RUB to mieszkańcy Stanów Zjednoczonych,
a kolejne lokalizacje to Rosja (3,17%), Niemcy (2,33%) i Ukraina (0,87%). Dowodzi to, że zasięg RUB nie ogranicza się jedynie do granic naszego kraju. Nasze zasoby stanowią źródło informacji również dla użytkowników z różnych
zakątków świata. Iwona Łojewska . Repozytorium Uniwersytetu w Białymstoku w licz Iwona Łojewska . Repozytorium Uniwersytetu w Białymstoku w liczbach Podsumowując, systematyczny rozwój Repozytorium Uniwersytetu
w Białymstoku na przestrzeni 10 lat to dynamiczny proces, który przyczynił
się do wzrostu ilości zgromadzonych zasobów, zwiększenia widoczności naszej
instytucji oraz wzmocnienia jej pozycji w świecie nauki. Repozytorium Uniwersytetu
w Białymstoku w liczbach Repozytorium stało
się kluczowym narzędziem promującym badania Uniwersytetu i wspierającym
wymianę wiedzy w społeczności akademickiej. Było to możliwe dzięki zaan-
gażowaniu i owocnej współpracy środowiska uniwersyteckiego: pracowników
naukowych, doktorantów, studentów, zespołu redakcyjnego odpowiedzialnego
za obsługę bazy, administratora systemu, współpracowników odpowiedzialnych
za digitalizację zbiorów, redaktorów czasopism akademickich i pracowników
wydawnictw uczelnianych. Jubileusz dziesięciolecia to więc nie tylko moment
radości i dumy z dotychczasowych osiągnięć, ale także punkt wyjścia do dal-
szych wyzwań i celów. Dzięki współpracy, innowacji i stałemu dążeniu do
doskonalenia mamy nadzieję, że kolejna dekada przyniesie jeszcze większe
sukcesy i wyjątkowe możliwości dla naszej społeczności akademickiej, a po-
przez uczelniane Repozytorium zasili zasoby globalnej sieci otwartej nauki. CEON Agregator, http://agregator.ceon.pl/Welcome.action (dostęp: 20.07.2023).
Gałecka-Golec A., Łojewska I., Repozytorium Uniwersytetu w Białymstoku jako
narzędzie gromadzenia, upowszechniania i promowania dorobku uczelni,
[w:] S. Skórka (red.), E. Piotrowska (współpr.), Książki w plikach – publi-
kowanie, udostępnianie i użytkowanie, Kraków 2021. Bibliografia 151
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https://openalex.org/W2962172702
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https://sciencepubco.com/index.php/ijet/article/download/12478/8054
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English
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Experimental and numerical evaluations of Kirkuk field soil treated with waste shredded tire
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International journal of engineering & technology
| 2,018
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cc-by
| 6,574
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1. Introduction Waste material is any kind of material that is the output of human
and industrial action with no living value. The increasing numbers
and categories of waste materials, lack of landfill spaces, and
shortage of natural earth materials emphasize on the necessity of
discovering advanced ways of reusing and recycling these waste
materials [1]. In addition, reutilizing with subsequent reuse of
waste materials can decrease the need for natural resources, which
can eventually direct to a more sustainable environment [2]. The tire chips are generally between 12 mm to 50 mm in size
whereas tire shreds are larger [3]. The specific gravity of tire chips
and tire shreds varies from 1.02 to 1.26 depending on the quantity
of steel belt in the tire [8-10]. y
The problem of waste tires is growing daily all over the world. For
instance, in the United States, more than 250 million waste tires
are stockpiled and currently 5 billion tires are stockpiled [3], and
more than 28 million passenger car tires are discarded in Canada
[4]. Based on the data of the department of land transport and in
the case of Thailand specifically, an accumulated number of regis-
tered cars by the 31st of December 2009 was almost 27 million
[5]. Thus, if each vehicle needs changing tires every 3 years, then
each year the waste tires would approximate 36 million. Consider-
ing these enormous numbers, it can be noticed that Thailand and
any other country having a similar situation needs to think sensi-
bly about how to manage the waste tires in the near future. In ad-
dition, stockpiling of waste scrap tires have the potential of fire
hazard leading to environmental harm and a good breeding home
for disease-carrying insects and vermin [6]. Hence, finding new
and useful ways to reuse and recycle large volumes of waste tires
are required. Tire waste can be used as a lightweight material in
different forms such as chips, powder, and shredded tires where Waste tires products represented by tire shreds, tire bales, crumb
and ground rubber is used in a variety of engineering purposes
such as embankments, backfills, subgrades, erosion control, and
asphalt mixture design [11-17]. The waste tire maintains a high
damping characteristic that has the benefit to be used in the em-
bankment and railroad track to decrease the disturbance of close
by residents [10-18]. Abstract In this study, an experimental and numerical investigation of Kirkuk real field soil treated with waste tire has been examined. Field soil
samples from Kirkuk city have been collected and tested experimentally to evaluate the basic soil properties. The field soil has been
treated with waste shredded tires and up to 10%. A series of direct shear tests under different normal stresses and unconfined compres-
sion tests with two different rates have been performed on both untreated and waste tire treated soils. For the untreated soil, the maxi-
mum shear stress measured by the direct shear test increased by 150% when the normal shear stress increased from 50 kPa to 150 kPa. For the 5% and 10% waste tire treated soils, the maximum shear stresses measured by the direct shear test increased by 110% and 105%
when the normal stress increased from 50 kPa to 150 kPa respectively. The peak uniaxial stress measured by the unconfined compression
test increased by 83% and 98% as the waste tire treatment increased from 0% to 10% for both testing rates of 0.125 mm/min and 0.25
mm/min respectively. Finally, finite element method using three different models represented by elastic, hyperbolic and Mohr-Coulomb
elastic-plastic models have been used to model unconfined compression tests for both untreated and 10% waste tire treated soils. For
both untreated and waste tire treated soils, the elastic model over predicted the shear stress versus shear strain relationship whereas the
elastic-plastic model had a very good agreement with the experimental data. However, the hyperbolic model had a good prediction for
the initial part of the shear stress versus shear strain relationship for both untreated and waste tire treated soils with an overestimation for
the second part of the experimental data. Keywords: Field Kirkuk Soil; Waste Tire; Direct Shear; Unconfined Compression; Finite Element; Elastic Model; Hyperbolic Model; Mohr-Coulomb. Keywords: Field Kirkuk Soil; Waste Tire; Direct Shear; Unconfined Compression; Finite Element; Elastic Model; Hyperbolic Mo rkuk Soil; Waste Tire; Direct Shear; Unconfined Compression; Finite Element; Elastic Model; Hyperbolic Model; Mohr-Coulomb. any type of these forms is used above or below the ground water
table [7]. Scrap tires have been used in geotechnical application
particularly as embankment materials since scrap tires are cheaper
than other alternatives. An estimation of over 13.5 million tons of
scrap tires is stockpiled of every single year worldwide [8]. Experimental and numerical evaluations of Kirkuk field soil
treated with waste shredded tire
Aram Mohammed Raheem *
Ph.D., Civil Engineering Department, University of Kirkuk, Kirkuk, Iraq
*Corresponding author E-mail: engaram@yahoo.com Ph.D., Civil Engineering Department, University of Kirkuk, Kirkuk, Iraq
*Corresponding author E-mail: engaram@yahoo.com Abstract Plac-
ing 15 to 30 cm of shredded waste tires can preserve the subgrade
soil from thawing in spring. In addition, the waste tires have a
high permeability that allows draining the water from beneath the
roads avoiding the road surface damage. Copyright © 2018 Aram Mohammed Raheem. This is an open access article distributed under the Creative Commons
permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. International Journal of Engineering & Technology Website: www.sciencepubco.com/index.php/IJET
doi: 10.14419/ijet.v7i3.12478
Research paper International Journal of Engineering & Technology, 7 (3) (2018) 1768-1775 International Journal of Engineering & Technology
Website: www.sciencepubco.com/index.php/IJET
doi: 10.14419/ijet.v7i3.12478
Research paper 1. Introduction The main objective of this study is to check the effectiveness of
waste tires on the behavior of field soil obtained from Kirkuk city. The main objective of this study is to check the effectiveness of
waste tires on the behavior of field soil obtained from Kirkuk city. Particularly, it is required to measure the effect of waste tires on
the shear strength behavior of field soil from Al-Sayada location
near the campus of the University of Kirkuk. In addition, finite
element analysis has been incorporated using three different mod-
els represented by elastic, hyperbolic and Mohr-Coulomb models
to study the behavior of untreated and waste treated field soil. : Disturbed Samples at Depth of 0.5 M below the Ground Level. 3) Laboratory experiments The water content of the soil samples has been determined accord-
ing to ASTM 2216 [22]. The specific gravity of the soil was calcu-
lated based on the ASTM D854-02 [23]. The particle size distribu-
tion of the field soil has been evaluated using ASTM D422-63
[24]. Atterberg limits have been determined according to ASTM
D4318-00 [25]. The relationship between water content and dry
unit weight was carried out according to ASTM D698-00a [26]. The shear strength of untreated and waste tire treated soils have
been tested using direct shear device according to ASTM D3080
[27]. In addition, the unconfined strength of untreated and waste
tire treated soils have been performed based on ASTM D2166 [28]. 4)
Waste tire 1) Site
The soil for the study has been chosen from the University of Kir-
kuk location at Al-Sayada as shown in Figs. 1 and 2 respectively. 2)
D illi
d
li y
2) Drilling and sampling )
g
p
g
The soil was collected from Kirkuk city (University of Kirkuk),
which is located in the Kirkuk Governorate at the north of Iraq. The samples were taken from a depth of 0.5 m below the natural
ground level using simple manual tools as shown in Fig. 3. The
top layer of soil was removed, and then disturbed samples were
obtained and transported to the soil mechanics laboratory of the
Civil Engineering Department at the University of Kirkuk. 4) Waste tire The waste tires have been shredded in very small sizes using me-
chanical tools in order to make the size of the shredded tires as the
same as the particle size of the filed soil. A different percentage of
waste shredded tires has been mixed with the field soil and up to
10% of the total weight of the tested soil samples. Fig. 1: The Map of Kirkuk City. 5) Finite element analysis (FEA) 1. Introduction Ahmed [9] performed several triaxial tests on tire chips mixed
with Ottawa sand and found that the apparent cohesion increases
while friction angle decreases with increasing tire chips in the
mix. Adding 25% of the tire chips to sand with size ranges from
20 mm to 80 mm increases the shear strength (obtained from di-
rect shear test) slightly at low normal stresses [10]. Foose et al. [8]
conducted a study on sand reinforced with shredded waste tires
with sizes of 6 mm to 50 mm in direct shear test and revealed that
Mohr strength envelopes were non-linear and were affected by International Journal of Engineering & Technology 1769 Fig. 2: The Location of the University of Kirkuk. shred contents, normal stress and sand matrix unit weight. It was
observed from the stress-strain relationship of a mixture of sand
and tire chips that the dilatancy behavior of rubber sand is in be-
tween pure sand and pure chips [3]. Triaxial compression tests on sand tire mixture have shown that
the shear strength is increased and the compressibility is decreased
when there is an increase in the proportion of tire chips or the
density [6]. Ghazavi and Sakhi [19] revealed that the affecting
parameters on the shear strength characteristics of the sand-shred
mixture are sand matrix unit weight, normal stress, shred width,
shred content, and aspect ratio of tire shreds. It was reported that
initial stiffness decreases with increasing tire chip content in the
mixture and increases linearly with the confining pressure [20]. In
addition, scrap tires could be used as cushions around building to
absorb the vibrating energy generated by an earthquake [21]. Waste tires have been a serious problem facing the entire world
for the last 20 to 30 years. By some estimation, Kirkuk city damps
a very high percentage of waste tires with no reusing or recycling. Around the world, several previous studies have been attempted to
solve this problem in particular treating the soil with waste tires. No studies have addressed the waste tire problem in Iraq generally
and Kirkuk specifically. In addition, all the earlier studies have
focused on the experimental aspects with no numerical investiga-
tion of the behavior of waste tire treated soil. Fig. 2: The Location of the University of Kirkuk. Fig. 2: The Location of the University of Kirkuk. Fig. 3: Disturbed Samples at Depth of 0.5 M below the Ground Level. Where Rf = failure ratio, a value typically between 0.5 and 0.9. Soil
strength can be related to confining stress through the Mohr-
Coulomb yield criterion: (3) (σ1-σ3)f = (2c cos∅+2σ3 sin∅)/ (1-sin∅) (3) Where c = soil cohesive intercept; = soil friction angle; and 3 =
minor principal stress, which is related to the confining stress
imposed on the soil. The failure envelope is considered to be
curved by proposing another parameter Δ, which is the change in
friction angle because of an increase in 3. Table 2: Physical Soil Properties
Property
Value
Water content
8.4%
Specific gravity
2.68
Effective size, D10
0.1 mm
Coefficient of uniformity, Cu
11.8
Coefficient of curvature, Cc
0.76
Liquid limit
23.9
Plastic limit
4.9 Table 2: Physical Soil Properties
Property
Value
Water content
8.4%
Specific gravity
2.68
Effective size, D10
0.1 mm
Coefficient of uniformity, Cu
11.8
Coefficient of curvature, Cc
0.76
Liquid limit
23.9
Plastic limit
4.9
Fig. 4: Grain Size Distribution of the Field Soil. Fig. 5: Liquid Limit Evaluation. The initial tangent modulus is proportional to the confining stress
according to: Ei=KPa (σ3/Pa)n (4) (4) 5) Finite element analysis (FEA) [29] proposed the hyperbolic model that
used to validate the nonlinear elastic model with a reasonably
representative for the soil behaviour. The hyperbolic model pa-
rameters can be determined using triaxial compression tests. The
hyperbolic model cannot model neither the strain softening behav-
iour nor plastic failure. In addition, the hyperbolic model cannot
characterize the dilatant behaviour or the lateral compression and
axial extension. Based on the hyperbolic model, the deviatoric stress (1-3) is
related to axial strain as follows: (1-σ3) = ε / (1/ Ei + ε / (σ1-σ3)ult) (1) (1) where (1-3)ult = ultimate (asymptotic) value of deviatoric stress;
and Ei = initial tangent Young’s modulus. The ultimate deviatoric
stress is related to the deviatoric stress at “failure” (soil strength)
through: 5) Finite element analysis (FEA) A two dimensional finite element analysis of untreated and waste
tire treated field soil have been investigated to verify the experi-
ment test results and understand the deformation of the soil mass
where axisymmetric condition was exhibited. The real untreated
and waste tire treated soils have been modelled using the data
obtained from the laboratory soil experiments. The behaviour of
the untreated and tire treated real field soils were simulated using
different soil models such as elastic, hyperbolic and elastic-plastic
models. The simulation concentrates on modelling the unconfined
compression tests performed on both untreated and tire treated
field soils. A two dimensional finite element analysis of untreated and waste
tire treated field soil have been investigated to verify the experi-
ment test results and understand the deformation of the soil mass
where axisymmetric condition was exhibited. The real untreated
and waste tire treated soils have been modelled using the data
obtained from the laboratory soil experiments. The behaviour of
the untreated and tire treated real field soils were simulated using
different soil models such as elastic, hyperbolic and elastic-plastic
models. The simulation concentrates on modelling the unconfined
compression tests performed on both untreated and tire treated
field soils. The simplest used soil model is the linear elastic model where the
stresses are directly proportional to the strains. The proportionality
constants are both Young's Modulus “E” and Poisson's Ratio “ν”. The hyperbolic model is used to model the nonlinear elastic stress-
strain behaviour of the materials. It provides an adequate predic-
tion of the soil at fairly low shear stress levels. The hyperbolic
model is developed in the manner that the soil stiffness increases Fig. 1: The Map of Kirkuk City. International Journal of Engineering & Technology 1770 Hyperbolic
(Nonlinear-
Elastic)
Unit weight (kN/m3)
20
19
Young’s modulus, E
(kN/m2)
5000
15000
Poisson’s ratio, v
0.4
0.4
Cohesion (kN/m2)
10
15
Angle of internal
friction, o
25
30
Failure ratio, Rf
0.7
0.7
Elastic-Plastic
(Mohr-
Coulomb)
Unit weight (kN/m3)
20
19
Young’s modulus, E
(kN/m2)
5000
15000
Poisson’s ratio, v
0.4
0.4
Cohesion (kN/m2)
10
15
Angle of internal
friction, o
25
30
Dilation angle, o
20
20 with increasing confining pressure and decreases with increasing
shear stress level. The soil stiffness exhibits a very low value at
the failure. Duncan et al. 1)
Physical soil properties )
y
p
p
The collected field soil samples have been tested in the laboratory
and the results are summarized in Table 2. In addition, the particle
size distribution of field soil has been shown in Fig. 4. The liquid
limit evaluation is shown in Fig. 5. The soils can be classified as
clayey sands “sand-clay mixtures” (SC) according to USCS (uni-
fied soil classification system). The compaction curve for the test-
ed field soil have been presented in Fig. 6. The maximum and
minimum dry densities for the tested field soil were 1.6 gm /cm3
and 2.0 gm/cm3 respectively, whereas the optimum moisture con-
tent was 21%. (σ1-σ3)f=Rf (σ1-σ3)ult (2) (2) (σ1-σ3)f=Rf (σ1-σ3)ult Ei=KPa (σ3/Pa)n Fi
4 G i Si
Di t ib ti
f th Fi ld S il Where K = modulus number, n = modulus exponent, and Pa =
reference stress (numerically equal to the atmospheric pressure) in
the desired units for Ei. By differentiating both equations (1) and
(4), the tangent modulus can be given as: Ei= [1-(Rf (1-sin∅) (σ1-σ3))/ (2c.cos∅+2σ3sin∅)] 2KPa (σ3/Pa)n (5) (5) Ei= [1-(Rf (1-sin∅) (σ1-σ3))/ (2c.cos∅+2σ3sin∅)] 2KPa (σ3/Pa)n (5) In this study, an elastic-plastic Mohr-Coulomb model was selected
to represent the non-linear behavior of the untreated and tire treat-
ed field soils. The limiting states of the stresses are defined by
means of the soil undrained shear strength. The initial stresses of
the soil were generated using Jaky’s formula which defines the at
rest earth pressure coefficient (Ko = 1- sin) where is the friction
angle in terms of total stress. In the finite element modeling, an axisymmetric condition for a
soil sample size of 5.5 cm diameter and 11 cm height with 8-
noded quadrilateral elements having total number of elements
equal to 33, total number of nodes equal to 128 and average ele-
ment size of 1 mm have been used. The boundary conditions were
chosen where the vertical boundaries are constrained horizontally
and free vertically while the bottom horizontal boundary is fully
fixed. Loading was applied in very small increments up to the total
load. Values of soil parameters used in this analysis are summa-
rized in Table 1. Fig. 4: Grain Size Distribution of the Field Soil. Fig. 5: Liquid Limit Evaluation. Table 1: Soil Parameters for Finite Element Analysis
Model
Properties
Untreated field
soil
Tire treated
soil
Linear-Elastic
Unit weight (kN/m3)
20
19
Young’s modulus, E
(kN/m2)
5000
15000
Poisson’s ratio, v
0.4
0.4 Fig. 5: Liquid Limit Evaluation. 1771
Fig. 7: The Variation of the Shear Stress With the Horizontal Displace-
ment for the Untreated and Waste Tire Treated Soils with Different Ap-
plied Normal Stresses of (A) 0% Waste Tire Treatment, (B) 5% Waste
Tire Treatment, and (C) 10% Waste Tire Treatment. b
b
A
c
a International Journal of Engineering & Technology 1771 Fig. 6: The Compaction Curve for the Tested Field Soil. Fig. Ei=KPa (σ3/Pa)n 7: The Variation of the Shear Stress With the Horizontal Displace-
ment for the Untreated and Waste Tire Treated Soils with Different Ap-
plied Normal Stresses of (A) 0% Waste Tire Treatment, (B) 5% Waste
Tire Treatment, and (C) 10% Waste Tire Treatment. b
A
c b
A Fig. 6: The Compaction Curve for the Tested Field Soil. c 2)
Direct shear results 2)
Direct shear results The shear stress variation with the horizontal displacement for
different applied normal stress for untreated and waste tire treated
soils is shown in Fig. 7. It is clearly shown that the shear stress
increases with increasing the normal stress for both untreated and
treated field soils and up to 10% waste tire treatment. For the un-
treated soil, the maximum shear stress increased by 150% when
the normal shear stress increased from 50 kPa to 150 kPa. For the
5% waste tire treated soil, the maximum shear stress increased by
110% when the normal stress increased from 50 kPa to 150 kPa. For the 10% waste tire treated soil, the maximum shear stress
increased by 105% when the normal stress increased from 50 kPa
to 150 kPa. Applying higher normal stresses on both untreated and
waste tire treated soils increase the shear stress since the particles
become closer leading to higher tangential stresses. Fig. 7: The Variation of the Shear Stress With the Horizontal Displace-
ment for the Untreated and Waste Tire Treated Soils with Different Ap-
plied Normal Stresses of (A) 0% Waste Tire Treatment, (B) 5% Waste
Tire Treatment, and (C) 10% Waste Tire Treatment. The shear stress variation with the horizontal displacement for the
same applied normal stress of untreated and waste tire treated soils
is shown in Fig. 8. For the applied normal stress of 50 kPa, the
maximum shear stress increased by 67% when the waste tire
treatment increased from 0% to 10%. For the applied normal
stress of 100 kPa, the maximum shear stress increased by 119%
when the waste tire treatment increased from 0% to 10%. For the
applied normal stress of 150 kPa, the maximum shear stress in-
creased by 36% when the waste tire treatment increased from 0%
to 10%. It is effectively shown that the waste tire has the ability to
increase the shear strength (maximum shear stress) of the field soil
with the maximum impact of 119% when the applied normal
stress and waste tire treatment are 100 kPa and 10% respectively. b
a a maximum shear stress increased by 67% when the waste tire
treatment increased from 0% to 10%. For the applied normal
stress of 100 kPa, the maximum shear stress increased by 119%
when the waste tire treatment increased from 0% to 10%. 2)
Direct shear results For the
applied normal stress of 150 kPa, the maximum shear stress in-
creased by 36% when the waste tire treatment increased from 0%
to 10%. It is effectively shown that the waste tire has the ability to
increase the shear strength (maximum shear stress) of the field soil
with the maximum impact of 119% when the applied normal
stress and waste tire treatment are 100 kPa and 10% respectively. b
a
a b
a a b 1772 International Journal of Engineering & Technology Fig. 10: The Failure Pattern of the Untreated and Waste Tire Treated Soils
in the Unconfined Compression Test. 4)
Finite elements results
)
D f
d M
h Fig. 8: The Variation of the Shear Stress with the Horizontal Displacement
for the Untreated and Waste Tire Treated Soils with Different Applied
Normal Stresses of (A) Normal Applies Stress = 50 Kpa, (B) Normal
Applies Stress = 100 Kpa, And (C) Normal Applies Stress = 150 Kpa. c c Fig. 8: The Variation of the Shear Stress with the Horizontal Displacement
for the Untreated and Waste Tire Treated Soils with Different Applied
Normal Stresses of (A) Normal Applies Stress = 50 Kpa, (B) Normal
Applies Stress = 100 Kpa, And (C) Normal Applies Stress = 150 Kpa. Fig. 10: The Failure Pattern of the Untreated and Waste Tire Treated Soils
in the Unconfined Compression Test. p
4)
Finite elements results a)
Deformed Mesh 3)
Unconfined compression results (A)
(B)
Fig. 11: The Deformed Mesh for Unconfined Compression Test Using
Elastic Model for (A) Untreated Soil, and (B) 10% Waste Tire Treated
Soil. The deformed mesh for unconfined compression test using the
elastic model for both untreated and 10% waste tire treated soils
have shown in Fig. 11. When the elastic model is used, both un-
treated and waste tire treated soils exhibited similar deformed
shapes. The variation of the uniaxial compression stress with the vertical
strain for untreated and waste tire treated field soils tested under
different rates are shown in Fig. 9. The uniaxial stress increased
with increasing the vertical strain up to the peak value then started
to decrease up to the failure. The peak uniaxial stress increased by
83% and 98% as the waste tire treatment increased from 0% to
10% for both testing rates of 0.125 mm/min and 0.25 mm/min
respectively. The peak uniaxial stresses were 23 kPa and 42 kPa
for 0% and 10% waste tire treatment at a testing rate of 0.125
mm/min whereas the peak uniaxial stresses were 16.1 kPa and
31.9 kPa for 0% and 10% waste tire treatment at a testing rate of
0.25 mm/min. Hence, it is clearly indicated that the lower testing
rate has given higher peak uniaxial stress for both untreated and
waste tire treated field soils. For the both testing rates of 0.125
mm/min and 0.25 mm/min, the peak uniaxial stresses occurred at a
strain range of 0.5% to 0.65%. (A)
(B) The failure patterns of the untreated and waste tire treated soils for
the unconfined compression tests have shown in Fig. 10. It has
noticed that the untreated and waste tire treated soils follow differ-
ent failure patterns where the waste tire strengthen the core of the
soils compared to the untreated soils. (B) (B)
Fig. 11: The Deformed Mesh for Unconfined Compression Test Using
Elastic Model for (A) Untreated Soil, and (B) 10% Waste Tire Treated
Soil. Fig. 9: The Variation of the Uniaxial Stress with the Vertical Strain for the
Untreated and Waste Tire Treated Soils with Different Testing Rates of (A)
Testing Rate = 0.125 Mm/Min, and (B) Testing Rate = 0.25 Mm/Min. Fig. 11: The Deformed Mesh for Unconfined Compression Test Using
Elastic Model for (A) Untreated Soil, and (B) 10% Waste Tire Treated
Soil. 3)
Unconfined compression results The deformed mesh for unconfined compression test using the
elastic model for both untreated and 10% waste tire treated soils
have shown in Fig. 11. When the elastic model is used, both un-
treated and waste tire treated soils exhibited similar deformed
shapes. a
b Fig. 9: The Variation of the Uniaxial Stress with the Vertical Strain for the
Untreated and Waste Tire Treated Soils with Different Testing Rates of (A)
Testing Rate = 0.125 Mm/Min, and (B) Testing Rate = 0.25 Mm/Min. Fig. 11:
Elastic M
Soil. The de
elastic
have sh
treated
shapes. a
b a b Fig. 11: The Deformed Mesh for Unconfined Compression Test Using
Elastic Model for (A) Untreated Soil, and (B) 10% Waste Tire Treated
Soil. The deformed mesh for unconfined compression test using the
elastic model for both untreated and 10% waste tire treated soils
have shown in Fig. 11. When the elastic model is used, both un-
treated and waste tire treated soils exhibited similar deformed
shapes. Fig. 9: The Variation of the Uniaxial Stress with the Vertical Strain for the
Untreated and Waste Tire Treated Soils with Different Testing Rates of (A)
Testing Rate = 0.125 Mm/Min, and (B) Testing Rate = 0.25 Mm/Min. 1773 International Journal of Engineering & Technology (A)
(B)
Fig. 12: The Deformed Mesh for Unconfined Compression Test Using
Hyperbolic Model for (A) Untreated Soil, and (B) 10% Waste Tire Treated
Soil. (A)
(B) (B)
Fig. 13: The Deformed Mesh for Unconfined Compression Test Using
Elastic-Plastic Model for (A) Untreated Soil, and (B) 10% Waste Tire
Treated Soil. Fig. 13: The Deformed Mesh for Unconfined Compression Test Using
Elastic-Plastic Model for (A) Untreated Soil, and (B) 10% Waste Tire
Treated Soil. (B) (B) b)
Shear stress-shear strain The finite element method has been used to predict the shear stress
versus shear strain relationship for unconfined compression test
using elastic, hyperbolic and elastic-plastic models for both un-
treated and 10% waste tire treated soil as shown in Figs. 14 and 15
respectively. For both untreated and waste tire treated soils, the
elastic model over predicted the shear stress versus shear strain
relationship whereas the elastic-plastic model had a very good
agreement with the experimental data. For both untreated and
waste tire treated soils, the hyperbolic model had a good predic-
tion for the initial part of the shear stress versus shear strain rela-
tionship with an overestimation for the second part of the experi-
mental data. c)
Maximum vertical displacement-time c)
Maximum vertical displacement-time The variation of the maximum vertical displacement with the time
for both untreated and 10% waste tire treated soils were predicted
using finite element method with three different models as shown
in Figs. 16 and 17 respectively. For both untreated and waste tire
treated soils, the elastic model underestimated the maximum verti-
cal displacement versus time relationship whereas the elastic-
plastic model had a very good agreement with the experimental
data. For the untreated soil, the hyperbolic model has predicted the
early initial part of the experimental data well with an overestima-
tion for the rest of the experimental data. For the 10% waste tire
treated soil, the hyperbolic model has underestimated most of the
experimental data with a good agreement with the final experi-
mental value. Fig. 12: The Deformed Mesh for Unconfined Compression Test Using
Hyperbolic Model for (A) Untreated Soil, and (B) 10% Waste Tire Treated
Soil. In addition, the deformed mesh for unconfined compression test
using the elastic-plastic model for both untreated and 10% waste
tire treated soils have shown in Fig. 13. When the elastic-plastic
model is used, both untreated and waste tire treated soils adopted
similar deformed shapes. (A) (A) (A) (A)
mental value. Fig. 14: Comparison between Finite Element Predictions with Experi-
mental Data for the Shear Stress-Shear Strain Relationship of Untreated
Soil Using Three Different Models. Fig. 14: Comparison between Finite Element Predictions with Experi-
mental Data for the Shear Stress-Shear Strain Relationship of Untreated
Soil Using Three Different Models. Fig. 14: Comparison between Finite Element Predictions with Experi-
mental Data for the Shear Stress-Shear Strain Relationship of Untreated
Soil Using Three Different Models. International Journal of Engineering & Technology 1774 Fig. 15: Comparison between Finite Element Predictions with Experi-
mental Data for the Shear Stress-Shear Strain Relationship of 10% Waste
Tire Treated Soil Using Three Different Models. Fig. 16: Comparison between Finite Element Predictions with Experi-
mental Data for the Maximum Vertical Displacement Relationship of
Untreated Soil Using Three Different Models. Fig. 18: Comparison between Finite Element Predictions with Experi-
mental Data for the Maximum Horizontal Displacement Relationship of
Untreated Soil Using Three Different Models. Fig. 19: Comparison between Finite Element Predictions with Experi-
mental Data for the Maximum Horizontal Displacement Relationship of
10% Waste Tire Treated Soil Using Three Different Models. 4 Conclusions Fig. c)
Maximum vertical displacement-time 15: Comparison between Finite Element Predictions with Experi-
mental Data for the Shear Stress-Shear Strain Relationship of 10% Waste
Tire Treated Soil Using Three Different Models. Fig. 18: Comparison between Finite Element Predictions with Experi-
mental Data for the Maximum Horizontal Displacement Relationship of
Untreated Soil Using Three Different Models. Fig. 18: Comparison between Finite Element Predictions with Experi-
mental Data for the Maximum Horizontal Displacement Relationship of
Untreated Soil Using Three Different Models. Fig. 15: Comparison between Finite Element Predictions with Experi-
mental Data for the Shear Stress-Shear Strain Relationship of 10% Waste
Tire Treated Soil Using Three Different Models. Fig. 19: Comparison between Finite Element Predictions with Experi-
mental Data for the Maximum Horizontal Displacement Relationship of
10% Waste Tire Treated Soil Using Three Different Models. Fig. 16: Comparison between Finite Element Predictions with Experi-
mental Data for the Maximum Vertical Displacement Relationship of
Untreated Soil Using Three Different Models. Fig. 19: Comparison between Finite Element Predictions with Experi-
mental Data for the Maximum Horizontal Displacement Relationship of
10% Waste Tire Treated Soil Using Three Different Models. Fig. 16: Comparison between Finite Element Predictions with Experi-
mental Data for the Maximum Vertical Displacement Relationship of
Untreated Soil Using Three Different Models. d)
Maximum horizontal displacement-time d)
Maximum horizontal displacement-time
The variation of the maximum horizontal displacement with the
time for both untreated and 10% waste tire treated soils have been
predicted using finite element method with three different models
as shown in Figs. 18 and 19 respectively. For both untreated and
waste tire treated soils, the elastic and hyperbolic models
overestimated the maximum horizontal displacement versus time
relationships whereas the elastic model had a good agreement with
the experimental data. Based on the experimental and numerical results of this study, the
following conclusions can be drawn: 1) The grain size distribution of the Kirkuk field soil has shown
that the soil can be classified as sand-clay mixtures with
maximum and minimum dry densities of 1.6 gm /cm3 and
2.0 gm/cm3 respectively. 2) For the untreated field soil, the maximum shear stress ob-
tained from direct shear tests increased by 150% when the
normal shear stress increased from 50 kPa to 150 kPa. For
the 5% and 10% waste tire treated soils, the shear stress
measured from direct shear tests increased by 110% and
105% when the normal stress increased from 50 kPa to 150
kPa respectively. Fig. 17: Comparison between Finite Element Predictions with Experi-
mental Data for the Maximum Vertical Displacement Relationship of 10%
Waste Tire Treated Soil Using Three Different Models. 3) It is remarkably shown that the waste tire has the ability to
increase the shear strength of the field soil with the maxi-
mum impact of 119% when the applied normal stress of the
direct shear test was 100 kPa at 10% waste tire treatment. 4) The peak uniaxial stress obtained from unconfined compres-
sion test increased by 83% and 98% as the waste tire treat-
ment increased from 0% to 10% for both testing rates of
0.125 mm/min and 0.25 mm/min respectively. 5) It is clearly shown that the lower testing rate of the uncon-
fined compression test has given higher peak uniaxial stress
for both untreated and waste tire treated field soils. 5) It is clearly shown that the lower testing rate of the uncon-
fined compression test has given higher peak uniaxial stress
for both untreated and waste tire treated field soils. Fig. 17: Comparison between Finite Element Predictions with Experi-
mental Data for the Maximum Vertical Displacement Relationship of 10%
Waste Tire Treated Soil Using Three Different Models. 4. Conclusions d)
Maximum horizontal displacement-time References [1] Lepcha K. H., Agnihotri A. K., Priyadarshee A., Yadav M. (2014). “Application of tire chips in reinforcement of soil: a review,” Jour-
nal of Civil Engineering and Environmental Technology, 1(5), pp. 51-53. [23] ASTM D854-02. (2002). “Specific gravity of Soil Solids by Water
Pycnometer,” ASTM International, West Conshohocken, PA. [24] ASTM D422-63. (2007). “Particle-size Analysis of Soils,” ASTM
International, West Conshohocken, PA. [2] Chen H., Wong Q. (2006). “The behavior of soft soil stabilization-
nusing cement,” Bulletin of Engineering Geology and the Envi-
ronmenta by Springerlink. [25] ASTM D4318-00. (2000). “Liquid limit, Plastic limit and Plasticity
Index of Soils,” ASTM International, West Conshohocken, PA. [26] ASTM D698-00a. (2000). “Standard Test Methods for Laboratory
Compaction Characteristics of Soil Using Standard Effort,” ASTM
International, West Conshohocken, PA. [3] Lee J.H., Salgado R., Bernal A., Lovell C.W. (1999). “Shredded
tires and rubber-sand as lightweight backfill,” J Geotech Geoenvi-
ron
Engrg,
ASCE,
125(2),
pp. 132–41. https://doi.org/10.1061/(ASCE)1090-0241(1999)125:2(132). [27] ASTM D3080. (2011). “Standard Test Method for Direct Shear
Test of Soils under Consolidated Drained Conditions,” ASTM In-
ternational, West Conshohocken, PA. [4] Garga V.K., O’Shaughnessy V. (2000). “Tire-reinforced earth fill,
part 1: construction of a test fill, performance and retaining wall de-
sign,”
Canadian
Geotechnical
Journal,
37,
pp. 75-96. https://doi.org/10.1139/t99-084. [28] ASTM D2166. (2016) “Standard Test Method for Unconfined
Compressive Strength of Cohesive Soil,” ASTM International,
West Conshohocken, PA. [5] Promputthangkoon P., Hyde A.F.L. (2010). “Liquefaction mitiga-
tion by means of sand tyre chip mixtures,” 17th SEAGC, Taiwan,
pp. 371- 374. [29] Duncan J.M., Wong K.S., Ozawa Y. (1980). “FEDAM: a computer
program for finite element analysis of dams,” Report n°
UCB/GT/80-2, College of Engineering, Office of Research Ser-
vices, University of California, Berkeley. [6] Youwai S., Bergado D.T. (2004). “Numerical analysis of reinforced
wall using rubber tire chips–sand mixtures as backfill material,”
Computers
and
Geotechnics,
31,
pp. 103–114. https://doi.org/10.1016/j.compgeo.2004.01.008. p
g
j
pg
[7] Ayothiraman R., Abilash M. (2011). “Improvement of subgrade
soil with shredded waste tyre chips,” Proceedings of Indian Ge-
otechnical Conference Kochi, Paper no H –033, pp. 365–368. [8] Foose G.J., Benson C.H., Bosscher P.J. (1996). “Sand reinforced
with shredded waste tires,” Journal of Geotechnical Engineering,
122(9),
pp.760-767. https://doi.org/10.1061/(ASCE)0733-
9410(1996)122:9(760). [9] Ahmed I. (1993). “Laboratory study on properties of rubber soils,”
Report No. FHWA/IN/JHRP – 93/4, Purdue University, West
Lafayette, IN. y
,
[10] Edil T.B., Bosscher P.J. (1994). d)
Maximum horizontal displacement-time 6) Both untreated and waste tire treated soils exhibited similar
deformed shapes when elastic or elastic-plastic models are
used. However, the upper zone for the untreated soil is af-
fected more that the upper zone for 10% waste tire treated
soils when the hyperbolic model is used. 6) Both untreated and waste tire treated soils exhibited similar
deformed shapes when elastic or elastic-plastic models are
used. However, the upper zone for the untreated soil is af-
fected more that the upper zone for 10% waste tire treated
soils when the hyperbolic model is used. 7) For both untreated and waste tire treated soils, the elastic
model over predicted the shear stress versus shear strain re-
lationship whereas the elastic-plastic model had a very good
agreement with the experimental data. However, the hyper- 7) For both untreated and waste tire treated soils, the elastic
model over predicted the shear stress versus shear strain re-
lationship whereas the elastic-plastic model had a very good
agreement with the experimental data. However, the hyper- 1775 International Journal of Engineering & Technology bolic model had a good prediction for the initial part of the
shear stress versus shear strain relationships with an overes-
timation for the second part of the experimental data. [16] Zornberg J.G., Christopher B.R., Oosterbaan M.D. (2005). "Tire
bails in highway applications: feasibility and properties evaluation,"
Colorado Department of Transportation Research Branch, (CDOT-
DTD-R-2005-2). 8) For both untreated and waste tire treated soils, the elastic
model underestimated the maximum vertical displacement
versus time relationship whereas the elastic-plastic model
had a very good agreement with the experimental data. [17] Ashmanwy A., McDonald R., Carreon D., Atalay F. (2006). "Stabi-
lization of marginal soils using recycled materials," Florida De-
partment of Transportation, (BD-544-4). [18] Feng Z. and Sutter K.G. (2000). "Dynamic properties of granulated
rubber/sand mixtures," Geotechnical Testing J., GTJODJ, 23 (3), pp. 338-344. 9) For both untreated and waste tire treated soils, the elastic and
hyperbolic models overestimated the maximum horizontal
displacement versus time relationships whereas the elastic
model had a good agreement with the experimental data. 9) For both untreated and waste tire treated soils, the elastic and
hyperbolic models overestimated the maximum horizontal
displacement versus time relationships whereas the elastic
model had a good agreement with the experimental data. [19] Ghazavi M., Sakhi M.A. Acknowledgements [20] Dutta R.K., Rao V. G. (2007).”Regression model for predicting the
behavior of sand reinforced with waste plastic,” Turkish Journal of
Engineering and Environmental Sciences, 31(2), pp. 119-126. Engineering and Environmental Sciences, 31(2), pp. 119-126. The author would like to thank all the staff at the Geotechnical
Laboratory in the Civil Engineering Department at the University
of Kirkuk. [21] Xu X., Lo S.H., Tsang H.H., Skeikh M.N. (2009). “Earthquake po-
tential by tire-soil mixtures: numerical study,” Proceedings for New
Zealand Society for Earthquake Engineering Conference. [22] ASTM 2216. (2016). “Standard Test Method for Laboratory De-
termination of Water (Moisture) Content of Soil, Rock, and Soil-
Aggregate Mixtures,” ASTM International, West Conshohocken,
PA. d)
Maximum horizontal displacement-time (2005).”Influence of optimized tire shreds
on shear strength parameters of sand,” International Journal of Ge-
omechanics, 5(1), pp. 58-65. https://doi.org/10.1061/(ASCE)1532-
3641(2005)5:1(58). References "Engineering properties of tire
chips and soil mixtures," Geotechnical Testing J., GTJODJ, 17 (4),
pp. 453-464. pp
[11] Ahmed I., Lovell C.W. (1993). "Rubber soils as lightweight geo-
materials," Lightweight Artificial and Waste Materials for Em-
bankments over Soft Soils, Transportation Research Record,
(1422) , National Academy Press, Washington, DC, pp. 61-70. [12] Upton R.J., and Machan G. (1993). "Use of shredded tires for
lightweight fill," Lightweight Artificial and Waste Materials for
Embankments over Soft Soils, Transportation Research Record,
(1442), National Academy Press, Washington, DC, pp. 36-45. [13] Newcomb D.E., Drescher A. (1994). "Engineering properties of
shredded tires in lightweight fill applications," Transportation Re-
search Record, (1437), National Academy Press, Washington, DC,
pp. 1-7. pp
[14] Kershaw D.S., Pamukcu S. (1997). "Use of ground tire rubber in
reactive permeable barriers to mitigate btex compounds," Testing
Soil Mixed with Waste or Recycled Materials, ASTM STP 1275,
M.A. Wasemillier, K.B. Hoddinott, Eds., ASTM, pp. 314-329. https://doi.org/10.1520/STP15660S. [15] Edil T.B. (2005). "A review of mechanical and chemical properties
of shredded tires and soil mixtures," Recycled Materials in Ge-
otechnics: Proc. of Sessions of the ASCE Civil Engineering Con-
ference and Exposition, ASCE, GSP No. 127, pp. 1-21.
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Size Dependent Transport of Floating Plastics Modeled in the Global Ocean
|
Frontiers in marine science
| 2,022
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cc-by
| 9,125
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INTRODUCTION Plastics are everywhere in the global ocean, with observations of accumulation near coastlines
(Lavers & Bond, 2017; Olivelli et al., 2020), in offshore regions spanning from the surface (Law et al.,
2010) to the deep sea (Egger et al., 2020b) and from equatorial (Garcia et al., 2020) to polar waters
(Cózar et al., 2017; Suaria et al., 2020; Ross et al., 2021). Characteristics of plastics such as size, shape
and polymer differ among observational reports and often depend on where and how sampling
was conducted. For example, plastics with density larger than seawater naturally accumulate on
the seabed while positively buoyant plastics can be transported by currents and winds to different
regions around the world (van Sebille et al., 2020). The floating fraction is particularly problematic
due to its negative impact on a wide array of marine species (Gall and Thompson, 2015), its role
transporting invasive species across different regions (García-Gómez et al., 2021) and its constant
degradation into smaller particles from UV induced weathering and fragmentation (Andrady, 2011). Early attempts to quantify the total mass of plastic at the surface of the ocean coupled data
collected from sea surface nets with dispersal and accumulation model outputs for floating marine
debris (Cozar et al., 2014; Eriksen et al., 2014; van Sebille et al., 2015). One conclusion of these
studies was that there was less small debris at the surface than expected based on the amount of
large debris. These results suggested size selective removal processes for floating plastics at the
surface of the ocean. Sampling bias related to mesh size contributes to this discrepancy (Lindeque
et al., 2020), but is insufficient to explain the several orders of magnitude gap (Cozar et al., 2014). Plastics are everywhere in the global ocean, with observations of accumulation near coastlines
(Lavers & Bond, 2017; Olivelli et al., 2020), in offshore regions spanning from the surface (Law et al.,
2010) to the deep sea (Egger et al., 2020b) and from equatorial (Garcia et al., 2020) to polar waters
(Cózar et al., 2017; Suaria et al., 2020; Ross et al., 2021). Characteristics of plastics such as size, shape
and polymer differ among observational reports and often depend on where and how sampling
was conducted. doi: 10.3389/fmars.2022.903134
ORIGINAL RESEARCH
published: 20 July 2022 doi: 10.3389/fmars.2022.903134
ORIGINAL RESEARCH
published: 20 July 2022 ORIGINAL RESEARCH Edited by: Edited by:
José Antonio López-López,
University of Cádiz, Spain
Reviewed by:
Giovanni Besio,
University of Genoa, Italy
Andrés Cózar,
University of Cadiz, Spain
*Correspondence:
Doug Klink
d.klink@theoceancleanup.com
Specialty section:
This article was submitted to
Marine Pollution,
a section of the journal
Frontiers in Marine Science
Received: 23 March 2022
Accepted: 07 June 2022
Published: 20 July 2022
Citation:
Klink D, Peytavin A and Lebreton L
(2022) Size Dependent Transport
of Floating Plastics Modeled in the
Global Ocean. Front. Mar. Sci. 9:903134. doi: 10.3389/fmars.2022.903134 Edited by:
José Antonio López-López,
University of Cádiz, Spain
Reviewed by:
Giovanni Besio,
University of Genoa, Italy
Andrés Cózar,
University of Cadiz, Spain
*Correspondence:
Doug Klink
d.klink@theoceancleanup.com
Specialty section:
This article was submitted to
Marine Pollution,
a section of the journal
Frontiers in Marine Science
Received: 23 March 2022
Accepted: 07 June 2022
Published: 20 July 2022 Keywords: marine debris, variable size, whole ocean, computational model, Lagrangian trajectories, three-
dimensional, parallel hardware, GPU University of Cádiz, Spain
Reviewed by:
Giovanni Besio,
University of Genoa, Italy
Andrés Cózar,
University of Cadiz, Spain
*Correspondence:
Doug Klink Size Dependent Transport of Floating
Plastics Modeled in the Global Ocean
Doug Klink 1*, Axel Peytavin 1 and Laurent Lebreton 1,2
1 The Ocean Cleanup Foundation, Rotterdam, Netherlands , 2 The Modelling House Limited, Raglan, New Zealand Plastic has been detected in the ocean in most locations where scientists have looked
for it. While ubiquitous in the environment, plastic pollution is heterogeneous, and
plastics of varying composition, shape, and size accumulate differently in the global
ocean. Many physical and biological processes influence the transport of plastics in the
marine environment. Here we focus on physical processes and how they can naturally
sort floating plastics at the ocean surface and within its interior. We introduce a new
open-source GPU-accelerated numerical model, ADVECT, which simulates the three-
dimensional dispersal of large arrays of modelled ocean plastics with varying size, shape,
and density. We use this model to run a global simulation and find that buoyant particles
are sorted in the ocean according to their size, both at the surface due to wind-driven
drift and in the water column due to their rising velocity. Finally, we compare our findings
with recent literature reporting the size distribution of plastics in the ocean and discuss
which observations can and cannot be explained by the physical processes encoded in
our model. INTRODUCTION For example, plastics with density larger than seawater naturally accumulate on
the seabed while positively buoyant plastics can be transported by currents and winds to different
regions around the world (van Sebille et al., 2020). The floating fraction is particularly problematic
due to its negative impact on a wide array of marine species (Gall and Thompson, 2015), its role
transporting invasive species across different regions (García-Gómez et al., 2021) and its constant
degradation into smaller particles from UV induced weathering and fragmentation (Andrady, 2011). Specialty section:
This article was submitted to
Marine Pollution,
a section of the journal
Frontiers in Marine Science Specialty section:
This article was submitted to
Marine Pollution,
a section of the journal
Frontiers in Marine Science
Received: 23 March 2022
Accepted: 07 June 2022
Published: 20 July 2022 Received: 23 March 2022
Accepted: 07 June 2022
Published: 20 July 2022 Early attempts to quantify the total mass of plastic at the surface of the ocean coupled data
collected from sea surface nets with dispersal and accumulation model outputs for floating marine
debris (Cozar et al., 2014; Eriksen et al., 2014; van Sebille et al., 2015). One conclusion of these
studies was that there was less small debris at the surface than expected based on the amount of
large debris. These results suggested size selective removal processes for floating plastics at the
surface of the ocean. Sampling bias related to mesh size contributes to this discrepancy (Lindeque
et al., 2020), but is insufficient to explain the several orders of magnitude gap (Cozar et al., 2014). Keywords: marine debris, variable size, whole ocean, computational model, Lagrangian trajectories, three-
dimensional, parallel hardware, GPU Citation: Klink D, Peytavin A and Lebreton L
(2022) Size Dependent Transport
of Floating Plastics Modeled in the
Global Ocean. Front. Mar. Sci. 9:903134. doi: 10.3389/fmars.2022.903134 July 2022 | Volume 9 | Article 903134 Frontiers in Marine Science | www.frontiersin.org Size Dependent Ocean Plastic Transport Klink et al. the entire three-dimensional ocean domain. Debris is modeled
as sphere-like particles with variable size, density, and shape. Transport is modeled as a combination of advection due to
ocean currents, sinking/rising due to buoyancy, windage based
on emerged surface area, near-surface vertical mixing due to
wind, and random diffusion in three dimensions. Particles are
constrained to the ocean, meaning they cannot be entrained
into bathymetry or beached onto shorelines. To properly
sample the new per-particle parameters, simulations must
process a huge number of particles, which is computationally
challenging. One way to increase computational capability is to
use GPUs to compute particle trajectories in parallel (van Sebille
et al., 2018), as GPU computing power has been significantly
outpacing that of CPUs in the last decade (Sun et al., 2019). With these considerations in mind, we designed ADVECT to
compute its simulations on GPUs via the OpenCL framework
(Stone et al., 2010). Though others efforts have used GPUs to
model Lagrangian trajectories in the ocean (Gelderloos et al.,
2016), ADVECT is the first to do so in an offline manner (i.e.,
without being coupled to an ocean model). The other primary
computational concern in offline Lagrangian particle tracking is
the ever-increasing size of model inputs, particularly the three-
dimensional ocean currents (van Sebille et al., 2018). To address
this challenge, ADVECT dynamically divides its simulation into
temporal chunks based on available memory, allowing support
for arbitrarily large datasets. These characteristics differentiate
ADVECT from other models and represent a new computational
approach to offline particle tracking in the ocean. Differences in relative concentration of larger debris from coastal
environments to offshore areas also suggest different fates for
different sizes of floating plastics (Ryan, 2015; Morales-Caselles
et al., 2021). The scarcity of small plastic particles found in trawl
nets deployed in the Eastern North Pacific Ocean also varied
between different locations of the subtropical gyre, with smaller
particles (0.5 - 5 mm) appearing more abundant in the center of
the accumulation zone (Egger et al., 2020a).h This abundance could be explained by several mechanisms. Model Description Particles are modeled as sphere-like objects with three key
properties: size, shape, and density. Shape is parameterized using
Corey Shape Factor (hereafter CSF), which ranges from 0 to 1,
and is defined as: CSF
a
bc
=
(1) (1) Where a, b, and c are the short, medium, and long dimensions
of the particle respectively (Dietrich, 1982). Decreasing the CSF
below 1 can be envisioned as either flattening or elongating an
initially spherical particle. Many definitions of size exist when
speaking of irregularly shaped particles. Our model uses nominal
radius, defined as the radius of a sphere with equivalent volume
as the particle for consistency with our settling velocity equations
(see equation 2). Particles are advected through a time-evolving 3D velocity
field of ocean currents according to a 3D adaptation of the
second-order Taylor-expansion scheme used in (L. C.-M. Lebreton et al., 2012). The full equations can be found in
Supplementary Material. This scheme eliminates erroneous
radial drift from particle trajectories along circular streamlines
(Black & Gay, 1990). Citation: First, through biofouling, floating plastics can increase in
density and eventually lose buoyancy (Fazey & Ryan, 2016);
this process impacts small floating particles more rapidly
due to their large surface area to volume ratio. However, the
oligotrophic environment in subtropical gyres may prevent the
growth of organisms responsible for biofouling and substantially
increase sinking timescales (Lobelle et al., 2021), explaining the
abundance of smaller floating particles in these regions. Second,
the transport of floating plastics in the ocean likely varies with
size, shape and density of debris. For example, these quantities
impact the rising velocity of debris, which in turn alters transport
due to turbulent mixing (Kukulka et al., 2012) or wind driven
drift current (van der Mheen et al., 2020). Small particles should
experience a smaller wind-driven drift current, and indeed, the
gradient of concentration observed accross the North Pacific
subtropical gyre was better represented in a dispersal model
simulation when debris was advected with no wind drag (L. Lebreton et al., 2018). Thus, physical processes may also explain
the variation in debris size reported by observations at sea. p
y
Understanding the transport and long-term fate of plastics,
and most particularly floating plastics, in the ocean is necessary
for risk assessments and the design of efficient mitigation
strategies. While field observations show that different plastics
will know different fates in the ocean, attempts at quantifying the
mass of plastics accumulated at the surface of the ocean generally
consider plastics as a whole and fail to differentiate transport
as a function of debris characteristics such as size, shape and
density. In this study we investigate how size-dependent physical
transport processes influence the distribution of positively
buoyant plastics in the global ocean. We present a new GPU-
accelerated numerical model, ADVECT, which computes three
dimensional trajectories of plastic particles with individually
varying size, shape, and density. These trajectories are derived
from advection due to oceanic currents, surface wind-driven
drift, wave induced vertical mixing, and vertical transport due
to buoyancy. We conduct a simple experiment with randomly
spawned particles with a wide range of sizes, shapes and densities
and show how the modelled global ocean physically distributes
and sorts particles based on their size at the surface, ocean
interior and seabed over a duration of 20 years. We then discuss
our findings and compare with recent field observations. Experimental Setuph The simulation was run for 20 years, from January 1, 1993 to
December 31, 2012, with a timestep of one hour. Three million
particles are released at uniformly random locations on the
ocean surface, at uniformly random times during the first 10
years of the simulation. The simulation then carries on for an
additional 10 years with no new releases. Particle properties were
set randomly according to the following distributions: Particles at the ocean surface are further transported
horizontally using wind velocity estimated at 10 cm above sea
level. The transport is derived from the particle’s emerged surface
area according to Richardson (1997) and van der Mheen et al. (2020). Wind velocity at 10 cm above sea level is estimated from
10-meter wind data by assuming a log-wind profile (Charnock,
1955). nominalradius
m
density
U
kg m
CSF
U
U
~
~
(
,
)
~
(. (
, )
10
800 1000
6 0
3
−
−
15 1, )
(5) nominalradius
m
density
U
kg m
CSF
U
U
~
~
(
,
)
~
(. (
, )
10
800 1000
6 0
3
−
−
15 1, )
(5) Near-surface particles are mixed vertically by the action of
wind-driven waves. Local significant wave height is estimated
from 10-meter wind velocity according to Kukulka et al. (2012). Rather than being transported according to equation (2), buoyant
near-surface particles are randomly displaced according to a
concentration profile predicted by Kukulka et al. (2012, eq. 4). The shape of this profile is determined by both a particle’s rising
velocity and wind speed. Further details on this algorithm can be
found in Supplementary Material. (5) Zonal and meridional ocean currents are sourced from the
GLORYS12V1 ocean reanalysis (Lellouche et al., 2018) at 1/12
degree horizontal resolution, 50 depth levels, and daily temporal
sampling. GLORYS12V1 is based on NEMO coupled with
atmospheric forcing from ERA-interim/ERA5 and assimilates
many observational datasets. We compute our own vertical
ocean currents from the provided data by integrating the
continuity equation via the adjoint method (Luettich Richard
et al., 2002). Our seawater density data is gridded at ¼ degree
horizontal resolution, 75 depth levels, and monthly temporal
sampling. It is calculated using GSW-Python (Firing et al., 2021)
from monthly-mean ocean salinity and temperature, which are
sourced from the Global Ocean Ensemble Physics Reanalysis, a
product of Copernicus Marine Environment Monitoring Service
(CMEMS, doi:10.48670/moi-00024). METHODS 5-5 mm (Khatmullina & Isachenko, 2017) (Note: W* is
undefined for CSF ≤.15, so ADVECT does not support particles
with CSF ≤.15). We neglect any inertial effects, and assume
the particle is always traveling at this terminal sinking (rising)
velocity due to the relatively large model timesteps in practice,
which are generally on the order of hours. (4) Where ao = 1e-7 m2s-2, N0 = 5e-4 s-1, B = b = -1000 m, and z is
positive-up.i Particles cannot leave the ocean, whose domain is defined to
match that of the ocean current data. This means ADVECT does
not include the processes of beaching or sedimentation. Instead,
when particles are pushed against coastline or bathymetry, they
flow along the boundary. This boundary handling scheme was
chosen because beaching and seafloor entrainment processes are
not well-understood (van Sebille et al., 2020). Experimental Setuph 10-meter wind data are
sourced from the ERA5 atmospheric reanalysis (Hersbach et al.,
2020) at ¼ degree horizontal resolution and daily-mean temporal
sampling. All forcing datasets span the same temporal range as
the experiment. Transport due to sub-mesoscale eddies is parameterized
through random eddy diffusion, represented as a Wiener
process. In the ocean, sub-mesoscale eddy diffusivity varies
temporally as well as with region and depth (Cole et al., 2015). This temporal and regional variation is not resolved by ocean
models by definition, and observations are scarce. However,
there are some observations and theories showing significant and
systematic variation of diffusivity with depth, as well as a marked
difference between vertical and horizontal diffusivities (Gargett,
1984; Groeskamp et al., 2020). As such, we decompose eddy
diffusion into its horizontal and vertical components and define
a vertical diffusivity profile for each. The horizontal diffusivity
profile is based on sub-mesoscale eddy diffusivity observations,
and is defined to decay with depth as follows: K
z
K
z
h
h
z
( ) =
=
(
)
0
1
2
*
ζ
(3) (3) METHODS Simulations are performed using a newly developed software,
ADVECT (open-source code at DOI: 10.5281/zenodo.6301282). ADVECT simulates Lagrangian advection of marine debris in Each particle moves vertically according to a buoyancy-driven
terminal sinking (or rising) velocity ws, calculated according to
Dietrich (1982): July 2022 | Volume 9 | Article 903134 Frontiers in Marine Science | www.frontiersin.org 2 Klink et al. Size Dependent Ocean Plastic Transport is based on estimates of vertical eddy diffusivity from bottle casts
in the North Pacific (Gargett, 1984). It is defined as follows: is based on estimates of vertical eddy diffusivity from bottle casts
in the North Pacific (Gargett, 1984). It is defined as follows: w
g W
s
s
=
−
(
)
ρ
ρ
ρ
ν
*
3
(2) (2) K
z
a
N e
v
o
z
B
b
( ) =
−+
0
2
(4) Where ρ is the density of the particle, ρs is the density of
surrounding seawater, g is the acceleration due to gravity, ν is
the kinematic viscosity of the surrounding seawater, and W* is
a “dimensionless settling velocity.” W* depends on the particle’s
radius, shape, and density, as well as the density and kinematic
viscosity of surrounding seawater, and is calculated from further
equations in Dietrich (1982) which we omit here for brevity. Dietrich’s method has been verified to accurately model ws for
spherical and cylindrical plastic particles ranging in diameter
from. 5-5 mm (Khatmullina & Isachenko, 2017) (Note: W* is
undefined for CSF ≤.15, so ADVECT does not support particles
with CSF ≤.15). We neglect any inertial effects, and assume
the particle is always traveling at this terminal sinking (rising)
velocity due to the relatively large model timesteps in practice,
which are generally on the order of hours. Where ρ is the density of the particle, ρs is the density of
surrounding seawater, g is the acceleration due to gravity, ν is
the kinematic viscosity of the surrounding seawater, and W* is
a “dimensionless settling velocity.” W* depends on the particle’s
radius, shape, and density, as well as the density and kinematic
viscosity of surrounding seawater, and is calculated from further
equations in Dietrich (1982) which we omit here for brevity. Dietrich’s method has been verified to accurately model ws for
spherical and cylindrical plastic particles ranging in diameter
from. RESULTS After 20 years of model simulation, we observe significant
variations in the distribution of buoyant particles in our ocean
model based on particle characteristics. The size of particles had
the largest influence on particle transport and fate. At the near After 20 years of model simulation, we observe significant
variations in the distribution of buoyant particles in our ocean
model based on particle characteristics. The size of particles had
the largest influence on particle transport and fate. At the near Where z is measured in meters, Kh(z=0) = 50 m2s-1, a typical value
from estimates over the Argentinian shelf (Capet et al., 2008), and
the half-life depth ζ is set to 1000 m based on Groeskamp et al. (2020). The vertical diffusivity profile also decays with depth and July 2022 | Volume 9 | Article 903134 Frontiers in Marine Science | www.frontiersin.org Size Dependent Ocean Plastic Transport Klink et al. surface (Figure 1), small particles (diameter < 1 mm) appear to
be highly concentrated in a few select areas, leaving the rest of the
ocean to be dominated by larger particles (diameter > 1 mm). The
Pacific and Atlantic subtropical gyres each have a gradient of size,
with smaller particles accumulating toward the tropics and larger
particles towards the poles. Smaller particles also dominate in the
Eastern Indian Ocean, the West Greenland sea, and the majority
of the Mediterranean. Large particles dominate in a small but
highly concentrated coastal zone in the Eastern Mediterranean,
creating a gradient in size across the basin; a similar and stronger
gradient is present in the Red Sea. Since there is still a great
diversity of size among the large particles (>1 mm), one might
expect a pattern similar to Figure 1 to emerge when analyzing
the distribution of particles within this size class. However, this
is not the case. Instead, particles larger than 1 mm appear not to
preferentially accumulate in specific regions based on their size,
but instead are distributed somewhat uniformly across the ocean
surface (Figure S8). general pattern found by models and observations (Cozar et al.,
2014; Eriksen et al., 2014; van Sebille et al., 2015), with high
concentrations in subtropical gyres and near-zero concentration
in the equatorial divergence zone. The ocean interior exhibits
significantly lower concentration than the surface, with a much
more uniform spatial pattern. RESULTS There is some evidence of fallout
below subtropical gyres, particularly in the South Pacific, but the
most concentrated zones tend to be near coastlines, as well as the
Western portions of the North and South Atlantic Oceans, and
the Labrador Basin. The seafloor exhibits a similar spatial pattern
to the interior, although particle concentrations are almost
universally around two orders of magnitude greater. Figure 2D shows the size distribution of particle size within
each ocean domain. After 20 years, roughly half the particles
below 100 micrometers are lost from the surface to the interior
and seafloor. This figure also shows that essentially zero particles
larger than 100 micrometers escape the surface. The interior
distribution slightly favors larger particles compared to the
distribution at the seafloor. Figure 2D demonstrates that particles
smaller than 100 micrometers can be removed from the ocean
surface by downwelling currents, wind-driven mixing, and eddy
diffusion, whose mean downward transport velocity is small, but
still larger than the rising velocity of such small particles. g
With densities ranging between 800 kg m−3 and 1,000 kg m−3
(reflecting the variation among buoyant plastic polymers;
Kooi & Koelmans, 2019), the vast majority of large particles
(diameter > 1mm) remained at the surface (Figure 2). However,
smaller particles with their smaller rising velocities were more
easily entrained into deeper layers, resulting in larger particles
dominating the surface distribution. Figures 2A–C show the
spatial variation in sub-1mm particle concentration within
three non-overlapping depth domains: respectively the “Ocean
Surface” (the region above -10 m depth), the “Ocean Seafloor”
(the region within 50 m of local bathymetry, not extending past
-10 m depth in shallow regions), and the “Ocean Interior” (the
region between the other two domains). As expected with buoyant
particles, the surface is by far the domain with the highest overall
concentration, and the spatial pattern in this domain follows the Analysis of Results In this study, we present ADVECT, a new three-dimensional
dispersal model for plastic in the global ocean. With this
numerical model, we show how physical transport mechanisms
alone can disperse particles of different characteristics to different
oceanic regions. For example, the observed size distributions at FIGURE 1 | Size sorting of floating plastic particles in the top 10 meters of the global ocean. Distribution is an average over the 20th model year. Cells with
< 5 samples are marked as “no data.” Contours show highest-concentration regions, containing 50% (thin line) and 25% (thick line) of the global particle total,
respectively (c.f. Figure 2A). Diameter is defined as 2 * nominal radius. FIGURE 1 | Size sorting of floating plastic particles in the top 10 meters of the global ocean. Distribution is an average over the 20th model year. Cells with
< 5 samples are marked as “no data.” Contours show highest-concentration regions, containing 50% (thin line) and 25% (thick line) of the global particle total,
respectively (c.f. Figure 2A). Diameter is defined as 2 * nominal radius. July 2022 | Volume 9 | Article 903134 4 Frontiers in Marine Science | www.frontiersin.org Klink et al. Size Dependent Ocean Plastic Transport A
B
C
D
FIGURE 2 | Modelled distribution of small plastic particles (diameter < 1 mm) across different depth domains, average of 20th model year. (A) Horizontal distribution
at the “Ocean Surface.” (B) Horizontal distribution in the “Ocean Interior.” (C) Horizontal distribution at the “Ocean Seafloor.” (D) Comparison of size distribution
between domains. Diameter is defined as 2*nominal radius. C
D D C FIGURE 2 | Modelled distribution of small plastic particles (diameter < 1 mm) across different depth domains, average of 20th model year. (A) Horizontal distribution
at the “Ocean Surface.” (B) Horizontal distribution in the “Ocean Interior.” (C) Horizontal distribution at the “Ocean Seafloor.” (D) Comparison of size distribution
between domains. Diameter is defined as 2*nominal radius. The distributions found at depth (Figure 2) can be explained
in large part by the mean upwelling/downwelling (Figure S5),
as well as its variability (Figure S6). Firstly, it is important to
note that only the very smallest particles escape the surface
(Figure 2D); their small size results in a near-zero rising
velocity, allowing them to be entrained by downwelling and
diffusion. Analysis of Results The relative uniformity of concentration in the
ocean interior and seabed implies that the dominant transport
mechanism is diffusion, since our modeled diffusion does not
vary geographically. Further, the mean downwelling under the
subtropical gyres (roughly 1e-7 m/s) is not sufficiently strong to
transport modeled particles to the seabed. Velocities of that order
could only transport neutrally buoyant particles 100s of meters
over the timespan of this simulation (20 years). Yet, Figure 2
shows many regions of increased concentration in both the
interior and at the seafloor, including the Western North Atlantic,
Argentine Basin, Labrador Sea, coast of South Africa, and coast
of Somalia. Figure S4 shows that in these regions, downwelling
is highly variable, with standard deviations on order 1e-5 m/s. Transient downwellings of this magnitude are strong enough
to transport particles to the seafloor within the timespan of our
simulation. the surface (Figure 1) can be mainly explained by surface wind
patterns, due to the greater impact of wind on larger particles,
both due to their increased surface area and stronger tendency
to float at the surface as a result of their high rising velocity. Together, the yearly average wind pattern of the ERA5 wind data
(Figure S3) and its temporal variability (Figure S4) can explain
many features of the surface distribution of modelled particles
presented in Figure 1. One such feature is the gradient of size
across each subtropical gyre. The strong and consistent trade
winds pass over the more equatorial region of each gyre, sweeping
the larger objects away and leaving a region dominated by micro
(<1 mm) debris. The Indian Ocean has a different pattern, with
the eastern gyre retaining a high concentration of micro (<1 mm)
debris, while macro (>1 mm) debris is dominating the rest of the
basin. Figures S3, S4 show a consistent south-easterly wind over
the eastern gyre, which again serves to selectively remove large
debris. The modelled size gradient across the Mediterranean and
Red seas is similarly explained by consistent winds from the west
and northwest, respectively. Finally, modelled micro (<1 mm)
debris also dominates the western Greenland sea. Not only are
there consistent Northwest winds blowing off Greenland (Figure
S3), but Figure S5 shows a consistent downwelling in this region. Analysis of Results The combination of these factors can explain the aggregation of
micro (<1 mm) debris in this region of our model, as particles of
all sizes are attracted towards Eastern Greenland by the action
of the downwelling, but the larger debris is pushed away by the
prevailing wind. Our model results also show a hundredfold higher
concentration of particles at the seafloor than in the interior
(Figure 2). This could be due to several factors. First, we observe
that modeled particles accumulate at the seafloor whenever
there is downwelling in the deepest layers of our ocean current July 2022 | Volume 9 | Article 903134 Frontiers in Marine Science | www.frontiersin.org 5 Size Dependent Ocean Plastic Transport Klink et al. data. Second, the movement of particles may be restricted by
bathymetric obstacles, which may help trap the particles near the
seabed. Though it is reasonable to expect both these processes
may occur in the global ocean, it is important to recognize
the limited resolution of our ocean current data at the seabed:
roughly 10km horizontally at the equator, and 500m vertically in
the deep ocean. This limited resolution combined with complex
bathymetry can lead to a great deal of uncertainty in the modeled
flows near the seafloor. observations. Ryan attributed their observations to biofouling
and argued that windage alone was insufficient to explain their
results. Since we do not model biofouling, but windage alone,
the fact that our respective results disagree lends support to his
conclusions. Several studies have sampled the vertical distribution of
plastic in the ocean. Egger et al. (2020b) analyzed debris from a
wide size range (.5 – 50 mm) taken at various depths in the North
Pacific and found a three or four order of magnitude decrease
in concentration from the surface to the ocean interior. Figure 2
shows a four or five order of magnitude decrease between the
concentration of sub-1 mm particles at the surface and in the
ocean interior in the North Pacific, which is roughly in accord
with their result. Further, half of the samples they found below
the surface were in their smallest measured size class (.5-1.5 mm)
(Table S4 in Egger et al., 2020b). This higher prevalence of objects
with smaller size agrees with our modeled results. Yet, our results
suggest that few objects larger than 0.1 mm should be found below
the surface, in disagreement with their observations. Comparison to Field Observations Comparison to Field Observations
Our predicted spatial variation in the size distribution of debris
(Figure 1) is in good agreement with several observational
studies, though it disagrees with some others. This is expected,
since ADVECT does not model all physical processes which
transport plastic debris in the ocean. The agreement or
disagreement between our results and observations is useful in
understanding what mechanisms are or are not able to explain a
pattern of observations. First, Egger et al. (2020a) reported on a
scarcity of sub-5 mm debris in the Gulf of Alaska that decreases
towards the center of the subtropical gyre. Our results agree with
these observational findings as the proportion of small objects
in Figure 1 increases steadily from the Gulf of Alaska to the
center of the subtropical gyre. While Egger and Nijhof suggested
a micro-debris removal mechanism as the cause of this size
scarcity, our model demonstrates that size-dependent windage
may be sufficient to explain the observations. Next, (Morales-
Caselles et al., 2021), found that small fragments were notably
more frequent in oceanic accumulation zones, in contrast to
large objects found in coastal waters, a pattern our results share
(Figure 1). They suggest the size-dependent sorting they observed
could be explained by larger objects with higher buoyancy being
ejected from accumulation zones due to their larger windage; our
results show that these processes can indeed produce the sorting
they observed. Additionally, in the Hawaiian Archipelago, O’ahu
and Hawai’i are known as hotspots for microplastic accumulation
(Young & Elliott, 2016; Rey et al., 2021) while the Northwestern
Hawaiian Islands are known as hotspots of larger debris, notably
derelict fishing gear (Dameron et al., 2007). Our results share this
pattern, with Figure 1 showing very small debris in the waters
around the main Hawaiian Islands, but much larger debris to
the northwest. Finally, Ryan (2015) observed the distribution of
macro-debris (1 cm – 1 m) off the coast of South Africa, finding
that the debris tended to be larger further from the coast. Our
results suggest a modest increase in debris size along their cruise
track (Figure 1), but in general do not agree well with their Pabortsava and Lampitt (2020) also examined the vertical
distribution of micro (<1 mm) debris along a transect through
the South and North Atlantic. They reported a strong preference
for smaller objects in the ocean interior, with the average size
near 100 micrometers. Comparison to Field Observations This roughly agrees with our prediction
(Figure 2D), suggesting that hydrodynamical processes alone
could explain this result. However, Pabortsava and Lampitt also
found that the concentration of micro (<1 mm) debris at 50-100
meter depth is similar to that at 10 meters, and still within an order
of magnitude at 100-270 meters. Our results differ significantly,
predicting a hundredfold decrease in concentration from 10 to
100 meters in the North and South Atlantic (see Figure S5). This
suggests ADVECT over-estimates the impact of wind-driven
mixing below 10 meters. Analysis of Results However,
we note that the larger (5 – 50 mm) objects they found in deeper
water were fibrous fragments from ropes and nets. These are not
representative of the pseudo spherical particles we modeled,
and fibers are expected to have the smallest rising velocities of
all shapes (see section below discussing size definitions). We
also acknowledge that larger debris could be sinking due to
processes not modeled in ADVECT. Some possibilities could
be strong downwelling due to sub-mesoscale eddies, unresolved
by our forcing data (Lévy et al., 2018), or density-increasing
mechanisms such as biofouling or chemical weathering (van
Sebille et al., 2020). ll
In terms of model convergence, we found the horizontal
distribution of particles at all depth levels (Figure 2) stabilizes
around year 15, five years after the final particles are released. The vertical distribution of particles through the water column
also stabilizes around year 15 (Figure S8). This means the
distributions we present in Figures 1, 2 are close to being
converged. However, the number of particles below -4000 m in
the final year of our simulation is notably still increasing. This
tells us that under our modeled processes, it can take decades
for surface debris to significantly accumulate in the deep ocean. Frontiers in Marine Science | www.frontiersin.org Discussion of Size Definitions Our results show that size has a strong impact on the distribution
of plastic objects at sea. Comparisons with observational
studies, however, are confounded by the numerous and vague
methodologies used to report the size of plastic particles collected
at sea. Observational studies often report size by binning objects
into “size classes” based on the catchments of differently sized
meshes. While this is a natural and efficient way to describe
size observationally, it is challenging to use this description to
estimate an object’s three-dimensional form, which is necessary
to accurately model its rising velocity. We find that the volume of July 2022 | Volume 9 | Article 903134 Frontiers in Marine Science | www.frontiersin.org 6 Size Dependent Ocean Plastic Transport Klink et al. an object has the strongest impact on its rising velocity, stronger
than its shape or density. Unfortunately, given a measurement
of an irregularly shaped object’s “size class,” estimates of volume
vary dramatically depending on the object’s shape. For example,
the volume of a 1 cm diameter sphere could be 50x larger
than the volume of a 1 cm-long filament or 20x larger than a 1
cm-wide flake. Yet, all these objects might be caught by a 1 cm
trawl, and thus recorded in the same size class. In order to test
our model against observational data, it is imperative for studies
to record enough information on objects to recover their volume. For example, (Pabortsava & Lampitt, 2020) recorded images of
all their samples, and were later able to recover their volume by
coupling the 2D areas in the images with assumptions of simple
three-dimensional morphologies. Such a method is not too
labor-intensive, and can result in good volume estimates. process well. For example, the model introduced in (Kooi et al.,
2017) has been incorporated into a global circulation model
(Lobelle et al., 2021), yet its defouling dynamics are mainly driven
by a constant 39% decrease in algal mass per day, regardless of
environmental conditions. For these reasons, we feel the fouling
and defouling of ocean plastics must be studied in a wider range of
conditions before it can be included in our global model. Though
we do not include bioufouling, our model can still determine
what observations are explainable without it (e.g. size-selective
sorting at surface, removal of sub-100 micron particles from
surface), and what measurements are unexplainable without
some such density-increasing process (e.g. Limitations of Model We intend to improve our model as research on the transport of
ocean plastic continues. For example, an improved methodology
for incorporating wind-driven mixing based on (Kukulka
et al., 2012) into a Lagrangian particle tracking model such as
ours is currently under review (Onink et al., 2021b); we plan
to update our methodology to reflect theirs, as it has stronger
physical motivation. Also, the work of (Ruiz et al., 2004) suggests
wind-driven mixing could paradoxically serve to increase the
concentration of micro (<1 mm) debris at the surface, since
turbulent conditions can increase the rising velocity of these
small particles. This effect could be a crucial element of mixing
dynamics, and we intend to investigate its impact by introducing
it into our model. ADVECT does not model particle removal at boundaries, both
at coastlines and the seabed, yet real marine plastic is often
stranded on land or entrained in seafloor sediments (van Sebille
et al., 2020). This behavior is omitted for the sake of simplicity,
and because permanent beaching and sedimentation can be
modeled in post-processing by simply truncating trajectories,
e.g. (Kaandorp et al., 2020). We do not perform any such analyses
here in order to limit the scope of the study. We believe coastal
processes are a key component in the lifecycle of ocean plastics
and emphasize that the results of this study must be interpreted
with their absence in mind. Additionally, ADVECT does not
attempt to incorporate every transport mechanism for ocean
plastics. We focused on the few mechanisms which we believe to
be most relevant for the three-dimensional transport of plastic
in the ocean; for this reason, we notably left out transport by
marine Stokes Drift, both because it can be approximated by
artificially increasing windage (which our model supports), and
because its effect is relatively small compared to transport due to
currents and wind (van Sebille et al., 2020). We also focused on
mechanisms which are well-developed and empirically validated;
for this reason, we omitted biofouling, and interactions with
biota more generally.i In addition to updating the existing dynamics, we intend
to expand ADVECT in two important directions. First, while
the importance of subsurface plastic is becoming clear, there
remains a huge amount of debris, we suspect, at the sea-
land boundary (L. Lebreton et al., 2019; Onink et al., 2021a). Discussion of Size Definitions presence of >.1mm
particles of initially buoyant polymers in the ocean interior). These findings can help to focus future research. Frontiers in Marine Science | www.frontiersin.org REFERENCES Eriksen, M., Lebreton, L. C. M., Carson, H. S., Thiel, M., Moore, C. J., Borerro, J. C., et al. (2014). Plastic Pollution in the World’s Oceans: More Than 5 Trillion
Plastic Pieces Weighing Over 250,000 Tons Afloat at Sea. PLoS One 9 (12),
e111913. doi: 10.1371/journal.pone.0111913 Amaral-Zettler, L. A., Zettler, E. R., Mincer, T. J., Klaassen, M. A. and Gallager,
S. M. (2021). Biofouling Impacts on Polyethylene Density and Sinking in
Coastal Waters: A Macro/Micro Tipping Point? Water Res. 201, 117289. doi: 10.1016/J.WATRES.2021.117289 Fazey, F. M. C. and Ryan, P. G. (2016). Biofouling on Buoyant Marine Plastics:
An Experimental Study Into the Effect of Size on Surface Longevity. Environ. Pollut. 210, 354–360. doi: 10.1016/j.envpol.2016.01.026 f
Pollut. 210, 354–360. doi: 10.1016/j.envpol.2016.01.026 Andrady, A. L. (2011). Microplastics in the Marine Environment. Mar. pollut. Bull. 62 (8). 1596-1605, doi: 10.1016/j.marpolbul.2011.05.030 Firing, E., Filipe, Barna, A. and Abernathey, R. (2021). TEOS-10/GSW-Python:
V3.4.1.Post0. Zenodo. doi: 10.5281/ZENODO.5214122hh Black, K. P. and Gay, S. L. (1990). “A Numerical Scheme for Determining
Trajectories in Particle Models,” in Acanthaster and the Coral Reef: A Theoretical
Perspective. Ed. Bradbury, R. (Springer Berlin Heidelberg), 151–156. doi: 10.1007/978-3-642-46726-4_9 Gall, S. C., and Thompson, R. C. (2015). The Impact of Debris on Marine Life. Marine Pollution Bulletin 92, 170–179. doi: 10.1016/j.marpolbul.2014.12.041 Garcia, T. M., Campos, C. C., Mota, E. M. T., Santos, N. M. O., Campelo, R. P., de, S., et al. (2020). Microplastics in Subsurface Waters of the Western
Equatorial Atlantic (Brazil). Mar. Pollut. Bull. 150, 110705. doi: 10.1016/j. marpolbul.2019.110705 Capet, X., Campos, E. J., and Paiva, A. M. (2008). Submesoscale activity
over the Argentinian shelf. Geophys. Res. Lett. 35, L15605. doi:
10.1029/2008GL034736 García-Gómez, J. C., Garrigós, M. and Garrigós, J. (2021). Plastic as a Vector of
Dispersion for Marine Species With Invasive Potential. A Review. Front. Ecol. Evol. 9. doi: 10.3389/fevo.2021.629756f Charnock, H. (1955). Wind Stress on a Water Surface. Q. J. R. Meteorological. Soc. 81 (350), 639–640. doi: 10.1002/qj.49708135027 Cole, S. T., Wortham, C., Kunze, E. and Owens, W. B. (2015). Eddy Stirring
and Horizontal Diffusivity From Argo Float Observations: Geographic
and Depth Variability. Geophysical. Res. Lett. 42 (10), 3989–3997. doi: 10.1002/2015GL063827 Gargett, A. E. (1984). Vertical Eddy Diffusivity in the Ocean Interior. J. Mar. Res. 42 (2), 359–393. doi: 10.1357/002224084788502756 Gelderloos, R., Szalay, A. S., Haine, T. W. N. and Lemson, G. (2016). DATA AVAILABILITY STATEMENT The raw data supporting the conclusions of this article will
be made available by the authors, without undue reservation. SUPPLEMENTARY MATERIAL DK and LL designed the study and model. DK and AP wrote
the source code. DK ran the model simulations and analyzed
the results. DK and LL wrote the manuscript and prepared
the figures. All authors reviewed the manuscript. All authors
contributed to the article and approved the submitted version. The Supplementary Material for this article can be found online at:
https://www.frontiersin.org/articles/10.3389/fmars.2022.903134/
full#supplementary-material ACKNOWLEDGMENTS The authors are thankful to all donors who support The Ocean
Cleanup. We would also like to acknowledge Tim Jansen for
his early contribution in formulating the three-dimensional
advection equations as part of his master’s thesis: A Lagrangian
3D Dispersal Model for Plastic Debris in the Eastern North
Pacific. Finally, we thank Dr. Matthias Egger for his input and
review of an earlier version of the manuscript. FUNDING if possible. Comparing in-situ density to pristine density on
plastic samples will also be helpful in identifying the role of
biofouling or other density-altering mechanisms and will help
determine not just where plastic objects are, but how and why
they arrived there. All funding for this research was provided by The Ocean Cleanup. All funding for this research was provided by The Ocean Cleanup. Limitations of Model Further, the impact of this debris is potentially outsized,
given the importance of coastal regions for both humans
and ecosystems. Therefore, we would like to incorporate
more coastal dynamics and model the effect of beaching in
particular. Though recent research has made strong headway
towards a preliminary understanding of the nearshore
behavior of plastic debris (L. Lebreton et al., 2019; Olivelli
et al., 2020; Morales-Caselles et al., 2021; Onink et al., 2021b;
Ryan & Perold, 2021), these processes are still not well
observed on a global scale. Coastal processes are complex,
and more observation is essential to assess what mechanisms
most strongly govern the nearshore behavior of plastic debris,
and thus what mechanisms should be incorporated into global
dispersal models such as ADVECT. g
y
We would like to specifically discuss our decision to omit
biofouling from ADVECT. Bioufouling has been an active area
of research recently (Fazey & Ryan, 2016; Kaiser et al., 2017;
Kooi et al., 2017; Lobelle et al., 2021), and it most likely plays an
important role in removing floating plastic objects from the sea
surface. However, we find the current models to be insufficiently
developed to include at this time. In particular, the behavior
of fouled objects below the euphotic zone is uncertain; while
several studies roughly agree in the rate at which pristine objects
accumulate biology and subsequently sink (Fazey & Ryan, 2016;
Kaiser et al., 2017; Amaral-Zettler et al., 2021), few studies have
investigated what happens to objects after they are removed from
the surface. In fact, we are only aware of a single study on this
topic (Ye & Andrady, 1991). Different assumptions about the
rate of subsurface defouling lead to drastically different three
dimensional trajectories for modeled particles, and due to a lack
of observations, current biofouling models cannot resolve this Second, as research progresses, we intend to include a
biofouling framework. However, we must again emphasize
the need for further observational studies which extend
beyond the ocean surface and the importance of recording
more detailed and diverse particle properties. Particularly,
in order to inform future modeling, observational studies
should record all properties which impact the rising velocity
of objects: namely their volume, shape, and in-situ density, July 2022 | Volume 9 | Article 903134 Frontiers in Marine Science | www.frontiersin.org 7 Size Dependent Ocean Plastic Transport Klink et al. REFERENCES Technol. Lett. 6
(9), 551–557. doi: 10.1021/acs.estlett.9b00379 Richardson, P. L. (1997). Drifting in the Wind: Leeway Error in Shipdrift Data. Deep. Sea. Res. Part I.: Oceanographic. Res. Papers. 44 (11), 1877–1903. doi: 10.1016/S0967-0637(97)00059-9 Ross, P. S., Chastain, S., Vassilenko, E., Etemadifar, A., Zimmermann, S., Quesnel,
S.-A., et al. (2021). Pervasive Distribution of Polyester Fibres in the Arctic
Ocean Is Driven by Atlantic Inputs. Nat. Commun. 12 (1), 106. doi: 10.1038/
s41467-020-20347-1 Kooi, M., Nes, E. H., Scheffer, M. and Koelmans, A. A. (2017). Ups and Downs in the
Ocean: Effects of Biofouling on Vertical Transport of Microplastics. Environ. Sci. Technol. 51 (14), 7963–7971. doi: 10.1021/acs.est.6b04702 Kukulka, T., Proskurowski, G., Morét-Ferguson, S., Meyer, D. W. and Law, K. L. (2012). The Effect of Wind Mixing on the Vertical Distribution of Buoyant Plastic Debris. Geophysical. Res. Lett. 39 (7), 7601. doi: 10.1029/2012GL051116. n/a-n/a. Ruiz, J., Macías, D. and Peters, F. (2004). Turbulence Increases the Average Settling
Velocity of Phytoplankton Cells. Proc. Natl. Acad. Sci. 101 (51), 17720–17724. doi: 10.1073/pnas.0401539101f Lavers, J. L. and Bond, A. L. (2017). Exceptional and Rapid Accumulation of
Anthropogenic Debris on One of the World’s Most Remote and Pristine Islands. Proc. Natl. Acad. Sci. 114 (23), 6052–6055. doi: 10.1073/pnas.1619818114 Ryan, P. G. (2015). Does Size and Buoyancy Affect the Long-Distance
Transport of Floating Debris? Environ. Res. Lett. 10 (8), 84019. doi: 10.1088/1748-9326/10/8/084019 Law, K. L., Morét-Ferguson, S., Maximenko, N. A., Proskurowski, G., Peacock, E. E.,
Hafner, J., et al. (2010). Plastic Accumulation in the North Atlantic Subtropical
Gyre. Science 329 (5996), 1185–1188. doi: 10.1126/science.1192321 Ryan, P. G. and Perold, V. (2021). Limited Dispersal of Riverine Litter Onto Nearby
Beaches During Rainfall Events. Estuarine. Coast. Shelf. Sci. 251, 117729. doi: 10.1016/j.ecss.2021.107186 Lebreton, L., Egger, M. and Slat, B. (2019). A Global Mass Budget for Positively
Buoyant Macroplastic Debris in the Ocean. Sci. Rep. 9 (1), 12922. doi: 10.1038/
s41598-019-49413-5 Stone, J. E., Gohara, D. and Shi, G. (2010). OpenCL: A Parallel Programming
Standard for Heterogeneous Computing Systems. Computing. Sci. Eng. 12 (3),
66–73. doi: 10.1109/MCSE.2010.69 Lebreton, L. C.-M., Greer, S. D. and Borrero, J. C. (2012). Numerical Modelling
of Floating Debris in the World’s Oceans. Mar. Pollut. Bull. 64 (3), 653–661. doi: 10.1016/j.marpolbul.2011.10.027 Suaria, G., Perold, V., Lee, J. R., Lebouard, F., Aliani, S. and Ryan, P. G. (2020). Floating Macro- and Microplastics Around the Southern Ocean: Results
From the Antarctic Circumnavigation Expedition. Environ. Int. 136, 105494. REFERENCES doi: 10.1016/j.envint.2020.105494 Lebreton, L., Slat, B., Ferrari, F., Sainte-Rose, B., Aitken, J., Marthouse, R., et al. (2018). Evidence That the Great Pacific Garbage Patch is Rapidly Accumulating Plastic. Sci. Rep. 8 (1), 4666. doi: 10.1038/s41598-018-22939-w Sun, Y., Agostini, N. B., Dong, S. and Kaeli, D. (2019). Summarizing CPU and GPU
Design Trends With Product Data. arXiv. Lellouche, J.-M., Le Galloudec, O., Greiner, E., Garric, G., Regnier, C., Drevillon, M.,
et al. (2018). The Copernicus Marine Environment Monitoring Service global
ocean 1/12° physical reanalysis GLORYS12V1: description and quality assessment. 19806. Available at: https://ui.adsabs.harvard.edu/abs/2018EGUGA..2019806L
[Accessed July 3, 2022] van der Mheen, M., Pattiaratchi, C., Cosoli, S. and Wandres, M. (2020). Depth-
Dependent Correction for Wind-Driven Drift Current in Particle Tracking
Applications. Front. Mar. Sci. 7. doi: 10.3389/fmars.2020.00305 van Sebille, E., Aliani, S., Law, K. L., Maximenko, N., Alsina, J. M., Bagaev, A.,
et al. (2020). The Physical Oceanography of the Transport of Floating Marine
Debris. Environ. Res. Lett. 15 (2), 023003. doi: 10.1088/1748-9326/ab6d7dfif Lévy, M., Franks, P. J. S. and Smith, K. S. (2018). The Role of Submesoscale Currents
in Structuring Marine Ecosystems. Nat. Commun. 9 (1), 4758. doi: 10.1038/
s41467-018-07059-3 van Sebille, E., Griffies, S. M., Abernathey, R., Adams, T. P., Berloff, P., Biastoch, A., van Sebille, E., Griffies, S. M., Abernathey, R., Adams, T. P., Berloff, P., Biastoch, A.,
et al. (2018). Lagrangian Ocean Analysis: Fundamentals and Practices. Ocean. Model. 121, 49–75. doi: 10.1016/j.ocemod.2017.11.008 Lindeque, P. K., Cole, M., Coppock, R. L., Lewis, C. N., Miller, R. Z., Watts, A. J. R.,
et al. (2020). Are We Underestimating Microplastic Abundance in the Marine
Environment? A Comparison of Microplastic Capture With Nets of Different
Mesh-Size. Environ. pollut. 265, 114721. doi: 10.1016/j.envpol.2020.114721k et al. (2018). Lagrangian Ocean Analysis: Fundamentals and Practices. Ocean. Model. 121, 49–75. doi: 10.1016/j.ocemod.2017.11.008 van Sebille, E., Wilcox, C., Lebreton, L., Maximenko, N., Hardesty, B. D., van
Franeker, J. A., et al. (2015). A Global Inventory of Small Floating Plastic Debris. Environ. Res. Lett. 10 (12), 124006. doi: 10.1088/1748-9326/10/12/124006 Lobelle, D., Kooi, M., Koelmans, A. A., Laufkötter, C., Jongedijk, C. E., Kehl, C., et
al. (2021). Global Modeled Sinking Characteristics of Biofouled Microplastic. J. Geophysical. Research.: Oceans. 126 (4), e2020JC017098. doi: 10.1029/2020JC017098 Ye, S. and Andrady, A. L. (1991). Fouling of Floating Plastic Debris Under
Biscayne Bay Exposure Conditions. Mar. Pollut. Bull. 22 (12), 608–613. doi: 10.1016/0025-326X(91)90249-R Luettich Richard, J., Muccino, J. and Foreman, M. (2002). REFERENCES Considerations in the
Calculation of Vertical Velocity in Three-Dimensional Circulation Models. J. Atmospheric. Oceanic. Technol. - J. ATMOS. OCEAN. Technol. 19, 2063–2076. doi: 10.1175/1520-0426(2002)019<2063:CITCOV>2.0.CO;2 Young, A. M. and Elliott, J. A. (2016). Characterization of Microplastic
and Mesoplastic Debris in Sediments From Kamilo Beach and Kahuku
Beach, Hawai’i. Mar. Pollut. Bull. 113 (1–2), 477–482. doi: 10.1016/J. MARPOLBUL.2016.11.009 Morales-Caselles, C., Viejo, J., Martí, E., González-Fernández, D., Pragnell-Raasch,
H., González-Gordillo, J. I., et al. (2021). An Inshore–Offshore Sorting System
Revealed From Global Classification of Ocean Litter. Nat. Sustainability. 4 (6),
484–493. doi: 10.1038/s41893-021-00720-8 Conflict of Interest: DK, AP, and LL were employed by The Ocean Cleanup at
the time of this research, a not-for-profit organization developing and scaling
technology to rid the ocean of plastic. LL was employed by The Modelling
House Limited. Olivelli, A., Hardesty, B. D. and Wilcox, C. (2020). Coastal Margins and Backshores
Represent a Major Sink for Marine Debris: Insights From a Continental-Scale
Analysis. Environ. Res. Lett. 15 (7). 484–493 doi: 10.1088/1748-9326/ab7836fk Publisher’s Note: All claims expressed in this article are solely those of the authors
and do not necessarily represent those of their affiliated organizations, or those of
the publisher, the editors and the reviewers. Any product that may be evaluated in
this article, or claim that may be made by its manufacturer, is not guaranteed or
endorsed by the publisher. Onink, V., Jongedijk, C. E., Hoffman, M. J., van Sebille, E. and Laufkötter, C. (2021a). Global Simulations of Marine Plastic Transport Show Plastic Trapping in Coastal
Zones. Environ. Res. Lett. 16 (6). doi: 10.1088/1748-9326/abecbdk Onink, V., van Sebille, E. and Laufkötter, C. (2021b). Empirical Lagrangian
Parametrization for Wind-Driven Mixing of Buoyant Particles at the Ocean Surface. Geoscientific. Model. Dev. Discussions 2021, 1–19. doi: 10.5194/gmd-2021-195 Copyright © 2022 Klink, Peytavin and Lebreton. This is an open-access article
distributed under the terms of the Creative Commons Attribution License (CC
BY). The use, distribution or reproduction in other forums is permitted, provided
the original author(s) and the copyright owner(s) are credited and that the original
publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with
these terms. Pabortsava, K. and Lampitt, R. S. (2020). High Concentrations of Plastic Hidden
Beneath the Surface of the Atlantic Ocean. Nat. Commun. 11 (1), 4073. doi: 10.1038/
s41467-020-17932-9 Rey, S. F., Franklin, J. and Rey, S. J. (2021). REFERENCES “A Fast
Algorithm for Neutrally-Buoyant Lagrangian Particles in Numerical Ocean
Modeling,” in 2016 IEEE 12th International Conference on E-Science
(e-Science). 381–388. doi: 10.1109/eScience.2016.7870923 Cozar, A., Echevarria, F., Gonzalez-Gordillo, J. I., Irigoien, X., Ubeda, B.,
Hernandez-Leon, S., et al. (2014). Plastic Debris in the Open Ocean. Proc. Natl. Acad. Sci. 111 (28), 10239–10244. doi: 10.1073/pnas.1314705111 Groeskamp, S., LaCasce, J. H., McDougall, T. J. and Rogé, M. (2020). Full-Depth Global Estimates of Ocean Mesoscale Eddy Mixing From
Observations and Theory. Geophysical. Res. Lett. 47 (18), e2020GL089425. doi: 10.1029/2020GL089425 Cózar, A., Martí, E., Duarte, C. M., García-de-Lomas, J., van Sebille, E.,
Ballatore, T. J., et al. (2017). The Arctic Ocean as a dead end for floating
plastics in the North Atlantic branch of the Thermohaline Circulation. Sci. Adv. 3, e1600582. doi: 10.1126/sciadv.1600582 Hersbach, H., Bell, B., Berrisford, P., Hirahara, S., Horányi, A., Muñoz-Sabater,
J., et al. (2020). The ERA5 Global Reanalysis. Q. J. R. Meteorological. Soc. 146
(730), 1999–2049. doi: 10.1002/qj.3803 Dameron, O. J., Parke, M., Albins, M. A. and Brainard, R. (2007). Marine Debris
Accumulation in the Northwestern Hawaiian Islands: An Examination
of Rates and Processes. Mar. Pollut. Bull. 54 (4), 423–433. doi: 10.1016/j. marpolbul.2006.11.019 Kaandorp, M. L. A., Dijkstra, H. A. and van Sebille, E. (2020). Closing the
Mediterranean Marine Floating Plastic Mass Budget: Inverse Modeling of
Sources and Sinks. Environ. Sci. Technol. 54 (19), 11980–11989. doi: 10.1021/
acs.est.0c01984 Dietrich, W. E. (1982). Settling Velocity of Natural Particles. Water Resour. Res. 18 (6), 1615–1626. doi: 10.1029/WR018i006p01615 Egger, M., Nijhof, R., Quiros, L., Leone, G., Royer, S.-J., McWhirter, A. C.,
et al. (2020a). A Spatially Variable Scarcity of Floating Microplastics in
the Eastern North Pacific Ocean. Environ. Res. Lett. 15 (11), 114056. doi: 10.1088/1748-9326/abbb4f Kaiser, D., Kowalski, N. and Waniek, J. J. (2017). Effects of Biofouling on the
Sinking Behavior of Microplastics. Environ. Res. Lett. 12 (12), 124003. doi: 10.1088/1748-9326/AA8E8B Khatmullina, L. and Isachenko, I. (2017). Settling Velocity of Microplastic
Particles of Regular Shapes. Mar. Pollut. Bull. 114 (2), 871–880. doi: 10.1016/j. marpolbul.2016.11.024 Egger, M., Sulu-Gambari, F. and Lebreton, L. (2020b). First Evidence of Plastic
Fallout From the North Pacific Garbage Patch. Sci. Rep. 10 (1), 7495. doi: 10.1038/s41598-020-64465-8 July 2022 | Volume 9 | Article 903134 Frontiers in Marine Science | www.frontiersin.org 8 Size Dependent Ocean Plastic Transport Klink et al. Kooi, M. and Koelmans, A. A. (2019). Simplifying Microplastic via Continuous
Probability Distributions for Size, Shape, and Density. Environ. Sci. REFERENCES Microplastic Pollution on Island
Beaches, Oahu, Hawai`I. PLoS One 16 (2), e0247224. doi: 10.1371/
JOURNAL.PONE.0247224 July 2022 | Volume 9 | Article 903134 Frontiers in Marine Science | www.frontiersin.org 9
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https://aacr.figshare.com/articles/journal_contribution/Supplementary_Figure_2_from_BCR-ABL_Induced_Deregulation_of_the_IL-33_ST2_Pathway_in_CD34_Progenitors_from_Chronic_Myeloid_Leukemia_Patients/22398374/1/files/39844094.pdf
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Supplementary Figure 2 from BCR-ABL–Induced Deregulation of the IL-33/ST2 Pathway in CD34(+) Progenitors from Chronic Myeloid Leukemia Patients
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Supplementary Figure S2 Supplementary Figure S2 B
103)
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Supplementary Figure S2. CML-CP CD34(+) cells proliferate in response to IL-33. (A-D)
Enriched primary CD34(+) cells (2.5x104 per well) from CML-CP patients or HDs were
incubated for several days in the presence of IL-33 (50 ng/mL) with or without neutralizing anti-
human ST2 antibody (anti-ST2, 1 μg/ml) or isotype-matched control (IgG, 1 μg/ml). (A) Viable
cell recovery was calculated by dividing viable cell counts from 3-day cultures with IL-33 by
those from cultures without IL-33. Each symbol represents one HD or CML-CP patient. Mann-
y
p
p
Whitney non-parametric test. (B) CML-CP CD34(+) cells were incubated with (⎯) or without (-
--) IL-33 and were collected at day 3, 5 or 8 and viable cells were counted. (C) CD34(+) cell
proliferation was determined by an 18-h pulse with BrdU on day 2, 4 or 7 and quantified by
measuring the absorbance (O.D.). Data are means ± SEM from three separate experiments. Wilcoxon non-parametric test. (D) CD34(+) cell proliferation was determined by an 18-h pulse
with BrdU on day 2 and quantified by measuring the absorbance (O.D.). Data are means ± SEM
from three separate experiments. Wilcoxon non-parametric test. B
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Enriched primary CD34(+) cells (2.5x104 per well) from CML-CP patients or HDs were
incubated for several days in the presence of IL-33 (50 ng/mL) with or without neutralizing anti-
human ST2 antibody (anti-ST2, 1 μg/ml) or isotype-matched control (IgG, 1 μg/ml). Supplementary Figure S2 (A) Viable
cell recovery was calculated by dividing viable cell counts from 3-day cultures with IL-33 by
those from cultures without IL-33. Each symbol represents one HD or CML-CP patient. Mann-
y
p
p
Whitney non-parametric test. (B) CML-CP CD34(+) cells were incubated with (⎯) or without (-
--) IL-33 and were collected at day 3, 5 or 8 and viable cells were counted. (C) CD34(+) cell
proliferation was determined by an 18-h pulse with BrdU on day 2, 4 or 7 and quantified by
measuring the absorbance (O.D.). Data are means ± SEM from three separate experiments. Wilcoxon non-parametric test. (D) CD34(+) cell proliferation was determined by an 18-h pulse
with BrdU on day 2 and quantified by measuring the absorbance (O.D.). Data are means ± SEM
from three separate experiments. Wilcoxon non-parametric test.
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Colonic metastasis from breast carcinoma: a case report
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World journal of surgical oncology
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© The Author(s). 2017 Open Access This article is distributed under the terms of the Creative Commons Attribution 4.0
International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and
reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to
the Creative Commons license, and indicate if changes were made. The Creative Commons Public Domain Dedication waiver
(http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated. Tsujimura et al. World Journal of Surgical Oncology (2017) 15:124
DOI 10.1186/s12957-017-1193-5 Tsujimura et al. World Journal of Surgical Oncology (2017) 15:124
DOI 10.1186/s12957-017-1193-5 Background symptoms, and therefore, she underwent colonoscopy
twice at this hospital. Colonoscopy indicated a bulge and
mucosal inflammatory changes at the ileocecum. Biopsy
of the lesion was performed twice; however, malignancy
was not noted. Moreover, she was diagnosed with chole-
lithiasis, and she underwent laparoscopic cholecystec-
tomy in November 2015. During the operation, white
spots were noted at the greater omentum, abdominal
wall, small intestinal serosa, and mesentery as intraperi-
toneal findings, and biopsies of the white spots at the
greater omentum and abdominal wall did not indicate
malignancy. The primary areas of metastasis from breast carcinoma
are the bones, lungs, pleura, liver, and brain. Gastro-
intestinal (GI) tract metastasis from breast carcinoma is
relatively
rare,
and
colonic
metastasis
from
breast
carcinoma is very rare [1, 2]. Here, we report a case of
colonic metastasis from breast carcinoma. * Correspondence: tsujikazuma1978@yahoo.co.jp
1Department of Surgery, Tomishiro Central Hospital, 25 Azaueda,
Tomishiro-shi, Okinawa 901-0243, Japan
Full list of author information is available at the end of the article Colonic metastasis from breast carcinoma:
a case report Kazuma Tsujimura1*, Tsuyoshi Teruya1, Masaya Kiyuna2, Kuniki Higa1, Junko Higa3, Kouji Iha1, Kiyoshi Chinen1,
Masaya Asato1, Yasukatsu Takushi1, Morihito Ota1, Eijirou Dakeshita1, Atsushi Nakachi1, Akira Gakiya1
and Hiroshi Shiroma3 Background: Colonic metastasis from breast carcinoma is very rare. Here, we report a case of colonic metastasis
from breast carcinoma. Case presentation: The patient was a 51-year-old woman. She had upper abdominal pain, vomiting, and diarrhea,
repeatedly. We performed abdominal contrast-enhanced computed tomography (CT) to investigate these symptoms. The CT scan revealed a tumor in the ascending colon with contrast enhancement and showed an expanded small
intestine. For further investigation of this tumor, we performed whole positron emission tomography-computed
tomography (PET-CT). The PET-CT scan revealed fluorodeoxyglucose uptake in the ascending colon, mesentery, left
breast, and left axillary region. Analysis of biopsy samples obtained during colonoscopy revealed signet ring cell-like
carcinoma. Moreover, biopsy of the breast tumor revealed invasive lobular carcinoma. Therefore, the preoperative
diagnosis was colonic metastasis from breast carcinoma. Open ileocecal resection was performed. The final diagnosis
was multiple metastatic breast carcinomas, and the TNM classification was T2N1M1 Stage IV. Conclusions: We presented a rare case of colonic metastasis from breast carcinoma. PET-CT may be useful in the
diagnosis of metastatic breast cancer. When analysis of biopsy samples obtained during colonoscopy reveals signet
ring cell-like carcinoma, the possibility of breast cancer as the primary tumor should be considered. Keywords: Breast carcinoma, Colonic metastasis, Positron emission tomography-computed tomog Abstract Background: Colonic metastasis from breast carcinoma is very rare. Here, we report a case of colonic metastasis
from breast carcinoma. Case presentation The patient was a 51-year-old woman without a relevant
medical history. She presented at another hospital be-
cause of upper abdominal pain, vomiting, and diarrhea
in July 2015. She was diagnosed with acute enteritis. Subsequently,
she
repeatedly
experienced
the
same She again had the same symptoms in January 2016,
and she was admitted to the same hospital for further
examination
and
treatment. Eventually,
for
close
examination, she was transferred to our hospital. In our
hospital,
abdominal
contrast-enhanced
computed
tomography (CT) was performed to investigate her Page 2 of 6 Page 2 of 6 Page 2 of 6 Tsujimura et al. World Journal of Surgical Oncology (2017) 15:124 symptoms. The CT scan revealed a tumor in the ascend-
ing colon with contrast enhancement and showed an ex-
panded small intestine (Fig. 1). For further investigation,
we performed whole positron emission tomography-
computed tomography (PET-CT) using Siemens True
Point Biograph 16 (Siemens, Erlangen, Germany). The
PET-CT scan revealed fluorodeoxyglucose (FDG) uptake
in the ascending colon, mesentery, left breast, and left
axillary region, with maximum standardized uptake
values (SUVmax) of 5.0, 2.8, 6.4, and 2.1, respectively
(Fig. 2a–d). Additionally, colonoscopy indicated swelling
and stenosis of the ascending colon (Fig. 3), and we
could not pass the endoscope to the ileocecum. Biopsies
of the swelling and stenosis of the ascending colon were
performed. Hematoxylin and eosin (HE) staining of the
biopsy samples revealed signet ring cell-like carcinoma
(Fig. 4). Upper gastrointestinal endoscopic examination
showed normal findings. Moreover, we performed ultra-
sonography (US) and biopsy of the left breast tumor
identified using PET-CT. US revealed an ill-defined, ir-
regular, and hypervascular hypoechoic tumor measuring
36 × 22 × 22 mm (Fig. 5). HE staining of the breast
tumor sample revealed invasive lobular carcinoma, and
cadherin staining was negative (Fig. 6). In March Fig. 1 Contrast-enhanced computed tomography (CT). A contrast-
enhanced CT image reveals a tumor with contrast enhancement
and shows an expanded small intestine Fig. 1 Contrast-enhanced computed tomography (CT). A contrast-
enhanced CT image reveals a tumor with contrast enhancement
and shows an expanded small intestine a
c
b
d
Fig. 2 Positron emission tomography-computed tomography (PET-CT). a A whole PET-CT image shows fluorodeoxyglucose (FDG) uptake in the
ascending colon. The maximum standardized uptake value (SUVmax) is 5.0. b A whole PET-CT image shows FDG uptake in the mesentery. The
SUVmax is 2.8. Case presentation c A whole PET-CT image shows FDG uptake in the left breast. The SUVmax is 6.4. d A whole PET-CT image shows FDG uptake in
the left axillary region. The SUVmax is 2.1 a c c a c a b
d
Fig. 2 Positron emission tomography-computed tomography (PET-CT). a A whole PET-CT image shows fluorodeoxyglucose (FDG) uptake in the
ascending colon. The maximum standardized uptake value (SUVmax) is 5.0. b A whole PET-CT image shows FDG uptake in the mesentery. The
SUVmax is 2.8. c A whole PET-CT image shows FDG uptake in the left breast. The SUVmax is 6.4. d A whole PET-CT image shows FDG uptake in
the left axillary region. The SUVmax is 2.1 b d Fig. 2 Positron emission tomography-computed tomography (PET-CT). a A whole PET-CT image shows fluorodeoxyglucose (FDG) uptake in the
ascending colon. The maximum standardized uptake value (SUVmax) is 5.0. b A whole PET-CT image shows FDG uptake in the mesentery. The
SUVmax is 2.8. c A whole PET-CT image shows FDG uptake in the left breast. The SUVmax is 6.4. d A whole PET-CT image shows FDG uptake in
the left axillary region. The SUVmax is 2.1 Tsujimura et al. World Journal of Surgical Oncology (2017) 15:124 Page 3 of 6 Fig. 3 Colonoscopy. Colonoscopy shows swelling and stenosis of
the ascending colon Fig. 5 Ultrasonography (US). A US image of the breast shows an
ill-defined, irregular, and hypervascular hypoechoic tumor
measuring 36 × 22 × 22 mm Fig. 5 Ultrasonography (US). A US image of the breast shows an
ill-defined, irregular, and hypervascular hypoechoic tumor
measuring 36 × 22 × 22 mm Fig. 3 Colonoscopy. Colonoscopy shows swelling and stenosis of
the ascending colon 2016, the patient continued to experience abdominal
pain and vomiting. Abdominal contrast-enhanced CT
was performed again, and it revealed continuous ileus
due to an ileocecal mass; therefore, open ileocecal re-
section was scheduled. With regard to tumor markers,
before operation, the CA125 level was high (141 U/
ml), while the CEA (3.2 ng/ml), CA19-9 (11.4 U/ml),
and AFP (<2.0 ng/ml) levels were normal. The pre-
operative diagnosis was colonic metastasis from breast
carcinoma. mesentery, and throughout the observed area. Biopsies
of the spots were performed simultaneously. A surgical
specimen from the ileocecal region showed a normal
mucosal layer, and a tumor was noted at the submucosal
region. Case presentation Because the tumor involved the entire circumfer-
ence of the intestinal tract and developed in an inward
direction, there was stenosis of the ileocecum. The
tumor size was 3 cm in the longitudinal direction
(Fig. 7a, b). Histological examination revealed invasive
lobular carcinoma (Fig. 8a). The positive rates of estro-
gen receptor, progesterone receptor, human epidermal Open ileocecal resection was performed, and white
spots were noted at the peritoneum, pouch of Douglas, Fig. 4 Hematoxylin and eosin (HE) staining. HE staining of the
biopsy samples obtained during colonoscopy reveals signet ring
cell-like carcinoma
Fig. 6 Hematoxylin and eosin (HE) staining. HE staining of the
biopsy sample of the breast tumor reveals invasive lobular carcinoma Fig. 4 Hematoxylin and eosin (HE) staining. HE staining of the
biopsy samples obtained during colonoscopy reveals signet ring
cell-like carcinoma Fig. 6 Hematoxylin and eosin (HE) staining. HE staining of the
biopsy sample of the breast tumor reveals invasive lobular carcinoma Fig. 4 Hematoxylin and eosin (HE) staining. HE staining of the
biopsy samples obtained during colonoscopy reveals signet ring
cell-like carcinoma Fig. 4 Hematoxylin and eosin (HE) staining. HE staining of the
biopsy samples obtained during colonoscopy reveals signet ring
cell-like carcinoma Fig. 6 Hematoxylin and eosin (HE) staining. HE staining of the
biopsy sample of the breast tumor reveals invasive lobular carcinoma Page 4 of 6 Tsujimura et al. World Journal of Surgical Oncology (2017) 15:124 Page 4 of 6 colonic metastasis from breast carcinoma is extremely
rare, with a frequency of approximately 3% in a review
of the literature [5]. a
b
Fig. 7 Surgical specimen. a A surgical ileocecal specimen shows a
normal mucosal layer. The tumor involves the entire circumference
of the intestinal tract and develops in an inward direction. The
tumor size is 3 cm in the longitudinal direction. b A surgical
ileocecal specimen shows a tumor in the submucosal region a a In the present case, there was continuous ileus due to
an ileocecal mass, and open ileocecal resection was per-
formed. Before the operation, PET-CT was useful for
preoperative diagnosis, and the preoperative diagnosis
was colonic metastasis from breast carcinoma. Gener-
ally, FDG-PET-CT is not recommended as the primary
diagnostic procedure in breast cancer. Its sensitivity
ranges from 48 to 96% and specificity from 73 to 100%. However, it has the potential to be useful for the detec-
tion of distant metastases. Case presentation In such a case, its sensitivity
has been reported to range from 80 to 100% and specifi-
city from 75 to 100% [6]. In another report, for detecting
distant metastatic disease, the sensitivity and specificity
of FDG-PET-CT were shown to be greater than the sen-
sitivity and specificity of conventional imaging [7]. How-
ever, FDG-PET-CT is not suitable for the detection of
primary tumors owing to its low sensitivity for tumors
measuring 0–10 mm [6]. In this case, we performed
PET-CT to further investigate a tumor in the ascending
colon that was identified using abdominal contrast-
enhanced CT. As mentioned previously, PET-CT is not
recommended as a primary diagnostic procedure in
breast cancer. However, in this case, as distant metasta-
sis was noted and the primary breast cancer was rela-
tively large, we could make a preoperative diagnosis of
colonic metastasis from breast carcinoma. b
Fig. 7 Surgical specimen. a A surgical ileocecal specimen shows a
normal mucosal layer. The tumor involves the entire circumference
of the intestinal tract and develops in an inward direction. The
tumor size is 3 cm in the longitudinal direction. b A surgical
ileocecal specimen shows a tumor in the submucosal region b Fig. 7 Surgical specimen. a A surgical ileocecal specimen shows a
normal mucosal layer. The tumor involves the entire circumference
of the intestinal tract and develops in an inward direction. The
tumor size is 3 cm in the longitudinal direction. b A surgical
ileocecal specimen shows a tumor in the submucosal region In this case, histological examination revealed invasive
lobular carcinoma. Among the different histological
types of breast carcinoma, it has been reported that
lobular carcinoma and mucinous carcinoma metastasize
relatively frequently to the GI tract [3, 8, 9]. One histo-
logical feature of colonic metastasis from breast carcin-
oma is the limited existence in the submucosa, muscles,
and chorionic membrane layer. Especially, the tumor
markedly invades the muscle layer, and the mucosal
layer is normal [8, 10, 11]. As the mucosal layer is nor-
mal, it is essential to perform deep sampling during col-
onoscopy. In this case, biopsy during colonoscopy was
performed thrice; however, a correct pathological diag-
nosis was not obtained. According to our findings, co-
lonic metastasis from breast carcinoma is asymptomatic
in the early stage, and symptoms due to stenosis occur
only in the advanced stage, making early detection diffi-
cult. Case presentation In this case, the tumor size was small in the longi-
tudinal direction, but the tumor involved the entire
circumference of the intestinal tract and developed in an
inward direction. Therefore, there was continuous ileus
due to stenosis of the ileocecum. growth factor receptor 2, and Ki-67 staining were almost
100, 2–3, 0, and 5–10%, respectively (Fig. 8b–e). The
final diagnosis was multiple metastatic breast carcin-
omas, and the TNM classification was T2N1M1 stage
IV. The histological grade of this tumor according to
the
College
of
American
Pathologists
(CAP)
was
grade 2 (score 7). On postoperative day 8, anastomotic leakage oc-
curred, and we performed open drainage and ileos-
tomy. Subsequently, her general condition was good. We started treatment with letrozole. The duration of
hospitalization
was
long,
and
she
was
discharged
1.5 months after open ileocecal resection. At 9 months
after the operation, we continue to administer letro-
zole, and she has stable disease. Submit your next manuscript to BioMed Central
and we will help you at every step: p
Informed consent was obtained from the patient for the publication of this
case report. • We accept pre-submission inquiries
• Our selector tool helps you to find the most relevant journal
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Submit your manuscript at
www.biomedcentral.com/submit
and we will help you at every step: Competing interests
The authors declare that they have no competing interests. Discussion Invasive lobular carcinoma is associated with mucus in
the intracellular region, and the histological features may
indicate signet ring cell-like carcinoma [12]. When GI metastasis from breast carcinoma is relatively rare
and has been reported to occur in 4–18% of dissemi-
nated breast cancer patients [3, 4]. Especially, the rate of Tsujimura et al. World Journal of Surgical Oncology (2017) 15:124 Page 5 of 6 a
b
c
d
e
Fig. 8 (See legend on next page.) a b c c d d e e Tsujimura et al. World Journal of Surgical Oncology (2017) 15:124 Page 6 of 6 (See figure on previous page.)
Fig. 8 Histological examination. The findings of histological examination indicate invasive lobular carcinoma. a Hematoxylin and eosin staining of
the tumor (×400). b Estrogen receptor (ER) staining of the tumor (×200). The positive rate of ER was 100%. c Progesterone receptor (PgR) staining
of the tumor (×400). The positive rate of PgR was 2–3%. d Human epidermal growth factor receptor 2 (Her-2) staining of the tumor (×400). The
positive rate of Her-2 was 0%. E Ki-67 staining of the tumor (×400). The positive rate of Ki-67 was 5–10% analysis of biopsy samples obtained during colonos-
copy reveals signet ring cell-like carcinoma, colonic
metastasis
from
breast
carcinoma
should
be
suspected. With regard to the treatment of colonic
metastasis from breast carcinoma, even though tem-
porizing
treatment,
narrow
colon
is
resected
and
nutritional condition
may
be
improved. Moreover,
treatment
success with chemotherapy and hormo-
notherapy after operation has been reported [13]. Tomishiro Central Hospital, Okinawa, Japan. 3Department of Surgery, Nanbu
Hospital, Okinawa, Japan. Received: 30 March 2017 Accepted: 22 June 2017 Abbreviations
d CT: Computed tomography; ER: Estrogen receptor; FDG: Fluorodeoxyglucose;
GI: Gastrointestinal; HE: Hematoxylin and eosin; Her-2: Human epidermal
growth factor receptor 2; PET-CT: Positron emission tomography-computed
tomography; PgR: Progesterone receptor; SUVmax: Maximum standardized
uptake value; US: Ultrasonography. 7. Constantinidou A, Martin A, Sharma B, Johnston SRD. Positron emission
tomography/computed tomography in the management of recurrent/
metastatic breast cancer: a large retrospective study from the Royal
Marsden Hospital. Ann Oncol. 2011;22:307–14. 7. Constantinidou A, Martin A, Sharma B, Johnston SRD. Positron emission
tomography/computed tomography in the management of recurrent/
metastatic breast cancer: a large retrospective study from the Royal
Marsden Hospital. Ann Oncol. 2011;22:307–14. Marsden Hospital. Ann Oncol. 2011;22:307–14. 8. Koos L, Field RE. Metastatic carcinoma of breast simulating Crohn’s disease. Int Surg. 1979;65:359–62. 8. Koos L, Field RE. Metastatic carcinoma of breast simulating Crohn’s disease. Int Surg. 1979;65:359–62. References
Dh
S 1. Dhar S, Kulaylat MN, Gordon K, Lall P, Doerr RJ. Solitary papillary breast
carcinoma metastasis to the large bowel presenting as primary
coloncarcinoma: case report and review of the literature. Am Surg. 2003;69
799–803. 2. Law WL, Chu KW. Scirrhous colonic metastasis from ductal carcinoma of the
breast: report of a case. Dis Colon Rectum. 2003;46:1424–7. Conclusions 3. Cormier WJ, Gaffey TA, Welch JM, Welch JS, Edmonson JH. Linitis plastica
caused by metastatic lobular carcinoma of the breast. Mayo Clin Proc. 1980;
55:747–53. PET-CT may be useful in the diagnosis of metastatic
breast cancer. When analysis of biopsy samples obtained
during colonoscopy reveals signet ring cell-like carcin-
oma, the possibility of breast cancer as the primary
tumor should be considered. 4. Taal BG, den Hartog Jager FCA, Steinmetz R, Peterse H. The spectrum of
gastrointestinal metastases of breast carcinoma: II. The colon and rectum. Gastrointest Endosc. 1992;38:136–41. 4. Taal BG, den Hartog Jager FCA, Steinmetz R, Peterse H. The spectrum of
gastrointestinal metastases of breast carcinoma: II. The colon and rectum. Gastrointest Endosc. 1992;38:136–41. 5. Klein MS, Sherlock P. Gastric and colonic metastases from breast cancer. Am
J Dig Dis. 1972;17:881–6. 6. Warning K, Hildebrandt MG, Kristensen B, Ewertz M. Utility of 18FDG-PET/CT
in breast cancer diagnostics–a systematic review. Dan Med Bull. 2011;58:
A4289. Acknowledgements
W
f ll
k
l We gratefully acknowledge the advice and support of Dr. Takayoshi Toda and
Ms. Shoko Nakaema. We would like to thank Editage (http://www.editage.jp/)
for English language editing. 9. Fayemi AO, Ali M, Braun EV. Metastatic carcinoma simulating linitis plastica
of the colon. Am J Gastroenterolo. 1979;71:311–4. We gratefully acknowledge the advice and support of Dr. Takayoshi Toda and
Ms. Shoko Nakaema. We would like to thank Editage (http://www.editage.jp/)
for English language editing. 10. Weisberg A. Metastatic adenocarcinoma of the breast masquerading as
Crohn’s disease of the colon. American J Proctol Gastro. 1982;33:10. Ethics approval and consent to participate Ethics approval and consent to participate
Approval for the study was obtained from the institutional review board of
Tomishiro Central Hospital. Funding 11. Rabau MY, Alon RJ, Werbin N, Yossipov Y. Colonic metastases from lobular
carcinoma of the breast. Dis Colon Rectum. 1988;31:401–2. Funding
The authors declare that there was no funding for this case report. Funding
The authors declare that there was no funding for this case report. carcinoma of the breast. Dis Colon Rectum. 1988;31:401–2. 12. Livolsi VA. Signet ring carcinoma of the female breast: a clinicopathologic
analysis of 24 cases. Cancer. 1981;48:1830–7. 12. Livolsi VA. Signet ring carcinoma of the female breast: a clinicopathologic
analysis of 24 cases. Cancer. 1981;48:1830–7. Availability of data and materials
We do not wish to share our patient data. Because this is a case report and
privacy of this participant should be protected. Availability of data and materials Availability of data and materials
We do not wish to share our patient data. Because this is a case report and
privacy of this participant should be protected. Availability of data and materials
We do not wish to share our patient data. Because this is a case report and
privacy of this participant should be protected. 13. Clavien PA, Laffer U, Torhost J, Harder F. Gastro-intestinal metastases as first
clinical manifestation of the dissemination of a breast cancer. Eur J Surg
Oncol. 1990;16:121–6. 13. Clavien PA, Laffer U, Torhost J, Harder F. Gastro-intestinal metastases as first
clinical manifestation of the dissemination of a breast cancer. Eur J Surg
Oncol. 1990;16:121–6. Authors’ contributions
All authors participated in the treatment of this patient. All authors read and
approved the final manuscript. Authors’ contributions
All authors participated in the treatment of this patient. All authors read and
approved the final manuscript. Publisher’s Note Springer Nature remains neutral with regard to jurisdictional claims in
published maps and institutional affiliations.
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تولید موتانتهای بنفشه آفریقایی (Saintpaulia ionantha) با استفاده از تابش اشعه گاما
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Majallah-i ̒ulūm va funūn-i hastah/ī
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Production of African violet mutants (Saintpaulia ionantha) using gamma radiation A. Sharifi*1, Z. Sargazi Moghaddam2, M. Kharrazi1, A. Khadem1, M. Moradian1
1. Horticultural Plants Biotechnology Department, Industrial Biotechnology Institute, ACECR- Mashhad Branch, P.O.BOX: 917751376, Mashhad - Iran
2. Plant Breeding and Biotechnology, Ferdowsi University of Mashhad, P.O.BOX: 9177948974, Mashhad – Iran Research Article
Received: 19.4.2023, Revised: 29.7.2023, Accepted: 19.9.2023 ﻮﻟﯿﺪ ﺟﻬﺶ
ﯾﺎﻓﺘﻪ
ﻫﺎي ﺑﻨﻔﺸﻪ آﻓﺮﯾﻘﺎﯾﯽ )Saintpaulia ionantha
( ﺑﺎ
اﺳﺘﻔﺎده از ﺗﺎﺑﺶ اﺷﻌﻪ ﮔﺎﻣﺎ ﺗﻮﻟﯿﺪ ﺟﻬﺶ
ﯾﺎﻓﺘﻪ
ﻫﺎي ﺑﻨﻔﺸﻪ آﻓﺮﯾﻘﺎﯾﯽ )Saintpaulia ionantha
( ﺑﺎ
اﺳﺘﻔﺎده از ﺗﺎﺑﺶ اﺷﻌﻪ ﮔﺎﻣﺎ
اﺣﻤﺪ ﺷﺮﯾﻔﯽ
*1
، زﻫﺮا ﺳﺮﮔﺰي ﻣﻘﺪم2، ﻣﻬﺪﯾﻪ ﺧﺮازي1
، آزاده ﺧﺎدم1، ﻣﺮﯾﻢ ﻣﺮادﯾﺎن1
1
،. ﮔﺮوه ﺑﯿﻮﺗﮑﻨﻮﻟﻮژي ﮔﯿﺎﻫﺎن ﺑﺎﻏﺒﺎﻧﯽ، ﭘﮋوﻫﺸﮑﺪه ﺑﯿﻮﺗﮑﻨﻮﻟﻮژي ﺻﻨﻌﺘﯽ، ﺟﻬﺎد داﻧﺸﮕﺎﻫﯽ ﺧﺮاﺳﺎن رﺿﻮي
ﺻﻨﺪوق ﭘﺴﺘﯽ:
917751376
، ﻣﺸﻬﺪ
-
اﯾﺮان
2
،. ﺑﯿﻮﺗﮑﻨﻮﻟﻮژي و ﺑﻪ ﻧﮋادي ﮔﯿﺎﻫﯽ، داﻧﺸﮕﺎه ﻓﺮدوﺳﯽ ﻣﺸﻬﺪ
ﺻﻨﺪوق ﭘﺴﺘﯽ:
9177948974
،
ﻣﺸﻬﺪ-
اﯾﺮان
*Email: a-sharifi@jdm.ac.ir
ﻣﻘﺎﻟﻪ
ي ﭘﮋوﻫﺸﯽ
:ﺗﺎرﯾﺦ درﯾﺎﻓﺖ ﻣﻘﺎﻟﻪ30
/1 /
1402
ﺗ
ﺎرﯾﺦ
ﺑﺎز
ﻧﮕﺮي
ﻣﻘﺎﻟﻪ:
7 /5 /
1402
ﺗ
ﺎرﯾﺦ ﭘﺬﯾﺮش ﻣﻘﺎﻟﻪ: 28
/6/
1402 اﯾﻦ ﺗﺤﻘﯿﻖ ﺑﺎ ﻫﺪف ﺑﺮرﺳﯽ اﻣﮑﺎن اﯾﺠﺎد ﺗﻨﻮع و دﺳﺖ
ﯾﺎﺑﯽ ﺑﻪ ژﻧﻮﺗﯿﭗ
ﻫﺎي
ﺟﺪﯾﺪ ﺑﺎ اﺳﺘﻔﺎده از اﺷﻌﻪ ﮔﺎﻣﺎ در ﮐﺸﺖ درون ﺷﯿﺸﻪ
اي
ﮔﯿﺎه ﺑﻨﻔﺸﻪ
آﻓﺮﯾﻘﺎﯾﯽ اﻧﺠﺎم ﺷﺪ. در اﯾﻦ ﺑﺮرﺳﯽ اﺑﺘﺪا رﯾﺰﻧﻤﻮﻧﻪ
ﻫﺎ در ﺷﺮاﯾﻂ اﯾﻦ وﯾﺘﺮو ﮐﺸﺖ و ﺳﭙﺲ ﺑﺎ دُزﻫﺎي ﻣﺨﺘﻠﻒ اﺷﻌﻪ ﮔﺎﻣﺎ ﺗﯿﻤﺎر ﺷﺪﻧﺪ. ﻧﺘﺎﯾﺞ ﻧﺸﺎن داد
ﮐﻪ اﻓﺰاﯾﺶ دُز اﺷﻌﻪ ﮔﺎﻣﺎ ﺳﺒﺐ ﮐﺎﻫﺶ درﺻﺪ ﺑﺎززاﯾﯽ رﯾﺰﻧﻤﻮﻧﻪ
ﻫﺎ، ﺗﻌﺪاد ﮔﯿﺎﻫﭽﻪ ﺑﺎززا ﺷﺪه و ﺗﻌﺪاد ﺑﺮگ آن
ﻫﺎ ﺷﺪ. ﻫﻢ
ﭼﻨﯿﻦ ا
ﻓﺰاﯾﺶ دُز اﺷﻌﻪ
ﮔﺎﻣﺎ ﺳﺒﺐ اﻓﺰاﯾﺶ ﺗﻨﻮع و ﺗﻐﯿﯿﺮات ﻣﻮرﻓﻮﻟﻮژﯾﮏ در ﮔﯿﺎﻫﺎن ﺑﺎززا ﺷﺪه ﮔﺮدﯾﺪ. ﺑﻪ
ﻃﻮري ﮐﻪ در ﺑﺮگ
ﻫﺎ ﺗﻐﯿﯿﺮ رﻧﮓ، ﺷﮑﻞ، اﻧﺪازه و ﭘﯿﭽﺶ ﻣﺸﺎﻫﺪه
ﺷﺪ و ﺑﺮﺧﯽ ﮔﻞ
ﻫﺎ ﮐﻢ ﭘَﺮ ﺷﺪﻧﺪ و ﯾﺎ ﺗﻐﯿﯿﺮ ﺷﮑﻞ ﯾﺎﻓﺘﻨﺪ. ارزﯾﺎﺑﯽ ﺗﻨﻮع ژﻧﺘﯿﮑﯽ ﻧﻤﻮﻧﻪ
ﻫﺎي ﺗﯿﻤﺎر ﺷﺪه ﺑﺎ اﺳﺘﻔﺎده از ﻧﺸﺎﻧﮕﺮ ISSR
و8
آﻏﺎزﮔﺮ در
اﻧﺠﺎم واﮐﻨﺶ PCR
اﻧﺠﺎم ﺷﺪ ﮐﻪ در ﻣﺠﻤﻮع71
ﺑﺎﻧﺪ ﻗﺎﺑﻞ اﻣﺘﯿﺎزدﻫﯽ اﯾﺠﺎد ﺷﺪ. ﺑﺮرﺳﯽ
دﻧﺪروﮔﺮام
ﺣﺎﺻﻞ
از
ﺗﺠﺰﯾﻪ ﺧﻮﺷﻪ
اي
ﺑﺎ
اﺳﺘﻔﺎده
از
ﺿﺮﯾﺐ
ﺗﺸﺎﺑﻪ
ﺟﺎﮐﺎرد و روش
اﻟﮕﻮرﯾﺘﻢ UPGMA
ﺗﻨﻮع
ﺑﺎﻻﯾﯽ
ﺑﯿﻦ در را
ﻧﻤﻮﻧﻪ
ﻫﺎي
ﻣﻮرد
ﺑﺮرﺳﯽ
ﻧﺸﺎن
. داد
ﺟﻬﺶ
ﯾﺎﻓﺘﻪ
ﻫﺎي اﯾﺠﺎد ﺷﺪه ﺑ
ﺎ ﯾﮏ
ﺳﻄﺢ ﺗﯿﻤﺎر در ﺳﻄﺢ ﺗﺸﺎﺑﻪ 51
/0
درﺻﺪ ﺑﻪ4
ﮔﺮوه اﺻﻠﯽ ﺗﻘﺴﯿﻢ
ﺑﻨﺪي ﺷﺪﻧﺪ و داﻣﻨﻪ ﺗﺸﺎﺑﻪ ژﻧﺘﯿﮑﯽ از 98
/0
-
45
/0
ﻣﺘﻐﯿﺮ ﺑﻮد. در ﻧﻬﺎﯾﺖ5
ﺟﻬﺶ
ﯾﺎﻓﺘﻪ ﺣﺎﺻﻞ از دُزﻫﺎي ﻣﺨﺘﻠﻒ اﺷﻌﻪ ﮔﺎﻣﺎ ﺑﺎ ﻣﻘﺎﯾﺴﻪ ﺗﻐﯿﯿﺮات ﻣﻮرﻓﻮﻟﻮژﯾﮑﯽ و ﻣﻮﻟﮑﻮﻟﯽ ﻣﻮرد ﺗﺄﯾﯿﺪ ﻗﺮار ﮔﺮﻓﺖ. ﻧﺘﺎﯾﺞ اﯾﻦ ﺗﺤﻘﯿﻖ ﻧﺸﺎن داد
ﮐﻪ ﻣﯽ
ﺗﻮان از ﺗﺎﺑﺶ ﮔﺎﻣﺎ و اﻟﻘﺎي ﺗﻨﻮع در ﺷﺮاﯾﻂ ﮐﺸﺖ ﺑﺎﻓﺖ ﺑﻪ ﻋﻨﻮان راﻫﺒﺮدي ﻣﻨﺎﺳﺐ ﺟﻬﺖ اﻓﺰاﯾﺶ ﺗﻨﻮع در اﯾﻦ ﮔﯿﺎه اﺳﺘﻔﺎده ﻧﻤﻮد
. Journal of Nuclear Science, Engineering and Technology
Vol. 45 (4), Serial Number 109, 2024 1 .
ﻣﻘﺪﻣﻪ اﺻﻼح ﺟﻬﺶ
زا در ﮔﯿﺎﻫﺎن ﺑﻪ ﻋﻨﻮان ﯾﮑﯽ از راه
ﻫﺎي اﻓﺰاﯾﺶ ﺗﻨﻮع
در ﺟﻤﻌﯿﺖ
ﻫﺎي اﺻﻼح
ﺷﺪه از ﻃﺮﯾﻖ ﺗﻼﻗﯽ ﻣﯽ
ﺑﺎﺷﺪ
]1
[
. ﺟﻬﺶ
در ﮔﯿﺎﻫﺎن ﺑﻪ دو ﺻﻮرت ﺧﻮدﺑﻪ
ﺧﻮدي و ﯾﺎ ﺑﺎ اﺳﺘﻔﺎده از
ﻋﻮاﻣﻞ
ﺟﻬﺶ
زا اﯾﺠﺎد ﻣﯽ
ﺷﻮد ﮐﻪ در اﯾﻦ ﻣﯿﺎن، ﭘﺎﯾﯿﻦ ﺑﻮدن ﻧﺮخ ﺟﻬﺶ
ﻃﺒﯿﻌﯽ ﻣﻨﺠﺮ ﺑﻪ ﻋﺪم ﮐﺎرﺑﺮد اﯾﻦ روش در ﺗﻮﻟﯿﺪ ارﻗﺎم ﮔﯿﺎﻫﯽ
ﺟﺪﯾﺪ ﺷﺪه اﺳﺖ. ﺑﺮرﺳﯽ
ﻫﺎي ﺑﺴﯿﺎري ﺑﻪ ﻣﻨﻈﻮر اﻓﺰاﯾﺶ اﻟﻘﺎي
ﺟﻬﺶ ﺑﺎ ﺑﻪ
ﮐﺎرﮔﯿﺮي ﻋﻮاﻣﻞ ﺟﻬﺶ
زاي ﻣﺨﺘﻠﻒ ﺻﻮرت ﮔﺮﻓﺘﻪ
اﺳﺖ ﮐﻪ ﻧﺘﺎﯾﺞ اﯾﻦ ﺗﺤﻘﯿﻘﺎت ﻧﺸﺎن
دﻫﻨﺪه اﺛﺮ
ﻣﻌﻨﯽ
دار ﮐﺎرﺑﺮد
ﻋﻮاﻣﻞ ﺟﻬﺶ
زا ﺑﺮ اﻟﻘﺎي ﺟﻬﺶ در ﺳﻠﻮل
ﻫﺎي ﮔﯿﺎﻫﯽ اﺳﺖ. از اﯾﻦ
رو در ﺑﺮﻧﺎﻣﻪ
ﻫﺎي اﺻﻼح ﺟﻬﺶ
زا
در ﮔﯿﺎﻫﺎن ﻣﻌﻤﻮﻻً از
ﻋﻮاﻣﻞ ﺟﻬﺶ
زا ﺑﻪ ﻣﻨﻈﻮر اﻟﻘﺎي ﺟﻬﺶ اﺳﺘﻔﺎده ﺷﺪه اﺳﺖ
]2
[ . داوودي
ﻣﺎﻧﻨﺪ
ﻣﻬﻢ
زﯾﻨﺘﯽ
ﮔﯿﺎﻫﺎن
از
ﺑﺮﺧﯽ
در
)Chrysanthemum morifolium
( ﺗﻌﺪاد ﺑﺴﯿﺎر زﯾﺎدي رﻗﻢ
ﺟﻬﺶ
ﯾﺎﻓﺘﻪ ﺑﻪ ﺛﺒﺖ رﺳﯿﺪه اﺳﺖ
]3
،
4
[. ﻫﻢ
ﭼﻨﯿﻦ ﺗﻐﯿﯿﺮ
ﺧﺼﻮﺻﯿﺎت ﺑﺮگ
ﻫﺎ در اﺻﻼح ﺟﻬﺶ
زاي ﮔﯿﺎﻫﺎن زﯾﻨﺘﯽ از ﺟﻤﻠﻪ
ﻟﯿﻠﯿﻮم و داوودي ﺻﻮرت ﮔﺮﻓﺘﻪ اﺳﺖ
]5
،
6
[
. در ﭘﮋوﻫﺸﯽ دﯾﮕﺮ
ﺳﻮاﻧﺴﺮي و ﻫﻤﮑﺎران
]7
[ ﺑﺎ ﭘﺮﺗﻮﺗﺎﺑﯽ رﯾﺰﻧﻤﻮﻧﻪ
ﻫﺎي ﮔﺮه ﮔﯿﺎه
Torenia hybrida
ﺑﻪ ﮔﯿﺎﻫﺎن ﺟﻬﺶ
ﯾﺎﻓﺘﻪ
اي ﺑﺎ ﮔﻞ
ﻫﺎي آﺑﯽ
روﺷﻦ، ﺻﻮرﺗﯽ و ﺻﻮرﺗﯽ روﺷﻦ دﺳﺖ ﯾﺎﻓﺘﻨﺪ در ﺣﺎﻟﯽ ﮐﻪ
ﮔﻞ
ﻫﺎي ﻃﺒﯿﻌﯽ آﺑﯽ
رﻧﮓ ﺑﻮدﻧﺪ. ﮐﺎرﺑﺮد ﺗﮑﻨﯿﮏ
ﻫﺎي اﻟﻘﺎي ﺟﻬﺶ
ﻫﻤﺮاه ﺑﺎ اﻧﺘﺨﺎب ﺑﺮ اﺳﺎس ﻧﺸﺎﻧﮕﺮﻫﺎ، ﺟﻬﺶ
زا
ﻫﺎ را ﮐﺎرﺑﺮدي
ﺗﺮ
ﺧﻮاﻫﺪ ﺳﺎﺧﺖ. در روش
ﻫﺎي ﺟﻬﺶ
زاﯾﯽ در ﺷﺮاﯾﻂ درون
ﺷﯿﺸﻪ
اي
ﻣﯽ
ﺗﻮان ﺑﺎ اﺳﺘﻔﺎده از ﻧﺸﺎﻧﮕﺮﻫﺎي ﻣﺨﺘﻠﻒ ﺑﻪ ﺑﺮرﺳﯽ ﺗﻨﻮع ژﻧﺘﯿﮑﯽ
ﭘﺮداﺧﺘﻪ و اﻧﻮاع ﺟﻬﺶ را ﺷﻨﺎﺳﺎﯾﯽ ﻧﻤﻮد
]8
[. ﻧﺸﺎﻧﮕﺮﻫﺎي
ﻣﻮﻟﮑﻮﻟﯽ
ﯾﮑﯽ
از
اﺑﺰارﻫﺎي ﺑﺴﯿﺎر
ﻣﻬﻢ
ﻗﻮي و
در
زﻣﯿﻨﻪ
ارزﯾﺎﺑﯽ
رواﺑﻂ ﺧﻮﯾﺸﺎوﻧﺪي
ژﻧﺘﯿﮑﯽ،
اﻧﺘﺨﺎب
ﮔﯿﺎﻫﺎن
ﺑﺮﺗﺮ
و
ﺑﺮرﺳﯽ
ﺷﺒﺎﻫﺖ
ﯾﺎ
ﺗﻔﺎوت
ﺑﯿﻦ
ﻧﻤﻮﻧﻪ
ﻫﺎي
ﻣﺨﺘﻠﻒ
ﻣﯽ
ﺑﺎﺷﻨﺪ
]9
[ . 1
ISSR
-
ﻫﺎ ﻧﺸﺎﻧﮕﺮﻫﺎﯾﯽ ﻫﺴﺘﻨﺪ ﮐﻪ ﺗﻮﺳﻂPCR
در ﺣﻀﻮر آﻏﺎزﮔﺮي ﮐﻪ
ﻣﮑﻤﻞ رﯾﺰ ﻣﺎﻫﻮاره ﻫﺪف اﺳﺖ، ﺗﮑﺜﯿﺮ ﻣﯽ
ﺷﻮﻧﺪ. ﻧﺘﺎﯾﺞ ﺗﺤﻘﯿﻘﺎت
ﭘﯿﺸﯿﻦ ﻧﺸﺎن ﻣﯽ
دﻫﺪ ﮐﻪ ﮐﺎرﺑﺮد ﻧﺸﺎﻧﮕﺮ ISSR
ﻣﯽ
ﺗﻮاﻧﺪ ﺑﻪ ﻋﻨﻮان
ﯾﮏ روش ﻣﻔﯿﺪ ﺑﺮاي ارزﯾﺎﺑﯽ ﺳﺮﯾﻊ و آﺳﺎن ﺗﻨﻮع ژﻧﺘﯿﮑﯽ ﺑﯿﻦ
وارﯾﺘﻪ
ﻫﺎ در ﮔﯿﺎه داوودي ﻣﺪﻧﻈﺮ ﻗﺮار ﮔﯿﺮد. ﺻﻔﺎت ﻣﻮرﻓﻮﻟﻮژﯾﮑﯽ
ارﻗﺎم ﺟﺪﯾﺪ،
ﺗﻨﻮﻋﯽ را در ﻣﻘﺎﯾﺴﻪ ﺑﺎ واﻟﺪﯾﻦ ﻧﺸﺎن دادﻧﺪ، ﺑﻪ ﻃﻮري
ﮐﻪ ﻇﻬﻮر اوﻟﯿﻦ ﻏﻨﭽﻪ ﮔﻞ و ارﺗﻔﺎع اوﻟﯿﻦ ﻏﻨﭽﻪ ﺟﻬﺶ ﯾﺎﻓﺘﻪ در
ﻣﻘﺎﯾﺴﻪ ﺑﺎ واﻟﺪﯾﻦ ﮐﻢ
ﺗﺮ ﺑﻮد
]10
[
. Abstract Saintpaulia ionantha is an attractive ornamental plant. To induce diversity by creating distinct genotypes
of African violet in vitro Gamma rays were applied as physical and chemical mutagens. Explants were
cultured in MS medium containing 2 mg L-1 BA, 1 mg L-1 NAA, 30g L-1 sucrose, and 7g L-1 agar. After two days they were treated with radiation (0, 20, and 40Gy). The dose of 40Gy reduced explant
regeneration and the number of regenerated plantlets and leaves. This caused enhanced variation and
morphological changes. The leaves' color, shape, and size were modified. Afterward, the genetic diversity
of the mutant plants was investigated with an ISSR marker. Eight primer pairs in PCR amplified different
fragments of genomic DNA. Overall, 71 bands were scored. The dendrogram of cluster analysis using the
Jaccard coefficient and UPGMA algorithm showed high variability. The mutants were divided into 4
groups with a similarity of 0.51%. The genetic similarity coefficient varied between 0.45-0.98 and 6
mutants were introduced based on morphological and molecular variations. The results showed that in
vitro mutagenesis of African violets by gamma radiation is a suitable strategy to increase diversity. Keywords: Diversity, Mutagenesis, Tissue culture, ISSR Keywords: Diversity, Mutagenesis, Tissue culture, ISSR ﻣﺠﻠﻪ ﻋﻠﻮم، ﻣﻬﻨﺪﺳ
ﯽ
و ﻓﻨﺎور
ي
ﻫﺴﺘﻪ
اي
دوره45
، ﺷﻤﺎره3
، ﺟﻠﺪ
109
،
ﭘﺎﯾﯿﺰ1403
، ص66
-
74 Journal of Nuclear Science, Engineering and Technology
Vol. 45 (4), Serial Number 109, 2024, P 66-74 اﺣﻤﺪ ﺷﺮ
ﯾﻔﯽ
، زﻫﺮا ﺳﺮﮔﺰ
ي
ﻣﻘﺪم، ﻣﻬﺪ
ﯾ ﻪ
ﺧﺮاز
ي
، . . . 67 ﮐﺸﻮر را اﯾﺠﺎب ﻣﯽ
ﮐﻨﺪ. از اﯾﻦ
رو ﺑﻪ
ﻧﻈﺮ ﻣﯽ
رﺳﺪ ﺑﺎ ﮐﺎرﺑﺮد ﻋﻮاﻣﻞ
ﺟﻬﺶ
زا در ﮐﺸﺖ ﺑﺎﻓﺖ آن ﺑﺘﻮان اﯾﻦ روش را ﺑﻪ ﻋﻨﻮان ﯾﮏ
راﻫﺒﺮد ﮐﻮﺗﺎه
ﻣﺪت ﺑﺮاي ﺗﻮﻟﯿﺪ ﺗﻨﻮع ژﻧﺘ
ﯿﮑﯽ ﻣﻮرد ﺗﻮﺟﻪ ﻗﺮار داد و
از آن در ﺑﺮﻧﺎﻣﻪ
ﻫﺎي اﺻﻼﺣﯽ اﺳﺘﻔﺎده ﮐﺮد. ﻟﺬا اﯾﻦ ﺗﺤﻘﯿﻖ ﺑﺎ
ﻫﺪف ﺑﺮرﺳﯽ اﻣﮑﺎن اﯾﺠﺎد ﺗﻨﻮع در ﺻﻔﺎت و دﺳﺖ
ﯾﺎﺑﯽ ﺑﻪ
ژﻧﻮﺗﯿﭗ
ﻫﺎي ﺟﺪﯾﺪ ﺑﺎ ﻓﻨﻮﺗﯿﭗ ﻣﺘﻔﺎوت ﺑﺎ اﺳﺘﻔﺎده از ﺟﻬﺶ
زا
ﻫﺎي
ﻓﯿﺰﯾﮑﯽ در ﮐﺸﺖ درون
ﺷﯿﺸﻪ
اي و ﮐﺎرﺑﺮد ﻧﺸﺎﻧﮕﺮﻫﺎي ﻣﻮﻟﮑﻮﻟﯽ،
در ﮔﯿﺎه ﺑﻨﻔﺸ
ﻪ آﻓﺮﯾﻘﺎﯾﯽ )Saintpaulia ionantha
( اﻧﺠﺎم
ﮔﺮﻓﺖ. 1 .
ﻣﻘﺪﻣﻪ ﺑﺎ ﺗﻮﺟﻪ ﺑﻪ ﻣﻮارد ﮔﻔﺘﻪ ﺷﺪه و
ﺑﺎزارﭘﺴﻨﺪي و ارزش ﺗﺠﺎري ﮔﯿﺎه ﺑﻨﻔﺸﻪ آﻓﺮﯾﻘﺎﯾﯽ ﺑﻪ ﻋﻨﻮان ﯾﮏ
ﮔﯿﺎه زﯾﻨﺘﯽ ﮔﻠﺪاﻧﯽ، ﻧﯿﺎز ﺑﺮاي ﺗﺤﻘﯿﻖ در ﺧﺼﻮص ﺑﺮﻧﺎﻣﻪ
ﻫﺎي
اﺻﻼﺣﯽ ﻣﻨﺴﺠﻢ ﺑﺮاي ﻣﻌﺮﻓﯽ ارﻗﺎم ﺟﺪﺑﺪ ﺑﻨﻔﺸﻪ آﻓﺮﯾﻘﺎي در
1 Inter Simple Sequence Repeats 2. ﻣﻮاد و روش
ﻫﺎ 2.1 ﺗﻬﯿﻪ رﯾﺰﻧﻤﻮﻧﻪ و اﻋﻤﺎل ﺟﻬﺶ
در اﯾﻦ ﺗﺤﻘﯿﻖ از ﮔﯿﺎه ﺑﻨﻔﺸﻪ آﻓﺮﯾﻘﺎﯾﯽ رﻗﻢRococo
اﺳﺘﻔﺎده
ﺷﺪ. رﯾﺰﻧﻤﻮﻧﻪ
ﻫﺎي ﺑﺮگ، دﻣﺒﺮگ و ﮔﯿﺎﻫﭽﻪ
ﻫﺎي اﺳﺘﺮﯾﻞ در
ﻣﺤﯿﻂ ﮐﺸﺖ MS
ﺣﺎوي2
ﻣﯿﻠﯽ
ﮔﺮم در ﻟﯿﺘﺮ BA
،
2
/0
ﻣﯿﻠﯽ
ﮔﺮم در ﻟﯿﺘﺮ NAA
ﮐﺸﺖ ﺷﺪه و دو روز ﭘﺲ از ﮐﺸﺖ اوﻟﯿﻪ
ﺑﺎ دُزﻫﺎ
ي ° ،
20
و40
ﮔﺮي اﺷﻌﻪ ﮔﺎﻣﺎ ﻧﺎﺷﯽ از ﮐﺒﺎﻟﺖ60
ﺗﯿﻤﺎر
ﺷﺪﻧﺪ. ﭘﺲ از ﺗﯿﻤﺎر، رﯾﺰﻧﻤﻮﻧﻪ
ﻫﺎ ﺑﻪ اﺗﺎق رﺷﺪ ﺑﺎ ﺷﺮاﯾﻂ ﻧﻮري
16
ﺳﺎﻋﺖ ﻧﻮر ﺑﻪ ﻫﻤﺮاه8
ﺳﺎﻋﺖ ﺗﺎرﯾﮑﯽ ﺑﺎ ﺷﺪت ﻧﻮر
30
ﻣﯿﮑﺮوﻣﻮل ﺑﺮ ﻣﺘﺮ ﻣﺮﺑﻊ ﺑﺮ ﺛﺎﻧﯿﻪ و دﻣﺎي1
±
25
درﺟﻪ ﺳﺎﻧﺘﯽ
ﮔﺮاد
ﻣﻨﺘﻘﻞ ﺷﺪﻧﺪ. ﺑﺮاي ﻫﺮ ﯾﮏ از ﺗﯿﻤﺎرﻫﺎ، 3
ﺗﮑﺮار و در ﻫﺮ ﺗﮑﺮار25
ﻧﻤﻮﻧﻪ در ﻧﻈﺮ ﮔﺮﻓﺘﻪ ﺷﺪ. واﮐﺸﺖ رﯾﺰﻧﻤﻮﻧﻪ
ﻫﺎ ﺑﻪ ﻓﺎﺻﻠﻪ ﻫﺮ 4
ﻫﻔﺘﻪ
ﯾﮑﺒﺎر در ﻣﺤﯿﻂ ﮐﺸﺖ ﻣﺸﺎﺑﻪ اﻧﺠﺎم ﺷﺪ. ﺑﻌﺪ از ﮔﺬﺷﺖ 60
روز از
اﻋﻤﺎل ﺗﯿﻤﺎر، ﺻﻔﺎت درﺻﺪ زﻧﺪه
ﻣﺎﻧﯽ و ﺗﻌﺪاد ﮔﯿﺎﻫﭽﻪ ﺑﺎززا ﺷﺪه
اﻧﺪ
ازه
ﮔﯿﺮي ﺷﺪ. ﺑﻪ ﻣﻨﻈﻮر ﺳﺎزﮔﺎري ﺑﺎ ﻣﺤﯿﻂ ﮔﻠﺨﺎﻧﻪ،
ﮔﯿﺎﻫﭽﻪ
ﻫﺎي رﯾﺸﻪ
دار ﺷﺪه ﺑﻪ ﺑﺴﺘﺮ ﮐﺸﺖ ﮐﻮﮐﻮﭘﯿﺖ و ﭘﺮﻟﯿﺖ ﺑﻪ
ﻧﺴﺒﺖ ﻣﺴﺎوي )1:1
( اﻧﺘﻘﺎل داده ﺷﺪﻧﺪ و30
روز ﭘﺲ از
ﺳﺎزﮔﺎري وزن ﺗﺮ ﮔﯿﺎﻫﭽﻪ
ﻫﺎ و ﺗﻌﺪاد ﺑﺮگ ﻣﻮرد ارزﯾﺎﺑﯽ ﻗﺮار
ﮔﺮﻓﺖ. 45
روز ﭘﺲ از زﻣﺎن ﮔﻞ
دﻫﯽ ﻧﯿﺰ ﮔﯿﺎﻫﺎﻧﯽ ﮐﻪ ﻧﺴﺒﺖ
ﺑﻪ
ﺷﺎﻫﺪ ﺗﻐﯿﯿﺮات ﻓﻨﻮﺗﯿﭙﯽ ﻧﺸﺎن دادﻧﺪ اﻧﺘﺨﺎب ﺷﺪه و از ﻧﻈﺮ ﺻﻔﺎت
ﻣﻮرﻓﻮﻟﻮژﯾﮑﯽ ﺷﺎﻣﻞ ﺗﻌﺪاد ﺑﺮگ، ﺳﻄﺢ ﺑﺮگ ﺑﺰرگ
ﺗﺮﯾﻦ ﺑﺮگ،
ﻃﻮل دﻣﺒﺮگ ﺑﺰرگ
ﺗﺮﯾﻦ ﺑﺮگ، ﺗﻌﺪاد ﮔﻞ
آذﯾﻦ، ﺗﻌﺪاد ﮔﻞ در ﻫﺮ
ﮔﻞ
آذﯾﻦ، ﺗﻌﺪاد ﮔﻠﺒﺮگ در ﻫﺮ ﮔﻞ، اﻧﺪازه ﺑﺰرگ
ﺗﺮﯾﻦ ﮔﻞ، ﺗﻌﺪاد
ﭘﺮﭼﻢ در ﮔﻞ ﻣﻮرد ارزﯾﺎﺑﯽ ﻗﺮار ﮔﺮﻓ
ﺘﻨﺪ. Journal of Nuclear Science, Engineering and Technology
Vol. 45 (4), Serial Number 109, 2024, P 66-74
2.2 ﺑﺎززاﯾﯽ ﻣﺠﺪد ﻓﺮم
ﻫﺎي ﺟﻬﺶ ﯾﺎﻓﺘﻪ و ﻣﺸﺎﻫﺪه ﺗﻐﯿﯿﺮات ﻓﻨﻮﺗﯿﭙﯽ
در آن
ﻫﺎ
ﺑﻪ ﻣﻨﻈﻮر ارزﯾﺎﺑﯽ ﻣﯿﺰان ﺛﺒﺎت ژﻧﺘﯿﮑﯽ ﻓﺮم
ﻫﺎي ﺟﻬﺶ ﯾﺎﻓﺘﻪ
اﻧﺘﺨﺎﺑﯽ، از آن
ﻫﺎ ﻧﻤﻮﻧﻪ ﺑﺮﮔﯽ ﺗﻬﯿﻪ ﺷﺪ و ﻫﻤﺎﻧﻨﺪ آزﻣﺎﯾﺶ ﻗﺒﻞ
ﻣﺮاﺣﻞ ﺿﺪﻋﻔﻮﻧﯽ ﺳﻄﺤﯽ، ﺑﺎززاﯾﯽ، ﺗﮑﺜﯿﺮ و ﺳﺎزﮔﺎري رﯾﺰﻧﻤﻮﻧﻪ
ﻫﺎ
اﻧﺠﺎم ﺷﺪ. ﭘﺲ ا
ز ﮔﺬﺷﺖ 60
روز
از ﺳﺎزﮔﺎري، اﯾﻦ ﮔﯿﺎﻫﺎن از ﻧﻈﺮ 1. Inter Simple Sequence Repeats ﻣﺠﻠﻪ ﻋﻠﻮم، ﻣﻬﻨﺪﺳ
ﯽ
و ﻓﻨﺎور
ي
ﻫﺴﺘﻪ
اي
دوره45
، ﺷﻤﺎره3
، ﺟﻠﺪ109
،
ﭘﺎﯾﯿﺰ1403
، ص66
-
74
Sequence Repeats ﺗﻮﻟﯿﺪ ﺟﻬﺶ
ﯾﺎﻓﺘﻪ
ﻫﺎي ﺑﻨﻔﺸﻪ آﻓﺮﯾﻘﺎﯾﯽ )Saintpaulia ionantha
(
. . . 68 ﭘﺎراﻣﺘﺮﻫﺎي ﻣﻮرﻓﻮﻟﻮژﯾﮑﯽ ﺷﺎﻣﻞ ﺗﻌﺪاد ﺑﺮگ، ﻣﯿﺎﻧﮕﯿﻦ ﻃﻮل
دﻣﺒﺮگ
ﻫﺎ، ﻣﺠﻤﻮع ﺳﻄﺢ ﺑﺮگ و ﻣﯿﺰان ﺳﻄﺢ ﻓﺘﻮﺳﻨﺘﺰﮐﻨﻨﺪه
ﻣﻮﺟﻮد در ﺑﺮگ
ﻫﺎ ﻣﻮرد ارزﯾﺎﺑﯽ ﻗﺮار ﮔﺮﻓﺘﻨﺪ. 2. ﻣﻮاد و روش
ﻫﺎ ﺻﻔﺎت ﻣﺠﻤﻮع ﺳﻄﺢ
ﺑﺮگ و ﻣﯿﺰان ﺳﻄﺢ ﻓﺘﻮﺳﻨﺘﺮﮐﻨﻨﺪه ﻣﻮﺟﻮد در ﺑﺮگ
ﻫﺎ ﺑﺎ اﺳﺘﻔﺎده
از ﺗﮑﻨﯿﮏ آﻧﺎﻟﯿﺰ ﺗﺼﻮﯾﺮ و ﺗﻮﺳﻂ ﻧﺮم
اﻓﺰار آﻧﺎﻟﯿﺰ ﺗﺼﻮﯾﺮ ImageJ
اﻧﺠﺎم ﺷﺪ
]11
[. اﻧﺪازه
ﮔﯿﺮي ﻣﯿﺰان ﮐﻠﺮوﻓﯿﻞ ﻧﯿﺰ ﺑﺎ اﺳﺘﻔﺎده از
روش ﻟﯿﭽﺘﻨﺴﺎﻟﺮ و ﺑﻮﺷﻤﻦ
]12
[
اﻧﺠﺎم ﺷﺪ. ﺑﺮاي ﻫﺮ ﻧﻤﻮﻧﻪ ﺟﻬﺶ
ﯾﺎﻓﺘﻪ ﭼﻬﺎر ﺗﮑﺮار در ﻧﻈﺮ ﮔﺮﻓﺘﻪ ﺷﺪ و ﻣﻘﺎﯾﺴﻪ ﻣﯿﺎﻧﮕﯿﻦ
ﻫﺎ در ﻃﺮح
آزﻣﺎﯾﺸﯽ ﻓﺎﮐﺘﻮرﯾﻞ ﺗﺼﺎدﻓﯽ ﺑﺮاﺳﺎس ﭼﻬﺎر ﺗﮑﺮار ﻣﻮرد ارزﯾﺎﺑﯽ
ﻗﺮار ﮔﺮﻓﺖ. 3. ﻧﺘﺎﯾﺞ و ﺑﺤﺚ
ﻃﺒﻖ ﻧﺘﺎﯾﺞ ﺑﻪ دﺳﺖ آﻣﺪه ﺣﺎﺻﻞ از ﺗﺠﺰﯾﻪ وارﯾﺎﻧﺲ، ارﺗﺒﺎط
ﻣﺘﻘﺎﺑﻞ دُز اﺷﻌﻪ ﺑﺎ ﻧﻮع رﯾﺰﻧﻤﻮﻧﻪ ﺑﺮاي ﻋﺎﻣﻞ درﺻﺪ زﻧﺪه
ﻣﺎﻧﯽ
رﯾﺰﻧﻤﻮﻧﻪ
ﻫﺎ در ﺳﻄﺢ ﭘﻨﺞ درﺻﺪ ﻣﻌﻨﯽ
دار ﺑﻮد و ﻧﺘﺎﯾﺞ ﻣﻘﺎﯾﺴﻪ
ﻣﯿﺎﻧﮕﯿﻦ ﻧﺸﺎن داد ﮐﻪ ﺑﯿﺶ
ﺗﺮﯾﻦ درﺻﺪ زﻧﺪه
ﻣﺎﻧﯽ ﻣﺮﺑﻮط ﺑﻪ
رﯾﺰﻧﻤﻮﻧﻪ
ﻫﺎي ﮔﯿﺎﻫﭽﻪ و دُز ﺗﺎﺑﺶ اﺷﻌﻪ 20
ﮔﺮي و ﮐﻢ
ﺗﺮﯾﻦ
درﺻﺪ زﻧﺪه
ﻣﺎﻧﯽ ﻣﺮﺑﻮط ﺑﻪ رﯾﺰﻧﻤﻮﻧﻪ دﻣﺒﺮگ و دُز ﺗﺎﺑﺶ 40
ﮔﺮي
ﺑﻮد. ﻧﺘﺎﯾﺞ ﺣﺎﺻﻞ از ﺟﺪول ﺗﺠﺰﯾﻪ وا
رﯾﺎﻧﺲ در ﻣﻮرد اﺛﺮات ﻣﺘﻘﺎﺑﻞ
دُزﻫﺎي ﺗﺎﺑﺶ اﺷﻌﻪ و ﻧﻮع رﯾﺰﻧﻤﻮﻧﻪ ﺑﺮاي ﻋﺎﻣﻞ ﻣﯿﺎﻧﮕﯿﻦ ﺗﻌﺪاد
ﮔﯿﺎﻫﭽﻪ در ﺳﻄﺢ ﭘﻨﺞ درﺻﺪ ﻣﻌﻨﯽ
دار ﺑﻮد و ﻣﻘﺎﯾﺴﻪ ﻣﯿﺎﻧﮕﯿﻦ
ﻧﺸﺎن داد ﮐﻪ ﺑﯿﺶ
ﺗﺮﯾﻦ ﺗﻌﺪاد ﮔﯿﺎﻫﭽﻪ ﺗﺸﮑﯿﻞ ﺷﺪه ﻣﺘﻌﻠﻖ ﺑﻪ
رﯾﺰﻧﻤﻮﻧﻪ ﮔﯿﺎﻫﭽﻪ و دُز ﺗﺎﺑﺶ اﺷﻌﻪ 20
ﮔﺮي و ﮐﻢ
ﺗﺮﯾﻦ ﺗﻌﺪاد
ﻣﺮﺑﻮط ﺑﻪ رﯾﺰ
ﻧﻤﻮﻧﻪ دﻣﺒﺮگ در ﻫﺮ ﺳﻪ ﺗﯿﻤﺎر ﺗﺎﺑﺶ ﺑﻮده اﺳﺖ و
ﺑﯿﻦ ﺑﯿﺶ
ﺗﺮﯾﻦ و ﮐﻢ
ﺗﺮﯾﻦ ﺗﻌﺪاد ﮔﯿﺎﻫﭽﻪ آن
ﻫﺎ 66
/
64
درﺻﺪ
ﺗﻔﺎوت ﻣﺸﺎﻫﺪه ﮔﺮدﯾﺪ. 2. 3
ارزﯾﺎﺑﯽ ﺗﻨﻮع ژﻧﺘﯿﮑﯽ ﺑﺎ اﺳﺘﻔﺎده از ﻧﺸﺎﻧﮕﺮ ﻣﻮﻟﮑﻮﻟﯽISSR
از ﺑﺎﻓﺖ ﺑﺮگ ﮔﯿﺎﻫﭽﻪ
ﻫﺎﯾﯽ ﮐﻪ ﺗﻨﻮع ﻣﻮرﻓﻮﻟﻮژﯾﮏ در آن
ﻫﺎ
ﻣﺸﺎﻫﺪه ﺷﺪ و ﻫﻢ
ﭼﻨﯿﻦ ﮔﯿﺎﻫﭽﻪ
ﻫﺎي ﺷﺎﻫﺪ، اﺳﺘﺨﺮاج DNA
ﺑﺎ
اﺳﺘﻔﺎده از دﺳﺘﻮراﻟﻌﻤﻞ اراﺋﻪ ﺷﺪه ﺗﻮﺳﻂ
اوﻧﺎت ﺳﺎﻧﭽﺰ و وﯾﺴﻨﺖ
ﮐﺎرﺑﺎﺟﻮﺳﺎ
]13
[
اﻧﺠﺎم ﺷﺪ. در اﯾﻦ ﺗﺤﻘﯿﻖ8 آﻏﺎزﮔﺮISSR
ﮐﻪ
در ﺗﺤﻘﯿﻘﺎت ﻗﺒﻞ ﺗﻮﺳﻂ
ﻓﺮﺟﺎدي ﺷﮑﯿﺐ و ﻫﻤﮑﺎران
]14
[
ﺑﺮ روي ﺳﺎﯾﺮ ﮔﯿﺎﻫﺎن زﯾﻨﺘﯽ از ﺧﺎﻧﻮاده ﺑﻨﻔﺸﻪ آﻓﺮﯾﻘﺎﯾﯽ
اﺳﺘﻔﺎده ﺷﺪه و ﻧﺘﺎﯾﺞ رﺿﺎﯾﺖ
ﺑﺨﺸﯽ داﺷﺘﻪ
اﻧﺪ اﻧﺘﺨﺎب و ﺗﻮﺳﻂ
ﺷﺮﮐﺖ ﻣﺎﮐﺮوژن ﮐﺮه ﺳﻨﺘﺰ ﺷﺪ. ﺗﻐﯿﯿﺮات ﻣﻮرﻓﻮﻟﻮژﯾﮑﯽ ﻗﺎﺑﻞ ﺗﻮﺟﻬﯽ در ﮔﯿﺎﻫﭽﻪ
ﻫﺎي ﺑﺎززا ﺷﺪه
ﻣﺸﺎﻫﺪه ﺷﺪ ﮐﻪ در ﺑﺮگ
ﮔﯿﺎﻫﭽﻪ
ﻫﺎي ﺗﯿﻤﺎر ﺷﺪه ﺑﻪ آﺳﺎﻧﯽ ﻗﺎﺑﻞ
ﺗﺸﺨﯿﺺ ﺑﻮد و ﺗﻨﻮع ﺧﻮﺑﯽ اﯾﺠﺎد ﮐ
ﺮده ﺑﻮد
)ﺷﮑﻞ 1(
. اﯾﻦ
ﺗﻐﯿﯿﺮات ﻣﻮرﻓﻮﻟﻮژﯾﮑﯽ ﺷﺎﻣﻞ ﺗﻐﯿﯿﺮ رﻧﮓ، ﺷﮑﻞ و ﭘﯿﭽﺶ ﺑﺮگ
ﮔﯿﺎﻫﭽﻪ
ﻫﺎي ﺗﯿﻤﺎر ﺷﺪه و در ﺑﺮﺧﯽ از ﮔﯿﺎﻫﺎن ﺗﻐﯿﯿﺮ در اﻧﺪازه
دﻣﺒﺮگ
ﻧﺴﺒﺖ ﺑﻪ اﻧﺪازه ﻃﺒﯿﻌﯽ آن
ﻫﺎ ﺑﻮد. 2. ﻣﻮاد و روش
ﻫﺎ ﺑﻪ
ﮔﻮﻧﻪ
اي ﮐﻪ ﺑﺎ
اﻓﺰاﯾﺶ دُز اﺷﻌﻪ ﮔﺎﻣﺎ ﺗﺎ ﺳﻄﺢ 40
ﮔﺮي درﺻﺪ ﺑﺮگ
ﻫﺎي ﺗﻐﯿﯿﺮ
ﯾﺎﻓﺘﻪ
اﻓﺰاﯾﺶ ﻗﺎﺑﻞ ﺗﻮﺟﻬﯽ داﺷﺖ. در ﺑﺮرﺳﯽ ﺗﺤﻘﯿﻘﺎت اﻧﺠﺎم
ﺷﺪه ﺗﻮﺳﻂ ﺳﺎﯾﺮ ﻣﺤﻘﻘﺎن ﻣﺸﺨﺺ ﮔﺮدﯾﺪ ﮐﻪ ﺗﻐﯿﯿﺮ ﺧﺼﻮﺻﯿﺎت
ﺑﺮگ
ﻫﺎ در اﺻﻼح ﺟﻬﺸﯽ ﮔﯿﺎﻫﺎن زﯾﻨﺘﯽ ﻋﻤﺪﺗﺎً ﺑﺎ ﻫﺪف ﺗﻐﯿﯿﺮ
اﻧﺪازه ﺑﺮگ
ﻫﺎ و ﻧﯿﺰ اﻓﺰاﯾﺶ ﺗﻨﻮع رﻧﮓ ﺑﺮگ
ﻫﺎ ﺑﻪ
وﯾﮋه در ﮔﯿﺎﻫﺎن
زﯾﻨﺘﯽ ﺻﻮرت ﮔﺮﻓﺘﻪ اﺳﺖ
]15
[. در دُزﻫﺎي ﺧﯿﻠﯽ ﺑﺎﻻ، ﺗﺎﺑﺶ
ﻣﯽ
ﺗﻮاﻧﺪ ﺑﺎ ﺑﺮوز ﺻﺪﻣﺎت اﺑﺘﺪاﯾﯽ، ﺗﻘﺴﯿﻢ ﺳﻠﻮﻟﯽ را ﺑﻪ ﺗﺄﺧﯿﺮ
ﺑﯿﺎﻧﺪازد ﮐﻪ اﯾﻦ اﻣﺮ اﻟﻘﺎي ﺗﻐﯿﯿﺮاﺗﯽ در ﻣﻮرﻓﻮﻟﻮژي ﮔﯿﺎه را ﺑﻪ
ﻫﻤﺮاه ﺧﻮاﻫﺪ داﺷﺖ
] 16
[
،. ﺑﻪ ﻋﻨﻮان ﻣﺜﺎل
وﻧﮓ ﭘﯿﺎﺳﺎﺗﯿﺪ و
ﻫﻤﮑﺎران
] 17
[
در ﺑﺮرﺳﯽ اﺛﺮ اﺷﻌﻪ ﮔﺎﻣﺎ ﺑﺮ ﺗﺸﮑﯿﻞ ﮔﯿﺎﻫﭽﻪ
ﺣﺎﺻﻞ از ﺑﺮگ در ﺑﻨﻔﺸﻪ آﻓﺮﯾﻘﺎﯾﯽ ﻧﺸﺎن دادﻧﺪ ﮐﻪ اﺷﻌﻪ ﮔﺎﻣﺎ
ﺳﺒﺐ اﻓﺰاﯾﺶ ﺑﺮگ
ﻫﺎي ﺗﻐﯿﯿﺮ ﺷﮑﻞ ﯾﺎﻓﺘﻪ ﻣﯽ
ﺷﻮد. ﻣﺎﻧﺪال و
ﻫﻤﮑﺎران
]5
[
ﺑﻪ وﺳﯿﻠﻪ ﮐﺎرﺑﺮد دُزﻫﺎي ﻣﺨﺘﻠﻒ ﺗﺎﺑﺶ ﮔﺎﻣﺎ
)5
/2
-
5
/1
ﮔﺮي(، ﻣﻮﻓﻖ ﺑ
ﻪ ﺗﻮﻟﯿﺪ ﺑﻮﺗﻪ
ﻫﺎي اﺑﻠﻖ داوودي
)C. morifolium( ﺷﺪﻧﺪ. ﻫﻢ
ﭼﻨﯿﻦ ﮔﺰارش ﺷﺪه ﮐﻪ ﺗﻮﻟﯿﺪ
ﮔﯿﺎﻫﺎن داراي ﺑﺮگ
ﻫﺎي ﺑﺎ ﺷﮑﻞ ﺗﻐﯿﯿﺮﯾﺎﻓﺘﻪ و ﻓﺎﻗﺪ رﻧﮓ
داﻧﻪ
ﻫﺎي
ﻓﺘﻮﺳﻨﺘﺰي از ﺟﻤﻠﻪ ﻧﺘﺎﯾﺞ اﻟﻘﺎي ﺟﻬﺶ
ﺑﺮ اﺛﺮ ﺗﺎﺑﺶ ﭘﺮﺗﻮي ﯾﻮﻧﯿﺰه
ﮐﺮﺑﻨﯽ، اﺷﻌﻪ اﯾﮑﺲ و ﮔﺎﻣﺎ ﺑﻪ رﯾﺰﻧﻤﻮﻧﻪ
ﻫﺎي ﺑﺮگ ﮔﯿﺎه ﺑﻨﻔﺸﻪ واﮐﻨﺶ
زﻧﺠﯿﺮه
اي ﭘﻠﯿﻤﺮاز ﺑﺎ اﺳﺘﻔﺎده از 8
آﻏﺎزﮔﺮISSR
و
ﮐﯿﺖ Master Mix PCR
ﺳﺎﺧﺖ ﺷﺮﮐﺖAmpliqon
اﻧﺠﺎم
ﮔﺮﻓﺖ. ﺗﺮﮐﯿﺒﺎت، ﻣﻘﺎدﯾﺮ و ﭼﺮﺧﻪ دﻣﺎﯾﯽ ﻣﻮرد ﻧﯿﺎز PCR
ﺑﺎ
اﺳﺘﻔﺎده از دﺳﺘﻮراﻟﻌﻤﻞ
ﻓﺮﺟﺎدي ﺷﮑﯿﺐ و ﻫﻤﮑﺎران
]14
[ اﻧﺠﺎ
م
ﮔﺮﻓﺖ. ﻣﺤﺼﻮﻻت PCR
ﺑﺎ اﺳﺘﻔﺎده از ژل آﮔﺎرز1
درﺻﺪ در ﺑﺎﻓﺮ
X
5
/0
TBE
ﺑﻪ ﻣﺪت5
/1
ﺳﺎﻋﺖ و ﺑﺎ وﻟﺘﺎژ100
وﻟﺖ ﺑﺎ رﻧﮓ
ﮔﺮﯾﻦ وﯾﻮور )ﺳﺎﺧﺖ ﺷﺮﮐﺖ GenetBio
( اﻟﮑﺘﺮوﻓﻮرز ﺷﺪ و در
ﺗﺮاﻧﺴﻠﻮﻣﯿﻨﺎﺗﻮر
دﺳﺘﮕﺎه
در
ﺑﻨﻔﺶ
ﻣﺎوراء
ﻧﻮر
زﯾﺮ
M
20
Vilber lourmat TCR-
ﻋﮑﺲ
ﺑﺮداري ﺷﺪ. ﺗﺠﺰﯾﻪ
ﺧﻮﺷﻪ
ﺑﺮاي اي
ﺗﻌﯿﯿﻦ
ﺗﺸﺎﺑﻪ
ﺑﯿﻦ ﺟﻬﺶ
ﯾﺎﻓﺘﻪ
ﻫﺎي
ﻣﻮرد
ﻣﻄﺎﻟﻌﻪ
ﺑﺎ
اﻟﮕﻮرﯾﺘﻢ
UPGMA ﻣﺒﺘﻨﯽ ﺑﺮ
ﺿﺮﯾﺐ
ﺗﺸﺎﺑﻪ
ﺟﺎﮐﺎرد
و
ﺗﻌﯿﯿﻦ
ﻫﻤﺒﺴﺘﮕﯽ
ﺑﯿﻦ
ﻣﺎﺗﺮﯾﺲ
ﻫﺎي ﺗﺸﺎﺑﻪ
ﺣﺎﺻﻞ
از
ﺗﺠﺰﯾﻪ
داده
ﻫﺎ، ﺑﺎ اﺳﺘﻔﺎده
ﻧﺮم از
اﻓﺰار NTSYS-pc
ﻧﺴﺨﻪ
02
.2
اﻧﺠﺎم
ﮔﺮﻓﺖ. ﺗﺠﺰﯾﻪ
وارﯾﺎﻧﺲ
ﻣﻮﻟﮑﻮﻟﯽ )AMOVA
( ﺑﻪ
ﻣﻨﻈﻮر ﺗﻔﮑﯿﮏ
وارﯾﺎﻧﺲ
ﻣﻮﻟﮑﻮﻟﯽ
ﺑﻪ ﮐﻞ
وارﯾﺎﻧﺲ
ژﻧﺘﯿﮑﯽ
درون و
ﺑﯿﻦ
ﮔﺮوه
و ﻫﺎ
ﻣﺤﺎﺳﺒﻪ
ﻓﺎﺻﻠﻪ
ژﻧﺘﯿﮑﯽ
ﺑﯿﻦ ﺟﻬﺶ
ﯾﺎﻓﺘﻪ
ﻧﺮم ﺑﺎ ﻫﺎ
اﻓﺰار
Excel
اﻧﺠﺎم
ﮔﺮدﯾﺪ
. 2. ﻣﻮاد و روش
ﻫﺎ اﺛﺮ ﺟﻬﺶ اﻟﻘﺎﯾﯽ ﺑﺮ ﮐﺎﻫﺶ ﻣﯿﺰان رﻧﮓ
داﻧﻪ
ﻫﺎي
ﻓﺘﻮﺳﻨﺘﺰي ﺑﻪ دﻟﯿﻞ اﯾﺠﺎد ﻧﻘﺺ در ژن
ﻫﺎي ﻣﺴﺆل ﺑﯿﻮﺳﻨﺘﺰ
رﻧﮓ
داﻧﻪ
ﻫﺎ، ﺗﺨﺮﯾﺐ ﻣﺴﯿﺮﻫﺎي ﺑﯿﻮﺳﻨﺘﺰي ﺗﻮﻟﯿﺪ رﻧﮓ
داﻧﻪ
ﻫﺎ،
ﺗﺨﺮﯾﺐ ﮐﻠﺮوﭘﻼﺳﺖ و ﻧﯿﺰ ﺗﺠﺰﯾﻪ رﻧﮓ
داﻧﻪ
ﻫﺎي ﻓﺘﻮﺳﻨﺘﺰي
ﻣﯽ
ﺑﺎﺷﺪ
]19
[. ﻣﻨﻈﻮر اﻟﻘﺎي ﺟﻬﺶ در رﯾﺰﻧﻤﻮﻧﻪ
ﻫﺎي ﮔﯿﺎه ﻟﯿﻠﯿﻮم، ﺗﻨﻮع در ﺷﮑﻞ
و ﻣﻮرﻓﻮﻟﻮژي ﮔﻞ
ﻫﺎي ﺟﻬﺶ ﯾﺎﻓﺘﻪ را در ﭘﯽ داﺷﺖ
]6
[ . رﻧﮓ
داﻧﻪ
ﻫﺎ، ﺗﺨﺮﯾﺐ ﻣﺴﯿﺮﻫﺎي ﺑﯿﻮﺳﻨﺘﺰي ﺗﻮﻟﯿﺪ رﻧﮓ
داﻧﻪ
ﻫﺎ،
ﺗﺨﺮﯾﺐ ﮐﻠﺮوﭘﻼﺳﺖ و ﻧﯿﺰ ﺗﺠﺰﯾﻪ رﻧﮓ
داﻧﻪ
ﻫﺎي ﻓﺘﻮﺳﻨﺘﺰي
ﻣﯽ
ﺑﺎﺷﺪ
]19
[. 30
روز ﭘﺲ از ﺳﺎزﮔﺎري ﮔﯿﺎﻫﭽﻪ
ﻫﺎ و
اﻧﺘﻘﺎل ﺑﻪ ﮔﻞ
ﺧﺎﻧﻪ
ﺧﺼﻮﺻﯿﺎت رﺷﺪي ﺷﺎﻣﻞ وزن ﺗﺮ و ﺗﻌﺪاد ﺑﺮگ در ﻫﺮ ﮔﯿﺎﻫﭽﻪ
اﻧﺪازه
ﮔﯿﺮي ﺷﺪ. ﭘﺲ از اﻧﺠﺎم ﺗﺠﺰﯾﻪ و ﺗﺤﻠﯿﻞ آﻣﺎري، ﺗﻔﺎوت
ﻣﻌﻨﯽ
داري ﻣﯿﺎن وزن ﺗﺮ ﻧﻤﻮﻧﻪ
ﻫﺎ در ﺗﯿﻤﺎرﻫﺎ ﻣﺸﺎﻫﺪه ﻧﺸﺪ و
ﻣﯿﺎﻧﮕﯿﻦ وزن ﺗﺮ در ﻧﻤﻮﻧﻪ
ﻫﺎي ﻣﻮرد ﺑﺮرﺳﯽ 65
/1
ﮔﺮم ﺑﻪ دﺳﺖ
آﻣﺪ. در ﺑﺮرﺳﯽ ﻋﺎﻣﻞ ﺗﻌﺪا
د ﺑﺮگ، اﺛﺮ ﻣﻌﻨﯽ
داري در ﺟﺪول ﺗﺠﺰﯾﻪ
وارﯾﺎﻧﺲ ﻣﺸﺎﻫﺪه ﮔﺮدﯾﺪ و ﻧﺘﺎﯾﺞ ﺣﺎﺻﻞ از ﻣﻘﺎﯾﺴﻪ ﻣﯿﺎﻧﮕﯿﻦ
داده
ﻫﺎ ﻧﺸﺎن داد ﮐﻪ ﺑﯿﺶ
ﺗﺮﯾﻦ ﺗﻌﺪاد ﺑﺮگ ﺗﺸﮑﯿﻞ ﺷﺪه
)33
/
10
ﻋﺪد( در رﯾﺰﻧﻤﻮﻧﻪ ﺑﺮگ ﺑﺎ دُز ﺗﺎﺑﺶ اﺷﻌﻪ20
ﮔﺮي و
ﮐﻢ
ﺗﺮﯾﻦ ﺗﻌﺪاد ﺑﺮگ ﺗﺸﮑﯿﻞ ﺷﺪه ﻣﺘﻌﻠﻖ ﺑﻪ رﯾﺰﻧﻤﻮﻧﻪ ﮔﯿﺎﻫﭽﻪ و
ﺷﺎﻫﺪ ﺑﺎ
ﻣﯿﺎﻧﮕﯿﻦ 16
/7
ﺑﺮگ ﺑﻮده اﺳﺖ )ﺷﮑﻞ2
(. در ﻣﻄﺎﻟﻌﻪ
ﺣﺎﺿﺮ ﻣﯿﺰان ﺑﺮگ در ﺷﺎﻫﺪ ﺗﻌﺪاد ﮐﻢ
ﺗﺮي داﺷﺘﻪ اﺳﺖ وﻟﯽ ﺑﺎ
اﻓﺰاﯾﺶ دُز ﺑﻪ 20
ﮔﺮي اﯾﻦ ﺗﻌﺪاد اﻓﺰاﯾﺶ داﺷﺘﻪ و در دُز40
ﮔﺮي روﻧﺪ ﮐﺎﻫﺸﯽ را ﻃﯽ ﮐﺮده اﺳﺖ. اﯾﻦ ﮐﺎﻫﺶ ﻣﯽ
ﺗﻮاﻧﺪ ﺑﻪ
دﻟﯿﻞ ﮐﺎﻫﺶ ﺗﻘﺴﯿﻢ ﺳﻠﻮﻟﯽ در دُزﻫﺎي ﺑﺎﻻﺗﺮ اﺷﻌﻪ ﮔﺎﻣﺎ ﺑ
ﺎﺷﺪ. ﺗﻘﺴﯿﻢ ﺳﻠﻮﻟﯽ ﺑﻬﯿﻨﻪ، ﺑﻪ دﻟﯿﻞ ﻋﻤﻠﮑﺮد ﺑﺎﻻي اﻧﺪاﻣﮏ
ﻫﺎ و
ﻓﺮاﯾﻨﺪﻫﺎي آﻧﺰﯾﻤﯽ اﺳﺖ. ﻫﻢ
ﭼﻨﯿﻦ ﮔﺰارش ﺷﺪه ﮐﻪ ﺗﺠﻤﻊ
ﻧﺸﺎﺳﺘﻪ در ﮐﻠﺮوﭘﻼﺳﺖ و ﻫﻢ
ﭼﻨﯿﻦ آﺳﯿﺐ و ﺧﺴﺎرت ﺑﻪ ﮔﺮاﻧﺎﻫﺎ و
ﺗﯿﻼﮐﻮﺋﯿﺪﻫﺎ ﺳﺒﺐ ﺑﺎزدارﻧﺪﮔﯽ در اﻧﺘﻘﺎل ﮐﺮﺑﻮﻫﯿﺪرات
ﻫﺎ ﺧﻮاﻫﺪ
ﺷﺪ
]20
[ .در ﺑﺮرﺳﯽ
ﻫﺎﯾﯽ ﮐﻪ ﺑﻌﺪ از ﺑﻪ ﮔﻞ رﻓﺘﻦ ﮔﯿﺎﻫﺎن ﺗﯿﻤﺎر
ﺷﺪه ﺑﺎ دُز اﺷﻌﻪ ﮔﺎﻣﺎ در ﮔﻠﺨﺎﻧﻪ اﻧﺠﺎم ﺷﺪ ﺗﻨﻮع ﮐﺎﻣﻼً ﺑﺎرزي در
ﺗﻌﺪادي از ﮔﻞ
ﻫﺎ ﻣﺸﺎﻫﺪه ﺷﺪ ﮐﻪ ﻧﺸﺎن
دﻫﻨﺪه اﺛﺮ ﻣﻌﻨﯽ
دار ﮐﺎرﺑﺮد
ﭘﺮﺗﻮدﻫﯽ
ﺑﺮ ﺗﻨﻮع رﻧﮓ و ﺷﮑﻞ ﮔﻞ در اﯾﻦ ﮔﯿﺎه ﺑﻮد، ﺑﻪ
ﻃﻮري ﮐﻪ
در ﺑﺮﺧﯽ از ﮔﻞ
ﻫﺎ اﻓﺰاﯾﺶ اﻧﺪ
ازه ﮔﻞ، ﮐﺎﻫﺶ ﺗﻌﺪاد ﮔﻠﺒﺮگ،
ﻣﻀﺮس ﺷﺪن ﺣﺎﺷﯿﻪ ﮔﻞ و ﺗﻐﯿﯿﺮ در اﻧﺪازه ﮔﻠﺒﺮگ
ﻫﺎ ﻣﺸﺎﻫﺪه
ﺷﺪ )ﺷﮑﻞ 3(. 2. ﻣﻮاد و روش
ﻫﺎ ﺑ
ﺮاي
ﺗﻌﯿﯿﻦ
ﻗﺪرت
ﺗﻤﺎﯾﺰ
ﻧﺸﺎﻧﮕﺮﻫﺎ
در
ﺟﻬﺶ
ﯾﺎﻓﺘﻪ
از ، ﻫﺎ
ﭘﺎراﻣﺘﺮﻫﺎي
ﻣﯿﺰان
اﻃﻼﻋﺎت ﭼﻨﺪﺷﮑﻞ
PIC اﺳﺘﻔﺎده ﮔﺮدﯾﺪ ﮐﻪ
از
ﻓﺮﻣﻮل 2
q
-
2
P
-
1
PIC=
.ﻣﺤﺎﺳﺒﻪ ﺷﺪ ﻣﺠﻠﻪ ﻋﻠﻮم، ﻣﻬﻨﺪﺳ
ﯽ
و ﻓﻨﺎور
ي
ﻫﺴﺘﻪ
اي
دوره45
، ﺷﻤﺎره3
، ﺟﻠﺪ109
،
ﭘﺎﯾﯿﺰ1403
، ص66
-
74 ﻣﺠﻠﻪ ﻋﻠﻮم، ﻣﻬﻨﺪﺳ
ﯽ
و ﻓﻨﺎور
ي
ﻫﺴﺘﻪ
اي
دوره45
، ﺷﻤﺎره3
، ﺟﻠﺪ109
،
ﭘﺎﯾﯿﺰ1403
، ص66
-
74 اﺣﻤﺪ ﺷﺮ
ﯾﻔﯽ
، زﻫﺮا ﺳﺮﮔﺰ
ي
ﻣﻘﺪم، ﻣﻬﺪ
ﯾ ﻪ
ﺧﺮاز
ي
، . . . ﻣﻨﻈﻮر اﻟﻘﺎي ﺟﻬﺶ در رﯾﺰﻧﻤﻮﻧﻪ
ﻫﺎي ﮔﯿﺎه ﻟﯿﻠﯿﻮم، ﺗﻨﻮع در ﺷﮑﻞ
و ﻣﻮرﻓﻮﻟﻮژي ﮔﻞ
ﻫﺎي ﺟﻬﺶ ﯾﺎﻓﺘﻪ را در ﭘﯽ داﺷﺖ
]6
[ . ﺷﮑﻞ1
. ﺗﻨﻮع ﻣﻮرﻓﻮﻟﻮژﯾﮑﯽ در ﺑﺮگ ﺗﺸﮑﯿﻞ ﺷﺪه در ﮔﯿﺎﻫﭽﻪ ﺳﺎزﮔﺎر ﺷﺪه از
رﯾﺰﻧﻤﻮﻧﻪ
ﻫﺎي ﭘﺮﺗﻮدﯾﺪه اﺷﻌﻪ ﮔﺎﻣﺎ در ﺑﻨﻔﺸﻪ آﻓﺮﯾﻘﺎﯾﯽ. اﻟﻒ( ﺷﺎﻫﺪ، ب( ﻣﻀﺮس
ﺷﺪن ﺑﺮگ، پ( ﭘﯿﭽﯿﺪﮔﯽ ﺑﺮگ ﺑﻪ داﺧﻞ، ت( ﺗﻐﯿﯿﺮ ﺷﮑﻞ ﺑﺮگ، ث( اﺑﻠﻖ
ﺷﺪن ﺟﺰﯾﯽ در ﺑﺮگ، ج( ﮐﺎﻫﺶ ﺳﺎﯾﺰ ﺑﺮگ )ﮐﻮﺗﻮﻟﮕﯽ ﺑﺮگ(، چ( ﮐﻮﺗﻮﻟﮕﯽ
ﻫﻤﺮاه ﺑﺎ ﻣﻀﺮس ﺷﺪن، ح( ﺷﮑﺎف در ﻣﺤﻞ اﺗﺼﺎل دﻣﺒﺮگ ﺑﻪ ﺑﺮگ، خ( ﮐﺸﯿﺪه
ﺷﺪن
دﻣﺒﺮگ و ﺑﺮگ و ﺻﺎف ﺷﺪن ﺑﺮگ و ﻋﺪم ﻣﻀﺮس ﺑﻮدن، د( ﺗﻐﯿﯿﺮ رﻧﮓ
ﺑﺮگ
ﻫﺎ، ذ( زرد ﺷﺪن ﮐﺎﻣﻞ ﺑﺮگ و ر( اﺑﻠﻖ ﺷﺪن ﺑﺨﺸﯽ از ﺑﺮگ. ﺷﮑﻞ2
.ﺗﻌﺪاد ﺑﺮگ ﺗﺸﮑﯿﻞ ﺷﺪه در ﻫﺮ ﮔﯿﺎﻫﭽﻪ ﺳﺎزﮔﺎر ﺷﺪه از رﯾﺰﻧﻤﻮﻧﻪ
ﻫﺎي
ﺑﻨﻔﺸﻪ آﻓﺮﯾﻘﺎﯾﯽ ﺑﻪ ﺗﻔﮑﯿﮏ دز ﺗﺎﺑﺶ )
در ﻫﺮ ﺳﺘﻮن ﻣﯿﺎﻧﮕﯿﻦ
ﻫﺎﯾﯽ ﺑﺎ ﺣﺪاﻗﻞ
ﯾﮏ ﺣﺮف ﻣ
ﺸﺘﺮك، در ﺳﻄﺢ اﺣﺘﻤﺎل
ﭘﻨﺞ درﺻﺪ ﺗﻔﺎوت ﻣﻌﻨﯽ
داري ﻧﺪارﻧﺪ
(. ﺷﮑﻞ3
. ﺗﻨﻮع در ﮔﻞ ﺗﺸﮑﯿﻞ ﺷﺪه ﺑﺮ روي ﻫﺮ ﮔﯿﺎﻫﭽﻪ ﺳﺎزﮔﺎر ﺷﺪه از
رﯾﺰﻧﻤﻮﻧﻪ
ﻫﺎي ﺗﺎﺑﺶ دﯾﺪه اﺷﻌﻪ ﮔﺎﻣﺎ در ﺑﻨﻔﺸﻪ آﻓﺮﯾﻘﺎﯾﯽ. اﻟﻒ( ﺷﺎﻫﺪ، ب(
اﻓﺰاﯾﺶ ﺳﺎﯾﺰ ﮔﻞ، پ و ت( ﮐﺎﻫﺶ ﺗﻌﺪاد و ﻧﺎﻣﺘﻘﺎرن ﺑﻮدن ﺳﺎﯾﺰ ﮔﻠﺒﺮگ، ث(
ﻣﻀﺮس
ﺷﺪنﺣﺎﺷﯿﻪﮔﻠﺒﺮگ، ج(ﮐﺎﻫﺶﺗﻌﺪادﮔﻠﺒﺮگ وﻣﺘﻘﺎرنﺑﻮدنﺳﺎﯾﺰ و 69 اﺣﻤﺪ ﺷﺮ
ﯾﻔﯽ
، زﻫﺮا ﺳﺮﮔﺰ
ي
ﻣﻘﺪم، ﻣﻬﺪ
ﯾ ﻪ
ﺧﺮاز
ي
، . . . آﻓﺮﯾ
ﻘﺎﯾﯽ )S. ionantha( در ﺷﺮاﯾﻂ درون ﺷﯿﺸﻪ
اي ﺑﻮده اﺳﺖ
]14
،
18
[. اﺛﺮ ﺟﻬﺶ اﻟﻘﺎﯾﯽ ﺑﺮ ﮐﺎﻫﺶ ﻣﯿﺰان رﻧﮓ
داﻧﻪ
ﻫﺎي
ﻓﺘﻮﺳﻨﺘﺰي ﺑﻪ دﻟﯿﻞ اﯾﺠﺎد ﻧﻘﺺ در ژن
ﻫﺎي ﻣﺴﺆل ﺑﯿﻮﺳﻨﺘﺰ
رﻧﮓ
داﻧﻪ
ﻫﺎ، ﺗﺨﺮﯾﺐ ﻣﺴﯿﺮﻫﺎي ﺑﯿﻮﺳﻨﺘﺰي ﺗﻮﻟﯿﺪ رﻧﮓ
داﻧﻪ
ﻫﺎ،
ﺗﺨﺮﯾﺐ ﮐﻠﺮوﭘﻼﺳﺖ و ﻧﯿﺰ ﺗﺠﺰﯾﻪ رﻧﮓ
داﻧﻪ
ﻫﺎي ﻓﺘﻮﺳﻨﺘﺰي
ﻣﯽ
ﺑﺎﺷﺪ
]19
[. آﻓﺮﯾ
ﻘﺎﯾﯽ )S. ionantha( در ﺷﺮاﯾﻂ درون ﺷﯿﺸﻪ
اي ﺑﻮده اﺳﺖ
]14
،
18
[. 2. ﻣﻮاد و روش
ﻫﺎ ﺑﺮﺧﯽ از ﮔﯿﺎﻫﭽﻪ
ﻫﺎي داراي ﺗﻐﯿﯿﺮ ﻓﻨﻮﺗﯿﭙﯽ
ﺳﺮﻋﺖ رﺷﺪ ﮐﻢ
ﺗﺮي ﻧﺴﺒﺖ ﺑﻪ ﮔﯿﺎﻫﭽﻪ
ﻫﺎي دﯾﮕﺮ داﺷﺘﻨﺪ
ﺑﻪ
ﻃﻮري ﮐﻪ اﯾﻦ ﺟﻬﺶ ﯾﺎﻓﺘﻪ
ﻫﺎ در زﻣﺎن داده
ﺑﺮداري در ﻓﺎز
ﮔﻞ
دﻫﯽ ﻧﺒﻮدﻧﺪ )ﺟﺪول 1
.( در ﺗﺤﻘﯿﻘﯽ ﮐﻪ
داﺗﺎ و ﻫﻤﮑﺎران
]3
[
ﺑﻪ ﻣﻨﻈﻮر ﺗﻮﻟﯿﺪ ﮔﯿﺎﻫﺎن ﺟﻬﺶ
ﯾﺎﻓﺘﻪ ﭘﺎﯾﺪار ﮔﯿﺎه داوودي اﻧﺠﺎم
دادﻧﺪ، در ﮔﯿﺎﻫﺎن ﺟﻬﺶ
ﯾﺎﻓﺘﻪ ﺣﺎﺻﻞ ﻋﻼوه ﺑﺮ رﻧﮓ، ﺷﮑﻞ ﮔﻞ
ﻫﺎ
ﻧﯿﺰ ﺗﻐﯿﯿﺮ ﯾﺎﻓﺖ، ﺑﻪ
ﻃﻮري ﮐﻪ ﮔﻞ
ﻫﺎي زﺑﺎﻧﻪ
اي ﮔﯿﺎه ﺑﻪ
ﺻﻮرت
ﻟﻮﻟﻪ
اي
ﺗﻐﯿﯿﺮﺷﮑﻞ ﭘﯿﺪا ﮐﺮدﻧﺪ. ﻫﻢ
ﭼﻨﯿﻦ ﺗﺎﺑﺶ ﭘﺮﺗﻮي ﮔﺎﻣﺎ ﺑﻪ Journal of Nuclear Science, Engineering and Technology
Vol 45 (4) Serial Number 109 2024 P 66-74
ﺷﮑﻞ1
. ﺗﻨﻮع ﻣﻮرﻓﻮﻟﻮژﯾﮑﯽ در ﺑﺮگ ﺗﺸﮑﯿﻞ ﺷﺪه در ﮔﯿﺎﻫﭽﻪ ﺳﺎزﮔﺎر ﺷﺪه از
رﯾﺰﻧﻤﻮﻧﻪ
ﻫﺎي ﭘﺮﺗﻮدﯾﺪه اﺷﻌﻪ ﮔﺎﻣﺎ در ﺑﻨﻔﺸﻪ آﻓﺮﯾﻘﺎﯾﯽ. اﻟﻒ( ﺷﺎﻫﺪ، ب( ﻣﻀﺮس
ﺷﺪن ﺑﺮگ، پ( ﭘﯿﭽﯿﺪﮔﯽ ﺑﺮگ ﺑﻪ داﺧﻞ، ت( ﺗﻐﯿﯿﺮ ﺷﮑﻞ ﺑﺮگ، ث( اﺑﻠﻖ
ﺷﺪن ﺟﺰﯾﯽ در ﺑﺮگ، ج( ﮐﺎﻫﺶ ﺳﺎﯾﺰ ﺑﺮگ )ﮐﻮﺗﻮﻟﮕﯽ ﺑﺮگ(، چ( ﮐﻮﺗﻮﻟﮕﯽ
ﻫﻤﺮاه ﺑﺎ ﻣﻀﺮس ﺷﺪن، ح( ﺷﮑﺎف در ﻣﺤﻞ اﺗﺼﺎل دﻣﺒﺮگ ﺑﻪ ﺑﺮگ، خ( ﮐﺸﯿﺪه
ﺷﺪن
دﻣﺒﺮگ و ﺑﺮگ و ﺻﺎف ﺷﺪن ﺑﺮگ و ﻋﺪم ﻣﻀﺮس ﺑﻮدن، د( ﺗﻐﯿﯿﺮ رﻧﮓ
ﺑﺮگ
ﻫﺎ، ذ( زرد ﺷﺪن ﮐﺎﻣﻞ ﺑﺮگ و ر( اﺑﻠﻖ ﺷﺪن ﺑﺨﺸﯽ از ﺑﺮگ. ﺷﮑﻞ2
.ﺗﻌﺪاد ﺑﺮگ ﺗﺸﮑﯿﻞ ﺷﺪه در ﻫﺮ ﮔﯿﺎﻫﭽﻪ ﺳﺎزﮔﺎر ﺷﺪه از رﯾﺰﻧﻤﻮﻧﻪ
ﻫﺎي
ﺑﻨﻔﺸﻪ آﻓﺮﯾﻘﺎﯾﯽ ﺑﻪ ﺗﻔﮑﯿﮏ دز ﺗﺎﺑﺶ )
در ﻫﺮ ﺳﺘﻮن ﻣﯿﺎﻧﮕﯿﻦ
ﻫﺎﯾﯽ ﺑﺎ ﺣﺪاﻗﻞ
ﯾﮏ ﺣﺮف ﻣ
ﺸﺘﺮك، در ﺳﻄﺢ اﺣﺘﻤﺎل
ﭘﻨﺞ درﺻﺪ ﺗﻔﺎوت ﻣﻌﻨﯽ
داري ﻧﺪارﻧﺪ
(. ﺷﮑﻞ3
. ﺗﻨﻮع در ﮔﻞ ﺗﺸﮑﯿﻞ ﺷﺪه ﺑﺮ روي ﻫﺮ ﮔﯿﺎﻫﭽﻪ ﺳﺎزﮔﺎر ﺷﺪه از
رﯾﺰﻧﻤﻮﻧﻪ
ﻫﺎي ﺗﺎﺑﺶ دﯾﺪه اﺷﻌﻪ ﮔﺎﻣﺎ در ﺑﻨﻔﺸﻪ آﻓﺮﯾﻘﺎﯾﯽ. اﻟﻒ( ﺷﺎﻫﺪ، ب(
اﻓﺰاﯾﺶ ﺳﺎﯾﺰ ﮔﻞ، پ و ت( ﮐﺎﻫﺶ ﺗﻌﺪاد و ﻧﺎﻣﺘﻘﺎرن ﺑﻮدن ﺳﺎﯾﺰ ﮔﻠﺒﺮگ، ث(
ﻣﻀﺮس
ﺷﺪن ﺣﺎﺷﯿﻪ ﮔﻠﺒﺮگ، ج( ﮐﺎﻫﺶ ﺗﻌﺪاد ﮔﻠﺒﺮگ و ﻣﺘﻘﺎرن ﺑﻮدن ﺳﺎﯾﺰ و
چ( ﺟﺎﻣﯽ
ﺷﮑﻞ ﺷﺪن ﮔﻞ. ﺷﮑﻞ1
. ﺗﻨﻮع ﻣﻮرﻓﻮﻟﻮژﯾﮑﯽ در ﺑﺮگ ﺗﺸﮑﯿﻞ ﺷﺪه در ﮔﯿﺎﻫﭽﻪ ﺳﺎزﮔﺎر ﺷﺪه از
رﯾﺰﻧﻤﻮﻧﻪ
ﻫﺎي ﭘﺮﺗﻮدﯾﺪه اﺷﻌﻪ ﮔﺎﻣﺎ در ﺑﻨﻔﺸﻪ آﻓﺮﯾﻘﺎﯾﯽ. اﻟﻒ( ﺷﺎﻫﺪ، ب( ﻣﻀﺮس
ﺷﺪن ﺑﺮگ، پ( ﭘﯿﭽﯿﺪﮔﯽ ﺑﺮگ ﺑﻪ داﺧﻞ، ت( ﺗﻐﯿﯿﺮ ﺷﮑﻞ ﺑﺮگ، ث( اﺑﻠﻖ
ﺷﺪن ﺟﺰﯾﯽ در ﺑﺮگ، ج( ﮐﺎﻫﺶ ﺳﺎﯾﺰ ﺑﺮگ )ﮐﻮﺗﻮﻟﮕﯽ ﺑﺮگ(، چ( ﮐﻮﺗﻮﻟﮕﯽ
ﻫﻤﺮاه ﺑﺎ ﻣﻀﺮس ﺷﺪن، ح( ﺷﮑﺎف در ﻣﺤﻞ اﺗﺼﺎل دﻣﺒﺮگ ﺑﻪ ﺑﺮگ، خ( ﮐﺸﯿﺪه
ﺷﺪن
دﻣﺒﺮگ و ﺑﺮگ و ﺻﺎف ﺷﺪن ﺑﺮگ و ﻋﺪم ﻣﻀﺮس ﺑﻮدن، د( ﺗﻐﯿﯿﺮ رﻧﮓ
ﺑﺮگ
ﻫﺎ، ذ( زرد ﺷﺪن ﮐﺎﻣﻞ ﺑﺮگ و ر( اﺑﻠﻖ ﺷﺪن ﺑﺨﺸﯽ از ﺑﺮگ. ﺷﮑﻞ1
. 2. ﻣﻮاد و روش
ﻫﺎ ﺗﻨﻮع ﻣﻮرﻓﻮﻟﻮژﯾﮑﯽ در ﺑﺮگ ﺗﺸﮑﯿﻞ ﺷﺪه در ﮔﯿﺎﻫﭽﻪ ﺳﺎزﮔﺎر ﺷﺪه از
رﯾﺰﻧﻤﻮﻧﻪ
ﻫﺎي ﭘﺮﺗﻮدﯾﺪه اﺷﻌﻪ ﮔﺎﻣﺎ در ﺑﻨﻔﺸﻪ آﻓﺮﯾﻘﺎﯾﯽ. اﻟﻒ( ﺷﺎﻫﺪ، ب( ﻣﻀﺮس
ﺷﺪن ﺑﺮگ، پ( ﭘﯿﭽﯿﺪﮔﯽ ﺑﺮگ ﺑﻪ داﺧﻞ، ت( ﺗﻐﯿﯿﺮ ﺷﮑﻞ ﺑﺮگ، ث( اﺑﻠﻖ
ﺷﺪن ﺟﺰﯾﯽ در ﺑﺮگ، ج( ﮐﺎﻫﺶ ﺳﺎﯾﺰ ﺑﺮگ )ﮐﻮﺗﻮﻟﮕﯽ ﺑﺮگ(، چ( ﮐﻮﺗﻮﻟﮕﯽ
ﻫﻤﺮاه ﺑﺎ ﻣﻀﺮس ﺷﺪن، ح( ﺷﮑﺎف در ﻣﺤﻞ اﺗﺼﺎل دﻣﺒﺮگ ﺑﻪ ﺑﺮگ، خ( ﮐﺸﯿﺪه
ﺷﺪن
دﻣﺒﺮگ و ﺑﺮگ و ﺻﺎف ﺷﺪن ﺑﺮگ و ﻋﺪم ﻣﻀﺮس ﺑﻮدن، د( ﺗﻐﯿﯿﺮ رﻧﮓ
ﺑﺮگ
ﻫﺎ، ذ( زرد ﺷﺪن ﮐﺎﻣﻞ ﺑﺮگ و ر( اﺑﻠﻖ ﺷﺪن ﺑﺨﺸﯽ از ﺑﺮگ. ﺷﮑﻞ2
.ﺗﻌﺪاد ﺑﺮگ ﺗﺸﮑﯿﻞ ﺷﺪه در ﻫﺮ ﮔﯿﺎﻫﭽﻪ ﺳﺎزﮔﺎر ﺷﺪه از رﯾﺰﻧﻤﻮﻧﻪ
ﻫﺎي
ﺑﻨﻔﺸﻪ آﻓﺮﯾﻘﺎﯾﯽ ﺑﻪ ﺗﻔﮑﯿﮏ دز ﺗﺎﺑﺶ )
در ﻫﺮ ﺳﺘﻮن ﻣﯿﺎﻧﮕﯿﻦ
ﻫﺎﯾﯽ ﺑﺎ ﺣﺪاﻗﻞ
ﯾﮏ ﺣﺮف ﻣ
ﺸﺘﺮك، در ﺳﻄﺢ اﺣﺘﻤﺎل
ﭘﻨﺞ درﺻﺪ ﺗﻔﺎوت ﻣﻌﻨﯽ
داري ﻧﺪارﻧﺪ
(. ﺷﮑﻞ2
.ﺗﻌﺪاد ﺑﺮگ ﺗﺸﮑﯿﻞ ﺷﺪه در ﻫﺮ ﮔﯿﺎﻫﭽﻪ ﺳﺎزﮔﺎر ﺷﺪه از رﯾﺰﻧﻤﻮﻧﻪ
ﻫﺎي
ﺑﻨﻔﺸﻪ آﻓﺮﯾﻘﺎﯾﯽ ﺑﻪ ﺗﻔﮑﯿﮏ دز ﺗﺎﺑﺶ )
در ﻫﺮ ﺳﺘﻮن ﻣﯿﺎﻧﮕﯿﻦ
ﻫﺎﯾﯽ ﺑﺎ ﺣﺪاﻗﻞ
ﯾﮏ ﺣﺮف ﻣ
ﺸﺘﺮك، در ﺳﻄﺢ اﺣﺘﻤﺎل
ﭘﻨﺞ درﺻﺪ ﺗﻔﺎوت ﻣﻌﻨﯽ
داري ﻧﺪارﻧﺪ
(. ﺷﮑﻞ3
. ﺗﻨﻮع در ﮔﻞ ﺗﺸﮑﯿﻞ ﺷﺪه ﺑﺮ روي ﻫﺮ ﮔﯿﺎﻫﭽﻪ ﺳﺎزﮔﺎر ﺷﺪه از
رﯾﺰﻧﻤﻮﻧﻪ
ﻫﺎي ﺗﺎﺑﺶ دﯾﺪه اﺷﻌﻪ ﮔﺎﻣﺎ در ﺑﻨﻔﺸﻪ آﻓﺮﯾﻘﺎﯾﯽ. اﻟﻒ( ﺷﺎﻫﺪ، ب(
اﻓﺰاﯾﺶ ﺳﺎﯾﺰ ﮔﻞ، پ و ت( ﮐﺎﻫﺶ ﺗﻌﺪاد و ﻧﺎﻣﺘﻘﺎرن ﺑﻮدن ﺳﺎﯾﺰ ﮔﻠﺒﺮگ، ث(
ﻣﻀﺮس
ﺷﺪن ﺣﺎﺷﯿﻪ ﮔﻠﺒﺮگ، ج( ﮐﺎﻫﺶ ﺗﻌﺪاد ﮔﻠﺒﺮگ و ﻣﺘﻘﺎرن ﺑﻮدن ﺳﺎﯾﺰ و
چ( ﺟﺎﻣﯽ
ﺷﮑﻞ ﺷﺪن ﮔﻞ. ﺷﮑﻞ3
. ﺗﻨﻮع در ﮔﻞ ﺗﺸﮑﯿﻞ ﺷﺪه ﺑﺮ روي ﻫﺮ ﮔﯿﺎﻫﭽﻪ ﺳﺎزﮔﺎر ﺷﺪه از
رﯾﺰﻧﻤﻮﻧﻪ
ﻫﺎي ﺗﺎﺑﺶ دﯾﺪه اﺷﻌﻪ ﮔﺎﻣﺎ در ﺑﻨﻔﺸﻪ آﻓﺮﯾﻘﺎﯾﯽ. اﻟﻒ( ﺷﺎﻫﺪ، ب(
اﻓﺰاﯾﺶ ﺳﺎﯾﺰ ﮔﻞ، پ و ت( ﮐﺎﻫﺶ ﺗﻌﺪاد و ﻧﺎﻣﺘﻘﺎرن ﺑﻮدن ﺳﺎﯾﺰ ﮔﻠﺒﺮگ، ث(
ﻣﻀﺮس
ﺷﺪن ﺣﺎﺷﯿﻪ ﮔﻠﺒﺮگ، ج( ﮐﺎﻫﺶ ﺗﻌﺪاد ﮔﻠﺒﺮگ و ﻣﺘﻘﺎرن ﺑﻮدن ﺳﺎﯾﺰ و
چ( ﺟﺎﻣﯽ
ﺷﮑﻞ ﺷﺪن ﮔﻞ. Journal of Nuclear Science, Engineering and Tech
Vol. 45 (4), Serial Number 109, 2024, P 66-74 دوره45
، ﺷﻤﺎره3
، ﺟﻠﺪ109
،
ﭘﺎﯾﯿﺰ1403
، ص66
-
74 ﺗﻮﻟﯿﺪ ﺟﻬﺶ
ﯾﺎﻓﺘﻪ
ﻫﺎي ﺑﻨﻔﺸﻪ آﻓﺮﯾﻘﺎﯾﯽ )Saintpaulia ionantha
(
. . . 70 70 ﺟﺪول1. 2. ﻣﻮاد و روش
ﻫﺎ در اﯾﻦ ﻣﯿﺎن آﻏﺎزﮔﺮ808
UBC
ﮐﻢ
ﺗﺮﯾﻦ ﻣﮑﺎن ژﻧﯽ را ﺑﺎ 7
ﺑﺎﻧﺪ و آﻏﺎزﮔﺮﻫﺎي840
UBC
،
842
UBC
و873
UBC
ﺑﯿﺶ
ﺗﺮﯾﻦ ﺗﻌﺪاد ﻣﮑﺎن ژﻧﯽ را ﺑﺎ 10
ﺑﺎﻧﺪ ﺗﻮﻟﯿﺪ ﮐﺮدﻧﺪ ﮐﻪ ﺑﯿﺎﻧ
ﮕﺮ ﻗﺪرت اﯾﻦ آﻏﺎزﮔﺮﻫﺎ در ﺗﻔﮑﯿﮏ
ﺟﻬﺶ
ﯾﺎﻓﺘﻪ
ﻫﺎ ﻣﯽ
ﺑﺎﺷﺪ. درﺻﺪ ﭼﻨﺪ ﺷﮑﻠﯽ از 61
ﺗﺎ85
درﺻﺪ
ﻣﺘﻐﯿﺮ ﺑﻮد و ﻣﯿﺎﻧﮕﯿﻦ ﻣﯿﺰان ﭼﻨﺪﺷﮑﻠﯽ 42
/
70
درﺻﺪ ﻣﺤﺎﺳﺒﻪ
.ﺷﺪ
ﺳﭙﺲ ﻣﯿﺰان اﻃﻼﻋﺎت ﭼﻨﺪﺷﮑﻠﯽ
) PIC
(
ﺑﺎ اﺳﺘﻔﺎده از
ﻓﺮاواﻧﯽ آﻟﻠﯽ
ﻫﺮ آﻏﺎزﮔﺮ ﻣﺤﺎﺳﺒﻪ ﮔﺮدﯾﺪ ﮐﻪ در واﻗﻊ ﺑﯿﺎﻧﮕﺮ ارزش
ﯾﮏ ﻧﺸﺎﻧﮕﺮ ﺑﺮ
اي ﺗﺸﺨﯿﺺ ﭼﻨﺪ ﺷﮑﻠﯽ در ﯾﮏ ﺟﻤﻌﯿﺖ ﻣﯽ
ﺑﺎﺷﺪ. ﻣﯿﺎﻧﮕﯿﻦ PIC
آﻏﺎزﮔﺮﻫﺎ در اﯾﻦ ﭘﮋوﻫﺶ37
/0
ﺑﻮد ﮐﻪ ﺑﯿﻦ43
/0
ﺗﺎ32
/0
ﻣﺘﻐﯿﺮ ﺑﻮد و اﯾﻦ ﻣﯿﺰان ﺑﺎ ﺗﻮﺟﻪ ﺑﻪ اﯾﻦ
ﮐﻪ ﺣﺪاﮐﺜﺮ PIC
در ﻧﺸﺎﻧﮕﺮﻫﺎي ﻏﺎﻟﺐ5
/0
ﻣﯽ
ﺑﺎﺷﺪ، ﻧﺸﺎن
دﻫﻨﺪه اﯾﻦ اﺳﺖ ﮐﻪ
آﻏﺎزﮔﺮﻫﺎي اﻧﺘﺨﺎب ﺷﺪه ﭘﺮاﮐﻨﺪﮔﯽ ﻣﻨﺎﺳﺒﯽ در ژﻧﻮم ﺟﻤﻌﯿﺖ
ﻣﻮرد ﺑﺮرﺳﯽ داﺷﺘﻪ
اﻧﺪ. ﺑﺎ ﺗﻮﺟﻪ ﺑﻪ ﺟﺪول 2، ﺑﯿﺶ
ﺗﺮﯾﻦ ﻣﯿﺰان
PIC
ﻣﺮﺑﻮط ﺑﻪ آﻏﺎزﮔﺮﻫﺎي840
UBC
) ﺑﺎ43
/0
( و857
UBC
ﺑﺎ
)42
/0
( ﺑﻮد. ﺑﺪﯾﻦ ﻣﻔﻬﻮم ﮐﻪ آﻏﺎزﮔﺮﻫﺎي840
UBC
و
857
UBC
ﺑﺎ دارا ﺑﻮدن
ﺣﺪاﮐﺜﺮ ﭘﺮاﮐﻨﺪﮔﯽ آﻟﻠﯽ ﺑﯿﻦ ﻧﻤﻮﻧﻪ
ﻫﺎ
ﺑﻬﺘﺮ از ﺳﺎﯾﺮ آﻏﺎزﮔﺮﻫﺎ ﻓﺎﺻﻠﻪ ژﻧﺘﯿﮑﯽ را ﻣﻌﻠﻮم ﮐﺮده و ﻣﯽ
ﺗﻮاﻧﻨﺪ
ﺑﻪ ﻋﻨﻮان آﻏﺎزﮔﺮﻫﺎﯾﯽ ﺑﺎ ﺗﻮان ﺑﺎﻻي ﺗﻌﯿﯿﻦ ﺗﻨﻮع ﻣﻮرد اﺳﺘﻔﺎده
ﻗﺮار ﮔﯿﺮﻧﺪ. 3
.2 ﺗﺠﺰﯾﻪ ﺧﻮﺷﻪ
اي ﺑﺮ اﺳﺎس ﺗﻤﺎم آﻏﺎزﮔﺮﻫﺎ
ﺗﺮﺳﯿﻢ دﻧﺪروﮔﺮا
م ﺑﺎ اﺳﺘﻔﺎده از
ﺑﺎﻧﺪﻫﺎي ﭼﻨﺪ ﺷﮑﻞ اﻧﺠﺎم و
ﺷﺒﺎﻫﺖ ژﻧﺘﯿﮑﯽ ﺑﯿﻦ ژﻧﻮﺗﯿﭗ
ﻫﺎ و ﺷﺎﻫﺪ ﺑﺎ اﺳﺘﻔﺎده از ﺿﺮﯾﺐ
ﺟﺎﮐﺎرد1
ﻣﺤﺎﺳﺒﻪ و آﻧﺎﻟﯿﺰ ﺧﻮﺷﻪ
ﺑﻨﺪي UPGMA
.ﺻﻮرت ﮔﺮﻓﺖ
ﻧﺘﺎﯾﺞ ﺑﻪ دﺳﺖ آﻣﺪه از دﻧﺪروﮔﺮام، ﺗﻤﺎﯾﺰ ژﻧﺘﯿﮑﯽ ژﻧﻮﺗﯿﭗ
ﻫﺎي
ﻣﻮرد ﻣﻄﺎﻟﻌﻪ را ﻧﺸﺎن داد. ﻫﻤﺒﺴﺘﮕﯽ )ﺿﺮﯾﺐ( ﮐﻮﻓﻨﺘﯿﮏ ﮐﻪ ﯾﮏ
ﻫﻤﺒﺴﺘﮕﯽ ﺑﯿﻦ ﺷﺒﺎﻫ
ﺖ
ﻫﺎي ﻧﺸﺎن داده ﺷﺪه روي دﻧﺪروﮔﺮام و
درﺟﻪ واﻗﻌﯽ ﺷﺒﺎﻫﺖ آن
ﻫﺎﺳﺖ و ﺑﯿﺎﻧﮕﺮ اﻋﺘﺒﺎر و ﻫﻢ
ﺧﻮاﻧﯽ
ﺧﻮﺷﻪ
اي ﺣﺎﺻﻞ ﺑﺎ ﻣﺎﺗﺮﯾﺲ داده ورودي ﻣﯽ
ﺑﺎﺷﺪ، ﻣﺤﺎﺳﺒﻪ ﺷﺪ. ﺿﺮﯾﺐ ﮐﻮﻓﻨﺘﯿﮏ ﺑﯿﻦ ﻣﺎﺗﺮﯾﺲ ﺗﺸﺎﺑﻪ و دﻧﺪروﮔﺮام ﺣﺎﺻﻞ
992
/0
=r ﺑﻪ
دﺳﺖ آﻣﺪ. ﺿﺮﯾﺐ ﮐﻮﻓﻨﺘﯿﮏ ﺑﺎﻻي ﺑﻪ
دﺳﺖ آﻣﺪه ﺑﻪ
ﮐﻤﮏ روش ﺗﺠﺰﯾﻪ
ﺧﻮﺷﻪ
اي ﺑﺮ اﺳﺎس ﺿﺮﯾﺐ ﺗﺸﺎﺑﻪ ﺟﺎﮐﺎرد
)85
/0( ﻧﺸﺎن
دﻫﻨﺪه
ﮐﺎراﯾﯽ اﯾﻦ روش ﺑﺮاي ﮔﺮوه
ﺑﻨﺪي
ﺟﻬﺶ
ﯾﺎﻓﺘﻪ
ﻫﺎي ﻓﺮﺿﯽ اﺳﺖ. در دﻧﺪروﮔﺮام 11
ﺟﻬﺶ
ﯾﺎﻓﺘﻪ
ﻓﺮﺿﯽ و 3
ﺷﺎﻫﺪ ﺑﻪ4
ﮔﺮوه و دو ﻓﺮد ﻣﺠﺰا در ﺳﻄﺢ ﺗﺸﺎﺑﻪ
ژﻧﺘﯿﮑﯽ 49
/0
ﮔﺮوه
ﺑﻨﺪي ﺷﺪﻧﺪ )ﺷﮑﻞ 4
(. 2. ﻣﻮاد و روش
ﻫﺎ ﺑﺮرﺳﯽ ﻓﻨﻮﺗﯿﭙﯽ ﮔﯿﺎﻫﺎن ﺟﻬﺶ ﯾﺎﻓﺘﻪ ﻧﺎﺷﯽ از ﺗﺎﺑﺶ اﺷﻌﻪ ﮔﺎﻣﺎي ﺑﻨﻔﺸﻪ آﻓﺮﯾﻘﺎﯾﯽ
ﺟﻬﺶ
ﯾﺎﻓﺘﻪ
ﻫﺎ ﺗﻌﺪاد
ﺑﺮگ
ﻗﻄﺮ ﺑﺮگ
)
mm
(
ﻃﻮل دﻣﺒﺮگ
(mm)
ﺗﻌﺪاد ﮔﻞ
آذﯾﻦ
ﺗﻌﺪاد ﮔﻞ روي
ﮔﻞ آذﯾﻦ
ﺗﻌﺪاد ﮔﻠﺒﺮگ
در ﻫﺮ ﮔﻞ
ﻗﻄﺮ
ﺑﺰرگ ﺗﺮﯾﻦ
ﮔﻞ(mm)
ﺗﻌﺪاد ﭘﺮﭼﻢ
در ﻫﺮ ﮔﻞ
ﺷﺎﻫﺪ
12
14
/
43
45
/
60
3
5
10
65
/
32
°
1
13
40
/
62
60
/
35
2
4
10
40
/
24
3
2
12
17
/
47
97
/
18
4
5
5
46
/
22
2
3
15
92
/
43
98
/
29
3
5
9
59
/
39
3
4
13
42
/
42
95
/
29
4
5
5
19
/
31
2
5
*
8
63
/
30
84
/
18
°
°
°
°
°
6
14
24
/
35
23
/
23
3
5
7
47
/
35
°
7
*
4
28
/
22
89
/6
°
°
°
°
°
8
*
9
81
/
18
13
/
13
°
°
°
°
°
9
17
34
/
46
50
/
45
6
5
10
31
/
33
2
10
18
43
/
54
68
/
64
9
7
12
92
/
32
2
11
15
94
/
50
95
/
38
4
8
5
20
/
43
°
12
17
60
/
45
28
/
49
6
6
13
19
/
31
3
13
16
38
/
40
92
/
38
7
7
13
43
/
35
3
14
16
53
/
50
05
/
41
5
6
11
89
/
31
3
*داده
ﺑﺮداري ﺑﻪ دﻟﯿﻞ ﯾﮑﺴﺎن ﺑﻮدن ﺳﻦ رﺷﺪي ﮔﯿﺎﻫﺎن در ﯾﮏ زﻣﺎن واﺣﺪ اﻧﺠﺎم ﺷﺪ و اﯾﻦ ﺟﻬﺶ ﯾﺎﻓﺘﻪ
ﻫﺎ در زﻣﺎن داده
ﺑﺮداري در ﻓﺎز ﮔﻞ .دﻫﯽ ﻧﺒﻮدﻧﺪ 3
.1 آﻧﺎﻟﯿﺰ ﺗﻨﻮع ژﻧﺘﯿﮑﯽ ﻧﻤﻮﻧﻪ
ﻫﺎي ﺗﯿﻤﺎر ﺷﺪه ﺑﺎ ﭘﺮﺗﻮ ﮔﺎﻣﺎ ﺑﺎ اﺳﺘﻔﺎده از
ﻧﺸﺎﻧﮕﺮ ﻣﻮﻟﮑﻮﻟﯽ ISSR
ﺗﻐﯿﯿﺮﭘﺬﯾﺮي ژﻧﺘﯿﮑﯽ11
ﺟﻬﺶ ﯾﺎﻓﺘﻪ ﻓﺮﺿﯽ و3
ﺷﺎﻫﺪ ﺑﻨﻔﺸﻪ
آﻓﺮﯾﻘﺎﯾﯽ ﺑﺎ اﺳﺘﻔﺎده از 8
آﻏﺎزﮔﺮISSR
آﻧﺎﻟﯿﺰ ﺷﺪﻧﺪ ﮐﻪ در
ﻣﺠﻤﻮع 71
ﻣﮑﺎن )ﺑﺎﻧﺪ( ﻗﺎﺑﻞ اﻣﺘﯿﺎزدﻫﯽ اﯾﺠﺎد ﮐﺮدﻧﺪ ﮐﻪ در اﯾﻦ
ﻣﯿﺎن 50
) ﻣﮑﺎن70
( ﭼﻨﺪﺷﮑﻠﯽ را%
ﻧﺸﺎن دادﻧﺪ. ﻣﯿﺎﻧﮕﯿﻦ ﺗﻌﺪاد
ﺑﺎﻧﺪﻫﺎي ﺗﮑﺜﯿﺮ ﺷﺪه و ﺑﺎﻧﺪﻫﺎي ﭼﻨﺪ ﺷﮑﻞ ﺑﻪ ازاي ﻫﺮ آﻏﺎزﮔﺮ ﺑﻪ
ﺗﺮﺗﯿﺐ 87
/8
و25
/6
ﺑﻮد. Journal of Nuclear Science, Engineering and Technology
Vol. 45 (4), Serial Number 109, 2024, P 66-74
1. Jaccard Coefficient 2. ﻣﻮاد و روش
ﻫﺎ ﺗﻮاﻟﯽ آﻏﺎزﮔﺮ ﻣﻮرد اﺳﺘﻔﺎده و اﻃﻼﻋﺎت ﭼﻨﺪﺷﮑﻠﯽ آن
ﭘﺮاﯾﻤﺮ
ﺗﻮاﻟﯽ
Ta
)دﻣﺎي اﺗﺼﺎل ﭘﺮاﯾﻤﺮ
(
ﺗﻌﺪاد
ﺑﺎﻧﺪﻫﺎ
ﺗﻌﺪاد ﺑﺎﻧﺪﻫﺎي
ﭼﻨﺪﺷﮑﻞ
درﺻﺪ ﻓﺮاواﻧﯽ
ﺑﺎﻧﺪﻫﺎي ﭼﻨﺪﺷﮑﻞ
ﻣﺤﺘﻮاي اﻃﻼﻋﺎﺗﯽ
ﭼﻨﺪ ﺷﮑﻠﯽ
808
UBC
5'-AGA GAG AGA GAG AGA GC-3'
4
/
52
7
4
83
%
35
/0
810
UBC
5'-GAG AGA GAG AGA GAG AT-3'
0
/
50
8
6
75
%
32
/0
834
UBC
5'-AGA GAG AGA GAG AGA GYT-3'
6
/
51
9
6
63
%
35
/0
836
UBC
5'-AGA GAG AGA GAG AGA GYA-3'
6
/
51
8
4
76
%
40
/0
840
UBC
5'-GAG AGA GAG AGA GAG AYT-3'
6
/
51
10
9
81
%
43
/0
842
UBC
5'-GAG AGA GAG AGA GAG AYG-3'
9
/
53
10
6
61
%
36
/0
857
UBC
5'-ACA CAC ACA CAC ACA CYG-3'
9
/
53
9
8
81
%
42
/0
873
UBC
5'-GAC AGA CAG ACA GAC A-3'
2
/
48
10
7
85
%
40
/0
All
71
50
-
-
ﺷﮑﻞ4. دﻧﺪروﮔﺮام ﺑﻪ
دﺳﺖ آﻣﺪه ﺑﺎ اﺳﺘﻔﺎده از 8
آﻏﺎزﮔﺮISSR
ﺑﺮ اﺳﺎس
روش UPGMA
و ﺿﺮﯾﺐ ﺗﺸﺎﺑﻪ ﺟﺎﮐﺎرد ﺑﺮاي11
ﺟﻬﺶ
ﯾﺎﻓﺘﻪ ﻓﺮﺿﯽ
)1
-
11
( و3
) ﺷﺎﻫﺪ1
،
2
و3
.( در ﮔﯿﺎه ﺑﻨﻔﺸﻪ آﻓﺮﯾﻘﺎﯾﯽ
ﺷﮑﻞ5
. ﻧﻤﺎﯾﺶ دوﺑﻌﺪي آﻧﺎﻟﯿﺰPCoA
ﻧﻤﺎﯾﺎﻧﮕﺮ ﺗﻨﻮع ژﻧﺘﯿﮑﯽ11
ﺟﻬﺶ
ﯾﺎﻓﺘﻪ و ﺳﻪ ﺷﺎﻫﺪ. ﺟﺪول2
. ﺗﻮاﻟﯽ آﻏﺎزﮔﺮ ﻣﻮرد اﺳﺘﻔﺎده و اﻃﻼﻋﺎت ﭼﻨﺪﺷﮑﻠﯽ آن ﺷﮑﻞ5
. ﻧﻤﺎﯾﺶ دوﺑﻌﺪي آﻧﺎﻟﯿﺰPCoA
ﻧﻤﺎﯾﺎﻧﮕﺮ ﺗﻨﻮع ژﻧﺘﯿﮑﯽ11
ﺟﻬﺶ
ﯾﺎﻓﺘﻪ و ﺳﻪ ﺷﺎﻫﺪ. ﺷﮑﻞ5
. ﻧﻤﺎﯾﺶ دوﺑﻌﺪي آﻧﺎﻟﯿﺰPCoA
ﻧﻤﺎﯾﺎﻧﮕﺮ ﺗﻨﻮع ژﻧﺘﯿﮑﯽ11
ﺟﻬﺶ
ﯾﺎﻓﺘﻪ و ﺳﻪ ﺷﺎﻫﺪ. ﺟﻬﺶ
ﯾﺎﻓﺘﻪ و ﺳﻪ ﺷﺎﻫﺪ. 3
. 3 ﻓﺎﺻﻠﻪ ژﻧﺘﯿﮑﯽ ﺑﯿﻦ ﺟﻬﺶ ﯾﺎﻓﺘﻪ
ﻫﺎ
ﺟﻬﺶ
ﯾﺎﻓﺘﻪ 1
ﺗﺎ4
ﺑﺎ ﺿﺮﯾﺐ ﺗﺸﺎﺑﻪ ژﻧﺘﯿﮑﯽ986
/0
ﺑﯿﺶ
ﺗﺮﯾﻦ
ﺗﺸﺎﺑﻪ و ﺟﻬﺶ
ﯾﺎﻓﺘﻪ 8
ﺑﺎ ﺿﺮﯾﺐ ﺗﺸﺎﺑﻪ ژﻧﺘﯿﮑﯽ51
/0
ﮐﻢ
ﺗﺮﯾﻦ
ﺗﺸﺎﺑﻪ را ﻧﺴﺒﺖ ﺑﻪ ﺷﺎﻫﺪ داﺷﺘﻨﺪ. آﻧﺎﻟﯿﺰ UPGMA
)ﺷﮑﻞ4
( و
PCA
)ﺷﮑﻞ5( ﺑﺎ ﻫﻢ ﻫﻢ
ﺧﻮاﻧﯽ داﺷﺘﻨﺪ و ﭘﻼت دوﺑﻌﺪي
PCoA
ﻧﯿﺰ ﭘﺮاﮐﻨﺪﮔﯽ ﺟﻬﺶ
ﯾﺎﻓﺘﻪ
ﻫﺎ را ﺑﻪ ﺧﻮﺑﯽ ﻧﺸﺎن ﻣﯽ
دﻫﺪ
ﮐﻪ ﺑﯿﺎﻧﮕﺮ وﺟﻮد ﺗﻨﻮع ژﻧﺘﯿﮑﯽ اﯾﺠﺎد ﺷﺪه در ﺑﯿﻦ ﺟﻬﺶ ﯾﺎﻓﺘﻪ
ﻫﺎ
ﻣﯽ
ﺑﺎﺷﺪ. ﻧﺘﺎﯾﺞ ﺣﺎﺻﻞ از ﺗﺠﺰﯾﻪ وارﯾﺎﻧﺲ ﻣﻮ
ﻟﮑﻮﻟﯽ )AMOVA
(
ﻧﺸﺎن داد ﮐﻪ38
درﺻﺪ ﺗﻨﻮع در ﺑﯿﻦ ﺟﻤﻌﯿﺖ
ﻫﺎ و 62
درﺻﺪ
ﺗﻨﻮع در داﺧﻞ ﺟﻤﻌﯿﺖ اﺳﺖ و ﻣﯿﺰان ﺗﻨﻮع ﺑﯿﻦ ﺟﻤﻌﯿﺖ
ﻫﺎ در
ﻣﻘﺎﯾﺴﻪ ﺑﺎ ﺗﻨﻮع درون ﺟﻤﻌﯿﺖ ﻧﺸﺎن
دﻫﻨﺪه ﻣﻌﻨﯽ
داري ﺗﻔﺎوت
ﻫﺎي
اﯾﺠﺎد ﺷﺪه اﺳﺖ. 2. ﻣﻮاد و روش
ﻫﺎ آﻧﺎﻟﯿﺰ UPGMA
)ﺷﮑﻞ4
( و
PCA
)ﺷﮑﻞ5( ﺑﺎ ﻫﻢ ﻫﻢ
ﺧﻮاﻧﯽ داﺷﺘﻨﺪ و ﭘﻼت دوﺑﻌﺪي
PCoA
ﻧﯿﺰ ﭘﺮاﮐﻨﺪﮔﯽ ﺟﻬﺶ
ﯾﺎﻓﺘﻪ
ﻫﺎ را ﺑﻪ ﺧﻮﺑﯽ ﻧﺸﺎن ﻣﯽ
دﻫﺪ
ﮐﻪ ﺑﯿﺎﻧﮕﺮ وﺟﻮد ﺗﻨﻮع ژﻧﺘﯿﮑﯽ اﯾﺠﺎد ﺷﺪه در ﺑﯿﻦ ﺟﻬﺶ ﯾﺎﻓﺘﻪ
ﻫﺎ
ﻣﯽ
ﺑﺎﺷﺪ. ﻧﺘﺎﯾﺞ ﺣﺎﺻﻞ از ﺗﺠﺰﯾﻪ وارﯾﺎﻧﺲ ﻣﻮ
ﻟﮑﻮﻟﯽ )AMOVA
(
ﻧﺸﺎن داد ﮐﻪ38
درﺻﺪ ﺗﻨﻮع در ﺑﯿﻦ ﺟﻤﻌﯿﺖ
ﻫﺎ و 62
درﺻﺪ
ﺗﻨﻮع در داﺧﻞ ﺟﻤﻌﯿﺖ اﺳﺖ و ﻣﯿﺰان ﺗﻨﻮع ﺑﯿﻦ ﺟﻤﻌﯿﺖ
ﻫﺎ در
ﻣﻘﺎﯾﺴﻪ ﺑﺎ ﺗﻨﻮع درون ﺟﻤﻌﯿﺖ ﻧﺸﺎن
دﻫﻨﺪه ﻣﻌﻨﯽ
داري ﺗﻔﺎوت
ﻫﺎي
اﯾﺠﺎد ﺷﺪه اﺳﺖ. ﻧﺘﺎﯾﺞ ﺑﻪ
دﺳﺖ آﻣﺪه از اﯾﻦ ﺗﺤﻘﯿﻖ ﻧﺸﺎن ﻣﯽ
دﻫﺪ
ﮐﻪ در ﺳﻄﺢ ﻣﻮﻟﮑﻮﻟﯽ ﺑﯿﻦ ﺟﻬ
ﺶ
ﯾﺎﻓﺘﻪ
ﻫﺎي اﯾﺠﺎد ﺷﺪه ﺗﻔﺎوت
ﻣﻌﻨﯽ
داري وﺟﻮد دارد. ﻫﻢ
ﭼﻨﯿﻦ ﻧﺘﺎﯾﺞ ﺑﯿﺎﻧﮕﺮ اﯾﻦ اﺳﺖ ﮐﻪ
ISSR، ﻧﺸﺎﻧﮕﺮ ﻣﻔﯿﺪي ﺑﺮاي اﻧﺪازه
ﮔﯿﺮي ﺳﺮﯾﻊ و آﺳﺎن ﺗﻨﻮع
ژﻧﺘﯿﮑﯽ در ﻣﯿﺎن ﺟﻬﺶ
ﯾﺎﻓﺘﻪ
ﻫﺎ اﺳﺖ. ﺷﮑﻞ5
. ﻧﻤﺎﯾﺶ دوﺑﻌﺪي آﻧﺎﻟﯿﺰPCoA
ﻧﻤﺎﯾﺎﻧﮕﺮ ﺗﻨﻮع ژﻧﺘﯿﮑﯽ11
ﺟﻬﺶ
ﯾﺎﻓﺘﻪ و ﺳﻪ ﺷﺎﻫﺪ. ﺑﺮرﺳﯽ ﺗﻐﯿﯿﺮات ﻣﻮﻟﮑﻮﻟﯽ ﺟﻬﺶ
ﯾﺎﻓﺘﻪ
ﻫﺎي اﯾﺠﺎد ﺷﺪه ﺑﺎ
ﻧﺸﺎﻧﮕﺮISSR
ﻧﺸﺎن داد ﮐﻪ ﺗﺎﺑﺶ در ﺳﻄﺢ40
ﮔﺮي ﻣﯽ
ﺗﻮاﻧﺪ
ﭼﻨﺪ ﺷﮑﻠﯽ ﺑﺴﯿﺎر ﺑﺎﻻﯾﯽ در آن
ﻫﺎ اﯾﺠﺎد ﮐﻨﺪ
ﺑﻪ . ﻃﻮري ﮐﻪ
ﺟﻬﺶ
ﯾﺎﻓﺘﻪ
ﻫﺎي ﻓﺮﺿﯽ ﺑﺎ ﯾﮏ ﺳﻄﺢ ﺗﯿﻤﺎر در ﺳﻄﺢ ﺗﺸﺎﺑﻪ 51
/0
درﺻﺪ ﺑﻪ4
ﮔﺮوه ﺗﻘﺴﯿﻢ
ﺑﻨﺪي ﺷﺪﻧﺪ و داﻣﻨﻪ ﺗﺸﺎﺑﻪ ژﻧﺘﯿ
ﮑﯽ از
98
/0
ﺗﺎ45
/0 ﻣﺘﻐﯿﺮ ﺑﻮد. اﯾﻦ ﻧﺘﺎﯾﺞ ﻧﺸﺎن
دﻫﻨﺪه ﻗﺪرت و ﮐﺎراﯾﯽ
ﺗﺎﺑﺶ ﮔﺎﻣﺎ در اﯾﺠﺎد ﺗﻨﻮع ژﻧﺘﯿﮑﯽ ﻣﯽ
ﺑﺎﺷﺪ ﮐﻪ ﺑﻪ اﺻﻼح
ﮐﻨﻨﺪﮔﺎن
ﮔﯿﺎﻫﯽ در اﻧﺘﺨﺎب وارﯾﺘﻪ
ﻫﺎي ﮔﯿﺎﻫﯽ ﺑﺎ ﺧﺼﻮﺻﯿﺎت ﻣﻄﻠﻮب ﮐﻤﮏ
ﻣﯽ
ﮐﻨﺪ. ﻧﺘﺎﯾﺞ اﯾﻦ آزﻣﺎﯾﺶ در ﺑﻪ
وﺟﻮد آﻣﺪن ﺗﻐﯿﯿﺮات ژﻧﺘﯿﮑﯽ
ﺣﺎﺻﻞ از ﺗﺎﺑﺶ، ﻣﺸﺎﺑﻪ ﺑ
ﺎ ﻧﺘﺎﯾﺞ اﻟﻘﺎي ﺟﻬﺶ در ﮔﯿﺎﻫﺎن ﻣﺨﺘﻠﻒ
ﺑﻮد
] 21
[. در ﻃﯽ ﭘﮋوﻫﺶ ﺑﺮﮐﺎت و اﻟﺴﺎﻣﺎك
]22
[ ﮔﻠﭽﻪ
ﻫﺎي
ﮔﯿﺎه داوودي رﻗﻢ Delistar White
ﺑﺎ دو دُز اﺷﻌﻪ ﮔﺎﻣﺎ ﺗﯿﻤﺎر و
از ﻧﺸﺎﻧﮕﺮ ISSR
ﺑﺮاي ﺗﺸﺨﯿﺺ ﺗﻨﻮع ژﻧﺘﯿﮑﯽ ﺑﯿﻦ ﺟﻬﺶ
ﯾﺎﻓﺘﻪ
ﻫﺎ
و واﻟﺪﯾﻦ اﺳﺘﻔﺎده ﮐﺮدﻧﺪ و از 5
آﻏﺎزﮔﺮ ﺑﺮاي ﺗﮑﺜﯿﺮ ﻗﻄﻌﺎتDNA
ژﻧﻮﻣﯽ اﺳﺘﻔﺎده ﺷﺪ و13
ﮐﻠﻮن ﺳﻮﻣﺎﺗﯿﮑﯽ ﺑﺎ اﺳﺘﻔﺎده از اﯾﻦ روش
ﺟﺪا ﮔﺮدﯾﺪ. ﺷﺒﺎﻫﺖ ژﻧﺘﯿﮑﯽ در ﺑﯿﻦ 40
ژﻧﻮﺗﯿﭗ ﻣﻮرد ﺑﺮرﺳﯽ اﺣﻤﺪ ﺷﺮ
ﯾﻔﯽ
، زﻫﺮا ﺳﺮﮔﺰ
ي
ﻣﻘﺪم، ﻣﻬﺪ
ﯾ ﻪ
ﺧﺮاز
ي
، . . . اﺣﻤﺪ ﺷﺮ
ﯾﻔﯽ
، زﻫﺮا ﺳﺮﮔﺰ
ي
ﻣﻘﺪم، ﻣﻬﺪ
ﯾ ﻪ
ﺧﺮاز
ي
، . . . 71 ﺟﺪول2
. 2. ﻣﻮاد و روش
ﻫﺎ ﺷﺎﻫﺪ و ﺟﻬﺶ
ﯾﺎﻓﺘﻪ
ﻫﺎي 1
ﺗﺎ7
در
درون ﮔﺮو
ه I
ﺗﻘﺴﯿﻢ
ﺑﻨﺪي ﺷﺪﻧﺪ اﯾﻦ
ﺟﻬﺶ
ﯾﺎﻓﺘﻪ
ﻫﺎ ﻧﺴﺒﺖ ﺑﻪ ﺑﻘﯿﻪ ﺟﻬﺶ
ﯾﺎﻓﺘﻪ
ﻫﺎ داراي ﺗﺸﺎﺑﻪ ژﻧﺘﯿﮑﯽ
ﺑﯿﺶ
ﺗﺮي ﻫﺴﺘﻨﺪ و ﺗﻐﯿﯿﺮ ژﻧﺘﯿﮑﯽ زﯾﺎدي ﻧﺴﺒﺖ ﺑﻪ ﺷﺎﻫﺪ ﻧﺸﺎن
ﻧﻤﯽ
دﻫﻨﺪ. ﮔﺮو
ه II
ﺑﻪ دو زﯾﺮﮔﺮوه9
و10
ﺗﻘﺴﯿﻢ
ﺑﻨﺪي ﺷﺪ. ﮔﺮو
ه
III
ﺑﻪ ﺟﻬﺶ ﯾﺎﻓﺘﻪ11
ﺗﻔﮑﯿﮏ ﺷﺪ. ﮔﺮوهVI
ﺑﻪ ﺟﻬﺶ ﯾﺎﻓﺘﻪ
8
اﺧﺘﺼﺎص داده ﺷﺪ. اﯾﻦ دو ﮔﺮوه ﺳﻪ و ﭼﻬﺎر ﻧﺴﺒﺖ ﺑﻪ ﺑﻘﯿﻪ
ﺟﻬﺶ ﯾﺎﻓﺘﻪ
ﻫﺎ داراي ﺗﺸﺎﺑﻪ ژﻧﺘﯿﮑﯽ ﮐﻢ
ﺗﺮي ﺑﻮدﻧﺪ و ﺗﻐﯿﯿﺮ
ژﻧﺘﯿﮑﯽ ﺑﯿﺶ
ﺗﺮي را ﻧﺸﺎن دادﻧﺪ. ﻣﺠﻠﻪ ﻋﻠﻮم، ﻣﻬﻨﺪﺳ
ﯽ
و ﻓﻨﺎور
ي
ﻫﺴﺘﻪ
اي
دوره45
، ﺷﻤﺎره3
، ﺟﻠﺪ109
،
ﭘﺎﯾﯿﺰ1403
، ص66
-
74 71
اﺣﻤﺪ ﺷﺮ
ﯾﻔﯽ
، زﻫﺮا ﺳﺮﮔﺰ
ي
ﻣﻘﺪم، ﻣﻬﺪ
ﯾ ﻪ
ﺧﺮاز
ي
، . . . ﺟﺪول2
. ﺗﻮاﻟﯽ آﻏﺎزﮔﺮ ﻣﻮرد اﺳﺘﻔﺎده و اﻃﻼﻋﺎت ﭼﻨﺪﺷﮑﻠﯽ آن
ﭘﺮاﯾﻤﺮ
ﺗﻮاﻟﯽ
Ta
)دﻣﺎي اﺗﺼﺎل ﭘﺮاﯾﻤﺮ
(
ﺗﻌﺪاد
ﺑﺎﻧﺪﻫﺎ
ﺗﻌﺪاد ﺑﺎﻧﺪﻫﺎي
ﭼﻨﺪﺷﮑﻞ
درﺻﺪ ﻓﺮاواﻧﯽ
ﺑﺎﻧﺪﻫﺎي ﭼﻨﺪﺷﮑﻞ
ﻣﺤﺘﻮاي اﻃﻼﻋﺎﺗﯽ
ﭼﻨﺪ ﺷﮑﻠﯽ
808
UBC
5'-AGA GAG AGA GAG AGA GC-3'
4
/
52
7
4
83
%
35
/0
810
UBC
5'-GAG AGA GAG AGA GAG AT-3'
0
/
50
8
6
75
%
32
/0
834
UBC
5'-AGA GAG AGA GAG AGA GYT-3'
6
/
51
9
6
63
%
35
/0
836
UBC
5'-AGA GAG AGA GAG AGA GYA-3'
6
/
51
8
4
76
%
40
/0
840
UBC
5'-GAG AGA GAG AGA GAG AYT-3'
6
/
51
10
9
81
%
43
/0
842
UBC
5'-GAG AGA GAG AGA GAG AYG-3'
9
/
53
10
6
61
%
36
/0
857
UBC
5'-ACA CAC ACA CAC ACA CYG-3'
9
/
53
9
8
81
%
42
/0
873
UBC
5'-GAC AGA CAG ACA GAC A-3'
2
/
48
10
7
85
%
40
/0
All
71
50
-
-
ﺷﮑﻞ4. دﻧﺪروﮔﺮام ﺑﻪ
دﺳﺖ آﻣﺪه ﺑﺎ اﺳﺘﻔﺎده از 8
آﻏﺎزﮔﺮISSR
ﺑﺮ اﺳﺎس
روش UPGMA
و ﺿﺮﯾﺐ ﺗﺸﺎﺑﻪ ﺟﺎﮐﺎرد ﺑﺮاي11
ﺟﻬﺶ
ﯾﺎﻓﺘﻪ ﻓﺮﺿﯽ
)1
-
11
( و3
) ﺷﺎﻫﺪ1
،
2
و3
.( در ﮔﯿﺎه ﺑﻨﻔﺸﻪ آﻓﺮﯾﻘﺎﯾﯽ
3
. 3 ﻓﺎﺻﻠﻪ ژﻧﺘﯿﮑﯽ ﺑﯿﻦ ﺟﻬﺶ ﯾﺎﻓﺘﻪ
ﻫﺎ
ﺟﻬﺶ
ﯾﺎﻓﺘﻪ 1
ﺗﺎ4
ﺑﺎ ﺿﺮﯾﺐ ﺗﺸﺎﺑﻪ ژﻧﺘﯿﮑﯽ986
/0
ﺑﯿﺶ
ﺗﺮﯾﻦ
ﺗﺸﺎﺑﻪ و ﺟﻬﺶ
ﯾﺎﻓﺘﻪ 8
ﺑﺎ ﺿﺮﯾﺐ ﺗﺸﺎﺑﻪ ژﻧﺘﯿﮑﯽ51
/0
ﮐﻢ
ﺗﺮﯾﻦ
ﺗﺸﺎﺑﻪ را ﻧﺴﺒﺖ ﺑﻪ ﺷﺎﻫﺪ داﺷﺘﻨﺪ. 2. ﻣﻮاد و روش
ﻫﺎ ﻧﺘﺎﯾﺞ ﺑﻪ
دﺳﺖ آﻣﺪه از اﯾﻦ ﺗﺤﻘﯿﻖ ﻧﺸﺎن ﻣﯽ
دﻫﺪ
ﮐﻪ در ﺳﻄﺢ ﻣﻮﻟﮑﻮﻟﯽ ﺑﯿﻦ ﺟﻬ
ﺶ
ﯾﺎﻓﺘﻪ
ﻫﺎي اﯾﺠﺎد ﺷﺪه ﺗﻔﺎوت
ﻣﻌﻨﯽ
داري وﺟﻮد دارد. ﻫﻢ
ﭼﻨﯿﻦ ﻧﺘﺎﯾﺞ ﺑﯿﺎﻧﮕﺮ اﯾﻦ اﺳﺖ ﮐﻪ
ISSR، ﻧﺸﺎﻧﮕﺮ ﻣﻔﯿﺪي ﺑﺮاي اﻧﺪازه
ﮔﯿﺮي ﺳﺮﯾﻊ و آﺳﺎن ﺗﻨﻮع
ژﻧﺘﯿﮑﯽ در ﻣﯿﺎن ﺟﻬﺶ
ﯾﺎﻓﺘﻪ
ﻫﺎ اﺳﺖ. Journal of Nuclear Science, Engineering and Technology
Vol. 45 (4), Serial Number 109, 2024, P 66-74
ﺑﺮرﺳﯽ ﺗﻐﯿﯿﺮات ﻣﻮﻟﮑﻮﻟﯽ ﺟﻬﺶ
ﯾﺎﻓﺘﻪ
ﻫﺎي اﯾﺠﺎد ﺷﺪه ﺑﺎ
ﻧﺸﺎﻧﮕﺮISSR
ﻧﺸﺎن داد ﮐﻪ ﺗﺎﺑﺶ در ﺳﻄﺢ40
ﮔﺮي ﻣﯽ
ﺗﻮاﻧﺪ
ﭼﻨﺪ ﺷﮑﻠﯽ ﺑﺴﯿﺎر ﺑﺎﻻﯾﯽ در آن
ﻫﺎ اﯾﺠﺎد ﮐﻨﺪ
ﺑﻪ . ﻃﻮري ﮐﻪ
ﺟﻬﺶ
ﯾﺎﻓﺘﻪ
ﻫﺎي ﻓﺮﺿﯽ ﺑﺎ ﯾﮏ ﺳﻄﺢ ﺗﯿﻤﺎر در ﺳﻄﺢ ﺗﺸﺎﺑﻪ 51
/0
درﺻﺪ ﺑﻪ4
ﮔﺮوه ﺗﻘﺴﯿﻢ
ﺑﻨﺪي ﺷﺪﻧﺪ و داﻣﻨﻪ ﺗﺸﺎﺑﻪ ژﻧﺘﯿ
ﮑﯽ از
98
/0
ﺗﺎ45
/0 ﻣﺘﻐﯿﺮ ﺑﻮد. اﯾﻦ ﻧﺘﺎﯾﺞ ﻧﺸﺎن
دﻫﻨﺪه ﻗﺪرت و ﮐﺎراﯾﯽ
ﺗﺎﺑﺶ ﮔﺎﻣﺎ در اﯾﺠﺎد ﺗﻨﻮع ژﻧﺘﯿﮑﯽ ﻣﯽ
ﺑﺎﺷﺪ ﮐﻪ ﺑﻪ اﺻﻼح
ﮐﻨﻨﺪﮔﺎن
ﮔﯿﺎﻫﯽ در اﻧﺘﺨﺎب وارﯾﺘﻪ
ﻫﺎي ﮔﯿﺎﻫﯽ ﺑﺎ ﺧﺼﻮﺻﯿﺎت ﻣﻄﻠﻮب ﮐﻤﮏ
ﻣﯽ
ﮐﻨﺪ. ﻧﺘﺎﯾﺞ اﯾﻦ آزﻣﺎﯾﺶ در ﺑﻪ
وﺟﻮد آﻣﺪن ﺗﻐﯿﯿﺮات ژﻧﺘﯿﮑﯽ
ﺣﺎﺻﻞ از ﺗﺎﺑﺶ، ﻣﺸﺎﺑﻪ ﺑ
ﺎ ﻧﺘﺎﯾﺞ اﻟﻘﺎي ﺟﻬﺶ در ﮔﯿﺎﻫﺎن ﻣﺨﺘﻠﻒ
ﺑﻮد
] 21
[. در ﻃﯽ ﭘﮋوﻫﺶ ﺑﺮﮐﺎت و اﻟﺴﺎﻣﺎك
]22
[ ﮔﻠﭽﻪ
ﻫﺎي
ﮔﯿﺎه داوودي رﻗﻢ Delistar White
ﺑﺎ دو دُز اﺷﻌﻪ ﮔﺎﻣﺎ ﺗﯿﻤﺎر و
از ﻧﺸﺎﻧﮕﺮ ISSR
ﺑﺮاي ﺗﺸﺨﯿﺺ ﺗﻨﻮع ژﻧﺘﯿﮑﯽ ﺑﯿﻦ ﺟﻬﺶ
ﯾﺎﻓﺘﻪ
ﻫﺎ
و واﻟﺪﯾﻦ اﺳﺘﻔﺎده ﮐﺮدﻧﺪ و از 5
آﻏﺎزﮔﺮ ﺑﺮاي ﺗﮑﺜﯿﺮ ﻗﻄﻌﺎتDNA
ژﻧﻮﻣﯽ اﺳﺘﻔﺎده ﺷﺪ و13
ﮐﻠﻮن ﺳﻮﻣﺎﺗﯿﮑﯽ ﺑﺎ اﺳﺘﻔﺎده از اﯾﻦ روش
ﺟﺪا ﮔﺮدﯾﺪ. ﺷﺒﺎﻫﺖ ژﻧﺘﯿﮑﯽ در ﺑﯿﻦ 40
ژﻧﻮﺗﯿﭗ ﻣﻮرد ﺑﺮرﺳﯽ ﻣﺠﻠﻪ ﻋﻠﻮم، ﻣﻬﻨﺪﺳ
ﯽ
و ﻓﻨﺎور
ي
ﻫﺴﺘﻪ
اي
دوره45
، ﺷﻤﺎره3
، ﺟﻠﺪ109
،
ﭘﺎﯾﯿﺰ1403
، ص66
-
74 ﻣﺠﻠﻪ ﻋﻠﻮم، ﻣﻬﻨﺪﺳ
ﯽ
و ﻓﻨﺎور
ي
ﻫﺴﺘﻪ
اي
دوره45
، ﺷﻤﺎره3
، ﺟﻠﺪ109
،
ﭘﺎﯾﯿﺰ1403
، ص66
-
74 ﺗﻮﻟﯿﺪ ﺟﻬﺶ
ﯾﺎﻓﺘﻪ
ﻫﺎي ﺑﻨﻔﺸﻪ آﻓﺮﯾﻘﺎﯾﯽ )Saintpaulia ionantha
(
. . . 72 95
/0
ﺗﺎ43
/0 ﺑﻪ
دﺳﺖ آﻣﺪ و درﺧﺖ ﻓﯿﻠﻮژﻧﯽ در اﯾﻦ آزﻣﺎﯾﺶ در
5 ﺷﺎﺧﻪ ﻃﺒﻘﻪ
ﺑﻨﺪي ﺷﺪ. در آزﻣﺎﯾﺶ دﯾﮕﺮي ﮐﻪ ﺑﺮ روي اﯾﻦ ﮔﯿﺎه
اﻧﺠﺎم ﮔﺮﻓﺖ، از 60
آﻏﺎزﮔﺮISSR
ﺑﺮاي ﺗﺸﺨﯿﺺ وارﯾﺘﻪ
ﻫﺎي
ﺟﺪﯾﺪ اﺳﺘﻔﺎده ﺷﺪ. ﻧﺘﺎﯾﺞ ﻧﺸﺎن داد ﮐﻪ ﭘﻠﯽ
ﻣﻮرﻓﯿﺴﻢ ﺗﻔﺎوت
ﻫﺎي
ﻣﻌﻨﯽ
داري را در ﻣﻘﺎﯾﺴﻪ ﺑﺎ وارﯾﺘﻪ
ﻫﺎي ﻣﻮ
ﺟﻮد دارد. اﯾﻦ آزﻣﺎﯾﺶ
ﻧﺸﺎن داد ﮐﻪ ﮐﺎرﺑﺮد ﻧﺸﺎﻧﮕﺮ ISSR
ﻣﯽ
ﺗﻮاﻧﺪ ﺑﻪ ﻋﻨﻮان ﯾﮏ روش
ﻣﻔﯿﺪ ﺑﺮاي ارزﯾﺎﺑﯽ ﺳﺮﯾﻊ و آﺳﺎن ﺗﻨﻮع ژﻧﺘﯿﮑﯽ ﺑﯿﻦ وارﯾﺘﻪ
ﻫﺎ
ﻣﺪﻧﻈﺮ ﻗﺮار ﮔﯿﺮد. 2. ﻣﻮاد و روش
ﻫﺎ ز
ا
ي و ﻫﻤﮑﺎران
] 6
[
ﯾﮏ ﭘﺮوﺗﮑﻞ ﮐﺎرآﻣﺪ را
ﺟﻬﺖ اﻟﻘﺎي ﺟﻬﺶ در ﮔﯿﺎه ﻟﯿﻠﯿﻮم اراﺋﻪ ﮐﺮدﻧﺪ. آن
ﻫﺎ
ﺗﻨﻮع
ژﻧﺘﯿﮑﯽ در ﺑﯿﻦ ﺟﻬﺶ
ﯾﺎﻓﺘﻪ
ﻫﺎ را ﺑﻪ
وﺳﯿﻠﻪ ﻧﺸﺎﻧﮕﺮ ﻣﻮﻟﮑﻮﻟﯽ ISSR
ﺗﺄﯾﯿﺪ ﮐﺮدﻧﺪ و ﻓﺮاواﻧﯽ ﺗﻨﻮع ژﻧﺘﯿﮑﯽ06
/
36
درﺻﺪ ﺑﺎ اﺳﺘﻔﺎده از7
ﭘﺮاﯾﻤﺮISSR
را ﮔﺰارش ﮐﺮدﻧﺪ. از اﯾﻦ9
ﻻﯾﻦ ﺑﺮرﺳﯽ ﺷﺪه ﺑﺎ
ﻧﺸﺎﻧﮕﺮ ISSR
،
4
ﻻﯾﻦ ﻫﯿﭻ ﺗﻔﺎوﺗﯽ از ﻧﻈﺮ ﻣﻮﻟﮑﻮﻟﯽ ﻧﺸﺎن ﻧﺪادﻧﺪ
اﻣﺎ 5
ﻻﯾﻦ دﯾﮕﺮ ﺗﻔﺎوت
ﻫﺎﯾﯽ را ﻧﺸﺎن دادﻧﺪ ﮐﻪ ﺗﻔﺎوت
ﻫﺎي
ﻓﻨﻮﺗﯿﭙﯽ را در اﯾﻦ ﮔﯿﺎه اﯾﺠﺎد ﮐﺮدﻧﺪ. ﻧﺘﺎﯾﺞ ﺑﺮ روي ﻟﯿﻠﯿﻮم ﻧﺸﺎن
داد ﮐﻪ ﻧﺸﺎﻧﮕﺮ ISSR
ﻗﺎدر ﺑﻪ ﻧﺸﺎن دادن ﺗﻔﺎوت
ﻫﺎ در ﺳﻄﺢ
ﻣﻮﻟﮑﻮﻟﯽ اﺳﺖ. ﻣﯿﺰان ﮐﻞ ﮐﻠﺮوﻓﯿﻞ در ﺳﻄﺢ 5 درﺻﺪ ﻣﻌﻨﯽ
دار ﺑﻮد وﻟﯽ ﭘﺎراﻣﺘﺮ
ﺗﻌﺪاد ﺑﺮگ و ﻣﯿﺰان ﮐﺎروﺗﻨﻮﺋﯿﺪ از ﻧﻈﺮ آﻣﺎري در ﺳﻄﺢ 5
درﺻﺪ
ﻣﻌﻨﯽ
دار ﻧﺒﻮد، ﺑﻨﺎﺑﺮاﯾﻦ ﻣﻘﺎﯾﺴﻪ ﻣﯿﺎﻧﮕﯿﻦ
ﻫﺎ ﺑﺮاي آن
ﻫﺎ ﺻﻮرت
ﻧﮕﺮﻓﺖ )ﺟﺪول 3
(. ﺑﺎ ﺑﺮرﺳﯽ اﯾﻦ داده
ﻫﺎ ﻣﯽ
ﺗﻮان ﮔﻔﺖ
ﺟﻬﺶ
ﯾﺎﻓﺘﻪ 11
M
ﮐﻪ داراي رﻧﮓ ﺗﯿﺮه
ﺗﺮ در ﺑﺮگ
ﻫﺎ ﻣﯽ
ﺑﺎﺷﺪ، ﺑﺎ
داده
ﻫﺎي اﻓﺰاﯾﺶ ﺷﺪت رﻧﮓ ﺳﺒﺰ )ﺑﻪ دﺳﺖ آﻣﺪه از آﻧﺎﻟﯿﺰ
ﺗﺼﺎوﯾﺮ( ﻣﻄﺎﺑﻘﺖ دارد، و ﺑﺎ ﺗﻮﺟﻪ ﺑﻪ داده
ﻫﺎي اﺳﺘﺨﺮاج ﮐﻠﺮوﻓﯿﻞ
)ﺟﺪول 3( ﻣﯽ
ﺗﻮاﻧﺪ ﺑﻪ دﻟﯿﻞ اﻓﺰاﯾﺶ ﻣﯿﺰان ﮐﻠﺮوﻓﯿﻞ ﮐﻞ در اﯾﻦ
ﻓﺮم ﺑﺎﺷﺪ. در اﯾﻦ ﻓﺮم ﺟﻬﺶ
ﯾﺎﻓﺘﻪ ﻫﻢ
ﭼﻨﯿﻦ ﻣﯿﺰان
ﮐﻠﺮوﻓﯿﻞ b
اﻓﺰاﯾﺶ ﭘﯿﺪا ﮐﺮده ﮐﻪ اﯾﻦ ﻣﯿﺰان در ﻓﺮم
ﻫﺎي ﺟﻬﺶ
ﯾﺎﻓﺘﻪ دﯾﮕﺮ
ﺗﻘﺮﯾﺒﺎً ﺑﺮاﺑﺮ ﺑﺎ ﻣﯿﺰان ﮐﻠﺮوﻓﯿﻞ b
در ﻧﻤﻮﻧﻪ ﺷﺎﻫﺪ ﻣﯽ
ﺑﺎﺷﺪ. اﯾﻦ
ﺗﻐﯿﯿﺮات در ﻣﯿﺰان ﮐﻠﺮوﻓﯿﻞ در اﯾﻦ ﮔﯿﺎه ﻣﯽ
ﺗﻮاﻧﺪ ﺑﻪ ﮔﯿﺎه اﻣﮑﺎن
رﺷﺪ ﺑﻬﺘﺮ ﻧﺴﺒﺖ ﺑﻪ ﻓﺮم اﺑﻠﻖ در ﺟﻬﺶ
ﯾﺎﻓﺘﻪ
ﻫﺎي دﯾﮕﺮ را ﺑﺪﻫﺪ
ﺑﻨﺎﺑﺮاﯾﻦ ﺳﻄﺢ ﺑ
ﺮگ و ﺳﻄﺢ ﻓﺘﻮﺳﻨﺘﺰﮐﻨﻨﺪه در اﯾﻦ ﻓﺮم ﻧﺴﺒﺖ ﺑﻪ
ﺟﻬﺶ ﯾﺎﻓﺘﻪ
ﻫﺎي دﯾﮕﺮ ﺑﯿﺶ
ﺗﺮ اﺳﺖ )ﺟﺪول 3
و ﺷﮑﻞ6
.( ﺷﮑﻞ6. ﭘﻨﺞ ﮔﯿﺎه ﺟﻬﺶ
ﯾﺎﻓﺘﻪ ﮐﻪ ﺑﯿﺶ
ﺗﺮﯾﻦ ﻓﺎﺻﻠﻪ ژﻧﺘﯿﮑﯽ را از ﮔﯿﺎه ﺷﺎﻫﺪ
داﺷﺘﻨﺪ. 3
.4
ﺑﺮرﺳﯽ
ﭘﺎﯾﺪاري ﺗﻐﯿﯿﺮات ﻓﻨﻮﺗﯿﭙﯽ در ﻓﺮم
ﻫﺎي ﺟﻬﺶ ﯾﺎﻓﺘﻪ
از ﻣﯿﺎن11
ﺟﻬﺶ
ﯾﺎﻓﺘﻪ ﻣﻮرد آﻧﺎﻟﯿﺰ ISSR
ﮐﻪ در ﺑﺎﻻ ﺑﻪ آن اﺷﺎره
ﮔﺮدﯾﺪ، 5 ﮔﯿﺎه ﺟﻬﺶ
ﯾﺎﻓﺘﻪ ﮐﻪ ﺑﯿﺶ
ﺗﺮﯾﻦ ﻓﺎﺻﻠﻪ ژﻧﺘﯿﮑﯽ را از ﮔﯿﺎه
ﺷﺎﻫﺪ داﺷﺘﻨﺪ و ﻫﻢ
ﭼﻨﯿﻦ ﺑﯿﺶ
ﺗﺮﯾﻦ ﺗﻔﺎوت ﻣﻮرﻓﻮﻟﻮژﯾﮑﯽ را ﻧﺸﺎن
ﻣﯽ
دادﻧﺪ، اﻧﺘﺨﺎب ﺷﺪﻧﺪ و ﭘﺲ از ﭼﻨﺪ
ﯾﻦ واﮐﺸﺖ، ﮔﯿﺎﻫﭽﻪ
ﻫﺎي
ﺑﺎززا ﺷﺪه از ﻧﻈﺮ ﭘﺎراﻣﺘﺮﻫﺎي ﻣﻮرﻓﻮﻟﻮژﯾﮑﯽ و ﻓﯿﺰﯾﻮﻟﻮژﯾﮑﯽ ﻣﻮرد
ﺑﺮرﺳﯽ ﻗﺮار ﮔﺮﻓﺘﻨﺪ. 2. ﻣﻮاد و روش
ﻫﺎ از ﻣﯿﺎن ﻧﺘﺎﯾﺞ ﺣﺎﺻﻞ از ﺟﺪول ﺗﺠﺰﯾﻪ
وارﯾﺎﻧﺲ، ﭘﺎراﻣﺘﺮﻫﺎي ﺳﻄﺢ ﺑﺮگ، ﻃﻮل دﻣﺒﺮگ، ﺳﻄﺢ
ﻓﺘﻮﺳﻨﺘﺰﮐﻨﻨﺪه، ﺷﺪت رﻧﮓ ﺳﺒﺰ در ﻫﺮ ﻣﯿﻠﯽ
ﻣﺘﺮ ﻣﺮﺑﻊ ﺑﺮگ و
ﻣﯿﺰان ﮐﻠﺮوﻓﯿﻞ b
در ﺳﻄﺢ ﯾﮏ در
ﺻﺪ و ﻣﯿﺰان ﮐﻠﺮوﻓﯿﻞ a
و ﺟﺪول3. ﺑﺮرﺳﯽ ﻓﻨﻮﺗﯿﭙﯽ ﮔﯿﺎﻫﺎن ﺟﻬﺶ
ﯾﺎﻓﺘﻪ ﻧﺎﺷﯽ از ﺗﺎﺑﺶ اﺷﻌﻪ ﮔﺎﻣﺎي ﺑﻨﻔﺸﻪ آﻓﺮﯾﻘﺎﯾﯽ ﺳﯽ
و ﻓﻨﺎور
ي
ﻫﺴﺘﻪ
اي
urnal of Nuclear Science, Engineering and Technology ﺎره3
، ﺟﻠﺪ109
،
ﭘﺎﯾﯿﺰ1403
، ص66
-
74
5 (4), Serial Number 109, 2024, P 66-74 ﻣﺠﻠﻪ ﻋﻠﻮم، ﻣﻬﻨﺪﺳ
ﯽ
و ﻓﻨﺎور
ي
ﻫﺴﺘﻪ
اي
Journal of Nuclear Science, Engineering and Technology ﺟﺪول3. ﺑﺮرﺳﯽ ﻓﻨﻮﺗﯿﭙﯽ ﮔﯿﺎﻫﺎن ﺟﻬﺶ
ﯾﺎﻓﺘﻪ ﻧﺎﺷﯽ از ﺗﺎﺑﺶ اﺷﻌﻪ ﮔﺎﻣﺎي ﺑﻨﻔﺸﻪ آﻓﺮﯾﻘﺎﯾﯽ ﻣﺠﻠﻪ ﻋﻠﻮم، ﻣﻬﻨﺪﺳ
ﯽ
و ﻓﻨﺎور
ي
ﻫﺴﺘﻪ
اي
Journal of Nuclear Science, Engineering and Technology
دوره45
، ﺷﻤﺎره3
، ﺟﻠﺪ109
،
ﭘﺎﯾﯿﺰ1403
، ص66
-
74
Vol. 45 (4), Serial Number 109, 2024, P 66-74
ﺟﻬﺶ
ﯾﺎﻓﺘﻪ
ﻫﺎ ﺗﻌﺪاد
ﺑﺮگ
ﺳﻄﺢ ﺑﺮگ
)2
mm
(
ﻃﻮل
دﻣﺒﺮگ
(mm)
ﺳﻄﺢ
ﻓﺘﻮﺳﻨﺘﺰي
)2
mm
(
ﺷﺪت
ﺳﺒﺰﯾﻨﮕﯽ در
ﻫﺮ ﻣﯿﻠﯽ ﻣﺘﺮ
ﻣﺮﺑﻊ ﺑﺮگ
ﻣﺤﺘﻮا
ي
ﮐﻠﺮوﻓﯿﻞ a
ﻣﺤﺘﻮاي
ﮐﻠﺮوﻓﯿﻞ
b
ﻣﺤﺘﻮاي
ﮐﻠﺮوﻓﯿﻞ ﮐﻞ
ﻣﺤﺘﻮاي
ﮐﺎروﺗﻨﻮﺋﯿﺪ
ﺷﺎﻫﺪ
a7
/8
a
62
/
239
a
83
/0
a
62
/
239
b
59
/4
ab
061
/0
b
032
/0
b
093
/0
a
029
/0
7
M
a8
/8
c
78
/
49
d
39
/0
c
19
/
31
bc
71
/2
ab
069
/0
b
039
/0
ab
109
/0
a
036
/0
8
M
a6
/8
b
03
/
110
cd
47
/0
c
06
/
34
c
03
/2
b
047
/0
b
035
/0
b
083
/0
a
029
/0
9
M
a2
/7
bc
42
/
93
d
43
/0
c
87
/
54
c
23
/2
a
080
/0
b
043
/0
ab
123
/0
a
040
/0
10
M
a5
/8
b
81
/
131
d
66
/0
b
81
/
131
bc
72
/3
b
047
/0
b
053
/0
b
101
/0
a
027
/0
11
M
a5
/7
a
81
/
244
bc
60
/0
a
02
/
238
a
22
/7
ab
053
/0
a
10
/0
a
162
/0
a
031
/0 دوره45
، ﺷﻤﺎره3
، ﺟﻠﺪ109
،
ﭘﺎﯾﯿﺰ1403
، ص66
-
74 اﺣﻤﺪ ﺷﺮ
ﯾﻔﯽ
، زﻫﺮا ﺳﺮﮔﺰ
ي
ﻣﻘﺪم، ﻣﻬﺪ
ﯾ ﻪ
ﺧﺮاز
ي
، . . . 73 4. ﻧﺘﯿﺠﻪ
ﮔﯿﺮي
ﺑﻪ
ﻃﻮر ﮐﻠﯽ ﻧﺘﺎﯾﺞ اﯾﻦ ﺗﺤﻘﯿﻖ ﻧﺸﺎن داد وﺟﻮد
ﺟﻬﺶ
ﯾﺎﻓﺘﻪ
ﻫﺎي
ﻣﻮرﻓﻮﻟﻮژﯾﮑﯽ و ژﻧﺘﯿﮑﯽ در ﮔﯿﺎه ﺑﻨﻔﺸﻪ آﻓﺮﯾﻘﺎﯾﯽ ﻧﺸﺎن
دﻫﻨﺪه اﺛﺮ
ﺗﺎﺑﺶ ﮔﺎﻣﺎ در اﻓﺰاﯾﺶ ﺗﻨﻮع اﺳﺖ و در ﺣﻘﯿﻘﺖ ﻧﺘﯿﺠﻪ ﺗﻐﯿﯿﺮاﺗﯽ
اﺳﺖ ﮐﻪ در ﺳﺎﺧﺘﺎر ﮔﯿﺎه از ﻃﺮﯾﻖ ﺗﺎﺑﺶ روي داده اﺳﺖ. ﺑﻪ
ﻋﺒﺎرﺗﯽ ﺗﺎﺑﺶ ﻣﯽ
ﺗﻮاﻧﺪ از ﻃﺮﯾﻖ اﺛﺮ ﺑﺮ ژن
ﻫﺎ، اﻓﺰاﯾﺶ ﻓﻌﺎﻟﯿﺖ آن
ﻫﺎ
را ﺳﺒﺐ ﺷﻮد ﯾﺎ
ﺣﺘﯽ از ﻃﺮﯾﻖ اﯾﺠﺎد ﺗﻐﯿﯿﺮ در ﺑﯿﺎن ژن
ﻫﺎ ﺑﺎﻋﺚ
ﻓﻌﺎل ﺷﺪن ژن
ﻫﺎي ﺟﺪﯾﺪ و ﯾﺎ ﺑﺎﻋﺚ ﺧﺎﻣﻮش ﺷﺪن ﺑﻌﻀﯽ از
ژن
ﻫﺎ ﺷﻮد. ﺟﺪول3. ﺑﺮرﺳﯽ ﻓﻨﻮﺗﯿﭙﯽ ﮔﯿﺎﻫﺎن ﺟﻬﺶ
ﯾﺎﻓﺘﻪ ﻧﺎﺷﯽ از ﺗﺎﺑﺶ اﺷﻌﻪ ﮔﺎﻣﺎي ﺑﻨﻔﺸﻪ آﻓﺮﯾﻘﺎﯾﯽ ﺗﺎﺑﺶ ﻗﺎدر اﺳﺖ ﺑﺎ اﺛﺮ ﺑﺮ ﻗﺴﻤﺖ
ﻫﺎي ﻣﺨﺘﻠﻒ ژﻧﻮم،
ﺑﺎﻋﺚ ﺗﻐﯿﯿﺮ در ﻓﻌﺎﻟﯿﺖ
ﻫﺎي ﺳﺎﺧﺘﺎري، ﺑﯿﻮﺷﯿﻤﯿﺎﯾﯽ و ﮐﺎرﮐﺮدي
ﮔﯿﺎه ﺷﺪه و از اﯾﻦ ﻃﺮﯾﻖ ﻓﺮم
ﻫﺎي ﺟﺪﯾﺪي از ﮔﯿﺎه ﺑﺎ ﺻﻔﺎت
ﺗﻐﯿﯿﺮ
ﯾﺎﻓﺘﻪ ﺗﻮﻟﯿﺪ ﺷﻮد. ﻧﺘﯿﺠﻪ ﺗﺤﻘﯿﻖ ﺣﺎﺿﺮ از ﻣﯿﺎن 1227
رﯾﺰﻧﻤﻮﻧﻪ
اوﻟﯿﻪ ﺗﺎﺑﺶ دﯾﺪه ﮐﻪ ﭘﺲ از ﺗﮑﺜﯿﺮ اوﻟﯿﻪ ﺑﻪ 3600
،ﮔﯿﺎﻫﭽﻪ رﺳﯿﺪ
در ﺑﺮآورد اوﻟﯿﻪ ﻣﻨﺠﺮ ﺑﻪ اﯾﺠﺎد 11
ﻓﺮم ﺗﻐﯿﯿﺮ ﯾﺎﻓﺘﻪ ﺷﺪ ﮐﻪ ﭘﺲ از
ﺑﺮرﺳﯽ
ﻫﺎي ﻣﻮﻟﮑﻮﻟﯽ 6
ﮔﯿﺎه ﺟﻬﺶ
ﯾﺎﻓﺘﻪ ﺗﺄﯾﯿﺪ ﺷﺪ ﮐﻪ ﻧﺸﺎن
ﻣﯽ
دﻫﺪ درﺻﺪ ﺟﻬﺶ در اﯾ
ﻦ ﺗﺤﻘﯿﻖ 004
/0
ﻣﯽ ﺑﺎﺷﺪ. ﺟﻬﺶ
ﯾﺎﻓﺘﻪ
ﻫﺎ داراي ﺑﺮگ
ﻫﺎي اﺑﻠﻖ ﯾﺎ ﺳﺒﺰ ﺗﯿﺮه و ﯾﺎ داراي ﻓﺮم ﺑﻮﺗﻪ
ﻣﺘﻔﺎوت ﺑﻮدﻧﺪ. ﻧﺸﺎﻧﮕﺮ ISSR
ﺑﺮاي ارزﯾﺎﺑﯽ ﺗﻨﻮع ژﻧﺘﯿﮑﯽ ﻣﻮﺟﻮد
در ﺟﻬﺶ
ﯾﺎﻓﺘﻪ
ﻫﺎي اﻟﻘﺎ ﺷﺪه ﺑﻪ
وﺳﯿﻠﻪ ﺗﺎﺑﺶ ﮔﺎﻣﺎ در ﮔﯿﺎه
ﺑﻨﻔﺸﻪ
آﻓﺮﯾﻘﺎﯾﯽ، ﺗﻮاﻧﺎﯾﯽ ﺑﺎﻻ و ﻗﺪرت ﺗﻤﺎﯾﺰ ﺧﻮﺑﯽ ﻧﺸﺎن داد و
ﮐ
ﺎراﯾﯽ اﯾﻦ ﻧﺸﺎﻧﮕﺮ را ﺑﺮاي ﺷﻨﺎﺳﺎﯾﯽ ﺟﻬﺶ
ﯾﺎﻓﺘﻪ
ﻫﺎي ﺑﻪ
دﺳﺖ
آﻣﺪه از ﺗﺎﺑﺶ ﻧﺸﺎن ﻣﯽ
دﻫﺪ، از اﯾﻦ
رو ﺑﺎ اﺳﺘﻔﺎده از آن ﻣﯽ
ﺗﻮان
ﮔﺰﯾﻨﺶ زود ﻫﻨﮕﺎم و ﮐﺎﻫﺶ اﻧﺪازه
ي ﺟﻤﻌﯿﺖ ﺟﻬﺶ ﯾﺎﻓﺘﻪ را
اﻣﮑﺎن
ﭘﺬﯾﺮ ﺳﺎﺧﺖ. اﯾﻦ ﺗﺤﻘﯿﻖ ﻧﺸﺎن داد ﮐﻪ ﭘﺎﯾﺪاري ژﻧﺘﯿﮑﯽ در
ﺑﺮﺧﯽ ﮔﯿﺎﻫﺎن ﺟﻬﺶ
ﯾﺎﻓﺘﻪ ﺷﻨﺎﺳﺎﯾﯽ ﺷﺪه
ﺑﺮاي ﺻﻔﺖ ﻣﻮرد ﻧﻈﺮ،
در ﻧﺴﻞ
ﺑﻌﺪي ﺑﺎﻗﯽ ﻣﯽ
ﻣﺎﻧﺪ، اﻣﺎ در ﺑﺮﺧﯽ دﯾﮕﺮ از ﺟﻬﺶ
ﯾﺎﻓﺘﻪ
ﻫﺎ
ﺗﻐﯿﯿﺮات ﺑﻪ ﺷﮑﻞ ﺷﯿﻤﺮ ﺑﻮده و ﺣﺘﯽ در ﻣﺮاﺣﻞ ﻣﺨﺘﻠﻒ رﺷﺪي
ﮔﯿﺎه ﻧﯿﺰ ﭘﺎﯾﺪار ﻧﻤﯽ
ﻣﺎﻧﺪ
. ﻣﺮاﺟﻊ ﻣﺮاﺟﻊ 1. Manzoor A, Ahmad T, Bashir M.A, Hafiz I.A,
Silvestri
C. Studies
on
colchicine
induced
chromosome doubling for enhancement of quality
traits in ornamental plants. Plants. 2019;8:194-197. 2. Ahn C.H, Ramya M, An H.R, Park P.M, Kim Y.-J,
Lee S.Y, Jang S. Progress and Challenges in the
Improvement of Ornamental Plants by Genome
Editing. Plants. 2020;9:687-693. 3. Datta S.K, Chakrabarty D, Mandal A.K.A. Gamma
ray-induced genetic manipulations in flower colour
and shape in Dendranthema grandiflorum and their
management through tissue culture. Plant Breeding. 2001;120:91-92. 4. Matsumura A, Nomizu T, Furutani N, Hayashi K,
Minamiyama Y, Hase Y. Ray florets color and shape
mutants induced by 12C5+ ion beam irradiation in
chrysanthemum. Scientia
Horticulturae. 2010;123:558-561. 5. Mandal
A.K.A,
Chakrabarty
D,
Datta
S.K. Application of in vitro techniques in mutation
breeding of chrysanthemum. Plant Cell, Tissue and
Organ Culture.2000;60:33-38. 6. Xi M, Sun L, Qiu S, Liu J, Xu J, Shi J. In vitro
mutagenesis and identification of mutants via ISSR
in lily (Lilium longiflorum). Plant Cell Reports. 2012;31:1043-1051. 7. Suwanseree V.W, Teerakathiti T, Wongchaochant S,
Taychasinpitak T. Petal colour and petal form
mutations observed in Torenia hybrida following
gamma irradiation in vitro. Kasetsart Journal of
Natural Science. 2011;45:656-665. 8. Dita M.A, Rispail N, Prats E, Rubiales D, Singh K.B. Biotechnology approaches to overcome biotic and
abiotic stress constraints in legumes. Euphytica. 2006;147:1-24. 9. Kumar P, Gupta V.K, Misra A.K, Modi D.R, Pandey
B.K. Potential of Molecular Markers in Plant
Biotechnology. Plant Omics Journal. 2009;2:141-
162. 10. Palai S.k, Rout G.R. Characterization of new variety
of
Chrysanthemum
by
using
ISSR
markers. Horticultura Brasileira. 2011;29:613-617. 11. Chang Q.S, Zhang L.X, Hou X.G, Wang Z, Wang N,
Gong M.G, Zhang Q.M, Chen H, Shi Z.Q, Deng C.C. The
anatomical,
physiological,
and
molecular
analysis of a chlorophyll-deficient mutant in tree
peony
(Paeonia
suffruticosa). Photosynthetica. 2019;57:724-730. 12. Lichtenthaler H.K, Buschmann C. Chlorophylls and
carotenoids: Measurement and characterization by
UV‐VIS spectroscopy. Current protocols in food
analytical chemistry, unit F4.3.1-F4.3.8. Available at. 2001.https://doi.org/10.1002/0471142913.faf0403s01. 13. Oñate-Sánchez L, Vicente-Carbajosa J. DNA-free
RNA isolation protocols for Arabidopsis thaliana,
including seeds and siliques. BMC research notes. 2008. Available at https://doi.org/10.1186/1756-
0500-1-93. Journal of Nuclear Science, Engineering and Technology
Vol. 45 (4), Serial Number 109, 2024, P 66-74 Vol. 45 (4), Serial Number 109, 2024, P 66-74 ﺗﻮﻟﯿﺪ ﺟﻬﺶ
ﯾﺎﻓﺘﻪ
ﻫﺎي ﺑﻨﻔﺸﻪ آﻓﺮﯾﻘﺎﯾﯽ )Saintpaulia ionantha
(
. . . 74 74 14. Farjadi-shakib M, Naderi R, Mousavi A. ﻣﺮاﺟﻊ Effects of
gamma-ray irradiation on African Violet in vitro
adventitious shoots. Acta Horticulturae (ISHS). 2012;937:923-927. 19. Hasbullah N.A, Taha R.M, Saleh A, Mahmad N. Irradiation effect on in vitro organogenesis, callus
growth and plantlet development of Gerbera
jamesonii. Horticultura Brasileira. 2012;30:252-257. 15. Yamaguchi H. Mutation breeding of ornamental
plants
using
ion
beams. Breeding
Science. 2018;17086. 20. Jala A. Morphological Change Due to Effects of
Acute Gamma Ray on Wishbone Flower (Torenia
fourmieri) In Vitro. International Transaction Journal
of Engineering, Management, & Applied Sciences &
Technologies. 2011;375-363. 16. Nazir M.B, Mohammad O, Affida A.A, Sakinah A. Research highlights on the use of induced mutations
for plant improvement in Malaysia. Malaysian
Institute for Nuclear Technology Research (MINT) . Bangi. 1998;5:29-35 . 21. Maluszynski M, Ahloowalia S, Shgurbjornsson B.J. Application of in vivo and in vitro mutation
techniques
for
crop
improvement. Euphytica. 2004;85:303-315. 17. Wongpiyasatid A, Jompuk P, Chusreeaeom K,
Taychasinpitak
T. Effects
of
Acute
gamma
irradiation on adventitious plantlet formation of
Saintpaulia ionantha (African violet) detached leaves. Kasetsart Journal. 2007;41:414-419. 22. Barakat M.N, El-Sammak H. In vitro mutagenesis,
plant regeneration and characterization of mutants
via RAPD analysis in Baby's breath Gypsophila
paniculata L. Australian Journal of Crop Science. 2011;5:214-222. 18. Zhou L.B, Li W.J, Ma S, Dong X.C, Yu L.X, Li Q,
Zhou G.M, Gao Q.X. Effects of ion beam irradiation
on adventitious shoot regeneration from in vitro leaf
explants of Saintpaulia ionantha. Nucl. Instrum. Methods. 2006;244:349-353. COPYRIGHTS ﻣﺠﻠﻪ ﻋﻠﻮم، ﻣﻬﻨﺪﺳ
ﯽ
و ﻓﻨﺎور
ي
ﻫﺴﺘﻪ
اي
دوره45
، ﺷﻤﺎره3
، ﺟﻠﺪ109
،
ﭘﺎﯾﯿﺰ1403
، ص66
-
74 Journal of Nuclear Science, Engineering and Technology
Vol. 45 (4), Serial Number 109, 2024, P 66-74
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https://openalex.org/W3205378385
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https://journals.plos.org/plosone/article/file?id=10.1371/journal.pone.0259006&type=printable
|
English
| null |
Active pulmonary tuberculosis and coronavirus disease 2019: A systematic review and meta-analysis
|
PloS one
| 2,021
|
cc-by
| 10,285
|
PLOS ONE RESEARCH ARTICLE Methods We queried the PubMed and Embase databases for studies providing data on (a) proportion
of COVID-19 patients with active pulmonary tuberculosis or (b) severe disease, hospitaliza-
tion, or mortality among COVID-19 patients with and without active pulmonary tuberculosis. We calculated the proportion of tuberculosis patients, and the relative risk (RR) for each
reported outcome of interest. We used random-effects models to summarize our data. Editor: Girish Chandra Bhatt, All India Institute of
Medical Science - Bhopal, INDIA
Received: July 19, 2021
Accepted: October 8, 2021
Published: October 21, 2021 Editor: Girish Chandra Bhatt, All India Institute of
Medical Science - Bhopal, INDIA
Received: July 19, 2021
Accepted: October 8, 2021
Published: October 21, 2021 Results Peer Review History: PLOS recognizes the
benefits of transparency in the peer review
process; therefore, we enable the publication of
all of the content of peer review and author
responses alongside final, published articles. The
editorial history of this article is available here:
https://doi.org/10.1371/journal.pone.0259006 We retrieved 3,375 citations, and included 43 studies, in our review. The pooled estimate for
proportion of active pulmonary tuberculosis was 1.07% (95% CI 0.81%-1.36%). COVID-19
patients with tuberculosis had a higher risk of mortality (summary RR 1.93, 95% CI 1.56–
2.39, from 17 studies) and for severe COVID-19 disease (summary RR 1.46, 95% CI 1.05–
2.02, from 20 studies), but not for hospitalization (summary RR 1.86, 95% CI 0.91–3.81,
from four studies), as compared to COVID-19 patients without tuberculosis. Copyright: © 2021 Aggarwal et al. This is an open
access article distributed under the terms of the
Creative Commons Attribution License, which
permits unrestricted use, distribution, and
reproduction in any medium, provided the original
author and source are credited. OPEN ACCESS OPEN ACCESS
Citation: Aggarwal AN, Agarwal R, Dhooria S,
Prasad KT, Sehgal IS, Muthu V (2021) Active
pulmonary tuberculosis and coronavirus disease
2019: A systematic review and meta-analysis. PLoS ONE 16(10): e0259006. https://doi.org/
10.1371/journal.pone.0259006 Active pulmonary tuberculosis and
coronavirus disease 2019: A systematic review
and meta-analysis Ashutosh Nath AggarwalID*, Ritesh Agarwal, Sahajal Dhooria, Kuruswamy
Thurai Prasad, Inderpaul Singh Sehgal, Valliappan Muthu Ashutosh Nath AggarwalID*, Ritesh Agarwal, Sahajal Dhooria, Kuruswamy
Thurai Prasad, Inderpaul Singh Sehgal, Valliappan Muthu Department of Pulmonary Medicine, Postgraduate Institute of Medical Education and Research, Chandigarh,
India * aggarwal.ashutosh@outlook.com a1111111111
a1111111111
a1111111111
a1111111111
a1111111111 a1111111111
a1111111111
a1111111111
a1111111111
a1111111111 Objective The proportion of COVID-19 patients having active pulmonary tuberculosis, and its impact
on COVID-19 related patient outcomes, is not clear. We conducted this systematic review to
evaluate the proportion of patients with active pulmonary tuberculosis among COVID-19
patients, and to assess if comorbid pulmonary tuberculosis worsens clinical outcomes in
these patients. * aggarwal.ashutosh@outlook.com PLOS ONE PLOS ONE Search strategy We initially looked up the PubMed and EMBASE databases for publications indexed till
March 31, 2021, and further updated our search on June 30, 2021. We queried the PubMed
database using the following search string: (Tuberculosis OR Tubercular OR Tuberculous OR
TB OR Mycobacterium OR Mycobacterial) AND (COVID-19 OR “COVID 19” OR COVID19
OR nCoV OR 2019nCoV OR 2019-nCoV OR CoV-2 OR “CoV 2” OR SARS-CoV-2 OR
SARSCoV2). The Embase database was similarly searched. We further scanned the WHO
compendium of tuberculosis/COVID-19 studies for any additional published studies [23]. We
also examined the bibliographies of selected articles and recent reviews. Introduction The ongoing coronavirus disease 2019 (COVID-19) pandemic is spreading relentlessly, and
has affected more than 230 million people worldwide. COVID-19 is associated with worse out-
comes in the elderly population, and those with comorbid health conditions such as obesity,
diabetes mellitus, hypertension, and cardiovascular disorders [1–9]. Competing interests: The authors have declared
that no competing interests exist. Competing interests: The authors have declared
that no competing interests exist. y
Tuberculosis is a destructive pulmonary disease and therefore widely perceived to be associ-
ated with increased susceptibility to acquiring COVID-19, and poorer prognosis in patients
having both diseases concurrently, especially among people living with human immunodefi-
ciency virus infection (PLHIV). A note from World Health organization (WHO) also antici-
pated poorer outcomes in these patients [10]. However, the actual impact of tuberculosis on
occurrence and clinical outcomes of COVID-19 is not clear. A case series from Italy reported a
benign clinical course for patients having both infections [11]. An early meta-analysis of six
Chinese studies found no association between tuberculosis and COVID-19 severity or mortal-
ity [12]. Population based data from South Korea also did not suggest tuberculosis to be signif-
icantly associated with COVID-19-related mortality [13]. However, other investigators
describe a disproportionately higher rate of adverse clinical outcomes among patients with
tuberculosis and COVID-19 [14–16]. Tuberculosis was identified as the commonest comor-
bidity on verbal autopsy among 70 COVID-19 deaths, and in 10% of whole-body autopsies, in
Zambia [17, 18]. Two meta-analyses suggest higher odds of underlying tuberculosis among
patients with severe COVID-19 and those dying from COVID-19 [19, 20]. Due to these incon-
sistencies, we felt a need to perform a detailed analysis of the available evidence till date. Herein, we evaluate the frequency of concurrent active pulmonary tuberculosis among
COVID-19 patients. We also assess if comorbid pulmonary tuberculosis increases the risk of
severe disease, hospitalization, or mortality in COVID-19 patients. Methods We registered our systematic review protocol with the PROSPERO database (registration
number CRD42021245835). We followed the Preferred Reporting Items for Systematic
Reviews and Meta-Analyses (PRISMA) and the Meta-analysis of Observational Studies in Epi-
demiology (MOOSE) recommendations for reporting our review [21, 22]. An approval from
our Institutional Review Board was not necessary as we extracted only summary information
from previously published articles. PLOS ONE PLOS ONE Tuberculosis and COVID-19 Funding: The authors received no specific funding
for this work. Conclusion Active pulmonary tuberculosis is relatively common among COVID-19 patients and
increases the risk of severe COVID-19 and COVID-19-related mortality. Data Availability Statement: All relevant data are
within the paper and its Supporting Information
files. 1 / 21 PLOS ONE | https://doi.org/10.1371/journal.pone.0259006
October 21, 2021 Selection of studies After removing duplicate citations, two reviewers (ANA and RA) screened all the titles and
abstracts. We omitted publications not reporting on COVID-19 or tuberculosis. We also
excluded experimental, radiological or autopsy studies, case reports, letters to editor not 2 / 21 PLOS ONE | https://doi.org/10.1371/journal.pone.0259006
October 21, 2021 PLOS ONE Tuberculosis and COVID-19 describing original observations, reviews, guidelines, conference abstracts, editorials, and
study protocols. Full texts of citations considered potentially suitable by either reviewer were
assessed further. describing original observations, reviews, guidelines, conference abstracts, editorials, and
study protocols. Full texts of citations considered potentially suitable by either reviewer were
assessed further. We included a publication for data synthesis if it (a) included patients with COVID-19 con-
firmed by detection of novel severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2)
RNA in respiratory specimens, or strongly suspected on clinical or radiological assessment if a
confirmatory test was not available, (b) either described the frequency of patients having con-
current active pulmonary tuberculosis among COVID-19 patients, or reported on any of the
following outcomes in COVID-19 patients with and without tuberculosis—severe COVID-19,
hospital admission, or mortality. Severe COVID-19 was defined based on institutional or
national guidelines, or as per the prevalent guidance from international professional bodies or
the World Health Organization. If the same (or substantially overlapping) patient cohort was
reported in two or more publications, we included the one describing the largest patient popu-
lation. In case of any disagreement, consensus between the two reviewers determined study
inclusion. Data extraction and study quality We obtained information on study design, location and healthcare setting, participant inclu-
sion and exclusion criteria, period of patient enrollment, the source of patient information,
and the outcomes reported, from all eligible studies. We used the Newcastle-Ottawa Scale
(NOS) to assess methodological quality of studies [24]. We considered a study to be of good
quality if its NOS score was seven or more (out of a maximum possible score of nine). Statistical analysis There were 30 (69.8%) publications from Asia, and 10 (23.3%) from Afric
with maximum contribution from China (22 studies) (Table 1). One (2.3%) study analyzed
data from m ltiple co ntries [43] All st dies e al ated data from retrospecti e patient
Fig 1. Flow chart for study selection. https://doi.org/10.1371/journal.pone.0259006.g001 Results
We identified 3,375 publications from our literature search (Fig 1). We finally selected 43 stud-
ies, describing 236,863 patients with COVID-19, for data synthesis [35–77]. Thirty-three
(76.7%) of them provided information on one or more of the adverse clinical outcomes of
interest (Table 1). There were 30 (69.8%) publications from Asia, and 10 (23.3%) from Africa,
with maximum contribution from China (22 studies) (Table 1). One (2.3%) study analyzed
data from multiple countries [43]. All studies evaluated data from retrospective patient
cohorts, except for four (9.3%) that collected the information prospectively [39, 40, 56, 69]. Six
(14.0%) studies reported population-based data [35, 36, 42, 52, 59, 62], while the others were
conducted in a hospital setting. Two (4.7%) studies also included COVID-19 patients based on
Fig 1. Flow chart for study selection. https://doi.org/10.1371/journal.pone.0259006.g001 https://doi.org/10.1371/journal.pone.0259006.g001 Statistical analysis We estimated the percentage of active tuberculosis patients among those with COVID-19 dis-
ease in each study and calculated the corresponding 95% confidence interval (95% CI) by
Clopper-Pearson exact method [25]. We also computed the relative risk (RR), and the corre-
sponding 95% CI, for each predefined outcome from each study [26]. We employed a continu-
ity correction of 0.5 for studies having ‘zero’ cell frequencies prior to these calculations. We pooled our data using the DerSimonian-Laird random effects model to generate sum-
mary estimates [27]. Freeman-Tukey double arcsine transformation was used to summarize
data on proportions [28]. We assessed between-study heterogeneity through the Higgins’
inconsistency index (I2), which was considered high for values greater than 0.75 [29]. The con-
tribution of each study to overall heterogeneity, and its influence on the summary estimate,
were assessed through the Baujat’s plot [30]. For searching the reasons for heterogeneity, we
performed subgroup analyses for predefined covariates that included study location and set-
ting, study design, COVID-19 diagnostic standards, description of criteria used to define active
tuberculosis, national burden of tuberculosis, and the overall study quality. World Health
Organization standards were used to refer to countries as high burden, and to extract country
incidence estimates, for tuberculosis [31]. In a sensitivity analysis, the influence of each study
on the summary estimate was also assessed by repeating meta-analysis after iteratively omitting
one study at a time. Further, any influential study was identified using a battery of diagnostic
tests using Studentized Residuals, Difference in Fits (DFFITS), Cooks Distance, Covariance
Ratio, Tau Square, and the contribution of each study in the Q, H2 test statistics value and the
weights assigned to these studies [32]. Publication bias was assessed through Eggers’ test and
by visualizing contour-enhanced trim-and-fill funnel plots [33, 34]. We utilized the statistical
softwares Stata (Intercooled edition 12.0, Stata Corp, USA) and R (version 4.1.1, R Foundation
for Statistical Computing, Austria) for analyzing our data. 3 / 21 PLOS ONE | https://doi.org/10.1371/journal.pone.0259006
October 21, 2021 Fig 1. Flow chart for study selection. https://doi.org/10.1371/journal.pone.0259006.g001
Tuberculosis and COVID- PLOS ONE Tuberculosis and COVID-19 Results
We identified 3,375 publications from our literature search (Fig 1). We finally selected 43 stu
ies, describing 236,863 patients with COVID-19, for data synthesis [35–77]. Thirty-three
(76.7%) of them provided information on one or more of the adverse clinical outcomes of
interest (Table 1). Results We identified 3,375 publications from our literature search (Fig 1). We finally selected 43 stud-
ies, describing 236,863 patients with COVID-19, for data synthesis [35–77]. Thirty-three
(76.7%) of them provided information on one or more of the adverse clinical outcomes of
interest (Table 1). There were 30 (69.8%) publications from Asia, and 10 (23.3%) from Africa,
with maximum contribution from China (22 studies) (Table 1). One (2.3%) study analyzed
data from multiple countries [43]. All studies evaluated data from retrospective patient
cohorts, except for four (9.3%) that collected the information prospectively [39, 40, 56, 69]. Six
(14.0%) studies reported population-based data [35, 36, 42, 52, 59, 62], while the others were
conducted in a hospital setting. Two (4.7%) studies also included COVID-19 patients based on We identified 3,375 publications from our literature search (Fig 1). We finally selected 43 stud-
ies, describing 236,863 patients with COVID-19, for data synthesis [35–77]. Thirty-three
(76.7%) of them provided information on one or more of the adverse clinical outcomes of
interest (Table 1). There were 30 (69.8%) publications from Asia, and 10 (23.3%) from Africa,
with maximum contribution from China (22 studies) (Table 1). One (2.3%) study analyzed
data from multiple countries [43]. All studies evaluated data from retrospective patient
cohorts, except for four (9.3%) that collected the information prospectively [39, 40, 56, 69]. Six
(14.0%) studies reported population-based data [35, 36, 42, 52, 59, 62], while the others were
conducted in a hospital setting. Two (4.7%) studies also included COVID-19 patients based on PLOS ONE | https://doi.org/10.1371/journal.pone.0259006
October 21, 2021 4 / 21 PLOS ONE Tuberculosis and COVID-19 Author,
year
Location
Study design
Setting
Inclusion
criteria for
COVID-19
patients
Exclusion criteria
Study
period
Source of data
Tuberculosis
definition
No. Results of
COVID-
19
patients
PLHIV
Information
reported
NOS
score
Al
Kuwari
HM, 2020
[35]
Qatar
Retrospective
General
population
Confirmed
disease
NS
Feb 28
—Apr
18,
2020
National
COVID
database
ICD codes
5,685
NS
Proportion,
severity
6
Boulle A,
2020 [36]
Western
Cape, South
Africa
Retrospective
General
population
Confirmed
disease in adult
patients (> = 20
years)
NS
Mar 1
—Jun
9, 2020
Health records
database
Microbiological
confirmation, anti-
tubercular
treatment,
admission to
tuberculosis hospital
22,308
17.8%
Proportion,
hospitalization,
mortality
8
Chen T,
2020 [37]
Wuhan,
China
Retrospective
Inpatients
Confirmed
disease
NS
Jan 1—
Feb 10,
2020
Medical
records
Medical records
203
1.0%
Proportion,
mortality
6
Dai M,
2020 [38]
China
Retrospective
Inpatients
Confirmed
disease in
patients with at
least two CT
examinations
and discharged
by study end
date
Poor quality CT
scan images
Feb 5
—Mar
8, 2020
Medical
records
NS
73
NS
Proportion,
severity
5
Du RH,
2020 [39]
Wuhan,
China
Prospective
Inpatients
Confirmed or
highly probable
disease
NS
Dec 25,
2019—
Feb 7,
2020
Medical
records
NS
179
NS
Proportion,
mortality
6
Gupta N,
2020 [40]
New Delhi,
India
Prospective
Inpatients
Confirmed
disease
NS
Mar 20
—May
8, 2020
Medical
records
NS
200
NS
Proportion
5
Ibrahim
OR, 2020
[41]
Katsina,
Nigeria
Retrospective
Inpatients
Confirmed
disease in adult
patients (> = 18
years)
NS
Apr 10
—Jun
10,
2020
Medical
records
Confirmation
during hospital stay
45
NS
Proportion,
mortality
6
Lee SG,
2020 [42]
South Korea
Retrospective
General
population
Confirmed
disease in adult
patients (> = 18
years)
NS
Mar 26
—May
15,
2020
Health
insurance
database
Diagnostic codes
7,339
0.1%
Proportion,
severity,
mortality
7
Li G,
2020 [43]
59 countries
in China,
North
America, and
Europe
Retrospective
Inpatients
Confirmed
disease
Patients receiving
remdesivir or
dexamethasone,
lack of treatment
records, data from
countries with <5
records
Jan 1—
Apr 30,
2020
Medical
records
NS
598
NS
Proportion,
mortality
7
(Continued)
LOS ONE | https://doi.org/10.1371/journal.pone.0259006
October 21, 2021 5 / 21 PLOS ONE Tuberculosis and COVID-19 Author,
year
Location
Study design
Setting
Inclusion
criteria for
COVID-19
patients
Exclusion criteria
Study
period
Source of data
Tuberculosis
definition
No. Results of
COVID-
19
patients
PLHIV
Information
reported
NOS
score
Li X, 2020
[44]
Wuhan,
China
Ambispective
Inpatients
Confirmed or
highly probable
disease
NS
Jan 26
—Feb
5, 2020
Personal/
telephonic
interviews,
medical
records
ICD-10 diagnostic
codes
548
NS
Proportion,
severity
6
Liu J,
2020 [45]
Wuhan,
China
Retrospective
Outpatients
and
inpatients
Confirmed
disease in adult
patients (> = 18
years)
NS
Dec 29,
2019—
Feb 28,
2020
Medical
records
Medical records
1,190
NS
Proportion,
hospitalization,
mortality
6
Liu SJ,
2020 [46]
Ezhou, China
Retrospective
Inpatients
NS
NS
Jan 23
—Feb
12,
2020
Medical
records
NS
342
NS
Proportion,
severity
5
Ma Y,
2020 [47]
9 Chinese
provinces
Retrospective
Inpatients
Confirmed
disease in adult
patients (> = 18
years)
NS
Jan 13
—Apr
13,
2020
Medical
records
Self-reported or
diagnosed at
admission
1,160
NS
Proportion,
severity,
mortality
6
Maciel
EL, 2020
[48]
Espirito
Santo, Brazil
Retrospective
Inpatients
Confirmed
disease in
patients with
definite
outcomes
(discharge or
death)
NS
Feb 26
—May
14,
2020
Regional
epidemiologic
studies
database
NS
440
1.0%
Proportion,
mortality
5
Nachega
JB, 2020
[49]
Kinshasa, DR
Congo
Retrospective
Inpatients
Confirmed
disease
Incomplete
information
Mar 10
—Jul
31,
2020
Medical
records
NS
766
1.6%
Proportion,
severity
6
Parker A,
2020 [50]
Cape Town,
South Africa
Retrospective
Inpatients
Confirmed
disease in adult
patients (> = 18
years)
NS
Mar
24–11
May,
2020
Medical
records
NS
113
21.2%
Proportion,
hospitalization
5
Sun Y,
2020 [51]
Beijing,
China
Retrospective
Inpatients
Confirmed
disease
NS
NS
Medical
records
NS
63
NS
Proportion
5
Sy KTL,
2020 [52]
Philippines
Retrospective
General
population
Confirmed
disease
NS
Up to
May
17,
2020
National
COVID-19
surveillance
registry
History or current
diagnosis of
tuberculosis
12,513
NS
Proportion,
hospitalization,
mortality
8
Xiao KH,
2020 [53]
Chongqing,
China
Retrospective
Inpatients
Confirmed
disease
NS
Jan 23
—Feb
8, 2021
Medical
records
NS
143
NS
Proportion,
severity
5
Yu HH,
2020 [54]
Wuhan,
China
Retrospective
Inpatients
Confirmed
disease
NS
Jan 27
—Mar
5, 2020
Medical
records
NS
1561
NS
Proportion,
severity
7
(
d)
LOS ONE | https://doi.org/10.1371/journal.pone.0259006
October 21, 2021 6 / 21 PLOS ONE Tuberculosis and COVID-19 Author,
year
Location
Study design
Setting
Inclusion
criteria for
COVID-19
patients
Exclusion criteria
Study
period
Source of data
Tuberculosis
definition
No. PLOS ONE | https://doi.org/10.1371/journal.pone.0259006
October 21, 2021 Results of
COVID-
19
patients
PLHIV
Information
reported
NOS
score
Zeng JH,
2020 [55]
Shenzhen,
China
Retrospective
Inpatients
Confirmed
disease
NS
Jan 11
—Apr
1, 2020
Medical
records
NS
416
NS
Proportion,
severity
5
Zhang JJ,
2020 [56]
Wuhan,
China
Prospective
Inpatients
Confirmed
disease
NS
Jan 16
—Feb
3, 2020
Medical
records
NS
140
NS
Proportion,
severity
6
Zhang
YT, 2020
[57]
Guangdong,
China
Retrospective
Inpatients
Confirmed
disease
NS
Jan 15
—Mar
4, 2020
Disease
surveillance
database
NS
1,350
NS
Proportion,
severity
5
Abraha
HE, 2021
[58]
Mekelle,
Ethiopia
Retrospective
Inpatients
Confirmed
disease
NS
May 10
—Oct
16,
2020
Medical
records
NS
2,617
0.9%
Proportion,
severity
7
Dave JA,
2021 [59]
Western
Cape, South
Africa
Retrospective
General
population
Confirmed
disease
NS
Mar 4
—Jul
15,
2020
Regional health
information
database
Database records
64,476
12.3%
Proportion
6
du Bruyn,
2021 [60]
Cape Town,
South Africa
w
Retrospective
Inpatients
Confirmed
disease
NS
Jun 11
—Aug
28,
2020
Medical
records
Microbiologically
proven or clinically
diagnosed
104
29.8%
Proportion,
severity
6
Gajbhiye
RK, 2021
[61]
Mumbai,
India
Retrospective
Inpatients
Confirmed
disease in
pregnant/
postpartum
women
NS
Apr—
Sep,
2020
Medical
records
NS
879
NS
Proportion
4
Hesse R,
2021 [62]
South Africa
Retrospective
General
population
Confirmed
disease in adult
patients (> = 18
years)
Indeterminate
COVID-19 test
results
Mar 1
—Jul 7,
2020
Health records
GeneXpert
positivity within six
months before
COVID diagnosis
98,335
6.3%
Proportion
6
Kapoor
D, 2021
[63]
New Delhi,
India
Retrospective
Inpatients
Confirmed
disease in
children <18
years age
NS
Mar 1
—Dec
31,
2020
Medical
records
NS
120
NS
Proportion,
mortality
4
Lagrutta
L, 2021
[64]
Buenos Aires,
Argentina
Retrospective
Outpatients
and
inpatients
Confirmed
disease
NS
Jul 5—
Oct 17,
2020
Hospital
registry
Bacteriological
confirmation or
recent clinical
diagnosis
5,447
7.2%
Proportion
6
Li S, 2021
[65]
Wuhan,
China
Retrospective
Inpatients
Confirmed
disease in
patients with
definite
outcomes
(discharge or
death)
Patients still
hospitalized at
study end date,
death within 24
hours a fter
admission, loss to
follow up
Jan 18
—Mar
29,
2020
Medical
records
NS
2,924
NS
Proportion,
mortality
4
(Continued)
LOS ONE | https://doi.org/10.1371/journal.pone.0259006
October 21, 2021
7 7 / 21 PLOS ONE Tuberculosis and COVID-19 Author,
year
Location
Study design
Setting
Inclusion
criteria for
COVID-19
patients
Exclusion criteria
Study
period
Source of data
Tuberculosis
definition
No. Results of
COVID-
19
patients
PLHIV
Information
reported
NOS
score
Lu Y,
2021 [66]
Wuhan,
China
Retrospective
Inpatients
Confirmed
severe disease in
adult patients
(<65 years)
NS
Jan 25
—Feb
15,
2020
Medical
records
NS
77
NS
Proportion,
mortality
5
Meng M,
2021 [67]
Wuhan,
China
Retrospective
Inpatients
Confirmed
severe disease
NS
Jan 2—
Mar
28,
2020
Medical
records
NS
415
None
Proportion,
mortality
5
Mithal A,
2021 [68]
New Delhi,
India
Retrospective
Inpatients
Confirmed
disease in adult
patients (> = 18
years)
NS
Jul 9—
Aug 8,
2020
Medical
records
NS
401
NS
Proportion
5
Moolla
MS, 2021
[69]
Cape Town,
South Africa
Prospective
Inpatients
Confirmed
disease
NS
Mar 26
—Aug
31,
2020
Medical
records
NS
363
14.6%
Proportion
6
Song J,
2021 [70]
Wuhan,
China
Retrospective
Inpatients
Confirmed
disease in
patients with
definite
outcomes
(discharge or
death)
NS
Feb 1
—Mar
6, 2020
Medical
records
Self-report on
admission
961
NS
Proportion,
severity
6
van der
Zalm
MM,
2021 [71]
Cape Town,
South Africa
Retrospective
Inpatients
Confirmed
disease in
children (< = 13
years)
Infants born
diagnosed in the
neonatal service,
multisystem
inflammatory
syndrome
Apr 17
—Jul
24,
2020
Medical
records
Medical records
159
1.3%
Proportion,
mortality
5
Verma R,
2021 [72]
Firozabad,
India
Retrospective
Inpatients
Confirmed
disease among
critically ill
patients in ICU
Patients referred to
other centres
Jul 1—
Dec 31,
2020
Medical
records
NS
120
NS
Proportion
4
Yan B,
2021 [73]
Jilin, China
Retrospective
Inpatients
Confirmed
disease
NS
Jan 28
—Mar
25,
2020
Medical
records
NS
190
NS
Proportion,
severity
5
Yang C,
2021 [74]
Taiyuan,
China
Retrospective
Inpatients
Confirmed
disease
NS
Jan 24
—Apr
25,
2020
Medical
records
NS
104
NS
Proportion,
severity
6
Yitao Z,
2021 [75]
Guangzhou,
China
Retrospective
Inpatients
Confirmed
disease
NS
Jan 21
—Mar
23,
2020
Medical
records
NS
257
NS
Proportion,
severity
5
(Continued)
LOS ONE | https://doi.org/10.1371/journal.pone.0259006
October 21, 2021 8 / 21 PLOS ONE Tuberculosis and COVID-19 (
)
Author,
year
Location
Study design
Setting
Inclusion
criteria for
COVID-19
patients
Exclusion criteria
Study
period
Source of data
Tuberculosis
definition
No. of
COVID-
19
patients
PLHIV
Information
reported
NOS
score
Zhang W,
2021 [76]
Taiyuan,
China
Retrospective
Inpatients
Confirmed
disease
Patients with
malignant tumors,
hypertension, heart
disease, diabetes,
etc. Results Jan 1—
May
31,
2020
Medical
records
NS
500
NS
Proportion
5
Zheng B,
2021 [77]
Honghu,
China
Retrospective
Inpatients
Confirmed
disease
Laboratory and
radiology workup
at other hospitals,
no pulmonary
lesion of chest CT
scan
Jan 1—
Mar
27,
2020
Medical
records
NS
198
NS
Proportion,
severity
5
COVID-19 Coronavirus disease 2019, ICD International Classification of Diseases, NOS Newcastle-Ottawa Scale for study quality, NS Not specified, PLHIV People living with human
immunodeficiency virus infection. https://doi.org/10.1371/journal.pone.0259006.t001 Author,
year
Location
Study design
Setting
Inclusion
criteria for
COVID-19
patients
Exclusion criteria
Study
period
Source of data
Tuberculosis
definition
No. of
COVID-
19
patients
PLHIV
Information
reported
NOS
score
Zhang W,
2021 [76]
Taiyuan,
China
Retrospective
Inpatients
Confirmed
disease
Patients with
malignant tumors,
hypertension, heart
disease, diabetes,
etc. Jan 1—
May
31,
2020
Medical
records
NS
500
NS
Proportion
5
Zheng B,
2021 [77]
Honghu,
China
Retrospective
Inpatients
Confirmed
disease
Laboratory and
radiology workup
at other hospitals,
no pulmonary
lesion of chest CT
scan
Jan 1—
Mar
27,
2020
Medical
records
NS
198
NS
Proportion,
severity
5
COVID-19 Coronavirus disease 2019, ICD International Classification of Diseases, NOS Newcastle-Ottawa Scale for study quality, NS Not specified, PLHIV People living with human
i
d fi i
i
i f
ti
LOS ONE | https://doi.org/10.1371/journal.pone.0259 9 / 21 PLOS ONE Tuberculosis and COVID-19 high clinical or radiological suspicion [39, 44]. All others only studied patients with disease
confirmed by the detection of SARS-CoV2 RNA in respiratory specimens. One (2.3%) study
did not specify the inclusion criteria [46]. Only two (4.7%) studies specifically evaluated chil-
dren [63, 71]; others included only adults or described a mixed population. Patient informa-
tion was retrieved mainly from medical records at participating healthcare facilities, or from
surveillance registries or insurance databases (Table 1). Most investigators reviewed patient
records or used tuberculosis-related diagnostic codes in databases to identify patients having
active tuberculosis (Table 1). Fourteen (32.6%) studies reported human immunodeficiency
virus (HIV) seroprevalence in their patient cohorts [36, 37, 42, 48–50, 58–60, 62, 64, 67, 69,
71]. Of these, a single study from South Africa provided tuberculosis prevalence and outcome
data based on HIV status [36]. Only six (14.0%) studies were considered high quality (S1
Table) [36, 42, 43, 52, 54, 58]. Proportion of patients with active tuberculosis The proportion of patients having active pulmonary tuberculosis among COVID-19 patients
could be computed from all 43 studies. It ranged from 0.18% to 14.42% (Fig 2). The highest
occurrence was noted in a study conducted in a high HIV prevalence South African setting
[60]. All other studies described figures below 6%. Almost all studies reported proportion esti-
mates of comorbid pulmonary tuberculosis among COVID-19 patients that were higher than
their corresponding WHO country estimates for annual tuberculosis incidence (Fig 2). The
pooled proportion estimate from all 43 studies was 1.07% (95% CI 0.81%-1.36%). p
p
p
(
)
There was substantial heterogeneity between the studies (I2 94.7%). Baujat’s plot suggested
that three studies unduly influenced heterogeneity as well as pooled estimates (S1 Fig) [36, 59,
62]. Omitting these three studies from meta-analysis resulted in a slightly higher summary esti-
mate of proportion (1.15%, 95% CI 0.84%-1.50%) with only a minor reduction in heterogene-
ity (I2 86.9%). On influence analysis, a single study with the highest reported proportion of
active tuberculosis patients was associated with large values of Studentized residuals, Cook’s
distance and DFFITS (S2 Fig), and was considered potentially influential [60]. After removing
this study, the pooled proportion estimate from remaining 42 studies was lower at 1.00% (95%
CI 0.75%-1.28%) with hardly any reduction in heterogeneity (I2 94.5%). On sensitivity analysis,
omitting other studies one at a time also did not appreciably influence summary estimates or
heterogeneity (S3 Fig). On subgroup analysis, studies conducted in low tuberculosis burden or
multiple countries showed lesser heterogeneity (Table 2). Overall, the pooled estimates on pro-
portion were much lower from studies conducted in countries not having high tuberculosis
burden, as well as from population-based and high-quality studies (Table 2). Severe COVID-19 Twenty studies with 24,371 COVID-19 patients, of whom 161 (0.7%) had tuberculosis, pro-
vided information on severe COVID-19 [35, 38, 42, 44, 46, 47, 49, 51, 53–58, 70, 73–77]. All,
except four (20.0%), of these publications were from China [35, 42, 49, 58]. Severe COVID-19
was defined based on World Health Organization guidance in three (15.0%) studies [35, 49,
58], recommendations from international professional bodies in two (10.0%) studies [44, 70],
national guidelines in 11 (55.0%) studies [38, 42, 46, 47, 51, 53, 56, 57, 73, 74, 76], and institu-
tional policy in four (20.0%) studies [54, 55, 75, 77]. Only three (15.0%) studies were consid-
ered high quality [42, 54, 58]. All studies, except two, included patients with laboratory
confirmed COVID-19 [44, 46]. Only one (12.5%) had a prospective study design [56]. Of the
3431 patients with severe disease in the included cohorts, 36 (1.0%) had underlying tuberculo-
sis. Only four (20.0%) studies reported a RR for severe COVID-19 that significantly exceeded PLOS ONE | https://doi.org/10.1371/journal.pone.0259006
October 21, 2021 10 / 21 PLOS ONE Tuberculosis and COVID-19 Fig 2. Proportion of COVID-19 patients also having tuberculosis and corresponding 95% confidence intervals (CI). Individual proportion
estimates are depicted by solid squares, and the corresponding country estimate of annual tuberculosis incidence by hollow circles. https://doi.org/10.1371/journal.pone.0259006.g002 Fig 2. Proportion of COVID-19 patients also having tuberculosis and corresponding 95% confidence intervals (CI). Individual proportion
estimates are depicted by solid squares, and the corresponding country estimate of annual tuberculosis incidence by hollow circles. https://doi.org/10.1371/journal.pone.0259006.g002 Fig 2. Proportion of COVID-19 patients also having tuberculosis and corresponding 95% confidence intervals (CI). Individual proportion
estimates are depicted by solid squares, and the corresponding country estimate of annual tuberculosis incidence by hollow circles. https://doi.org/10.1371/journal.pone.0259006.g002 https://doi.org/10.1371/journal.pone.0259006.g002 1.0 (Fig 3) [42, 46, 56, 77]. COVID-19 patients who also had tuberculosis were 1.46 (95% CI
1.05–2.02) times more likely to develop severe COVID-19 as compared to COVID-19 patients
without tuberculosis (Fig 3). 2 There was moderate heterogeneity between the studies (I2 42.9%). Baujat’s plot indicated
that one Korean study unduly influenced heterogeneity as well as pooled estimates [42]. No
additional influential study was identified on formal influence analysis. Omitting this single
study from analysis resulted in a lower summary RR estimate (1.35, 95% CI 0.98–1.87) and
lesser heterogeneity (I2 29.5%). On sensitivity analysis, omitting other studies one at a time did
not significantly affect heterogeneity (S4 Fig). PLOS ONE | https://doi.org/10.1371/journal.pone.0259006
October 21, 2021 Severe COVID-19 On subgroup analysis, studies conducted in
Africa or in low tuberculosis burden or multiple countries, as well as population-based studies,
showed negligible heterogeneity (Table 3). Overall, the pooled RR estimates were much higher
from studies conducted in countries not having high tuberculosis burden, as well as from pop-
ulation-based studies (Table 3). There was no significant publication bias (S5 Fig). PLOS ONE | https://doi.org/10.1371/journal.pone.0259006
October 21, 2021 11 / 21 PLOS ONE Tuberculosis and COVID-19 Table 2. Subgroup analysis for summary estimates for proportion of COVID-19 patients with active pulmonary
tuberculosis. Criteria and subgroups
No. of studies
Summary proportion, % (95% CI)
I2, %
Overall
43
0.99 (0.74–1.27)
94.7
Continent:
Africa
10
1.31 (0.73–2.04)
98.4
Asia
30
1.13 (0.81–1.49)
83.5
Other/Multiple countries
3
0.37 (0.02–1.02)
-
Study design:
Prospective
4
1.49 (0.47–2.98)
68.1
Not prospective
39
1.04 (0.78–1.34)
95.1
Study setting:
Hospital-based
37
1.34 (0.94–1.80)
84.5
Population-based
6
0.71 (0.35–1.19)
99.1
Patient inclusion:
Confirmed cases only
40
1.03 (0.77–1.33)
94.9
Probable cases also
3
1.80 (0.41–4.01)
-
Tuberculosis definition:
Criteria specified
15
0.95 (0.60–1.38)
97.9
Criteria not specified
28
1.21 (0.82–1.65)
75.1
Tuberculosis burden:
High burden countries
39
1.24 (0.94–1.57)
94.5
Other/multiple countries
4
0.30 (0.15–0.49)
72.6
Study quality:
NOS score > = 7
6
0.83 (0.43–1.35)
95.7
NOS score <7
37
1.19 (0.87–1.56)
94.2
95% CI 95% confidence interval, I2 Higgins’ inconsistency index, NOS Newcastle-Ottawa Scale for study quality. https://doi org/10 1371/journal pone 0259006 t002 Table 2. Subgroup analysis for summary estimates for proportion of COVID-19 patients with active pulmonary
tuberculosis. s for summary estimates for proportion of COVID-19 patients with active pulmonary 95% CI 95% confidence interval, I2 Higgins’ inconsistency index, NOS Newcastle-Ottawa Scale for study quality. Need for hospitalization Four publications with 28,438 COVID-19 patients, of whom 479 (1.7%) had tuberculosis, pro-
vided data on hospitalization due to COVID-19 [36, 45, 52, 71]. All these studies were from
high tuberculosis burden countries (two from South Africa, and one each from China and
Philippines), had a retrospective study design, and included patients with laboratory con-
firmed COVID-19. Two (50.0%) studies were of high quality [36, 52]. Overall, 20.6% of
patients were hospitalized. Of the 5853 patients who required hospitalization in the included
cohorts, 227 (3.9%) had underlying tuberculosis. Two studies reported a RR for hospitalization
that statistically significantly exceeded 1.0 (Fig 3) [36, 71]. COVID-19 patients who also had
tuberculosis were 1.86 (95% CI 0.91–3.81) times more likely require hospitalization as com-
pared to COVID-19 patients without tuberculosis (Fig 3). This pointed to the absence of any
statistically significant risk of hospitalization among COVID-19 patients with tuberculosis. There was considerable heterogeneity between the studies (I2 97.5%). A subgroup analysis
was not undertaken due to small number of studies. There was no significant publication bias
(S5 Fig). https://doi.org/10.1371/journal.pone.0259006.g003 PLOS ONE | https://doi.org/10.1371/journal.pone.0259006
October 21, 2021 Mortality Seventeen studies with 42,321 COVID-19 patients, of whom 632 (1.5%) had tuberculosis,
reported on deaths due to COVID-19 [36, 39, 41–43, 45, 47–50, 52, 57, 60, 63, 65–67]. All stud-
ies were conducted in high tuberculosis burden countries, except one from South Korea and
another that combined data from multiple nations [42, 43]. All studies, except one, included
patients with laboratory confirmed COVID-19 [39]. Only one publication had a prospective
study design [39]. Four (23.5%) studies were considered as high quality [36, 42, 43, 52]. Of the
2822 patients who died in the included cohorts, 97 (3.4%) had underlying tuberculosis. Only
four (23.5%) studies reported RR for mortality that clearly exceeded 1.0 (Fig 3) [36, 42, 45, 52]. The confidence limits for all other studies were wide (Fig 3). COVID-19 patients who also had PLOS ONE | https://doi.org/10.1371/journal.pone.0259006
October 21, 2021 12 / 21 PLOS ONE Tuberculosis and COVID-19 Fig 3. Relative risk, and corresponding 95% confidence intervals (CI), of adverse clinical outcomes among COVID-19 patients having
tuberculosis. Fig 3. Relative risk, and corresponding 95% confidence intervals (CI), of adverse clinical outcomes among COVID-19 patients having
tuberculosis. https://doi.org/10.1371/journal.pone.0259006.g003 clinical outcomes among COVID-19 patients having https://doi.org/10.1371/journal.pone.0259006.g003 tuberculosis were 1.93 (95% CI 1.56–2.39) times more likely to die as compared to COVID-19
patients without tuberculosis (Fig 3). 2 There was only mild heterogeneity between the studies (I2 21.5%). Inspection of Baujat’s
plot indicated that four studies unduly affected heterogeneity as well as pooled estimates [36,
42, 52, 67]. Two of these were also considered to be influential on formal influence analysis
[52, 67]. Omitting these four studies from analysis lowered the summary RR estimate (1.65%,
95% CI 1.25–2.18) and resulted in negligible heterogeneity (I2 0.0%). On sensitivity analysis,
heterogeneity could also be further decreased by individually omitting three of these studies
one at a time (S4 Fig) [36, 42, 67]. Stratification by whether criteria for tuberculosis definition
were specified in the studies resulted in homogeneity in either group (Table 3). On subgroup
analysis, studies conducted outside Asia or Africa or in low tuberculosis burden or multiple PLOS ONE | https://doi.org/10.1371/journal.pone.0259006
October 21, 2021 13 / 21 PLOS ONE Tuberculosis and COVID-19 Table 3. Subgroup analysis for summary relative risk of adverse outcomes among COVID-19 patients with active
pulmonary tuberculosis. Criteria and
subgroups
COVID-19
severity
Mortality
No. of
studies
Summary relative
risk (95% CI)
I2, %
No. Mortality of
studies
Summary relative
risk (95% CI)
I2, %
Overall
20
1.46 (1.05–2.02)
42.9
17
1.93 (1.56–2.39)
21.5
Continent:
Africa
2
0.87 (0.38–2.01)
0.0
5
2.10 (1.38–3.18)
24.7
Asia
18
1.52 (1.08–2.15)
42.9
10
1.94 (1.47–2.56)
23.1
Other/Multiple
countries
-
-
-
2
1.14 (0.53–2.44)
0.0
Study design:
Prospective
1
2.05 (1.19–3.53)
-
1
0.44 (0.03–6.76)
-
Not prospective
19
1.37 (0.95–1.98)
45.3
16
1.93 (1.57–2.41)
21.5
Study setting:
Hospital-based
18
1.32 (0.95–1.82)
30.9
14
1.66 (1.25–2.22)
14.4
Population-
based
2
3.17 (2.02–4.97)
0.0
3
2.37 (1.90–2.96)
0.0
Patient inclusion:
Confirmed cases
only
18
1.44 (0.98–2.11)
43.1
16
1.93 (1.56–2.39)
21.5
Probable cases
also
2
1.39 (0.65–2.97)
65.0
1
0.44 (0.03–6.76)
0.0
Tuberculosis
definition:
Criteria
specified
5
1.46 (0.64–3.33)
72.3
6
2.58 (2.08–3.20)
0.0
Criteria not
specified
15
1.50 (1.06–2.11)
23.7
11
1.41 (1.08–1.84)
0.0
Tuberculosis
burden:
High burden
countries
18
1.32 (0.95–1.82)
30.9
15
1.94 (1.59–2.38)
11.4
Other/multiple
countries
2
3.17 (2.02–4.97)
0.0
2
2.38 (0.65–8.66)
77.7
Study quality:
NOS score > = 7
3
1.31 (0.29–5.97)
75.3
4
2.44 (1.75–3.41)
42.3
NOS score <7
17
1.45 (1.05–1.99)
27.0
13
1.58 (1.22–2.04)
0.0
95% CI 95% confidence interval, I2 Higgins’ inconsistency index, NOS Newcastle-Ottawa Scale for study quality. htt
//d i
/10 1371/j
l
0259006 t003 Table 3. Subgroup analysis for summary relative risk of adverse outcomes among COVID-19 patients with active
pulmonary tuberculosis. 95% CI 95% confidence interval, I2 Higgins’ inconsistency index, NOS Newcastle-Ottawa Scale for study quality. https://doi.org/10.1371/journal.pone.0259006.t003 countries, population-based studies, those including patients with a clinico-radiological diag-
nosis of COVID-19, and low-quality publications showed negligible heterogeneity (Table 3). There was no significant publication bias (S5 Fig). countries, population-based studies, those including patients with a clinico-radiological diag-
nosis of COVID-19, and low-quality publications showed negligible heterogeneity (Table 3). There was no significant publication bias (S5 Fig). PLOS ONE | https://doi.org/10.1371/journal.pone.0259006
October 21, 2021 Discussion We found that 0.99% of the COVID-19 patients had active pulmonary tuberculosis. These
patients showed higher risk for mortality, but not for severe disease or hospitalization, than
COVID-19 patients without tuberculosis. Our data synthesis summarizes far greater number
of studies than previous meta-analyses and provides information both on tuberculosis fre-
quency and COVID-19 outcome estimates [12, 19, 20]. Unlike previous meta-analyses that
reported summary odds ratios, we present summary RR estimates for adverse clinical out-
comes, which are much easier to interpret and understand in a clinical setting. The summary proportion of those with active pulmonary tuberculosis among COVID-19
patients appears higher than the recent WHO estimates for annual incidence of tuberculosis in
some of the high tuberculosis burden countries where most of the studies were conducted
(China 0.06%, India 0.19%, Nigeria 0.22%, Philippines 0.55%, and South Africa 0.61%) [31]. However, this proportion of active tuberculosis is lower than the generally reported proportion
of other comorbid conditions, like diabetes or hypertension [5, 8]. Whether the lower PLOS ONE | https://doi.org/10.1371/journal.pone.0259006
October 21, 2021 14 / 21 PLOS ONE Tuberculosis and COVID-19 tuberculosis proportion is due to under-reporting or under-recognition of active tuberculosis
among COVID-19 patients, or to safeguarding strategies commonly employed by people with
respiratory disorders, is not certain. However, when patients with active pulmonary tuberculo-
sis do acquire COVID-19, there is a significantly greater risk (about two-fold higher) of
COVID-19 mortality. Our summary estimate for relative risk of mortality in COVID-19
patients having tuberculosis is quite similar to the relative risk estimates of mortality for
COVID-19 patients having other comorbid conditions (like diabetes, hypertension, or cardio-
vascular diseases) widely known to adversely affect prognosis in COVID-19 patients [1–3]. It
is likely that superadded COVID-19 pneumonia in a lung that is already structurally damaged
by tuberculosis may manifest as more severe disease. Importantly, local alterations in lung
immunity resulting from active pulmonary tuberculosis can also adversely influence host
response to SARS-CoV-2 virus. Recent in-vitro data from COVID-19 patients with active pul-
monary tuberculosis has shown an attenuated interferon-gamma response after stimulation of
whole blood with peptides derived from SARS-CoV-2 spike protein, in contrast to a normal
response to Mycobacterium tuberculosis-specific antigens [78]. There are several similarities between COVID-19 and pulmonary tuberculosis. In several
countries, COVID-19 too is a stigmatizing disorder, much like tuberculosis. Both diseases
show airborne transmission when people are in close contact. Discussion Both present with similar symp-
toms like fever and cough. This can complicate decision-making, especially is nations with
high tuberculosis burden. Although several countries have proposed bidirectional screening of
both COVID-19 and pulmonary tuberculosis patients, such policy remains difficult to imple-
ment in resource-constrained settings. This might contribute to underdiagnosis of tuberculo-
sis in COVID-19 patients. As it is, under-reporting of tuberculosis is a problem that is globally
recognized. This is further compounded by reduced access to tuberculosis diagnosis and treat-
ment as a result of COVID-19 related restrictions. It is therefore possible that our calculations
regarding pulmonary tuberculosis among COVID-19 patients might be an underestimate. Our systematic review has a few limitations. Due to the dynamic nature of the pandemic, and
the lag between data collection and publication of results, most studies provide information from
the initial months of 2020 and from regions that were severely afflicted earlier. Thus, the figures
may not truly represent the patient data from all the geographic locations. Also, most of the
included studies had a retrospective design, and collated data from medical records that were likely
completed in an overwhelmed health system. This could have resulted in both underreporting as
well as misclassification of comorbid health conditions. Several studies reported only on inpatients
who have a higher probability of adverse outcomes compared to patients in the community. Only
15.6% of the included studies were of sufficiently high quality. There were differences in healthcare
strategies regarding SARS-CoV-2 testing and admission/transfer criteria, variability in institutional
practices in the timing of investigations and other evaluations, and the level and extent of medical
intervention available to patients. Such heterogeneity can restrict the generalizability of our results. We cannot rule out an overestimation from lack of adjustment for potential confounders (like age,
HIV status, other comorbid health conditions, or other patient characteristics) as we focused on
univariate estimates. In particular, only one South African study reported on tuberculosis fre-
quency data and outcome parameters stratified by HIV status, and there is need to gather more
information on the impact of HIV on COVID-19 and tuberculosis associations. Conceptualization: Ashutosh Nath Aggarwal. Data curation: Ashutosh Nath Aggarwal, Ritesh Agarwal. Data curation: Ashutosh Nath Aggarwal, Ritesh Agarwal. Formal analysis: Ashutosh Nath Aggarwal, Ritesh Agarwal, Sahajal Dhooria, Kuruswamy
Thurai Prasad, Inderpaul Singh Sehgal, Valliappan Muthu. Methodology: Ashutosh Nath Aggarwal, Ritesh Agarwal, Sahajal Dhooria, Kuruswamy Thurai
Prasad, Inderpaul Singh Sehgal, Valliappan Muthu. Project administration: Ashutosh Nath Aggarwal. Supervision: Ashutosh Nath Aggarwal, Ritesh Agarwal. Supervision: Ashutosh Nath Aggarwal, Ritesh Agarwal. Validation: Ashutosh Nath Aggarwal, Ritesh Agarwal, Sahajal Dhooria, Kuruswamy Thurai
Prasad, Inderpaul Singh Sehgal, Valliappan Muthu. Visualization: Ashutosh Nath Aggarwal, Ritesh Agarwal, Sahajal Dhooria, Kuruswamy Thurai
Prasad, Inderpaul Singh Sehgal, Valliappan Muthu. Writing – original draft: Ashutosh Nath Aggarwal, Ritesh Agarwal, Sahajal Dhooria, Kurus-
wamy Thurai Prasad, Inderpaul Singh Sehgal, Valliappan Muthu. Writing – review & editing: Ashutosh Nath Aggarwal, Ritesh Agarwal, Sahajal Dhooria, Kur-
uswamy Thurai Prasad, Inderpaul Singh Sehgal, Valliappan Muthu. Conclusion Factors associated
with disease severity and mortality among patients with COVID-19: A systematic review and meta- Author Contributions Conceptualization: Ashutosh Nath Aggarwal. Conclusion In summary, the available evidence suggests that COVID-19 patients show relatively higher
proportion of concurrent active pulmonary tuberculosis. Active pulmonary tuberculosis sig-
nificantly increases the risk of severe COVID-19 and COVID-19-related mortality. PLOS ONE | https://doi.org/10.1371/journal.pone.0259006
October 21, 2021 15 / 21 PLOS ONE Tuberculosis and COVID-19 Supporting information
S1 Table. Details of Newcastle-Ottawa Scale scoring for study quality. (PDF)
S1 Fig. Baujat’s plot for studies reporting prevalence of tuberculosis among COVID-19
patients. (PDF)
S2 Fig. Influence statistics for studies reporting prevalence of tuberculosis among COVID-
19 patients. (PDF)
S3 Fig. Sensitivity analysis for studies reporting prevalence of tuberculosis among
COVID-19 patients. (PDF)
S4 Fig. Sensitivity analysis for studies reporting outcomes of patients COVID-19 patients
with comorbid tuberculosis. (PDF)
S5 Fig. Contour-enhanced trim-and-fill funnel plots. (PDF) Supporting information
S1 Table. Details of Newcastle-Ottawa Scale scoring for study quality. (PDF)
S1 Fig. Baujat’s plot for studies reporting prevalence of tuberculosis among COVID-19
patients. (PDF)
S2 Fig. Influence statistics for studies reporting prevalence of tuberculosis among COVID-
19 patients. (PDF)
S3 Fig. Sensitivity analysis for studies reporting prevalence of tuberculosis among
COVID-19 patients. (PDF)
S4 Fig. Sensitivity analysis for studies reporting outcomes of patients COVID-19 patients
with comorbid tuberculosis. (PDF)
S5 Fig. Contour-enhanced trim-and-fill funnel plots. (PDF)
Author Contributions
Conceptualization: Ashutosh Nath Aggarwal. Data curation: Ashutosh Nath Aggarwal, Ritesh Agarwal. Formal analysis: Ashutosh Nath Aggarwal, Ritesh Agarwal, Sahajal Dhooria, Kuruswamy
Thurai Prasad, Inderpaul Singh Sehgal, Valliappan Muthu. Methodology: Ashutosh Nath Aggarwal, Ritesh Agarwal, Sahajal Dhooria, Kuruswamy Thurai
Prasad, Inderpaul Singh Sehgal, Valliappan Muthu. Project administration: Ashutosh Nath Aggarwal. Supervision: Ashutosh Nath Aggarwal, Ritesh Agarwal. Validation: Ashutosh Nath Aggarwal, Ritesh Agarwal, Sahajal Dhooria, Kuruswamy Thurai
Prasad, Inderpaul Singh Sehgal, Valliappan Muthu. Visualization: Ashutosh Nath Aggarwal, Ritesh Agarwal, Sahajal Dhooria, Kuruswamy Thurai
Prasad, Inderpaul Singh Sehgal, Valliappan Muthu. Writing – original draft: Ashutosh Nath Aggarwal, Ritesh Agarwal, Sahajal Dhooria, Kurus-
wamy Thurai Prasad, Inderpaul Singh Sehgal, Valliappan Muthu. Writing – review & editing: Ashutosh Nath Aggarwal, Ritesh Agarwal, Sahajal Dhooria, Kur-
uswamy Thurai Prasad, Inderpaul Singh Sehgal, Valliappan Muthu. References
1. Biswas M, Rahaman S, Biswas TK, Haque Z, Ibrahim B. Association of sex, age, and comorbidities
with mortality in COVID-19 patients: a systematic review and meta-analysis. Intervirology. 2021; 64
(1):36–47. Epub 2020/12/10. https://doi.org/10.1159/000512592 PMID: 33296901
2. Chidambaram V, Tun NL, Haque WZ, Majella MG, Sivakumar RK, Kumar A, et al. References 1. Biswas M, Rahaman S, Biswas TK, Haque Z, Ibrahim B. Association of sex, age, and comorbidities
with mortality in COVID-19 patients: a systematic review and meta-analysis. Intervirology. 2021; 64
(1):36–47. Epub 2020/12/10. https://doi.org/10.1159/000512592 PMID: 33296901 2. Chidambaram V, Tun NL, Haque WZ, Majella MG, Sivakumar RK, Kumar A, et al. Factors associated
with disease severity and mortality among patients with COVID-19: A systematic review and meta- 16 / 21 PLOS ONE | https://doi.org/10.1371/journal.pone.0259006
October 21, 2021 PLOS ONE Tuberculosis and COVID-19 analysis. PLoS One. 2020; 15(11):e0241541. Epub 2020/11/19. https://doi.org/10.1371/journal.pone. 0241541 PMID: 33206661 analysis. PLoS One. 2020; 15(11):e0241541. Epub 2020/11/19. https://doi.org/10.1371/journal.pone. 0241541 PMID: 33206661 3. Dorjee K, Kim H, Bonomo E, Dolma R. Prevalence and predictors of death and severe disease in
patients hospitalized due to COVID-19: A comprehensive systematic review and meta-analysis of 77
studies and 38,000 patients. PLoS One. 2020; 15(12):e0243191. Epub 2020/12/08. https://doi.org/10. 1371/journal.pone.0243191 PMID: 33284825 4. Figliozzi S, Masci PG, Ahmadi N, Tondi L, Koutli E, Aimo A, et al. Predictors of adverse prognosis in
COVID-19: A systematic review and meta-analysis. Eur J Clin Invest. 2020; 50(10):e13362. Epub 2020/
07/30. https://doi.org/10.1111/eci.13362 PMID: 32726868 5. Javanmardi F, Keshavarzi A, Akbari A, Emami A, Pirbonyeh N. Prevalence of underlying diseases in
died cases of COVID-19: A systematic review and meta-analysis. PLoS One. 2020; 15(10):e0241265. Epub 2020/10/24. https://doi.org/10.1371/journal.pone.0241265 PMID: 33095835 6. Mesas AE, Cavero-Redondo I, Alvarez-Bueno C, Sarria Cabrera MA, Maffei de Andrade S, Sequi-Dom-
inguez I, et al. Predictors of in-hospital COVID-19 mortality: A comprehensive systematic review and
meta-analysis exploring differences by age, sex and health conditions. PLoS One. 2020; 15(11):
e0241742. Epub 2020/11/04. https://doi.org/10.1371/journal.pone.0241742 PMID: 33141836 7. Williamson EJ, Walker AJ, Bhaskaran K, Bacon S, Bates C, Morton CE, et al. Factors associated with
COVID-19-related death using OpenSAFELY. Nature. 2020; 584(7821):430–6. Epub 2020/07/09. https://doi.org/10.1038/s41586-020-2521-4 PMID: 32640463 8. Yang J, Zheng Y, Gou X, Pu K, Chen Z, Guo Q, et al. Prevalence of comorbidities and its effects in
patients infected with SARS-CoV-2: a systematic review and meta-analysis. Int J Infect Dis. 2020;
94:91–5. Epub 2020/03/17. https://doi.org/10.1016/j.ijid.2020.03.017 PMID: 32173574 9. Silverio A, Di Maio M, Citro R, Esposito L, Iuliano G, Bellino M, et al. Cardiovascular risk factors and
mortality in hospitalized patients with COVID-19: systematic review and meta-analysis of 45 studies
and 18,300 patients. BMC Cardiovasc Disord. 2021; 21(1):23. Epub 2021/01/09. https://doi.org/10. 1186/s12872-020-01816-3 PMID: 33413093 10. World Health Organization. Information Note: Tuberculosis and COVID-19. 12 May 2020. References The PRISMA statement
for reporting systematic reviews and meta-analyses of studies that evaluate health care interventions:
explanation and elaboration. Annals of internal medicine. 2009; 151(4):W65–94. Epub 2009/07/23. https://doi.org/10.7326/0003-4819-151-4-200908180-00136 PMID: 19622512 22. Stroup DF, Berlin JA, Morton SC, Olkin I, Williamson GD, Rennie D, et al. Meta-analysis of observa-
tional studies in epidemiology: a proposal for reporting. Meta-analysis Of Observational Studies in Epi-
demiology (MOOSE) group. JAMA. 2000; 283(15):2008–12. Epub 2000/05/02. https://doi.org/10.1001/
jama.283.15.2008 PMID: 10789670 23. World Health Organization. Compendium of TB/COVID-19 studies. www.who.int/teams/global-
tuberculosis-programme/covid-19/compendium [Accessed July 1, 2021]. 24. Wells G, Shea B, O’Connell D, Peterson J, Welch V, Losos M, et al. The Newcastle-Ottawa Scale
(NOS) for assessing the quality of nonrandomised studies in meta-analyses 2013 [April 13, 2021]. Avail-
able from: http://www.ohri.ca/programs/clinical_epidemiology/oxford.asp. 25. Clopper CJ, Pearson ES. The use of confidence or fiducial limits illustrated in the case of the binomial. Biometrika. 1934; 26(4):404–13. 26. Morris JA, Gardner MJ. Calculating confidence intervals for relative risks (odds ratios) and standardised
ratios and rates. Br Med J (Clin Res Ed). 1988; 296(6632):1313–6. Epub 1988/05/07. https://doi.org/10. 1136/bmj.296.6632.1313 PMID: 3133061 27. DerSimonian R, Laird N. Meta-analysis in clinical trials. Control Clin Trials. 1986; 7(3):177–88. Epub
1986/09/01. https://doi.org/10.1016/0197-2456(86)90046-2 PMID: 3802833 28. Freeman MF, Tukey JW. Transformations related to the angular and the square root. Ann Math Stat. 1950; 21(4):607–11. 29. Higgins JP, Thompson SG, Deeks JJ, Altman DG. Measuring inconsistency in meta-analyses. BMJ. 2003; 327(7414):557–60. Epub 2003/09/06. https://doi.org/10.1136/bmj.327.7414.557 PMID:
12958120 30. Baujat B, Mahe´ C, Pignon JP, Hill C. A graphical method for exploring heterogeneity in meta-analyses:
application to a meta-analysis of 65 trials. Stat Med. 2002; 21(18):2641–52. Epub 2002/09/14. https://
doi.org/10.1002/sim.1221 PMID: 12228882 31. World Health Organization. Global Tuberculosis Report 2020. Geneva: World Health Organization;
2020. 32. Viechtbauer W, Cheung MW. Outlier and influence diagnostics for meta-analysis. Res Synth Methods. 2010; 1(2):112–25. Epub 2010/04/01. https://doi.org/10.1002/jrsm.11 PMID: 26061377 33. Egger M, Davey Smith G, Schneider M, Minder C. Bias in meta-analysis detected by a simple, graphical
test. BMJ. 1997; 315(7109):629–34. Epub 1997/10/06. https://doi.org/10.1136/bmj.315.7109.629
PMID: 9310563 34. Peters JL, Sutton AJ, Jones DR, Abrams KR, Rushton L. Contour-enhanced meta-analysis funnel plots
help distinguish publication bias from other causes of asymmetry. J Clin Epidemiol. 2008; 61(10):991–
6. Epub 2008/06/10. https://doi.org/10.1016/j.jclinepi.2007.11.010 PMID: 18538991 35. Al Kuwari HM, Abdul Rahim HF, Abu-Raddad LJ, Abou-Samra AB, Al Kanaani Z, Al Khal A, et al. References https://www. who.int/docs/default-source/documents/tuberculosis/infonote-tb-covid-19.pdf [Accessed April 13,
2021]. 11. Stochino C, Villa S, Zucchi P, Parravicini P, Gori A, Raviglione MC. Clinical characteristics of COVID-19
and active tuberculosis co-infection in an Italian reference hospital. Eur Respir J. 2020; 56(1):2001708. Epub 2020/06/03. https://doi.org/10.1183/13993003.01708-2020 PMID: 32482787 12. Gao Y, Liu M, Chen Y, Shi S, Geng J, Tian J. Association between tuberculosis and COVID-19 severity
and mortality: A rapid systematic review and meta-analysis. J Med Virol. 2021; 93(1):194–6. Epub
2020/07/21. https://doi.org/10.1002/jmv.26311 PMID: 32687228 13. Oh TK, Song IA. Impact of coronavirus disease-2019 on chronic respiratory disease in South Korea: an
NHIS COVID-19 database cohort study. BMC Pulm Med. 2021; 21(1):12. Epub 2021/01/08. https://doi. org/10.1186/s12890-020-01387-1 PMID: 33407347 14. Motta I, Centis R, D’Ambrosio L, Garcia-Garcia JM, Goletti D, Gualano G, et al. Tuberculosis, COVID-
19 and migrants: Preliminary analysis of deaths occurring in 69 patients from two cohorts. Pulmonology. 2020; 26(4):233–40. Epub 2020/05/16. https://doi.org/10.1016/j.pulmoe.2020.05.002 PMID: 32411943 15. Tadolini M, Codecasa LR, Garcia-Garcia JM, Blanc FX, Borisov S, Alffenaar JW, et al. Active tuberculo-
sis, sequelae and COVID-19 co-infection: first cohort of 49 cases. Eur Respir J. 2020; 56(1):2001398. Epub 2020/05/28. https://doi.org/10.1183/13993003.01398-2020 PMID: 32457198 16. Kumar MS, Surendran D, Manu MS, Rakesh PS, Balakrishnan S. Mortality due to TB-COVID-19 coin-
fection in India. Int J Tuberc Lung Dis. 2021; 25(3):250–1. Epub 2021/03/11. https://doi.org/10.5588/
ijtld.20.0947 PMID: 33688819 17. Mwananyanda L, Gill CJ, MacLeod W, Kwenda G, Pieciak R, Mupila Z, et al. Covid-19 deaths in Africa:
prospective systematic postmortem surveillance study. BMJ. 2021; 372:n334. Epub 2021/02/19. https://doi.org/10.1136/bmj.n334 PMID: 33597166 18. Himwaze CM, Telendiy V, Maate F, Mupeta S, Chitalu C, Chanda D, et al. Post-mortem examination of
hospital inpatient COVID-19 deaths in Lusaka, Zambia—a descriptive whole-body autopsy series. Int J
Infect Dis. 2021; 108:363–9. Epub 2021/06/20. https://doi.org/10.1016/j.ijid.2021.06.013 PMID:
34146690 19. Tamuzi JL, Ayele BT, Shumba CS, Adetokunboh OO, Uwimana-Nicol J, Haile ZT, et al. Implications of
COVID-19 in high burden countries for HIV/TB: A systematic review of evidence. BMC Infect Dis. 2020;
20(1):744. Epub 2020/10/11. https://doi.org/10.1186/s12879-020-05450-4 PMID: 33036570 20. Wang Y, Feng R, Xu J, Hou H, Feng H, Yang H. An updated meta-analysis on the association between
tuberculosis and COVID-19 severity and mortality. J Med Virol. 2021:In press. Epub 2021/06/02. https://doi.org/10.1002/jmv.27119 PMID: 34061374 17 / 21 PLOS ONE | https://doi.org/10.1371/journal.pone.0259006
October 21, 2021 PLOS ONE Tuberculosis and COVID-19 21. Liberati A, Altman DG, Tetzlaff J, Mulrow C, Gotzsche PC, Ioannidis JP, et al. References Li X, Xu S, Yu M, Wang K, Tao Y, Zhou Y, et al. Risk factors for severity and mortality in adult COVID-
19 inpatients in Wuhan. J Allergy Clin Immunol. 2020; 146(1):110–8. Epub 2020/04/16. https://doi.org/
10.1016/j.jaci.2020.04.006 PMID: 32294485 45. Liu J, Zhang S, Wu Z, Shang Y, Dong X, Li G, et al. Clinical outcomes of COVID-19 in Wuhan, China: a
large cohort study. Ann Intensive Care. 2020; 10(1):99. Epub 2020/08/02. https://doi.org/10.1186/
s13613-020-00706-3 PMID: 32737627 46. Liu SJ, Cheng F, Yang X, He J, Li H, Zhang W, et al. Correlation of laboratory index and clinical classifi-
cation among 342 corona virus disease 2019 patients in Ezhou. Lab Med. 2020; 35(6):551–6. 47. Ma Y, Zhu DS, Chen RB, Shi NN, Liu SH, Fan YP, et al. Association of overlapped and un-overlapped
comorbidities with COVID-19 severity and treatment outcomes: a retrospective cohort study from nine
provinces in China. Biomed Environ Sci. 2020; 33(12):893–905. Epub 2021/01/22. https://doi.org/10. 3967/bes2020.123 PMID: 33472729 48. Maciel EL, Jabor P, Goncalves Junior E, Tristao-Sa R, Lima RCD, Reis-Santos B, et al. Factors associ-
ated with COVID-19 hospital deaths in Espirito Santo, Brazil, 2020. Epidemiol Serv Saude. 2020; 29(4):
e2020413. Epub 2020/10/01. https://doi.org/10.1590/S1679-49742020000400022 PMID: 32997070 49. Nachega JB, Ishoso DK, Otokoye JO, Hermans MP, Machekano RN, Sam-Agudu NA, et al. Clinical
characteristics and outcomes of patients hospitalized for COVID-19 in Africa: Early insights from the
Democratic Republic of the Congo. Am J Trop Med Hyg. 2020; 103(6):2419–28. Epub 2020/10/04. https://doi.org/10.4269/ajtmh.20-1240 PMID: 33009770 50. Parker A, Koegelenberg CFN, Moolla MS, Louw EH, Mowlana A, Nortje A, et al. High HIV prevalence in
an early cohort of hospital admissions with COVID-19 in Cape Town, South Africa. S Afr Med J. 2020;
110(10):982–7. Epub 2020/11/19. https://doi.org/10.7196/SAMJ.2020.v110i10.15067 PMID: 33205724 51. Sun Y, Dong Y, Wang L, Xie H, Li B, Chang C, et al. Characteristics and prognostic factors of disease
severity in patients with COVID-19: The Beijing experience. J Autoimmun. 2020; 112:102473. Epub
2020/05/23. https://doi.org/10.1016/j.jaut.2020.102473 PMID: 32439209 52. Sy KTL, Haw NJL, Uy J. Previous and active tuberculosis increases risk of death and prolongs recovery
in patients with COVID-19. Infect Dis (Lond). 2020; 52(12):902–7. Epub 2020/08/19. https://doi.org/10. 1080/23744235.2020.1806353 PMID: 32808838 53. Xiao KH, Shui LL, Pang XH, Mu H, Wang J, Lang C. The clinical features of the 143 patients with
COVID-19 in the northeast region of Chongqing. J Third Milit Med Univ. 2020; 42(6):549–54. 54. References Epide-
miological investigation of the first 5685 cases of SARS-CoV-2 infection in Qatar, 28 February-18 April
2020. BMJ Open. 2020; 10(10):e040428. Epub 2020/10/10. https://doi.org/10.1136/bmjopen-2020-
040428 PMID: 33033033 36. Boulle A, Davies MA, Hussey H, Ismail M, Morden E, Vundle Z, et al. Risk factors for COVID-19 death
in a population cohort study from the Western Cape Province, South Africa. Clin Infect Dis. 2020:In
press. Epub 2020/08/30. https://doi.org/10.1093/cid/ciaa1198 PMID: 32860699 37. Chen T, Dai Z, Mo P, Li X, Ma Z, Song S, et al. Clinical characteristics and outcomes of older patients
with Coronavirus disease 2019 (COVID-19) in Wuhan, China: A single-centered, retrospective study. J
Gerontol A Biol Sci Med Sci. 2020; 75(9):1788–95. Epub 2020/04/13. https://doi.org/10.1093/gerona/
glaa089 PMID: 32279081 38. Dai M, Liu X, Zhu X, Liu T, Xu C, Ye F, et al. Temporal changes of CT findings between non-severe and
severe cases of COVID-19 pneumonia: a multi-center, retrospective, longitudinal Study. Int J Med Sci. 2020; 17(17):2653–62. Epub 2020/11/10. https://doi.org/10.7150/ijms.51159 PMID: 33162793 39. Du RH, Liang LR, Yang CQ, Wang W, Cao TZ, Li M, et al. Predictors of mortality for patients with
COVID-19 pneumonia caused by SARS-CoV-2: a prospective cohort study. Eur Respir J. 2020; 55
(5):2000524. Epub 2020/04/10. https://doi.org/10.1183/13993003.00524-2020 PMID: 32269088 40. Gupta N, Ish P, Gupta A, Malhotra N, Caminero JA, Singla R, et al. A profile of a retrospective cohort of
22 patients with COVID-19 and active/treated tuberculosis. Eur Respir J. 2020; 56(5):2003408. Epub
2020/10/24. https://doi.org/10.1183/13993003.03408-2020 PMID: 33093125 PLOS ONE | https://doi.org/10.1371/journal.pone.0259006
October 21, 2021 18 / 21 PLOS ONE Tuberculosis and COVID-19 41. Ibrahim OR, Suleiman BM, Abdullahi SB, Oloyede T, Sanda A, Gbadamosi MS, et al. Epidemiology of
COVID-19 and predictors of outcome in Nigeria: A single-center study. Am J Trop Med Hyg. 2020; 103
(6):2376–81. Epub 2020/10/31. https://doi.org/10.4269/ajtmh.20-0759 PMID: 33124545 42. Lee SG, Park GU, Moon YR, Sung K. Clinical characteristics and risk factors for fatality and severity in
patients with Coronavirus disease in Korea: A nationwide population-based retrospective study using
the Korean Health Insurance Review and Assessment Service (HIRA) database. Int J Environ Res Pub-
lic Health. 2020; 17(22). Epub 2020/11/22. https://doi.org/10.3390/ijerph17228559 PMID: 33218161 43. Li G, Liu Y, Jing X, Wang Y, Miao M, Tao L, et al. Mortality risk of COVID-19 in elderly males with comor-
bidities: a multi-country study. Aging (Albany NY). 2020; 13(1):27–60. Epub 2021/01/21. https://doi.org/
10.18632/aging.202456 PMID: 33472167 44. References Impact of comorbidities on outcome in children with COVID-19
at a tertiary care pediatric hospital. Indian Pediatr. 2021; 58(6):572–5. Epub 2021/06/29. https://doi.org/
10.1007/s13312-021-2244-0 PMID: 34176797 64. Lagrutta L, Sotelo CA, Estecho BR, Beorda WJ, Francos JL, Gonzalez Montaner P. The Febrile Emer-
gency Unit at Muniz Hospital facing COVID-19, HIV and tuberculosis. Medicina (B Aires). 2021; 81
(2):143–8. Epub 2021/04/28. PMID: 33906130 65. Li S, Lin Y, Zhu T, Fan M, Xu S, Qiu W, et al. Development and external evaluation of predictions mod-
els for mortality of COVID-19 patients using machine learning method. Neural Comput Appl. 2021:1–
10. Epub 2021/01/12. https://doi.org/10.1007/s00521-020-05592-1 PMID: 33424133 66. Lu Y, Huang Z, Wang M, Tang K, Wang S, Gao P, et al. Clinical characteristics and predictors of mortal-
ity in young adults with severe COVID-19: a retrospective observational study. Ann Clin Microbiol Anti-
microb. 2021; 20(1):3. Epub 2021/01/08. https://doi.org/10.1186/s12941-020-00412-9 PMID:
33407543 67. Meng M, Chen L, Zhang S, Dong X, Li W, Li R, et al. Risk factors for secondary hemophagocytic lym-
phohistiocytosis in severe coronavirus disease 2019 adult patients. BMC Infect Dis. 2021; 21(1):398. Epub 2021/05/01. https://doi.org/10.1186/s12879-021-06094-8 PMID: 33926377 68. Mithal A, Jevalikar G, Sharma R, Singh A, Farooqui KJ, Mahendru S, et al. High prevalence of diabetes
and other comorbidities in hospitalized patients with COVID-19 in Delhi, India, and their association with
outcomes. Diabetes Metab Syndr. 2021; 15(1):169–75. Epub 2020/12/29. https://doi.org/10.1016/j.dsx. 2020.12.029 PMID: 33360081 69. Moolla MS, Reddy K, Fwemba I, Nyasulu PS, Taljaard JJ, Parker A, et al. Bacterial infection, antibiotic
use and COVID-19: Lessons from the intensive care unit. South African Medical Journal. 2021; 111
(6):575–81. https://doi.org/10.7196/SAMJ.2021.v111i6.15590 PMID: 34382570 70. Song J, Zeng M, Wang H, Qin C, Hou HY, Sun ZY, et al. Distinct effects of asthma and COPD comor-
bidity on disease expression and outcome in patients with COVID-19. Allergy. 2021; 76(2):483–96. Epub 2020/07/28. https://doi.org/10.1111/all.14517 PMID: 32716553 71. van der Zalm MM, Lishman J, Verhagen LM, Redfern A, Smit L, Barday M, et al. Clinical experience
with severe acute respiratory syndrome Coronavirus 2-related illness in children: hospital experience in
Cape Town, South Africa. Clin Infect Dis. 2021; 72(12):e938–e44. Epub 2020/11/11. https://doi.org/10. 1093/cid/ciaa1666 PMID: 33170927 72. Verma R, Nishad RK, Patawa R, Kumar A. Clinical characteristics and outcome of critically ill SARS-
CoV-2 patients admitted to intensive care unit of a tertiary care hospital in north india: A retrospective
study. Journal of Clinical and Diagnostic Research. 2021; 15(5):UC05–UC8. References Yu HH, Qin C, Chen M, Wang W, Tian DS. D-dimer level is associated with the severity of COVID-19. Thromb Res. 2020; 195:219–25. Epub 2020/08/11. https://doi.org/10.1016/j.thromres.2020.07.047
PMID: 32777639 55. Zeng JH, Wu WB, Qu JX, Wang Y, Dong CF, Luo YF, et al. Cardiac manifestations of COVID-19 in
Shenzhen, China. Infection. 2020; 48(6):861–70. Epub 2020/07/30. https://doi.org/10.1007/s15010-
020-01473-w PMID: 32725595 56. Zhang JJ, Dong X, Cao YY, Yuan YD, Yang YB, Yan YQ, et al. Clinical characteristics of 140 patients
infected with SARS-CoV-2 in Wuhan, China. Allergy. 2020; 75(7):1730–41. Epub 2020/02/23. https://
doi.org/10.1111/all.14238 PMID: 32077115 57. Zhang YT, Deng AP, Hu T, Chen XG, Zhuang YL, Tan XH, et al. Clinical outcomes of COVID-19 cases
and influencing factors in Guangdong province. Zhonghua Liu Xing Bing Xue Za Zhi. 2020; 41
(12):1999–2004. Epub 2020/04/29. https://doi.org/10.3760/cma.j.cn112338-20200318-00378 PMID:
32340095 58. Abraha HE, Gessesse Z, Gebrecherkos T, Kebede Y, Weldegiargis AW, Tequare MH, et al. Clinical
features and risk factors associated with morbidity and mortality among patients with COVID-19 in
northern Ethiopia. Int J Infect Dis. 2021; 105:776–83. Epub 2021/03/21. https://doi.org/10.1016/j.ijid. 2021.03.037 PMID: 33741488 59. Dave JA, Tamuhla T, Tiffin N, Levitt NS, Ross IL, Toet W, et al. Risk factors for COVID-19 hospitalisa-
tion and death in people living with diabetes: A virtual cohort study from the Western Cape Province, PLOS ONE | https://doi.org/10.1371/journal.pone.0259006
October 21, 2021 19 / 21 PLOS ONE Tuberculosis and COVID-19 South Africa. Diabetes Res Clin Pract. 2021; 177:108925. Epub 2021/06/25. https://doi.org/10.1016/j. diabres.2021.108925 PMID: 34166703 South Africa. Diabetes Res Clin Pract. 2021; 177:108925. Epub 2021/06/25. https://doi.org/10.1016/j. diabres.2021.108925 PMID: 34166703 60. 60. du Bruyn E, Stek C, Daroowala R, Said-Hartley Q, Hsiao M, Goliath RT, et al. Communicable and non-
communicable co-morbidities and the presentation of COVID-19 in an African setting of high HIV-1 and
tuberculosis prevalence. medRxiv. 2021:2021.05.11.21256479. https://doi.org/10.1101/2021.05.11. 21256479 61. Gajbhiye RK, Mahajan NN, Kamath N, Bahirat S, Patokar G, Bhurke AV, et al. Clinical presentations,
pregnancy complications, and maternal outcomes in pregnant women with COVID-19 and tuberculosis:
A retrospective cohort study. Int J Gynaecol Obstet. 2021; 153(1):176–9. Epub 2021/01/10. https://doi. org/10.1002/ijgo.13588 PMID: 33421126 62. Hesse R, van der Westhuizen DJ, George JA. COVID-19-related laboratory analyte changes and the
relationship between SARS-CoV-2 and HIV, TB, and HbA1c in South Africa. Adv Exp Med Biol. 2021;
1321:183–97. Epub 2021/03/04. https://doi.org/10.1007/978-3-030-59261-5_16 PMID: 33656724 63. Kapoor D, Kumar V, Pemde H, Singh P. 77.
Zheng B, Cai Y, Zeng F, Lin M, Zheng J, Chen W, et al. An interpretable model-based prediction of
severity and crucial factors in patients with COVID-19. Biomed Res Int. 2021;2021:8840835. Epub
2021/03/13. https://doi.org/10.1155/2021/88408355. PMID: 33708997 78.
Petrone L, Petruccioli E, Vanini V, Cuzzi G, Gualano G, Vittozzi P, et al. Coinfection of tuberculosis and
COVID-19 limits the ability to in vitro respond to SARS-CoV-2. Int J Infect Dis. 2021:In press. Epub
2021/03/14. https://doi.org/10.1016/j.ijid.2021.02.090 PMID: 33713816 PLOS ONE | https://doi.org/10.1371/journal.pone.0259006
October 21, 2021 77.
Zheng B, Cai Y, Zeng F, Lin M, Zheng J, Chen W, et al. An interpretable model-based prediction of
severity and crucial factors in patients with COVID-19. Biomed Res Int. 2021;2021:8840835. Epub
2021/03/13. https://doi.org/10.1155/2021/88408355. PMID: 33708997
78.
Petrone L, Petruccioli E, Vanini V, Cuzzi G, Gualano G, Vittozzi P, et al. Coinfection of tuberculosis and
COVID-19 limits the ability to in vitro respond to SARS-CoV-2. Int J Infect Dis. 2021:In press. Epub
2021/03/14. https://doi.org/10.1016/j.ijid.2021.02.090 PMID: 33713816 References https://doi.org/10.7860/
jcdr/2021/48983.14827 73. Yan B, Yang J, Xie Y, Tang X. Relationship between blood eosinophil levels and COVID-19 mortality. World Allergy Organ J. 2021; 14(3):100521. Epub 2021/02/17. https://doi.org/10.1016/j.waojou.2021. 100521 PMID: 33589865 74. Yang C, Ma X, Wu J, Han J, Zheng Z, Duan H, et al. Low serum calcium and phosphorus and their clini-
cal performance in detecting COVID-19 patients. J Med Virol. 2021; 93(3):1639–51. Epub 2020/09/15. https://doi.org/10.1002/jmv.26515 PMID: 32926424 75. Yitao Z, Mu C, Ling Z, Shiyao C, Jiaojie X, Zhichong C, et al. Predictors of clinical deterioration in non-
severe patients with COVID-19: a retrospective cohort study. Curr Med Res Opin. 2021; 37(3):385–91. Epub 2021/01/19. https://doi.org/10.1080/03007995.2021.1876005 PMID: 33459077 76. Zhang W, Zhang C, Bi Y, Yuan L, Jiang Y, Hasi C, et al. Analysis of COVID-19 epidemic and clinical risk
factors of patients under epidemiological Markov model. Results Phys. 2021; 22:103881. Epub 2021/
02/10. https://doi.org/10.1016/j.rinp.2021.103881 PMID: 33558843 20 / 21 PLOS ONE | https://doi.org/10.1371/journal.pone.0259006
October 21, 2021 PLOS ONE Tuberculosis and COVID-19 21 / 21
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Download date: 24. Oct. 2024 Filling the gaps - Circular transition of affordable housing in Denmark Citation for pulished version (APA):
Larsen, V. G., Tollin, N., Antoniucci, V., Birkved, M., Sattrup, P. A., Holmboe, T., & Marella, G. (2022). Filling the
gaps - Circular transition of affordable housing in Denmark. IOP Conference Series: Earth and Environmental
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Larsen, V. G., Tollin, N., Antoniucci, V., Birkved, M., Sattrup, P. A., Holmboe, T., & Marella, G. (2022). Filling the
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Review of Spatial Model to Assess
Suitability of Affordable Housing Based on
Demand Criteria
Zur’ain Zamri, Zakri Tarmidi and Nurul
Hana Adi Maimun
-
Sea level rise and coastal flooding
threaten affordable housing
Maya K Buchanan, Scott Kulp, Lara
Cushing et al. -
Identification of Effective Integrated
Indicators for Sustainable Affordable
Housing Provision
Sura Z. Araji and Bahjat R. Shahin
- PAPER • OPEN ACCESS E-mail: vgl@iti.sdu.dk E-mail: vgl@iti.sdu.dk Abstract. The building industry accounts for about 40% of all climate impacts, stemming from
construction and renovation processes, use of buildings and demolition, disposal and recycling
of buildings and building materials. The Danish Parliament passed a Danish Climate Act in 2020
to reduce greenhouse gas emissions by 70% by 2030, and an action plan in 2021 to create a
Circular Economy (CE) in DK that can support the achievement of climate neutrality by 2050. About 20% of the Danish housing stock is affordable housing with approx. 560.000 affordable
housing homes, inhabited by nearly 1 million out of 5.8 million people. In 2020 the Danish
Government decided on the most significant overall housing agreement to set aside EUR 5,5
billion for ‘Green renovations’ and the building of new affordable housing. Building and
renovating affordable housing in Denmark can thus become significant drivers for the Danish
building industry's transition to CE. Therefore, developing integrated tools and methodologies
for life cycle thinking and CE assessment for the built environment is necessary. We have
identified four significant gaps in this endeavour in a previously released literature review: For
CE to succeed, it is necessary to take a circular view of the life cycle of buildings, which includes
the service life phase, the reuse phase and the recycle phase; To achieve CE, it is necessary to
continue research regarding the possibilities of integrating Life Cycle Assessment (LCA), Life
Cycle Cost (LCC) and Social Life Cycle Assessment (S-LCA) into Life Cycle Sustainability
Assessment (LCSA); S-LCA needs further maturation and development; It is imperative to focus
upon operationalising LCSA for practitioners in all phases of a building’s life cycle. This paper
aims to outline a strategy for analysing and discussing these four gaps and their interrelation in-
depth and suggest an action research proposal to understand better how to bridge the gaps from
a research perspective.
)LOOLQJWKHJDSV&LUFXODUWUDQVLWLRQRIDIIRUGDEOH
KRXVLQJLQ'HQPDUN Sea level rise and coastal flooding
threaten affordable housing
Maya K Buchanan, Scott Kulp, Lara
Cushing et al. - To cite this article: V G Larsen et al 2022 IOP Conf. Ser.: Earth Environ. Sci. 1078 012078 Identification of Effective Integrated
Indicators for Sustainable Affordable
Housing Provision
Sura Z. Araji and Bahjat R. Shahin
- View the article online for updates and enhancements. This content was downloaded from IP address 80.166.140.106 on 20/10/2022 at 06:30 This content was downloaded from IP address 80.166.140.106 on 20/10/2022 at 06:30 SBE-BERLIN-2022
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Published under licence by IOP Publishing Ltd
1 V G Larsen1, N Tollin1, V Antoniucci2, M Birkved1, P A Sattrup3, T Holmboe4
and G Marella2 V G Larsen1, N Tollin1, V Antoniucci2, M Birkved1, P A Sattrup3, T Holmboe4
and G Marella2
1University of Southern Denmark, Odense, DK
2DICEA, University of Padua, IT
3Danish Association of Architectural Firms, Copenhagen, DK
4Dissing + Weitling A/S, Copenhagen, DK 1University of Southern Denmark, Odense, DK
2DICEA, University of Padua, IT
3Danish Association of Architectural Firms, Copenhagen, DK
4Dissing + Weitling A/S, Copenhagen, DK 1University of Southern Denmark, Odense, DK
2DICEA, University of Padua, IT
3Danish Association of Architectural Firms, Copenhagen, DK
4Dissing + Weitling A/S, Copenhagen, DK SBE-BERLIN-2022
IOP Conf. Series: Earth and Environmental Science
1078 (2022) 012078
IOP Publishing
doi:10.1088/1755-1315/1078/1/012078 IOP Publishing
doi:10.1088/1755-1315/1078/1/012078 IOP Publishing
doi:10.1088/1755-1315/1078/1/012078 doi:10.1088/1755-1315/1078/1/012078 onf. Series: Earth and Environmental Science
1078 (2022) 012078
doi:10.1088/1755-1315/1078/1/0120 The building industry accounts for about 40% of the climate impact in Denmark, stemming from
construction and renovation processes, use of buildings and demolition, disposal and recycling of
buildings, and building materials [3]. The affordable housing sector is the largest single sector in the
Danish building industry. 20% of the Danish housing stock is affordable housing, with approximately
five hundred sixty thousand affordable housing units inhabited by almost 1 million people out of a
Danish population of 5,8 million people [4]. Throughout the years, increasing funds for construction and renovation of affordable housing has
been used as a lever to increase growth during periods of recession to create more jobs in the construction
and service sector. Thus, a parliamentary agreement was reached in 2020, allocating 4 billion. EUR
from the National Building Fund (LBF) for renovating the existing housing stock of affordable housing
in 2020-2026 to support a social and green transformation. Renovation of 72,000 units was initiated in
2021 for EUR 2.4 billion, and EUR 1.5 billion will be set aside for future renovations until 2026. The
renovation scheme intends to increase employment in the construction industry and address an economic
downturn created by the COVID19 pandemic. In addition, renovations mean up to a 40 per cent
reduction in energy consumption and improved indoor climate for tenants in their homes [5, 6]. The renovation scheme is expected to increase employment due to the economic downturn created
by the COVID19 pandemic. In addition, renovations mean 30-40 pct less energy consumption and the
tenants' indoor health care benefits. Building and renovating affordable housing in Denmark can thus become significant drivers for the
Danish building industry's transition to CE. CE in construction is about saving and reusing building
materials and keeping materials and construction products in cities and buildings' economic circuits with
the highest possible value for the longest time. In addition, CE is a way to ensure sustainable
management of the earth's resources and develop new economic opportunities for companies through
new business models [7-9]. Therefore, it is necessary for the Danish authorities and stakeholders in the
construction value chain to assess the efficiency and effectiveness of CE and how the best possible value
for the invested funds is achieved through CE. 1.
Introduction The Danish Parliament passed the Danish Climate Act [1] in 2020 to reduce Denmark's greenhouse gas
emissions by 70% by 2030. Additionally, in 2021, the Danish Government released an action plan to
create a Circular Economy (CE) [2] in Denmark to support the achievement of climate neutrality by
2050 and the decoupling between economic growth and consumption of natural resources. SBE-BERLIN-2022
IOP Conf. Series: Earth and Environmental Science
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doi:10.1088/1755-1315/1078/1/012078 IOP Publishing
doi:10.1088/1755-1315/1078/1/012078 IOP Publishing doi:10.1088/1755-1315/1078/1/012078 onf. Series: Earth and Environmental Science
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doi:10.1088/1755-1315/1078/1/0120 IOP Conf. Series: Earth and Environmental Science
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doi:10.108 The research project [10] aims to combine life cycle thinking methodologies with supporting the
evidence-based decision-making and the design process of architectural firms and social housing
organisations through value chain innovation. The research project runs through four phases, as shown
in Table 1. Each phase responds to research questions, exploring the organisational, sectoral, and
political premises to establish recommendations for evaluating CE transition for the affordable housing
sector. The purpose of the research project is to support The Danish Association of Architectural Firms
(DA)[13] and The National Building Fund in Denmark (LBF)[14] in creating markets for new CE
services and solutions for affordable housing, scalable to other housing types in Denmark as well as
internationally impacting policy-making. DA is a trade association with approx. seven hundred twenty
member firms (by June 2022), and LBF is an independent institution developed by the Danish affordable
housing organisations (i.e. ,>>:.4,?4:9> :1 09/@>0=> =09?0=> and regulated by the state through
legislation. LBF aims to support and develop the social housing sector, which is self-financing through
various subsidy and loan schemes. 3.
The research question for this paper. We conducted a literature review, "What are the challenges in assessing Circular Economy for the built
environment?"[12] (Table 1, no. 1) to understand the complexity of life cycle assessment as a tool for
evaluation and cost-benefit analysis of the efficiency and effectiveness of CE. ?B,>,9 :-50.?4A0:1?3074?0=,?@=0=0A40B$?:8,;?30>?,?@>:149?02=,?4:9:1410D.70
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D.70%@>?,49,-474?D>>0>>809?%?:@9/0=>?,9/.@==09?7484?,?4:9>,9/69:B70/202,;>=07,?0/
?:0C4>?4927410.D.70?::7>*+9:?30=:-50.?4A0B,>?:/4>.@>>3:B,9/?:B3,?0C?09?7410.D.70
?3496492.,9-049?02=,?0/49?:?30-@47?09A4=:9809??:>@;;:=??30?=,9>1:=8,?4:9:1?30.:9>?=@.?4:9
>0.?:=1=:87490,=?:.4=.@7,=0.:9:8DB4?3?30;:?09?4,7?:>@;;:=?>@>?,49,-70/0A07:;809?:9,7,=20
>.,70 We appointed four knowledge gaps by recording trends in the scientific literature assessed in the LR,
which are lined up in Table 2: Table 2. Knowledge gaps in "What are the challenges in assessing Circular Economy for the built
environment?”[12]: Table 2. Knowledge gaps in "What are the challenges in assessing Circular Economy for the built
environment?”[12]: Circularity
It is necessary to support a systemic shift by developing a comprehensive,
genuinely circular view of life cycle phases. A circular argument should include the
usage (of buildings) phase, the reuse/recycle (of structures and materials) phase, and
the other life cycle phases within the construction and real estate sector. Integration
Further research in the integration of LCA, LCC and S-LCA is
necessary to develop LCSA for building processes and proper assessment tools for
the built environment. Furthermore, efforts should be made to harmonise the three
methods and develop coherent data and KPIs, quantitative and qualitative. S-LCA
S-LCA is still not very well defined and described in the scientific literature. Therefore, S-LCA needs even further maturation and development. Usability
Throughout the reviewed articles, it is stressed that life cycle methodologies are not
adequately operational and usable yet, for the actors in the design and building
processes in the built environment. Circularity
It is necessary to support a systemic shift by developing a comprehensive,
genuinely circular view of life cycle phases. A circular argument should include the
usage (of buildings) phase, the reuse/recycle (of structures and materials) phase, and
the other life cycle phases within the construction and real estate sector. Integration
Further research in the integration of LCA, LCC and S-LCA is
necessary to develop LCSA for building processes and proper assessment tools for
the built environment. Furthermore, efforts should be made to harmonise the three
methods and develop coherent data and KPIs, quantitative and qualitative. S-LCA
S-LCA is still not very well defined and described in the scientific literature. Therefore, S-LCA needs even further maturation and development. 2. Research background The paper at hand is a part of an overall research project called "Circular transition of affordable housing:
Generating environmental, economic and social co-benefits by design"[10]. This research project aims
to promote the transition of Danish affordable housing to a CE by developing a framework for
assessment, evaluation, and cost-benefit analysis of the efficiency and effectiveness of CE while
integrating environmental, economic and social co-benefits [10, 11]. Furthermore, the research project
concerned hypothesises that architectural companies play a central role in the CE transition of the
affordable housing sector through re-thinking systems by design. Table 1. Research questions in the research project concerned Research questions
Status
1. What are the challenges in assessing circular economy for the built
environment? [12]
Literature review
2. :B.,9?30>0.3,770920>-0,9,7D>0/,9/@9/0=>?::/49/0;?3>:?3,??30
=0>0,=.3.,9>@;;:=??30,11:=/,-703:@>492>0.?:=>?=,9>4?4:9?:?3=:@23
.3,92492-@47/492;=,.?4.0>1=:87490,=?:.4=.@7,=;3,>08:/07>
&30;,;0=,?3,9/
3. How can architectural design processes foster a transition to circular
economy for the affordable housing sector? Paper in progress
4. How can the social co-benefits of a transition to circular economy for
affordable housing be measured and assessed, and how can end-users and
stakeholders' participation through co-design and informed decision-making
foster a transition to circular economy for the affordable housing sector? Consecutive paper Research questions Research questions 1. What are the challenges in assessing circular economy for the built
environment? [12] 2
Why and how we aim to handle the knowledge gaps through quantitative and qualitative stakeholder
surveys, interviews, observations and workshops is described in parts 3.1.-3.4. of the paper at hand. Transition theory will form the research appropriate for understanding change processes in systems and
their application within CE. %429414.,9? 9,?4:9,7 policies for sustainability, climate, building and
renovation of affordable housing and the existing linear construction and renovation processes guide the
direction. These >?@/40>1:=8?30-,>4>1:=,9:A0=7,D:1;:74.40>>;0.414.,?4:9>,9/,.?4A4?40>49,.4=.@7,=
;=:.0>> 8:/07 for masterplan processes to renovate affordable housing in Denmark. Findings are
summarised in section 4 to direct the continuous research hereafter to answer the overall project
hypothesis about “Circular transition of affordable housing: Generating environmental, economic and
social co-benefits by design," [10] elaborated upon in part 5. 3.
The research question for this paper. Usability
Throughout the reviewed articles, it is stressed that life cycle methodologies are not
adequately operational and usable yet, for the actors in the design and building
processes in the built environment. The article at hand describes how we examine and understand whether the four knowledge gaps
ascertained in the scientific literature also occur when clients / end-users and architectural offices plan
and execute affordable housing renovations in concrete planning, design, execution, and usage phases. For this purpose, the following research question (RQ) is raised to guide the research; 3 SBE-BERLIN-2022
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doi:10.1088/1755-1315/1078/1/012078 doi:10.1088/1755-1315/1078/1/012078
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:>?,=?4.70>>?=0>>0/?3,?4?4>0>>09?4,7?:1:.@>:9;:74.D8,6492,9//0.4>4:98,649249?300,=7D
>?,20> :1 , -@47/492 := =09:A,?4:9 ;=:.0>> =02,=/70>> :1 >.:;0 :B0A0= ?34> ,;;=:,.3 4> 9:?
/08:9>?=,?0/49?30=0A40B0/,=?4.70>,>?B:?34=/>/0,7B4?3?30/0>429,9/.:9>?=@.?4:9;3,>0>70>>
?3,9 /0,7B4?3?30@>,20;3,>0,9/70>>?3,9 /0,7B4?3/08:74?4:9,9/?30=0.D.7492;3,>0*
+. &30@>,20;3,>04>/01490/49>:80,=?4.70>,>>429414.,9?-@?4>2090=,77D9:?,//=0>>0/,7?3:@23
4?4>0>>09?4,71:=%
&:/,D?30@>,20,9/=0.D.7492;3,>0>,=0@9/0=A,7@0/49?30=09:A,?4:949/@>?=D>.:9>?=@.?4:9
;=,.?4.0 02 -D .7409?> 09/@>0=> ,9/ ,=.34?0.?> ,47D B:=6 1:.@>0> :9 4880/4,?0 /0>429 ,9/
0C0.@?4:9.:>?>*+,9/9:?:9?307:92?0=80.:9:84..:-09014?>?:2,4949?30@>,20,9/=0.D.7492
;3,>0>'91:=?@9,?07D?3,?90270.?8,D;=0A09?@>1=:8,.340A492?302:,7>:1?30#,=4>2=00809?,9/
2,49492-09014?>1:=>:.40?D.7409?>09/@>0=>.:9>@7?,9?>,9/.:9?=,.?:=>&30=01:=0?30=04>,900/?:
7::6,?.:>?>,9/A,7@0.=0,?4:949-@47/492;=:.0>>0>49,949?02=,?0/B,D?4>90.0>>,=D,7>:?:
34237423??300,=7D;3,>0>,9/49.7@/0?30@>,20:1-@47/492>;3,>0,9/?30=0.D.7492:1>?=@.?@=0>,9/
-@47/4928,?0=4,7>;3,>0-0D:9/?30/0>429,9/0C0.@?4:9;3,>0>?:>@;;:=??30>D>?084.>341?1=:8
7490,=4?D?:.4=.@7,=4?D
%0A0=,7 .748,?0 ,9/ >@>?,49,-474?D ;:74.40> 3,A0 -009 /0A07:;0/ ?: 09>@=0 098,=6> ,-474?D ?:
/074A0=:9?30#,=4>2=00809?>,1:@9/,?4:91:=@9/0=>?,9/492?30,94>32:A0=9492B4?349?30
1407/B07::649?:=070A,9?;:74.D1=,80B:=6>1:=>@>?,49,-474?D.748,?0,9/,>2@4/0>?:,.?4:9
02The Danish National Strategy for Sustainable development [18], The Danish Climate Act [1], The
Danish Circular Economy action plan [19], and &30),>?0"=/0=*
+
)0,>>@80?3,??3069:B70/202,;,-:@?.4=.@7,=4?DB04/09?4140/49?30>.409?414..:9?0C?,7>::..@=>
B309 ;:74?4.> >3,77 -0.:80 :;0=,?4:9,7 49 ?30 .:9>?=@.?4:9 49/@>?=D ?3=:@23 ?30 ;7,99492 /0>429
0C0.@?4:9 ,9/ @>,20 ;3,>0> :1 ,11:=/,-70 3:@>492 =09:A,?4:9 ;=:50.?> :B0A0= -0.,@>0 ?30
.:9>?=@.?4:9>0.?:=4>=07@.?,9??:/0A07:;49?02=,?0/80?3:/>4??09/>?:>?4.6?:-@>490>>,>@>@,7?: 4 SBE-BERLIN-2022 IOP Publishing SBE-BERLIN-2022
IOP Conf. Series: Earth and Environmental Science
1078 (2022) 012078
IOP Publishing
doi:10.1088/1755-1315/1078/1/012078 IOP Conf. Series: Earth and Environmental Science
1078 (2022) 012078
g
doi:10.1088/1755-1315/1078/1/012078 doi:10.1088/1755-1315/1078/1/012078 onf. Series: Earth and Environmental Science
1078 (2022) 012078
doi:10.1088/1755-1315/1078/1/0120 ,A:4/1@=?30=49.=0,>492.:8;70C4?D?:?30,7=0,/D3423.:8;70C4?D:1?30.:9>?=@.?4:9;=:.0>>0>[21]. Therefore, in a consecutive paper (Table 1, no 4), we0C;7:=0?30=0,/490>>1:=.3,920,9/?30;=:>,9/
.:9>:1?30A,7@0.3,49G>0C4>?4927490,=;3,>08:/07>A0=>@>?30.4=.@7,=;3,>08:/07>?3=:@23
>?=@.?@=0//4,7:2@0>B4?33:@>492.:8;,940>,9/,=.34?0.?>49?30,11:=/,-703:@>492>0.?:= ,A:4/1@=?30=49.=0,>492.:8;70C4?D?:?30,7=0,/D3423.:8;70C4?D:1?30.:9>?=@.?4:9;=:.0>>0>[21]. Therefore, in a consecutive paper (Table 1, no 4), we0C;7:=0?30=0,/490>>1:=.3,920,9/?30;=:>,9/
.:9>:1?30A,7@0.3,49G>0C4>?4927490,=;3,>08:/07>A0=>@>?30.4=.@7,=;3,>08:/07>?3=:@23
>?=@.?@=0//4,7:2@0>B4?33:@>492.:8;,940>,9/,=.34?0.?>49?30,11:=/,-703:@>492>0.?:= 3.2. Integration
'9?47
8:>?7410.D.70?::7>B0=0@>0/49/0;09/09?7D1=:80,.3:?30=,9/8,497D,-:@?>48;70
>?,9/,7:90;=:/@.?>
1?0=
B0 >00 ,9 49.=0,>492 1:.@> :9 49?02=,?492 ?B: := ?3=00 ,>>0>>809? 80?3:/> >?477
3:B0A0=;=0/:849,9?7D:9>?,9/,7:90;=:/@.?>
:>?:1?30,=?4.70>=0A40B0/,=0>:707D,-:@??304>,<@,9?4?,?4A0,9/=0,>:9,-7D8,?@=0
80?3:/:7:2DB4?349?0=9,?4:9,7>?,9/,=/>1:=/01494?4:9>,9/;=:.0>>0>%"
:B0A0=>:80
>.409?414.,=?4.70>/4>.@>>?30>3:=?.:8492>:1,9/.=4?4.4>01:=-0492?::>?,?4.-0.,@>0?30
=0>@7?>:1?30,=0>9,;>3:?>=,?30=?3,9?=09/>9,//4?4:9>?,9/,=/4>0/0A,7@,?4:9>D>?08>1:=?30
,>?30D,=0?:/,D,=08:>?:1?09>?477;=:/@.?:=409?0/,9/-,>0/:9,7490,=@9/0=>?,9/492?3,?
/:0>9:?49.7@/0?30=0@>492 =0.D.7492;3,>0>49?30.:9>?=@.?4:9;=:.0>>*+
:1?301:=?D?B:,=?4.70>=0A40B0//0>.=4-0?3049?02=,?4:9:1?30,9/?30*
+
4>.:9>4/0=0/=07,?4A07D8,?@=0,7-04?8:=0?08;:=,7,9//4A0=>0?3,9,9/4>-,>0/:9?307410
.D.70;0=>;0.?4A0>?4773:B0A0=84>>492?30=0@>0 =0.D.70,>;0.?*+&08;:=,74?D494>,94>>@0
?3,? /4>?492@4>30> 4? 1=:8 9 ,//4?4:9 >?,9/,=/4>0/ 4> -,>0/ :9 , 7490,= 0.:9:84.
@9/0=>?,9/492:1.:>?>?3,?4>9:?@91:7/0/49,;0=>;0.?4A0?3,?/08:9>?=,?0>?30>:.4:0.:9:84.A,7@0
.=0,?4:9?3=:@23,.4=.@7,=0.:9:8D
&34=?009:@?:11:=?D?B:,=?4.70>/0>.=4-0?3049?02=,?4:9:1,9/%49?30%,9/
;:49? :@? ?3,? % 4> , 90.0>>,=D ,7-04? 488,?@=0 ,9/ .:8;70C ,=0, .:9>4/0=0/ 0>>09?4,7 1:= ,
>D>?084.,9/49?02=,?0/7410.D.70,;;=:,.3&30=04>,/4>.@>>4:9,-:@?/4110=09?/,?,,9/<@,74?D49?30
80?3:/>809?4:90/4948;:=?,9?,=?4.70>*+
:1?301:=?D?B:,=?4.70>,//=0>>?30>0/4110=09.0>
49,9/%,9/:?30=7410.D.70?::7>,?,8:=02090=,770A07 Several articles see integrating the three methods, LCA, LCC and S-LCA, into a holistic framework,
LCSA, as fitting. They claim that documentation of the absolute sustainability of urban development
and buildings [29, 30] can be supported in a circular phase model. 3.3. S-LCA %:.4,7 >@>?,49,-474?D ,9/ A,7@0 .=0,?4:9 ,=0 ,-:@? 3:B ?30 -@47? 09A4=:9809? .=0,?0> A,7@0 1:= ?30
/0A07:;0= ?30 @>0=> ,9/ ?30 >:.40?D =02,=/492 49.7@>4:9 .:9>@8;?4:9 ,/A,9?,20> /4>,/A,9?,20>
-09014?>,9/.:>?>,>>:.4,?0/B4?3?30-@47?09A4=:9809?%:.4,7>@>?,49,-474?D,9/A,7@0.=0,?4:9,=0,7>:
,-:@??30<@,74?40>?3,?.:9>?=@.?4:9;=:50.?>3,A0=02,=/4921:=0C,8;70.@7?@=,730=4?,20.:30>4:9
;=:/@.?4A4?D70,=949230,7?3@=-,97410,9/5:-.=0,?4:9&3048;,.?.,?02:=40>.,9-0,>/4A0=>0,>
-03,A4:@=>,10?D9@8-0=:1/0,?3>3@8,9=423?>,=.34?0.?@=,7<@,74?D/4A0=>4?D34>?:=4.,7.:9?49@4?D
2:A0=9,9.0>:.4:0.:9:84.48;,.?>,9/7,-:@=8,=60?;:74.40>*
+
%:.4,7>@>?,49,-474?D,9/A,7@0.=0,?4:9-0492?34>/4A0=>0,=0.3,77092492?:80,>@=0,9//0>.=4-0
@90<@4A:.,77D9,//4?4:9?30/4110=09?.:9>?=@.?4:9,9/=09:A,?4:949/@>?=D;7,D0=>A40B>:.4,7A,7@0
.=0,?4:9/4110=09?7D!0A0=?3070>>>:.4,74>>@0>.,9-074960/?:?300.:9:8D,9/09/@>0=>>@>?,49,-70
B477011:=?,9/-03,A4:@=&3@>>:.4,7A,7@0.=0,?4:94>,>>@80/?:>429414.,9?7D48;,.??30.4=.@7,=
0.:9:8D>>@..0>>
% 8,D -0 , B,D :1 /:.@809?492 ,9/ 0A,7@,?492 >:.4,7 >@>?,49,-474?D ,9/ A,7@0 .=0,?4:9
:B0A0= ?30=0 ,=0 9: @9,8-42@:@> 0A,7@,?4:9 >D>?08> 1:= % := 0A,7@,?4:9 :1 >:.4,7 4>>@0>
@=?30=8:=0?30$>3:B>?3,??30%2090=,77D>@110=>1=:8,7,.6:1,??09?4:9,9//4114.@7?40>
7,D492 :@? .=4?0=4, ,9/ 49/4.,?:=> :1 >:.4,7 >@>?,49,-474?D 0>4/0> % 49/4.,?:=> 3,A0 /4110=09?
;0=>;0.?4A0>1=:849/4.,?:=>&34>,>;0.?2090=,77D80,9>@9.0=?,49?D49.7,48>1:=?3048;,.?
.,?02:=40>,//=0>>0/49?30%
%0A0=,7 =0A40B0/ ,=?4.70> 4/09?41D ?30 0A,7@,?4:9 :1 >:.4,7 >@>?,49,-474?D ,9/ A,7@0 .=0,?4:9 ,>
90.0>>,=D1:=,->:7@?0>@>?,49,-70/0A07:;809??4>?30=01:=00>>09?4,7?:-0.:808:=00A4/09?49
.,?02:=4>,?4:9 /01494?4:9> ,9/ .3,=,.?0=4>?4.> :1 >:.4,7 >@>?,49,-474?D ,9/ A,7@0 .=0,?4:9 >: ?3,? ?30
/0A07:;809?:1?301407/.,9?,60;7,.0:9,9491:=80/-,>4>
)0 ,>>@80 ?3,? ,=.34?0.?> 3,A0 , @94<@0 =:70 49 09>@=492 >:.4,7 A,7@0 .=0,?4:9 49 ?30 -@47?
09A4=:9809??3=:@23?304=0110.?:9.=0,?492?30=0>@7?>30=0:1*
+&30=01:=0B01:.@>>;0.414.,77D:9
?30,=.34?0.?>=:70,9/?300C;0.?,?4:9>1=:8?303:@>492,>>:.4,?4:9>?:0A,7@,?0>:.4,7>@>?,49,-474?D
,9/A,7@0.=0,?4:949?30=09:A,?4:9:1,11:=/,-703:@>492 &30?:;4.:1.,;,.4?D-@47/492?:0A,7@,?0>:.4,7>@>?,49,-474?D,9/A,7@0.=0,?4:949?30=09:A,?4:9
:1,11:=/,-703:@>4924>0C;7:=0/?3=:@23<@,74?,?4A080?3:/>>@.3,><@0>?4:99,4=0>@=A0D>,9/
<@,74?,?4A049?0=A40B>,9/>?=@.?@=0//4,7:2@0>B4?3,=.34?0.?>,9/3:@>492,>>:.4,?4:9>49.@==09?7D
:92:492=0>0,=.3&,-70!:
:9;7,99492,9//0>429;=:.0>>0>B4?3,1:.@>:94/09?41D492.=4?0=4,
,9/49/4.,?:=>:1>:.4,7>@>?,49,-474?DA,7@0.=0,?4:9,9/?30B47749290>>?:;,D1:=?34>
>,1:@9/,?4:91:=@9/0=>?,9/492,9/,9,7D>492?30>0?@;=02,=/492?30,11:=/,-703:@>492>0.?:=
B049.7@/0=070A,9?;:74.D1=,80B:=6>1:=?30,11:=/,-703:@>492>0.?:=,>2@4/0>1:=,.?4:9The Social
Housing act [6]Action plan – “Denmark without a parallel society – No ghettos in 2030” [36], and we
analyse the affordable housing sector framework: the Federation of Non-profit Housing providers (BL),
the National Building Fund (LBF), the affordable housing associations, tenants and the municipalities. 3.4. Usability
Despite the relative maturity of the LCA method, there are still many understandings of what an LCA
is. Moreover, a shared understanding of what needs to be measured is not yet. However, national LCA
and LCC tools (LCAByg and LCCByg) are being developed in Denmark [37-40]. y
Despite the relative maturity of the LCA method, there are still many understandings of what an LCA
is. Moreover, a shared understanding of what needs to be measured is not yet. However, national LCA
and LCC tools (LCAByg and LCCByg) are being developed in Denmark [37-40]. The scientific literature points out that life cycle assessment methods are different and challenging
to apply to actors in the construction value chain, which is linked to issues addressed in the description
of the three previously mentioned knowledge gaps: Circularity (current practice is linear and not circular
and there is no look at value creation); Integration (complex due to the different nature of the three
evaluation forms, indicators, time and data) and S-LCA (as an evaluation method S-LCA is immature in
comparison with LCA and LCC, and exact definitions of social value creation have not yet matured to
an operational level). SBE-BERLIN-2022
IOP Conf. Series: Earth and Environmental Science
1078 (2022) 012078
IOP Publishing
doi:10.1088/1755-1315/1078/1/012078 SBE-BERLIN-2022 IOP Publishing
doi:10.1088/1755-1315/1078/1/012078 IOP Conf. Series: Earth and Environmental Science
1078 (2022) 012078
doi:10.1088/1755-1315/1078/1/012078 doi:10.1088/1755-1315/1078/1/012078 onf. Series: Earth and Environmental Science
1078 (2022) 012078
doi:10.1088/1755-1315/1078/1/0120 3.1. Circularity The purpose of integration is to avoid
a burden shift from the environmental dimension to the social and economic dimension of sustainability
and to promote the ability to evaluate both costs and value creation. In that perspective, it is not enough
to assess environmental performance.It is necessary to develop further the ability to evaluate life cycle
costs, the total cost of ownership and socio-economic gains and pains and social aspects such as will,
effort, consumer patterns and behaviour for CE to succeed. )0,>>@80?3,??3069:B70/202,;>.:9.0=9492?3049?02=,?4:9:1,9/%,=4>0B309
;:74?4.>8@>?-0.:80:;0=,?4:9,749?30.:9>?=@.?4:949/@>?=D?3=:@23;7,99492/0>4290C0.@?4:9,9/
@>,20;3,>0>49,11:=/,-703:@>492=09:A,?4:9;=:50.?>&30=01:=0B00C;7:=0?30-@47/492A,7@0.3,49
?3=:@23
<@,74?,?4A049?0=A40B>,9/>?=@.?@=0//4,7:2@0>B4?3/0.4>4:98,60=>,8:923:@>492
:=2,94>,?4:9> ,9/ ,=.34?0.?> ,-:@? .@==09? ;7,99492 ;=:.0>>0> 49 ?30 ,11:=/,-70 3:@>492 >0.?:=
.:9.0=9492?30@>0:1,9/%49,.:9>0.@?4A0;,;0=&,-709:9,//4?4:9B0=@9
B:=6>3:;>B4?3,=.34?0.?@=,714=8>,9/3:@>492,>>:.4,?4:9>?:0A,7@,?0>:.4,7A,7@0.=0,?4:949
;=,.?4.002,=.34?0.?>G;=,.?4.0?:,9,7D>0?30,=.34?0.?@=,7/0>429,9/;,=?4.4;,?:=D/0>429:13:@>492
:=2,94>,?4:9>;=:.0>>0>1:=>:.4,73:@>492
)049.7@/0=070A,9?;:74.D1=,80B:=6>1:=?30.:9>?=@.?4:9>0.?:=,>2@4/0>1:=,.?4:9National
Strategy for Sustainable Construction [31] and The Danish voluntary building class [32] to understand
the political setup for construction industry regulation. 5 SBE-BERLIN-2022
IOP Conf. Series: Earth and Environmental Science
1078 (2022) 012078
IOP Publishing
doi:10.1088/1755-1315/1078/1/012078 IOP Publishing
doi:10.1088/1755-1315/1078/1/012078 IOP Publishing IOP Conf. Series: Earth and Environmental Science
1078 (2022) 012078
doi:10.1088/1755-1315/1078/1/012078 doi:10.1088/1755-1315/1078/1/012078 onf. Series: Earth and Environmental Science
1078 (2022) 012078
doi:10.1088/1755-1315/1078/1/0120 IOP Conf. Series: Earth and Environmental Science
1078 (2022) 012078
doi:10 This diversity makes it difficult for actors in the construction value chain to use life cycle methods
comparably and consistently. In addition, construction projects consist of many sub-elements that must
be assembled into structures and become part of society at micro, meso and macro levels. Therefore, the
complexity of evaluating to a comparable, truthful, appropriate and sober level is high due to the many
chains and levels of building components. At the same time, innovation in building materials and components is taking place at a high pace,
and new knowledge from last year may be old news for next year. Therefore, LCA methods, generally
considered technically common property today, may become obsolete when something other than what
the methods evaluate becomes essential tomorrow. Moreover, it makes it challenging to manage life-cycle methods that sustainability assumptions
change very quickly as new knowledge influences and challenges the beliefs for life cycle assessments
[21]. Therefore, we assume that it is necessary to develop building processes to become more agile and
to include uncertainties associated with life cycle methods. @=?30=8:=0B0,>>@80?3,??3069:B70/20
2,;>.:9.0=9492?30@>,-474?D:17410.D.70,>>0>>809?80?3:/>4/09?4140/49?30>.409?414..:9?0C?,7>:
080=2049?303:@>492:=2,94>,?4:9>,9/,=.34?0.?>;=,.?4.0?3=:@23?30;7,99492/0>4290C0.@?4:9,9/
@>,20;3,>0>49,11:=/,-703:@>492=09:A,?4:9;=:50.?>
&30=01:=0B00C,8490?3070A07:1.:8;0?09.40>900/>,9/0C;0.?,?4:9>.:9.0=9492?30@>,-474?D
,9/<@,74?D:10C4>?492,>>0>>809??::7>?3=:@23
>@=A0D>49?0=A40B>,9/>?=@.?@=0//4,7:2@0>B4?3
/0.4>4:98,60=> 49 ,11:=/,-70 3:@>492 :=2,94>,?4:9> ,9/ ,=.34?0.?> 49 ?30 -@47/492 A,7@0 .3,49 :9
;7,99492;=:.0>>0>49?30,11:=/,-703:@>492>0.?:=49,.@==09?7D:92:49249A0>?42,?4:9&,-70!:
%0A0=,7;:74.40>2@4/0?30;7,99492:1.:9>?=@.?4:9,9/=09:A,?4:9;=:.0>>0>49098,=6&30=01:=0
B049.7@/0?30=070A,9?69:B70/20:1?30-@47/492>0.?:=1=,80B:=6,>,.?4:949>?=@.?4:9> The Danish
Building Act [41], Danish Building regulations [42], and Building sector framework and value chain as
references in our analysis. 3.3. S-LCA Furthermore, quantitative and qualitative indicators are essential to assess life
cycle methods, which are treated differently in all three assessment methods. 6 4.
Discussion: Filling the gaps We expect to understand the four knowledge gaps through the activities mentioned in sections 3.1-3.4. We, therefore, summarise an overall assumption that more phases are to be assessed in circular phase
models than standardised linear phase models regarding renovation processes in the affordable housing
sector construction projects. At the same time, all three dimensions of sustainability should be assessed, preferably as integrated,
in circular phase models to comprehend circular building processes and achieve absolute circularity in
the renovation processes. We suggest the following vital actions per phase to achieve circularity: We suggest the following vital actions per phase to achieve circularity: • Screening: Assessment of recyclable resources and the environment for an upcoming renovation
project should be defined and identified in the initial stages of a renovation process, as this is
important for as well considerations of the environment, as upon the economy and the (social)
willingness of the end-users to reuse and recycle buildings and building materials; • Building brief: The intention and requirement specification, the level of ambition for circularity, as
well as the economy should be assessed during the programming phase; • Design / Innovation: During the design phase, design strategies for user behaviour, circularity and
execution, including demolition, should be defined and assessed; • Execution: During the construction phase, coordinated efforts for demolition should be defined and
assessed, as well as prepared for delivery and operation; • Usage phase: During the usage phase, assessment and evaluation should be carried out in
collaboration with end-users regarding optimal operation and maintenance; • EOL / Disposal: What is considered end-of-life in common considerations and typically related to
the demolition and disposal of building materials should instead be seen and assessed as potential 7 SBE-BERLIN-2022 SBE-BERLIN-2022
IOP Conf. Series: Earth and Environmental Science
1078 (2022) 012078
IOP Publishing
doi:10.1088/1755-1315/1078/1/012078 IOP Publishing SBE BERLIN 2022
IOP Conf. Series: Earth and Environmental Science
1078 (2022) 012078
IOP Publishing
doi:10.1088/1755-1315/1078/1/012078 onf. Series: Earth and Environmental Science
1078 (2022) 012078
doi:10.1088/1755-1315/1078/1/0120 doi:10.1088/1755-1315/1078/1/012078 IOP Conf. Series: Earth and Environmental Science
1078 (2022) 012078
doi: resources for future construction and renovation projects. thereby looping to the initial phases in the
circular phase model It is worth paying particular attention to defining the screening/building brief, the design/innovation
and the usage phases appropriately because of the possible value creation in more areas than solely
environmental sustainability. 4.
Discussion: Filling the gaps Therefore, we focus on how and when integrated life cycle assessment can
support the circular economy in these phases, as shown in Figure 1.
:.@>;:49?>1:=;:?09?4,7A,7@0.=0,?4:9?3=:@23,.4=.@7,=0.:9:8D/,;?0/,9/8:/4140/
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5.
Perspective – a proposal for a circular life cycle model for the renovation of affordable
housing. g
&30.4=.@7,=;3,>08:/07?:-02090=,?0/?3=:@23?30=0>0,=.3/0>.=4-0/49>0.?4:9>
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?30/0A07:;809?:1,1=,80B:=61:=/0.4>4:9>@;;:=?1:=,11:=/,-703:@>492,>>:.4,?4:9>,9/,=.34?0.?>
,>,9,9>B0=?:?30,48:1?30:A0=,77=0>0,=.3;=:50.??:>@;;:=??30"Circular transition of affordable
housing: Generating environmental, economic and social co-benefits by design". 8 SBE-BERLIN-2022
IOP Conf. Series: Earth and Environmental Science
1078 (2022) 012078
IOP Publishing
doi:10.1088/1755-1315/1078/1/012078 IOP Publishing
doi:10.1088/1755-1315/1078/1/012078 IOP Publishing
doi:10.1088/1755-1315/1078/1/012078 IOP Publishing doi:10.1088/1755-1315/1078/1/012078 IOP Conf. Series: Earth and Environmental Science
1078 (2022) 012078 The described methodology will lay the ground for exploring our hypothesis that architectural
companies play a crucial role in the CE transformation of the affordable housing sector by designing
socially sustainable housing and implicitly documenting the achieved social value creation. Such a phase model will impact existing decision models for affordable housing renovation. Therefore, the assumption on the importance of the screening/building brief, design/innovation and
usage phases is to be confirmed in a case study about planning processes, looking into the current
planning practice (by housing associations and architectural offices) of preparing the processes for the
renovation of affordable housing, going beyond the scope of the article at hand.
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B3:;=0;,=0>?30,;;74.,?4:9>*
+1:=[5]. LBF provides the housing sector with financial support,
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+1:=[5]. LBF provides the housing sector with financial support, 9 SBE-BERLIN-2022
IOP Conf. Series: Earth and Environmental Science
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IOP Publishing
doi:10.1088/1755-1315/1078/1/012078 SBE-BERLIN-2022 IOP Publishing SBE-BERLIN-2022
IOP Conf. Series: Earth and Environmental Science
1078 (2022) 012078
IOP Publishing
doi:10.1088/1755-1315/1078/1/012078 onf. Series: Earth and Environmental Science
1078 (2022) 012078
doi:10.1088/1755-1315/1078/1/0120 doi:10.1088/1755-1315/1078/1/012078 expert knowledge and various statistics and IT tools based on a defined and commonly known procedure
consisting of: expert knowledge and various statistics and IT tools based on a defined and commonly known procedure
consisting of:
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,B,=/800?492 2
Scheme B (Design) application is sent when an explicit project material has been prepared and a price
has been obtained for the contractor’s work. The Scheme B application must always be approved by
the association board (the client), the municipality and LBF. Once all parties have approved scheme
B, the construction work can begin. Scheme C (Construction) application is sent when the construction work has been completed and the
terminated construction accounts for the overall plan have been prepared. References
1.
Klima-Energi-og-Forsyningsministeriet, Lov om Klima. 2020.
2.
Regeringen, Strategi for cirkulær økonomi - Mere værdi og bedre miljø gennem design, forbrug og
genanvendelse. 2018.
3.
Global-Alliance-for-Buildings-and-Construction, 2021 Global status report for buildings and
construction. 2021.
4.
Andersen, H.S. and T. Fridberg, Den almene boligsektors rolle i samfundet. Hvad ved vi fra hidtidig
forskning og undersøgelser? SBi, 2006.
5.
Landsbyggefonden/The_National_Building_Fund, https://lbf.dk/om-lbf/english/. Accessed_12.02.2022.
6.
Indenrigs-og-Boligminsteriet, Lov om almene boliger. 2021.
7.
Ellen-MacArthur-Foundation, Towards the Circular Economy - Economic and business rationale for an
accelerated transition. 2013. 1.
8.
Ellen-MacArthur-Foundation, Towards the Circular Economy - Opportunities for the consumer good
sector. 2013. 2.
9
Ell
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IOP Conf. Series: Earth and Environmental Science
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IOP Publishing
doi:10.1088/1755-1315/1078/1/012078 Scheme C must be
approved by the association board (the client), the municipality and LBF. Scheme C (Construction) application is sent when the construction work has been completed and the
terminated construction accounts for the overall plan have been prepared. Scheme C must be
approved by the association board (the client), the municipality and LBF. We look into this decision process and explore how the Schemes A, B and C can be inscribed into
the circular phase model, as we suggest in Figure 2. As a result, we define how and where to assess CE
and whether more or less assessment is necessary (tentatively proposed as Pre-scheme and Scheme D
in Figure 2) in a consecutive paper (Table 1, no. 4). Finally, we test the circular phase model in a concrete renovation project. The aims are to identify
the drivers and barriers to overcome the four knowledge gaps and assess value creation on all
parameters, not solely on environment and economy, but also on social co-benefits through architectural
design. g
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,>>:.4,?4:9>G ,9/ ,=.34?0.?>G /0.4>4:98,6492 ,? ?30 A,=4:@> /0>429 >?,20> 49 , >:.4,7 .:>?-09014?
,9,7D>4>=02,=/4920114.409.D,9/0110.?4A090>>*+:1 References References
1. Klima-Energi-og-Forsyningsministeriet, Lov om Klima. 2020. 2. Regeringen, Strategi for cirkulær økonomi - Mere værdi og bedre miljø gennem design, forbrug og
genanvendelse. 2018. 3. Global-Alliance-for-Buildings-and-Construction, 2021 Global status report for buildings and
construction. 2021. 4. Andersen, H.S. and T. Fridberg, Den almene boligsektors rolle i samfundet. Hvad ved vi fra hidtidig
forskning og undersøgelser? SBi, 2006. 5. Landsbyggefonden/The_National_Building_Fund, https://lbf.dk/om-lbf/english/. Accessed_12.02.2022. 6. Indenrigs-og-Boligminsteriet, Lov om almene boliger. 2021. 7. Ellen-MacArthur-Foundation, Towards the Circular Economy - Economic and business rationale for an
accelerated transition. 2013. 1. 8. Ellen-MacArthur-Foundation, Towards the Circular Economy - Opportunities for the consumer good
sector. 2013. 2. 9. Ellen-MacArthur-Foundation, Towards the Circular Economy - Accelerating the scale-up accross
global supply chains 2014 3 9. Ellen-MacArthur-Foundation, Towards the Circular Economy - Accelerating the scale-up accross
global supply chains. 2014. 3. Ellen-MacArthur-Foundation, Towards the Circular Economy - Accelerating the scale-up accross
global supply chains. 2014. 3. 10 SBE-BERLIN-2022
IOP Conf. Series: Earth and Environmental Science
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doi:10.1088/1755-1315/1078/1/012078 SBE-BERLIN-2022 SBE-BERLIN-2022
IOP Conf. Series: Earth and Environmental Science
1078 (2022) 012078
IOP Publishing
doi:10.1088/1755-1315/1078/1/012078 IOP Conf. Series: Earth and Environmental Science
1078 (2022) 012078
g
doi:10.1088/1755-1315/1078/1/012078 onf. Series: Earth and Environmental Science
1078 (2022) 012078
doi:10.1088/1755-1315/1078/1/0120 12. Larsen, V.G., et al., What are the challenges in assessing Circular Economy for the built environment? A literature review on integrating LCA, LCC and S-LCA in Life Cycle Sustainability Assessment, LCSA. Journal of Building Engineering, 2022. 13. Danish_Association_of_Architectural_Firms., (https://www.danskeark.com). Accessed_21-06-2022. 14. The_National_Building_Fund, https://lbf.dk/om-lbf/english-read-more-about-us. Accessed_21.06.2022. 13. Danish_Association_of_Architectural_Firms., (https://www.danskeark.com). Accessed_21-06-2
14
Th
N i
l B ildi
F
d h
//lbf dk/
lbf/
li h
d
b
A
d 21 13. Danish_Association_of_Architectural_Firms., (https://www.danskeark.com). Accessed_21-06-2022. 13. Danish_Association_of_Architectural_Firms., (https://www.danskeark.com). Accessed_21-06-2022. 14. The_National_Building_Fund, https://lbf.dk/om-lbf/english-read-more-about-us. Accessed_21.06.2022. 15. Ghisellini, P., M. Ripa, and S. Ulgiati, Exploring environmental and economic costs and benefits of a
circular economy approach to the construction and demolition sector. A literature review. Journal of
Cleaner Production, 2017. 178: p. 618-643. 15. Ghisellini, P., M. Ripa, and S. Ulgiati, Exploring environmental and economic costs and benefits of a
circular economy approach to the construction and demolition sector. A literature review. Journal of
Cleaner Production, 2017. 178: p. 618-643. 16. Eberhardt, L., H. Birgisdottir, and M. Birkved, Dynamic Benchmarking of Building Strategies for a
Circular Economy, in Sustainable Built Environment D-a-Ch Conference 2019, A. Passer, et al.,
Editors. 2019. 17. Ministry_for_Climate, E.a.B., General conditions for consultancy services for building and
construction works (ABR 18). References 2018. 18. Økonomi-og-Indenrigsministeriet, Et bæredygtigt Danmark - Udvikling i balance. 2018. 19. Miljøministeriet, Handlingsplan for cirkulær økonomi. 2020. j
g p
f
20. Miljøministeriet, Affaldsbekendtgørelsen. 2020. 20. Miljøministeriet, Affaldsbekendtgørelsen. 2020. Miljøministeriet, Affaldsbekendtgørelsen. 2020 21. Giorgi, S., et al., Drivers and barriers towards circular economy in the building sector: Stakeho
interviews and analysis of five European countries policies and practices. 2022. 21. Giorgi, S., et al., Drivers and barriers towards circular economy in the building sector: Stakeholder
interviews and analysis of five European countries policies and practices. 2022. 22
A i i T
i H
l
f C
l S
b l
A
ld
f
A 22. Amini Toosi, H., et al., Life Cycle Sustainability Assessment in Building Energy Retrofitting; A
Sustainable Cities and Society, 2020. 60. Sustainable Cities and Society, 2020. 60. 23. Roberts, M., S. Allen, and D. Coley, Life cycle assessment in the building design process - A systematic
literature review. Building and Environment, 2020. 185. terature review. Building and Environment, 2020. 18 24. Collin, C., G.G.H. Olesen, and A.Q. Secher, A case-based study on the use of life cycle assessment and
life cycle costing in the building industry, in Sustainable Built Environment D-a-Ch Conference 2019,
A. Passer, et al., Editors. 2019. 25. Dejaco, M.C., et al., Combining LCA and LCC in the early-design stage: a preliminary study for
residential buildings technologies. Sustainable Development, 2020. 26. Galimshina et al., Probabilistic LCA and LCC to identify robust and reliable renovation strategies. IOP
Conf. Series: Earth and Environmental Science, 2019. 27. Fauzi, RT et al., Exploring the Current Challenges and Opportunities of Life Cycle Sustainability
Assessment. Sustainability, 2018. 11(3). 28. Kloepffer, W., Life cycle sustainability assessment of products. The International Journal of Life Cycle
Assessment, 2008. 13(2): p. 89-95. 29. Hauschild, M., S. Kara, and I. Røpke, Absolute sustainability: Challenges to life cycle engineer
2020. 30. Hjalsted, A.W., et al., Sharing the safe operating space. HJOurnal of Industrial Ecology, 2021. 2021;25:6–19. 31. Ministry_of_Interior_and_Housing, National Strategy for Sustainable Construction. 2021. Trafik-Bygge-og-Boligstyrelsen, Vejledning om de 33. UNEP-SETAC, Guidelines for Social Life Cycle Assessment of Products. 2009. 34. Benoît-Norris, C., et al., Introducing the UNEP/SETAC methodological sheets for subcategorie
social LCA. The International Journal of Life Cycle Assessment, 2011. 16(7): p. 682-690. 35
D
i h A
i ti
f A hit
t
l Fi
A
hit
t
D
t
V l
C
ti
2019 social LCA. ,
p
g
g g
y
g
j
44.
EUROPEAN-COMMISSION, Guide to Cost-Benefit Analysis of Investment Projects. 2014. 43.
Almennet, Helhedsplanlægning og myndighedssamarbejde. 2013. 45.
EUROPEAN-COMMISSION, Economic Appraisal. Vademecum 2021-2027. General Principles and
Sector Applications. 2020. SBE-BERLIN-2022
IOP Conf. Series: Earth and Environmental Science
1078 (2022) 012078
IOP Publishing
doi:10.1088/1755-1315/1078/1/012078 References The International Journal of Life Cycle Assessment, 2011. 16(7): p. 682-690. 35. Danish-Association-of-Architectural-Firms, Architect - Document your Value Creation. 2019. social LCA. The International Journal of Life Cycle Assessment, 2011. 16(7): p. 682-690. 35. Danish-Association-of-Architectural-Firms, Architect - Document your Value Creation. 2019. 35. Danish-Association-of-Architectural-Firms, Architect - Document your Value Creation. 2019. Danish-Association-of-Architectural-Firms, Architect - Document your Value Creation. 2019. Regeringen, Et Danmark uden parallelsamfund. 2018 37. Saridaki, M., M. Psarra, and K. Haugbolle, Implementing life-cycle costing: data integration between
design models and cost calculations. Journal of information technology in construction, 2019. 38
Zimmermann R K et al Klimapåvirkning fra 60 bygninger 2020 SBi 2020:04 Zimmermann, R.K., et al., Klimapåvirkning fra 60 bygninger. 2020. SBi 2020:04. 39. Transport-Bygnings-og-Boligministeriet, Introduktion til LCC på bygninger. 2016. 40. Transport-Bygnings-og-Boligministeriet, Introduktion til LCA på bygninger. 2016 p
yg
g
g
g
p
yg
g
41. Transport-og-Boligministeriet, Byggeloven. 2016. 41. Transport-og-Boligministeriet, Byggeloven. 2016. Transport-og-Boligministeriet, Byggeloven. 2016. 42. Transport-og-Boligministeriet, Bygningsreglement 2018 (BR18). 2019. 11 SBE-BERLIN-2022
IOP Conf. Series: Earth and Environmental Science
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doi:10.1088/1755-1315/1078/1/012078
43. Almennet, Helhedsplanlægning og myndighedssamarbejde. 2013. 44. EUROPEAN-COMMISSION, Guide to Cost-Benefit Analysis of Investment Projects. 2014. 45. EUROPEAN-COMMISSION, Economic Appraisal. Vademecum 2021-2027. General Principles and
Sector Applications. 2020. 12
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https://birmingham.elsevierpure.com/files/74388664/ALICE_collaboration_pp_p_and_correlations_studied_via_femtoscopy_in_pp_reactions_at_s_7_TeV_Physical_Review_C_2019.pdf
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<mml:math xmlns:mml="http://www.w3.org/1998/Math/MathML"><mml:mrow><mml:mi>p</mml:mi><mml:mo>−</mml:mo><mml:mi>p</mml:mi></mml:mrow><mml:mo>,</mml:mo><mml:mo> </mml:mo><mml:mrow><mml:mi>p</mml:mi><mml:mo>−</mml:mo><mml:mi mathvariant="normal">Λ</mml:mi></mml:mrow></mml:math> , and <mml:math xmlns:mml="http://www.w3.org/1998/Math/MathML"><mml:mrow><mml:mi mathvariant="normal">Λ</mml:mi><mml:mo>−</mml:mo><mml:mi mathvariant="normal">Λ</mml:mi></mml:mrow></mml:math> correlations studied via …
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p-p, p-Λ, and Λ-Λ correlations studied via femtoscopy in
pp reactions at √s = 7\ TeV
ALICE Collaboration; Acharya, S.; Andrews, H. A.; Evans, D.; Graham, K. L.; Jevons, O.;
Jones, P. G.; Jusko, A.; Krivda, M.; Kvapil, J.; Lietava, R.; Villalobos Baillie, O.; Willsher, E.; Document Version
Publisher's PDF, also known as Version of record Citation for published version (Harvard):
ALICE Collaboration, Acharya, S, Andrews, HA, Evans, D, Graham, KL, Jevons, O, Jones, PG, Jusko, A, Krivda,
M, Kvapil, J, Lietava, R, Villalobos Baillie, O, Willsher, E & Zardoshti, N 2019, 'p-p, p-Λ, and Λ-Λ correlations
studied via femtoscopy in pp reactions at √s = 7\ TeV', Physical Review C, vol. 99, no. 2, 024001. https://doi.org/10.1103/PhysRevC.99.024001 Citation for published version (Harvard):
ALICE Collaboration, Acharya, S, Andrews, HA, Evans, D, Graham, KL, Jevons, O, Jones, PG, Jusko, A, Krivda,
M, Kvapil, J, Lietava, R, Villalobos Baillie, O, Willsher, E & Zardoshti, N 2019, 'p-p, p-Λ, and Λ-Λ correlations
studied via femtoscopy in pp reactions at √s = 7\ TeV', Physical Review C, vol. 99, no. 2, 024001. https://doi.org/10.1103/PhysRevC.99.024001 Link to publication on Research at Birmingham portal Publisher Rights Statement:
ALICE collaboration (2019) p-p, p-Λ, and Λ-Λ correlations studied via femtoscopy in pp reactions at √s = 7\ TeV, Physical Review C, volume
99, article no 024001, DOI: 10.1103/PhysRevC.99.024001 Publisher Rights Statement:
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on (2019) p-p, p-Λ, and Λ-Λ correlations studied via femtoscopy in pp reactions at √s = 7\ TeV, Physical Review C, volum
001, DOI: 10.1103/PhysRevC.99.024001 Publisher Rights Statement:
ALICE collaboration (2019) p-p, p-Λ, and Λ-Λ correlations studied via femtoscopy in pp reactions at √s = 7\ TeV, Phys
99, article no 024001, DOI: 10.1103/PhysRevC.99.024001 General rights
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•Users may download and/or print one copy of the publication from the University of Birmingham research portal for the purpose of private
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•User may use extracts from the document in line with the concept of ‘fair dealing’ under the Copyright, Designs and Patents Act 1988 (?)
•Users may not further distribute the material nor use it for the purposes of commercial gain. here a licence is displayed above, please note the terms and conditions of the licence govern your use of this document Where a licence is displayed above, please note the terms When citing, please reference the published version. I. INTRODUCTION and effective ranges for the strong nuclear potential by means
of effective models such as the extended-soft-core (ESC08)
baryon-baryon model [24] or by means of chiral effective
field theory (χEFT) approaches at leading order (LO) [25]
and next-to-leading order (NLO) [26]. The results obtained
from the above-mentioned models are rather different, but all
confirm the attractiveness of the -nucleon (-N) interaction
for low hyperon momenta. In contrast to the LO results, the
NLO solution claims the presence of a negative phase shift
in the p- spin singlet channel for momenta larger than
p > 600 MeV/c. This translates into a repulsive core for the
strong interaction evident at small relative distances. The same
repulsive interaction is obtained in the p-wave channel within
the ESC08 model [24]. Traditionally femtoscopy is used in heavy-ion collisions
at ultrarelativistic energies to investigate the spatial-temporal
evolution of the particle emitting source created during the
collision [1,2]. Assuming that the interaction for the employed
particles is known, a detailed study of the geometrical exten-
sion of the emission region becomes possible [3–10]. If one considers smaller colliding systems such as proton-
proton (pp) at TeV energies and assumes that the particle
emitting source does not show a strong time dependence, one
can reverse the paradigm and exploit femtoscopy to study
the final-state interaction (FSI). This is especially interest-
ing in the case where the interaction strength is not well
known as for hyperon-nucleon (Y-N) and hyperon-hyperon
(Y-Y) pairs [11–19]. Hyperon-nucleon and hyperon-hyperon
interactions are still rather poorly experimentally constrained
and a detailed knowledge of these interactions is necessary
to understand quantitatively the strangeness sector in the low-
energy regime of quantum-chromodynamics (QCD) [20]. The existence of hypernuclei [27] confirms that the N-
is attractive within nuclear matter for densities below nu-
clear saturation ρ0 = 0.16 fm−3. An average value of U(ρ =
ρ0, k = 0) ≈−30 MeV [27], with k the hyperon momentum
in the laboratory reference system, is extracted from hypernu-
clear data on the basis of a dispersion relation for hyperons in
a baryonic medium at ρ0. Hyperon-nucleon (p- and p-) scattering experiments
have been carried out in the 1960s [21–23] and the measured
cross sections have been used to extract scattering lengths The situation for the hyperon is currently rather unclear. (Received 29 June 2018; revised manuscript received 19 November 2018; published 13 February 2019) We report on the first femtoscopic measurement of baryon pairs, such as p-p, p-, and -, measured by
ALICE at the Large Hadron Collider (LHC) in proton-proton collisions at √s = 7 TeV. This study demonstrates
the feasibility of such measurements in pp collisions at ultrarelativistic energies. The femtoscopy method is
employed to constrain the hyperon-nucleon and hyperon-hyperon interactions, which are still rather poorly
understood. A new method to evaluate the influence of residual correlations induced by the decays of resonances
and experimental impurities is hereby presented. The p-p, p-, and - correlation functions were fitted
simultaneously with the help of a new tool developed specifically for the femtoscopy analysis in small colliding
systems: Correlation Analysis Tool using the Schrödinger equation (CATS). Within the assumption that in
pp collisions the three particle pairs originate from a common source, its radius is found to be equal to
r0 = 1.125 ± 0.018 (stat) +0.058
−0.035 (syst) fm. The sensitivity of the measured p- correlation is tested against
different scattering parameters, which are defined by the interaction among the two particles, but the statistics is
not sufficient yet to discriminate among different models. The measurement of the - correlation function
constrains the phase space spanned by the effective range and scattering length of the strong interaction. Discrepancies between the measured scattering parameters and the resulting correlation functions at LHC and
RHIC energies are discussed in the context of various models. DOI: 10.1103/PhysRevC.99.024001 Take down policy Take down policy
While the University of Birmingham exercises care and attention in making items available there are rare occasions when an item has been
uploaded in error or has been deemed to be commercially or otherwise sensitive. If you believe that this is the case for this document, please contact UBIRA@lists.bham.ac.uk providing details and we will remove access to
the work immediately and investigate. Download date: 24. Oct. 2024 PHYSICAL REVIEW C 99, 024001 (2019) ∗Full author list given at the end of the article. p-p, p-, and - correlations studied via femtoscopy in pp reactions at √s = 7 TeV S. Acharya et al.∗
(ALICE Collaboration) II. DATA ANALYSIS In this paper we present results from studies of the p-p,
p-, and - correlations in pp collisions at √s = 7 TeV
employing the data collected by ALICE in 2010 during the
LHC Run 1. Approximately 3.4 × 108 minimum bias events
have been used for the analysis, before event and track se-
lection. A detailed description of the ALICE detector and
its performance in the LHC Run 1 (2009-2013) is given in
Refs. [54,55]. The inner tracking system (ITS) [54] consists
of six cylindrical layers of high-resolution silicon detectors
placed radially between 3.9 and 43 cm around the beam
pipe. The two innermost layers are silicon pixel detectors
(SPD) and cover the pseudorapidity range |η| < 2. The time
projection chamber (TPC) [56] provides full azimuthal cov-
erage and allows charged particle reconstruction and identifi-
cation (PID) via the measurement of the specific ionization
energy loss dE/dx in the pseudorapidity range |η| < 0.9. The time-of-flight (TOF) [57] detector consists of multigap
resistive plate chambers covering the full azimuthal angle in
|η| < 0.9. The PID is obtained by measuring the particle’s
velocity β. The above-mentioned detectors are immersed in a
B = 0.5 T solenoidal magnetic field directed along the beam
axis. The V0 are small-angle plastic scintillator detectors
used for triggering and placed on either side of the collision
vertex along the beam line at +3.3 m and −0.9 m from the
nominal interaction point, covering the pseudorapidity ranges
2.8 < η < 5.1 (V0-A) and −3.7 < η < −1.7 (V0-C). The femtoscopy technique was employed by the STAR
Collaboration to study - correlations in Au-Au collisions
at √sNN = 200 GeV [16]. First a shallow repulsive interac-
tion was reported for the - system, but in an alternative
analysis, where the residual correlations were treated more ac-
curately [38], a shallow attractive interaction was confirmed. These analyses demonstrate the limitations of such measure-
ments in heavy-ion collisions, where the source parameters
are time dependent and the emission time might not be the
same for all hadron species. The need for more experimental data to study the hyperon-
nucleon, hyperon-hyperon, and even the hyperon-nucleon-
nucleon interaction has become more crucial in recent years
due to its connection to the modeling of astrophysical objects
such as neutron stars [39–42]. I. INTRODUCTION There are some experimental indications for the formation
of hypernuclei [28,29] but different theoretical approaches
predict both attractive and repulsive interactions depending on
the isospin state and partial wave [24,26,30]. The scarce ex-
perimental data for this hypernucleus prevents any validation
of the models. Published by the American Physical Society under the terms of the
Creative Commons Attribution 4.0 International license. Further
distribution of this work must maintain attribution to the author(s)
and the published article’s title, journal citation, and DOI. A -hypernucleus candidate was detected [31] and ongo-
ing measurements suggest that the N- interaction is weakly
attractive [32]. A recent work by the Lattice HAL-QCD 024001-1 024001-1 ©2019 CERN, for the ALICE Collaboration 2469-9985/2019/99(2)/024001(21) PHYSICAL REVIEW C 99, 024001 (2019) S. ACHARYA et al. Collaboration [33] shows how this attractive interaction could
be visible in the p- femtoscopy analysis, in particular by
comparing correlation functions for different static source
sizes. This further motivates the extension of the femtoscopic
studies from heavy ions to pp collisions since in the latter
case the source size decreases by about a factor of three at
the LHC energies leading to an increase in the strength of the
correlation signal [34]. parameters available in the literature for p- and - pairs. The predictions for the correlation function used to fit the data
are obtained with the newly developed CATS framework [53]. A common source with a constant size is assumed and the
value of the radius is extracted. The paper is organized in the following way. In Sec. II the
experiment setup and the analysis technique are briefly intro-
duced. In Sec. III the femtoscopy technique and the theoretical
models employed are discussed. In Sec. IV the sources of
systematic uncertainties are summarized and finally in Sec. V
the results for the p-p, p-, and - correlation function are
presented. If one considers hyperon-hyperon interactions, the most
prominent example is the - case. The H-dibaryon -
bound state was predicted [35] and later a double hyper-
nucleus was observed [36]. From this single measurement a
shallow - binding energy of few MeV was extracted, but
the H-dibaryon state was never observed. Also recent lattice
calculations [37] obtain a rather shallow attraction for the
- state. II. DATA ANALYSIS In the inner core of these
objects the appearance of hyperons is a possible scenario
since their creation at finite density becomes energetically
favored in comparison with a purely neutron matter com-
position [41]. However, the appearance of these additional
degrees of freedom leads to a softening of the nuclear matter
equation of state (EOS) [43] making the EOS incompatible
with the observation of neutron stars as heavy as two solar
masses [44,45]. This goes under the name of the hyperon
puzzle. Many attempts were made to solve this puzzle, e.g.,
by introducing three-body forces for NN leading to an
additional repulsion that can counterbalance the large gravita-
tional pressure and finally allow for larger neutron star masses
[46–49]. A repulsive core for the two-body forces would also
stiffen the EOS containing hyperons. In order to constrain
the parameter space of such models a detailed knowledge of
the hyperon-nucleon, including and states, and of the
hyperon-nucleon-nucleon interaction is mandatory. A. Event selection Selection criterion
Value
Proton selection criteria
Pseudorapidity
|η| < 0.8
Transverse momentum
0.5 < pT < 4.05 GeV/c
TPC clusters
nTPC > 80
Crossed TPC pad rows
ncrossed > 70 (out of 159)
Findable TPC clusters
ncrossed/nfindable > 0.83
Tracks with shared TPC clusters
rejected
Distance of closest approach xy
|DCAxy| < 0.1 cm
Distance of closest approach z
|DCAz| < 0.2 cm
Particle identification
|nσ,TPC| < 3 for p < 0.75 GeV/c
nσ,combined < 3 for p > 0.75 GeV/c
Lambda selection criteria
Daughter track selection criteria
Pseudorapidity
|η| < 0.8
TPC clusters
nTPC > 70
Distance of closest approach
DCA > 0.05 cm
Particle identification
|nσ,TPC| < 5
V0 selection criteria
Transverse momentum
pT > 0.3 GeV/c
decay vertex
|ivertex| < 100 cm, i = x, y, z
Transverse radius of the decay vertex rxy
0.2 < rxy < 100 cm
DCA of the daughter tracks at the decay vertex
DCA(|p, π|) < 1.5 cm
Pointing angle α
cos α > 0.99
K0 rejection
0.48 < Mπ+π−< 0.515 GeV/c2
selection
|Mpπ −M,PDG| < 4 MeV/c2 |η| < 0.8
0.5 < pT < 4.05 GeV/c
nTPC > 80
ncrossed > 70 (out of 159)
ncrossed/nfindable > 0.83
rejected
|DCAxy| < 0.1 cm
|DCAz| < 0.2 cm
|nσ,TPC| < 3 for p < 0.75 GeV/c
nσ,combined < 3 for p > 0.75 GeV/c For particle identification both the TPC and the TOF
detectors are employed. For low momenta (p < 0.75 GeV/c)
only the PID selection from the TPC is applied, while for
larger momenta the information of both detectors is combined
since the TPC does not provide a sufficient separation power
in this momentum region. The combination of TPC and TOF
signals is done by employing a circular selection criterion
nσ,combined ≡
(nσ,TPC)2 + (nσ,TOF)2, where nσ is the number
of standard deviations of the measured from the expected
signal at a given momentum. The expected signal is computed
in the case of the TPC from a parametrized Bethe-Bloch
curve, and in the case of the TOF by the expected β of a
particle with a mass hypothesis m. A. Event selection In order to further enhance
the purity of the proton sample, the nσ is computed assuming
different particle hypotheses (kaons, electrons, and pions) and
if the corresponding hypothesis is found to be more favorable,
i.e., the nσ value found to be smaller, the proton hypothesis
and thus the track is rejected. With these selection criteria
a pT-averaged proton purity of 99% is achieved. The purity
remains above 99% for pT < 2 GeV/c and then decreases to
80% at the momentum cutoff of 4.05 GeV/c. clusters at the same tracklet multiplicity. After application of
these selection criteria, about 2.5 × 108 events are available
for the analysis. B. Proton candidate selection To ensure a high-purity sample of protons, strict selection
criteria are imposed on the tracks. Only particle tracks recon-
structed with the TPC without additional matching with hits
in the ITS are considered in the analysis in order to avoid
biases introduced by the nonuniform acceptance in the ITS. However, the track fitting is constrained by the independently
reconstructed primary vertex. Hence, the obtained momentum
resolution is comparable to that of globally reconstructed
tracks, as demonstrated in Ref. [55]. The selection criteria for the proton candidates are summa-
rized in Table I. The selection on the number of reconstructed
TPC clusters serves to ensure the quality of the track, to assure
a good pT resolution at large momenta and to remove fake
tracks from the sample. To enhance the number of protons
produced at the primary vertex, a selection is imposed on
the distance of closest approach (DCA) in both beam (z) and
transverse (xy) directions. In order to minimize the fraction of
protons originating from the interaction of primary particles
with the detector material, a low transverse momentum cutoff
is applied [58]. At high pT a cutoff is introduced to ensure the
purity of the proton sample, as the purity drops below 80%
for larger pT due to the decreasing separation power of the
combined TPC and TOF particle identification. A. Event selection The minimum bias interaction trigger requires at least two
out of the following three conditions: two pixel chips hit in
the outer layer of the silicon pixel detectors, a signal in V0-A,
a signal in V0-C [55]. Reconstructed events are required to
have at least two associated tracks and the distance along
the beam axis between the reconstructed primary vertex and
the nominal interaction point should be smaller than 10 cm. Events with multiple reconstructed SPD vertices are consid-
ered as pileup. In addition, background events are rejected
using the correlation between the number of SPD clusters
and the tracklet multiplicity. The tracklets are constrained to
the primary vertex, and hence a typical background event is
characterized by a large amount of SPD clusters but only few
tracklets, while a pileup event contains a larger number of This work presents an alternative to scattering experiments,
using the femtoscopy technique to study the Y-N and Y-Y
interactions in pp collisions at √s = 7 TeV. We show that pp
collisions at the LHC are extremely well suited to investigate
baryon-baryon final-state interactions and that the measure-
ment of the correlation function is not contaminated with
the minijet background visible in meson-meson correlations
[50,51]. The extracted p-p, p-, and - correlations have
been compared to the predicted function obtained by solv-
ing the Schrödinger equation exactly by employing the Ar-
gonne v18 potential [52] for p-p pairs and different scattering 024001-2 PHYSICAL REVIEW C 99, 024001 (2019) p-p, p-, AND - … TABLE I. Proton (top) and candidate (bottom) selection criteria. TABLE I. Proton (top) and candidate (bottom) selection criteria. III. CORRELATION FUNCTION The observable of interest in femtoscopy is the two-particle
correlation function, which is defined as the probability to
find simultaneously two particles with momenta p1 and p2
divided by the product of the corresponding single-particle
probabilities The momentum is calculated as the sum of the daughter
momenta. A minimum transverse momentum requirement on
the candidate is applied to reduce the contribution of fake
candidates. Finally, a selection is applied on the opening angle
α between the momentum and the vector pointing from
the primary vertex to the secondary V0 decay vertex. The
rather broad PID selection of the daughter tracks introduces
a residual pion contamination of the proton daughter sample
that in combination with the charge-conjugate pion of the V0
leads to the misidentification of K0
S as candidates. These K0
S
candidates are removed by a selection on the π+π−invariant
mass. C(p1, p2) ≡
P(p1, p2)
P(p1) · P(p2). (1) (1) These probabilities are directly related to the inclusive Lorentz
invariant spectra P(p1, p2) = E1E2
d6N
d3p1d3p2
and P(p1,2) =
E1,2 d3N
d3p1,2 . In absence of a correlation signal the value of
C(p1, p2) equals unity. These probabilities are directly related to the inclusive Lorentz
invariant spectra P(p1, p2) = E1E2
d6N
d3p1d3p2
and P(p1,2) =
E1,2 d3N
d3p1,2 . In absence of a correlation signal the value of
C(p1, p2) equals unity. Approximating the emission process and the momenta of
the particles, the size of the particle emitting source can be
studied. Following [2], Eq. (1) can then be rewritten as The reconstructed invariant mass, its resolution and purity
are determined by fitting eight spectra of the same size in
pT ∈[0.3, 4.3] GeV/c with the sum of two Gaussian func-
tions describing the signal and a second-order polynomial to
emulate the combinatorial background. The obtained values
for the mean and variance of the two Gaussian functions are
combined with an arithmetic average. The determined mass is
in agreement with the PDG value for the and particles
[59]. A total statistics of 5.9 × 106 and 5.5 × 106 and a signal
to background ratio of 20 and 25 at a pT-averaged purity of
96% and 97% is obtained for and , respectively. It should
be noted that the purity is constant within the investigated
pT range. C. candidate selection The weak decay →pπ−(BR = 63.9%, cτ = 7.3 cm
[59]) is exploited for the reconstruction of the candi-
date, and accordingly the charge-conjugate decay for the
identification. The reconstruction method forms so-called V0
decay candidates from two charged particle tracks using a
procedure described in Ref. [60]. The selection criteria for 024001-3 PHYSICAL REVIEW C 99, 024001 (2019) S. ACHARYA et al. the candidates are summarized in Table I. The V0 daughter
tracks are globally reconstructed tracks and, in order to maxi-
mize the efficiency, selected by a broad particle identification
cut employing the TPC information only. Additionally, the
daughter tracks are selected by requiring a minimum impact
parameter of the tracks with respect to the primary vertex. After the selection all positively charged daughter tracks are
combined with a negatively charged partner to form a pair. The resulting vertex ivertex, i = x, y, z is then defined as the
point of closest approach between the two daughter tracks. This distance of closest approach of the two daughter tracks
with respect to the decay vertex DCA(|p, π|) is used as an
additional quality criterion of the candidate. is applied. To avoid any contribution from autocorrelations,
all candidates are checked for shared daughter tracks. If
this condition is found to be true, the candidate with the
smaller cosine pointing angle is removed from the sample. If a primary proton is also used as a daughter track of a
candidate, the latter is rejected. Figure 1 shows the pT-
integrated invariant mass of the and candidates. III. CORRELATION FUNCTION Finally, a selection on the pπ−(pπ+) invariant mass C(k∗) =
d3r∗S(r∗)|ψ(r∗, k∗)|2,
(2) (2) where k∗is the relative momentum of the pair defined as k∗=
1
2 · |p∗
1 −p∗
2|, with p∗
1 and p∗
2 the momenta of the two particles
in the pair rest frame (PRF, denoted by the ∗), S(r∗) contains
the distribution of the relative distance of particle pairs in the
pair rest frame, the so-called source function, and ψ(r∗, k∗)
denotes the relative wave function of the particle pair. The
latter contains the particle interaction term and determines
the shape of the correlation function. In this work, the p-p
correlation function, which is theoretically well understood, is
employed to obtain the required information about the source
function and this information will be used to study the p-
and - interaction. FIG. 1. Invariant mass distribution of pπ −(pπ +) to obtain the
() signal. The dashed lines set the selection width used in the
analysis. In order to relate the correlation function to experimentally
accessible quantities, Eq. (1) is reformulated [2] as C(k∗) = N A(k∗)
B(k∗). (3) (3) The distribution of particle pairs from the same event is
denoted with A(k∗) and B(k∗) is a reference sample of un-
correlated pairs. The latter is obtained using event mixing
techniques, in which the particle pairs of interest are combined
from single particles from different events. To avoid accep-
tance effects of the detector system, the mixing procedure is
conducted only between particle pairs stemming from events
with similar z position of the primary vertex and similar
multiplicity [2]. The normalization parameter for mixed and
same event yields N is chosen such that the mean value of the
correlation function equals unity for k∗∈[0.2, 0.4] GeV/c. FIG. 1. Invariant mass distribution of pπ −(pπ +) to obtain the
() signal. The dashed lines set the selection width used in the
analysis. As correlation functions of all studied baryon-baryon pairs,
i.e., p-p, p-, and -, exhibit identical behavior compared 024001-4 PHYSICAL REVIEW C 99, 024001 (2019) p-p, p-, AND - … TABLE II. Weight parameters of the individual components of the p-p, p-, and - correlation
function. III. CORRELATION FUNCTION p-p
p-
-
Pair
λ parameter [%]
Pair
λ parameter [%]
Pair
λ parameter [%]
pp
74.18
p
47.13
29.94
pp
15.52
p−
9.92
0
19.96
pp
0.81
p0
9.92
00
3.33
p+ p
6.65
p0
15.71
0
12.61
p+ p+
0.15
p
4.93
00
1.33
pp+
0.70
p−
1.04
−
12.61
˜pp
1.72
p0
1.04
−−
1.33
˜pp
0.18
p0
1.64
00
4.20
˜pp+
0.08
p+
2.11
0−
4.20
˜p˜p
0.01
p+−
0.44
0−
2.65
p+0
0.44
˜
4.38
p+0
0.70
˜0
1.46
˜p
0.55
˜0
0.92
˜p−
0.18
˜−
0.92
˜p0
0.12
˜ ˜
0.16
˜p0
0.12
p ˜
3.45
p ˜
0.36
p+ ˜
0.15
˜p ˜
0.04 TABLE II. Weight parameters of the individual components of the p-p, p-, and - correlation
function. TABLE II. Weight parameters of the individual components of the p-p, p-, and - correlation
function. to those of their respective antibaryon-antibaryon pairs, the
corresponding samples are combined to enhance the statistical
significance. Therefore, in the following p-p denotes the
combination of p-p ⊕p-p, and accordingly for p- and -. where ˜X refers to misidentified particles of specie X. p,
and p+ correspond to protons stemming from the weak
decay of the corresponding hyperons. The →π →pππ
decays are explicitly considered in the feed-down contribution
of the p- correlation and hence are omitted in Eq. (5) to
avoid double counting. As shown in Appendix, the fraction
of primary protons and their feed-down fractions are required
to calculate the λ parameters of the different contributions to
Eq. (5). The information about the origin of the protons, i.e.,
whether the particles are of primary origin, originating from
feed down or from the interactions with the detector material,
is obtained by fitting Monte Carlo (MC) templates to the
experimental distributions of the distance of closest approach
of the track to the primary vertex. The MC templates and
the purity are extracted from PYTHIA [61] simulations using
the Perugia 2011 tune [62], which were filtered through the
ALICE detector and the reconstruction algorithm [54]. The
pT averages are then calculated by weighting the quantities
of interest by the respective particle yields dN/d pT. III. CORRELATION FUNCTION The
resulting fraction of primary protons averaged over pT is 87%
(where in this fraction we also include the protons stemming
from strong decays of broad resonances), with the other 13%
of the total yield associated to weak decays of resonances
and the contribution from the detector material is found to be
negligible. A. Decomposition of the correlation function Since the and N∗resonances
have typical widths above 120 MeV the decay length is in the
order of 1 fm so that the decay particles do still experience
the final-state interaction with the neighboring particles as
the primaries do. We estimate that about 65% of all primary
protons and stem from the strong decay of resonances [68]
and we have simulated how the source could be modified by
such effects. A difference of 5% in the results of the Gaussian
fit is found when comparing p-p to p- pairs. These effects
are in the same order of the present uncertainty on the radius
and are herewith neglected. A quantitative study including
all resonances is planned in the analysis of the LHC Run 2
sample. + p ˜ + p ˜ + p+ ˜ + ˜p ˜. (6) (6) The purity is obtained from fits to the invariant mass
spectra in eight bins of pT and defined as S/(S + B), where
S denotes the actual signal and B the background. The feed-
down contribution is determined from MC template fits of
the experimental distributions of the cosine pointing angle, in
which a total of four templates are considered corresponding
to direct, feed-down, material, and impurity contributions. The production probability dN/d pT is employed in order to
obtain pT weighted average values. Around 73% of the s are primaries (where in this fraction
we also include the stemming from strong decays of broad
resonances) and 23% originate from weakly decaying reso-
nances, which is in line with the values quoted in Ref. [63]. The remaining yield is associated to combinatorial back-
ground and s produced in the detector material. The main
contribution to the feed-down fraction is expected to originate
from the states with no preference for the neutral or the
charged, respectively. This hypothesis is supported by PYTHIA
simulations where the secondary particles arise from the
weak decay of the 0 (48%) and ± (49%) resonances. The
remaining contribution in the simulation arises from the 0,
which, however, is treated separately. Since the latter decays
electromagnetically almost exclusively into γ [59], it has
a very short life time and cannot be experimentally differen-
tiated from the sample of primary s. Measurements of the
ratio R0/ = σ0/σ have obtained values around 1/3 [64–
67], however, with large uncertainties for hadronic collisions
at high energies. A. Decomposition of the correlation function The experimental determination of the correlation func-
tion is distorted by two distinct mechanisms. The sample
of genuine particle pairs include misidentified particles and
feed-down particles from strong and weak decays. In this work a new method to separate all the individual
components contributing to a measured correlation signal is
proposed. The correlation functions arising from resonances
or impurities of the sample are weighted with the so-called λ
parameters and in this way are taken into account in the total
correlation function of interest C(k∗) = 1 + λgenuine · [Cgenuine(k∗) −1]
+
i j
λi j[Ci j(k∗) −1],
(4) (4) where the i, j denote all possible impurity and feed-down
contributions. These λ parameters can be obtained employing
exclusively single-particle properties such as the purity and
feed-down probability. The underlying mathematical formal-
ism is outlined in the Appendix. The feed down from weakly decaying resonances is eval-
uated by using cross sections from PYTHIA and for the proton
sample consists of the (70%) and + (30%) contributions. The individual contributions to the total correlation function
are presented in Table II. For the case of p-p correlation the following contributions
must be taken into account: {pp} = pp + pp + pp + p+ p + p+ p+
+ pp+ + ˜pp + ˜pp + ˜pp+ + ˜p˜p,
(5) The decomposition of the p- correlation function is
conducted in a similar manner as for the p-p pair, however, (5) 024001-5 PHYSICAL REVIEW C 99, 024001 (2019) S. ACHARYA et al. considering the purities and feed-down fractions of both par-
ticles tion is well established. The good agreement between the mT-
integrated data and the femtoscopic fit demonstrates that the
assumption of a Gaussian source is pertinent. A comparison
of the mT distribution for p-p and p- pairs shows a good
agreement between the two. The limited experimental sample,
however, does not allow conducting a differential analysis yet. {p} = p + p−+ p0 + p0 + p + p−
+ p0 + p0 + p+ + p+−+ p+0
+ p+0 + ˜p + ˜p−+ ˜p0 + ˜p0
+ p ˜ + p ˜ + p+ ˜ + ˜p ˜. (6) Additionally, we have considered the effect of the strong
decays such as →N + π and N∗→ + K on the pro-
duction of protons and . C. Nonfemtoscopic background For sufficiently large relative momenta (k∗> 200 MeV/c)
and increasing separation distance, the FSI among the parti-
cles is suppressed and hence the correlation function should
approach unity. As shown in Fig. 2, however, the measured
correlation function for p-p and p- exhibits an increase for
k∗larger than about 200 MeV/c for the two systems. Such
nonfemtoscopic effects, probably due to energy-momentum
conservation, are in general more pronounced in small col-
liding systems where the average particle multiplicity is low
[2]. In the case of meson-meson correlations at ultrarelativistic
energies, the appearance of long-range structures in the corre-
lation functions for moderately small k∗(k∗< 200 MeV/c) is
typically interpreted as originating from minijetlike structures
[50,69]. For the - correlation function the following pair contri-
butions are taken into account: {} = + 0 + 00 + 0 + 00
+ −+ −−+ 00 + 0−
+ 0−+ ˜ + ˜0 + ˜−
+ ˜0 + ˜ ˜. (7) (7) The resulting λ parameters are shown in Table II. Notable is
that the actual pair of interest contributes only to about one-
third of the signal, while pair fractions involving in particular
0 and give a significant contribution. The statistical uncer-
tainties of these parameters are negligible and their influence
on the systematic uncertainties will be evaluated in Sec. IV. The resulting λ parameters are shown in Table II. Notable is
that the actual pair of interest contributes only to about one-
third of the signal, while pair fractions involving in particular
0 and give a significant contribution. The statistical uncer-
tainties of these parameters are negligible and their influence
on the systematic uncertainties will be evaluated in Sec. IV. PYTHIA also shows the same nonfemtoscopic correlation
for larger k∗but fails to reproduce quantitatively the behavior
shown in Fig. 2, as already observed for the angular correla-
tion of baryon-baryon and antibaryon-antibaryon pairs [58]. Possible effects that were considered in this analysis and
that could be influencing the source are either the decay of
strong resonances, or a mT scaling. The latter is related to
collective effects and may result in a non-Gaussian behavior
of the source. The p-p correlation function is here considered
as a benchmark since the theoretical description of the interac- Energy-momentum conservation leads to a contribution
to the signal, which can be reproduced with a formalism
described in Ref. A. Decomposition of the correlation function For lack of better estimates the value of 1/3
is used in the following. The resulting λ parameters for the
p- pair are shown in Table II. B. Detector effects The shape of the experimentally determined correlation
function is affected by the finite momentum resolution. This is
taken into account when the experimental data are compared
to model calculations in the fitting procedure by transforming
the modeled correlation function, see Eq. (15), to the recon-
structed momentum basis. When tracks of particle pairs involved in the correlation
function are almost collinear, i.e., have a low k∗, detector
effects can affect the measurement. No hint for track merging
or splitting is found and therefore no explicit selection criteria
are introduced. 1. Genuine correlation function For the p-p correlation function the Coulomb and the
strong interaction as well as the antisymmetrization of the
wave functions are considered [71]. The strong interaction
part of the potential is modeled employing the Argonne v18
[52] potential considering the s and p waves. The source is
assumed to be isotropic with a Gaussian profile of radius r0. The resulting Schrödinger equation is then solved with the
CATS [53]. While the CATS framework can provide an exact solution
for any source and local interaction potential, the Lednicky-
Lyuboshitz approach uses the known analytical solution out-
side the range of the strong interaction potential and takes into
account its modification in the inner region in an approximate
way only. That is why this approach may not be valid for small
systems. In the case of p- and - we employ the Lednický and
Lyuboshitz analytical model [72] to describe these correlation
functions. This model is based on the assumption of an
isotropic source with Gaussian profile S(r0) =
1
4πr2
0
3/2 exp
−r2
4r2
0
,
(8) (8) C. Nonfemtoscopic background [70] and is accordingly also considered in 024001-6 PHYSICAL REVIEW C 99, 024001 (2019) p-p, p-, AND - … FIG. 2. The raw correlation function compared to PYTHIA6 Perugia 2011 simulations for (a) p-p, (b) p-, and (c) - pairs. FIG. 2. The raw correlation function compared to PYTHIA6 Perugia 2011 simulations for (a) p-p, (b) p-, and (c) - pairs. function for uncharged particles [72] reads function for uncharged particles [72] reads this work. Therefore, a linear function C(k∗)nonfemto = ak∗+
b where a, b are fit parameters, is included to the global fit as
C(k∗) = C(k∗)femto × C(k∗)nonfemto to improve the description
of the signal by the femtoscopic model. The fit parameters of
the baseline function are obtained in k∗∈[0.3, 0.5] GeV/c
for p-p and p- pairs. For the case of the - correlation
function, the uncertainties of the data do not allow to ad-
ditionally add a baseline, which is therefore omitted in the
femtoscopic fit. this work. Therefore, a linear function C(k∗)nonfemto = ak∗+
b where a, b are fit parameters, is included to the global fit as
C(k∗) = C(k∗)femto × C(k∗)nonfemto to improve the description
of the signal by the femtoscopic model. The fit parameters of
the baseline function are obtained in k∗∈[0.3, 0.5] GeV/c
for p-p and p- pairs. For the case of the - correlation
function, the uncertainties of the data do not allow to ad-
ditionally add a baseline, which is therefore omitted in the
femtoscopic fit. C(k∗)Lednicky C(k∗)Lednicky = 1 +
S
ρS
1
2
f (k∗)S
r0
2
1 −
dS
0
2√πr0
+ 2Re f (k∗)S
√πr0
F1(Qinvr0) −Im f (k∗)S
r0
F2(Qinvr0)
, (10) where Re f (k∗)S [Im f (k∗)S] denotes the real (imaginary)
part of the complex scattering amplitude, respectively. The
F1(Qinvr0) and F2(Qinvr0) are analytical functions resulting
from the approximation of isotropic emission with a Gaussian
source and the factor ρS contains the pair fraction emitted into
a certain spin state S. For the p- pair unpolarized emission is
assumed. The - pair is composed of identical particles and
hence additionally quantum statistics needs to be considered,
which leads to the introduction of an additional term to the
Lednický model, as employed, e.g., in Ref. [16]. 2. Residual correlations Table II demonstrates that a significant admixture of resid-
uals is present in the experimental sample of particle pairs. A first theoretical investigation of these so-called residual
correlations was conducted in Ref. [73]. This analysis relies
on the procedure established in Ref. [19], where the initial
correlation function of the residual is calculated and then
transformed to the new momentum basis after the decay. where r0 is the size of the source. Additionally, the complex
scattering amplitude is evaluated by means of the effective
range approximation f (k∗)S =
1
f S
0
+ 1
2dS
0 k∗2 −ik∗
−1
,
(9) (9) For the p-p channel only the feed down from the p-
correlation function is considered, which is obtained by fitting
the p- experimental correlation function and then trans-
forming it to the p-p momentum basis. All contributions are
weighted by the corresponding λ parameters and the modeled
correlation function for this pair Cmodel,p-p(k∗) can be written with the scattering length f S
0 , the effective range dS
0 and S
denoting the total spin of the particle pair. In the following,
the usual sign convention of femtoscopy is employed where an
attractive interaction leads to a positive scattering length. With
these assumptions the analytical description of the correlation 024001-7 PHYSICAL REVIEW C 99, 024001 (2019) S. ACHARYA et al. TABLE III. Selection parameter variation and the resulting relative systematic uncertainty on the
p-p, p-, and - correlation function. Variable
Default
Variation
p-p[%]
p-[%]
-[%]
Min. pT proton (GeV/c )
0.5
0.4, 0.6
1
0.2
–
|η| proton
0.8
0.7, 0.9
0.4
0.2
–
nσ proton
3
2, 5
1.8
0.2
–
Proton tracks
TPC only
Global
2.4
0
–
nCluster proton
80
90
0.3
0.1
–
Min. pT V0 (GeV/c )
0.3
0.24, 0.36
–
0
0
cos(α) V0
0.99
0.998
–
0
1.8
nσ V0 daughter
5
4
–
0.1
0.3
nCluster V0 daughter
70
80
–
0.1
0.7
|η| V0
0.8
0.7, 0.9
–
0.6
0.8
DCA(|p, π|) (cm)
1.5
1.2
–
0.5
0
DCA (cm)
0.05
0.06
–
0.7
0.6 TABLE III. Selection parameter variation and the resulting relative systematic uncertainty on the
p-p, p-, and - correlation function. TABLE III. Selection parameter variation and the resulting relative systematic uncertainty on the
p-p, p-, and - correlation function. 3. Total correlation function model as Cmodel,p-p(k∗) =1+λpp · [Cpp(k∗) −1]+λpp
Cpp(k∗) −1
. (11) The correlation function modeled according to the con-
siderations discussed above is then multiplied by a linear
function to correct for the baseline as discussed in Sec. III C
and weighted with a normalization parameter N All other residual correlations are assumed to be flat. 0 All other residual correlations are assumed to be flat. 0 For the p-, residual correlations from the p-0, p-, and
- pairs are taken into account. As the - correlation
function is rather flat no further transformation is applied. The
p-0 correlation function is obtained using predictions from
Ref. [74]. Ctot(k∗) = N · (a + b · k∗) · Cmodel(k∗),
(15) (15) where Cmodel(k∗) incorporates all considered theoretical cor-
relation functions, weighted with the corresponding λ param-
eters as discussed in Secs. III A and III D. As the decay products of the reaction →π are charged
and therefore accessible by ALICE, we measure the p-
correlation function. The experimental data are parametrized
with a phenomenological function The inclusion of a baseline is further motivated by
the presence of a linear but nonflat correlation observed
in the data outside the femtoscopic region (see Fig. 2
for k∗∈[0.3, 0.5] GeV/c). When attempting to use a
higher-order polynomial to model the background, the
resulting curves are still compatible with a linear function,
while their interpolation into the lower k∗region leads to an
overall poorer fit quality. Cp−−(k∗) = 1 + exp(−k∗a)
k∗a
,
(12) (12) where the parameter a is employed to scale the function to
the data and has no physical meaning. Its value is found to be
a = 3.88 fm. IV. SYSTEMATIC UNCERTAINTIES The modeled correlation functionCmodel,p-(k∗) for the pair
is obtained by B. Femtoscopic fit To evaluate the systematic uncertainty of the femtoscopic
fit, and hence on the measurement of the radius r0, the fit is
performed applying the following variations. Instead of the
common fit, the radius is determined separately from the p-p
and p- correlation functions. - is excluded because it
imposes only a shallow constraint on the radius, in particular
since the scattering parameters are unconstrained for the fit. Furthermore, the input to the λ parameters are varied by 25%,
while keeping the purity and the fraction of primaries and sec-
ondaries constant since this would correspond to a variation
of the particle selection and thus would require a different
experimental sample as discussed above. Additionally, all fit
ranges of both the femtoscopic and the baseline fits are varied
individually by up to 50% and 10%, respectively. The lower
bound of the femtoscopic fit is always left at its default value. For the p- correlation function the dependence on the fit
model is studied by replacing the Lednický and Lyuboshitz
analytical model with the potential introduced by Bodmer,
Usmani, and Carlson [75] for which the Schrödinger equation
is explicitly solved using CATS. Additionally, the fit for the
p-p and p- correlation function is performed without the
linear baseline. The radius is determined for 2000 random
combinations of the above-mentioned variations. The result-
ing distribution of radii is not symmetric and the systematic
uncertainty is therefore extracted as the boundaries of the
68% confidence interval around the median of the distribution
and accounts to about 4% of the determined radius. In absence of residual contributions and any FSI, the -
correlation function is expected to approach 0.5 as k∗→0. While the data suggest that the - correlation exceeds the
value expected considering only quantum statistic effects, the
limited amount of data of the herewith presented sample does
not allow us to draw strong conclusions on the attractive
nature of the - interaction [27,38]. The experimental data are fitted using CATS and hence
the exact solution of the Schrödinger equation for the p-p
correlation and the Lednický model for the p- and -
correlation. The three fits are done simultaneously and in this
way the source radius is extracted and different scattering
parameters for the p- and - interactions can be tested. A. Correlation function Cmodel,p-(k∗) = 1 + λp[Cp(k∗) −1]
+ λp0
Cp0 (k∗) −1
+ λp−
Cp−(k∗) −1
. (13) The systematic uncertainties of the correlation functions
are extracted by varying the proton and candidate selection
criteria according to Table III. Due to the low number of
particle pairs, in particular at low k∗, the resulting variations of
the correlation functions are in general much smaller than the
statistical uncertainties. In order to still estimate the system-
atic uncertainties the data are rebinned by a factor of 10. The
systematic uncertainty on the correlation function is obtained
by computing the ratio of the default correlation function to
the one obtained by the respective cut variation. Whenever
this results in two systematic uncertainties, i.e., by a variation
up and downwards, the average is taken into account. Then all
systematic uncertainties from the cut variations are summed
up quadratically. This is then extrapolated to the finer binning
of the correlation function by fitting a polynomial of second
order. The obtained systematic uncertainties are found to be
largest in the lowest k∗bin. The individual contributions in (13) As the present knowledge on the hyperon-hyperon interac-
tion is scarce, in particular regarding the interaction of the
with other hyperons, all residual correlations feeding into the
- correlation function are considered to be consistent with
unity, Cmodel,-(k∗) = 1 + λ[C(k∗) −1]. (14) (14) It should be noted, that the residual correlation functions,
after weighting with the corresponding λ parameter, transfor-
mation to the momentum base of the correlation of interest
and taking into account the finite momentum resolution, only
barely contribute to the total fit function. 024001-8 PHYSICAL REVIEW C 99, 024001 (2019) p-p, p-, AND - … FIG. 3. The (a) p-p, (b) p-, and (c) - correlation function with a simultaneous fit with the NLO expansion (red line) for the scattering
parameter of p- [26]. The dashed line denotes the linear baseline. After the fit is performed the LO [25] parameter set (green curve) is plugged
in for the p- system and the scattering length obtained from [16] for the - system (cyan curve). FIG. 3. The (a) p-p, (b) p-, and (c) - correlation function with a simultaneous fit with the NLO expansion (red line) for the scattering
parameter of p- [26]. The dashed line denotes the linear baseline. V. RESULTS that bin are summarized in Table III and the resulting total sys-
tematic uncertainty accounts to about 4% for p-p, 1% for p-,
and 2.5% for -. Variations of the proton DCA selection are
not taken into account for the computation of the systematic
uncertainty since it dilutes (enhances) the correlation signal by
introducing more (less) secondaries in the sample. This effect
is recaptured by a change in the λ parameter. The obtained p-p, p-, and - correlation functions are
shown in Fig. 3. For each of the correlation functions we do
not observe any minijet background in the low k∗region,
as observed in the case of neutral [76] and charged [51]
kaon pairs and charged pion pairs [50]. This demonstrates
that the femtoscopic signal in baryon-baryon correlations is
dominant in ultrarelativistic pp collisions. The signal am-
plitude for the p-p and p- correlations are much larger
than the one observed in analogous studies from heavy-ion
collisions [1,12,13,15], due to the small particle emitting
source formed in pp collisions, allowing a higher sensitivity to
the FSI. A. Correlation function After the fit is performed the LO [25] parameter set (green curve) is plugged
in for the p- system and the scattering length obtained from [16] for the - system (cyan curve). PHYSICAL REVIEW C 99, 024001 (2019) S. ACHARYA et al. TABLE IV. Scattering parameters for the p- system from various theoretical calculations
[25,26,77–83] and the corresponding degree of consistency with the experimentally determined
correlation function expressed in numbers of standard deviations nσ. The χEFT scattering parameters
are obtained at a cutoff scale = 600 MeV. The usual sign convention of femtoscopy is employed
where an attractive interaction leads to a positive scattering length. TABLE IV. Scattering parameters for the p- system from various theoretical calculations
[25,26,77–83] and the corresponding degree of consistency with the experimentally determined
correlation function expressed in numbers of standard deviations nσ. The χEFT scattering parameters
are obtained at a cutoff scale = 600 MeV. The usual sign convention of femtoscopy is employed
where an attractive interaction leads to a positive scattering length. Model
f S=0
0
(fm)
f S=1
0
(fm)
dS=0
0
(fm)
dS=1
0
(fm)
nσ
ND [77]
1.77
2.06
3.78
3.18
1.1
NF [78]
2.18
1.93
3.19
3.358
1.1
NSC89 [79]
2.73
1.48
2.87
3.04
0.9
a
0.71
2.18
5.86
2.76
1.0
b
0.9
2.13
4.92
2.84
1.0
c
1.2
2.08
4.11
2.92
1.0
NSC97 [80]
d
1.71
1.95
3.46
3.08
1.0
e
2.1
1.86
3.19
3.19
1.1
f
2.51
1.75
3.03
3.32
1.0
ESC08 [81]
2.7
1.65
2.97
3.63
0.9
LO [25]
1.91
1.23
1.4
2.13
1.8
χEFT
NLO [26]
2.91
1.54
2.78
2.72
1.5
A [82]
1.56
1.59
1.43
3.16
1.0
Jülich
J04 [83]
2.56
1.66
2.75
2.93
1.4
J04c [83]
2.66
1.57
2.67
3.08
1.1 repulsive interactions. The p- strong interaction is modeled
employing scattering parameters obtained using the next-to-
leading order expansion of a chiral effective field theory at a
cutoff scale of = 600 MeV [26]. The simultaneous fit of
the p-p, p-, and - correlation functions yields a common
radius of r0 = 1.125 ± 0.018 (stat) +0.058
−0 035 (syst) fm. ones reflects on the p- correlation function. The green curve
corresponds to the results obtained employing LO scattering
parameters and the theoretical correlation function is clearly
sensitive for k∗→0 to the input parameter. In order to probe which scattering parameters are com-
patible with the measured - correlation function, the ef-
fective range and the scattering length of the potential are
varied within d0 ∈[0, 18] fm and 1/ f0 ∈[−2, 5] 1/fm, while
keeping the renormalization constant N as the only free fit
parameter. PHYSICAL REVIEW C 99, 024001 (2019) It should be noted that the resulting variations of
N are on the percent level. The resulting correlation func-
tions obtained by employing the Lednický and Lyuboshitz
analytical model [72] and considering also the secondaries
and impurities contributions are compared to the data. The
degree of consistency is expressed in the number of standard
deviations nσ, as displayed in Fig. 4 together with an overview
of the present knowledge about the - interaction. For a
detailed overview of the currently available models see, e.g.,
Ref. [38], from which we have obtained the collection of
scattering parameters. Additionally to the Nijmegen meson
exchange models mentioned above, the data are compared to
various other theoretical calculations. An exemplary boson-
exchange potential is Ehime [84,85], whose strength is fitted
to the outdated double hypernuclear bound energy, B =
4 MeV [86] and accordingly known to be too attractive. As an
exemplary quark model including baryon-baryon interactions
with meson exchange effects, the fss2 model [87,88] is used. Moreover, the potentials by Filikhin and Gal (FG) [89] and by
Hiyama, Kamimura, Motoba, Yamada, and Yamamoto (HK-
MYY) [90], which are capable of describing the NAGARA
event [36] are employed. 0.035
The blue line in the left panel in Fig. 3 shows the result
of the femtoscopic fit to the p-p correlation function using
the Argonne v18 potential that describes the experimental data
in a satisfactory way. The red curve in the central panel
shows the result of the NLO calculation for p-. In the
case of - (right panel), the yellow curve represents the
femtoscopic fit with free scattering parameters. The width of
the femtoscopic fits corresponds to the systematic uncertainty
of the correlation function discussed in Sec. IV. After the fit with the NLO scattering parameters has con-
verged, the p- correlation function for the same source
size is compared to the data using various theoretically ob-
tained scattering parameters [25,26,77–83] as summarized in
Table IV. The degree of consistency is expressed in the num-
ber of standard deviations nσ. The employed models include
several versions of meson exchange models proposed such as
the Nijmegen model D (ND) [77], model F (NF) [78], soft
core (NSC89 and NSC97) [79,80], and extended soft core
(ESC08) [81]. B. Femtoscopic fit While in the case of the p-p and p- correlation function the
existence of a baseline is clearly visible in the data, the low
amount of pairs in the - channel do not allow for such
a conclusion. Therefore, the baseline is not included in the
model for the - correlation function. The simultaneous fit is carried out by using a combined
χ2 and with the radius as a free parameter common to all
correlation functions. The fit range is k∗∈[0, 0.16] GeV/c
for p-p and k∗∈[0, 0.22] GeV/c for p- and -. Here-
after we adopt the convention of positive scattering lengths
for attractive interactions and negative scattering lengths for 024001-9 PHYSICAL REVIEW C 99, 024001 (2019) PHYSICAL REVIEW C 99, 024001 (2019) This demonstrates that these scattering parameters
intervals combined with the Lednický model are not suited to
describe the correlations functions measured in small systems. As for the region of negative scattering length f0 this
is connected in scattering theory either to a repulsive in-
teraction or to the existence of a bound state close to the
threshold and a change in the sign of the scattering length. Since the - interaction is known to be slightly attractive
above the threshold [36], the measurement of a negative
scattering lengths would strongly support the existence of
the H-dibaryon. Notably the correlation function modeled
employing the scattering parameters obtained by the STAR
Collaboration in Au-Au collisions at √sNN = 200 GeV [16]
and all the secondaries and impurities contributions deviates
by 6.8 standard deviations from the data. This is also shown
by the cyan curve displayed in the right panel of Fig. 3, which
is obtained using the source radius and the λ parameters from
this analysis and the scattering parameters from Ref. [16]. On
the other hand these parameters and all those corresponding to
the gray-shaded area in Fig. 4 lead to a negative genuine -
correlation function if the Lednický model is employed. The
total correlation function that is compared to the experimental
data is not negative because the impurities and secondaries
contributions lead to a total correlation function that is always
positive. This means that the combination of large effective
ranges and negative scattering lengths translate into unphys- This study is the first measurement with baryon pairs in pp
collisions at √s = 7 TeV, while other femtoscopic analyses
were conducted with neutral [76] and charged [51] kaon pairs
and charged pion pairs [50] with the ALICE experiment. The
radius obtained from baryon pairs is found to be slightly larger
than that measured from meson-meson pairs at comparable
transverse mass as shown in Fig. 5 PHYSICAL REVIEW C 99, 024001 (2019) Additionally, models considering contributions
from one- and two-pseudoscalar-meson exchange diagrams
and from four-baryon contact terms in χEFT at leading [25]
and next-to-leading order [26] are employed, together with
the first version of the Jülich Y-N meson exchange model
[82], which in a later version [83] also features one-boson
exchange. All employed models describe the data equally well and
hence the available data does not allow yet for a discrimina-
tion. As an example, we show in the central panel of Fig. 3
how employing scattering parameters different than the NLO In contrast to the p- case, the agreement with the data
increases with every revision of the Nijmegen potential, while
the introduction of the extended soft core slightly increases
the deviation. In particular solution NSC97f yields the overall 024001-10 PHYSICAL REVIEW C 99, 024001 (2019) p-p, p-, AND - … FIG. 5. Comparison of radii obtained for different charged par-
ticle multiplicity intervals in the pp collision system at √s = 7 TeV
[50,51,76]. The error bars correspond to statistical and the shaded
regions to the systematic uncertainties. The black point is the
radius obtained in this analysis with p-p, p-, and - pairs,
while the gray bar corresponds to the range of covered mT in this
analysis. FIG. 4. Number of standard deviations nσ of the modeled cor-
relation function for a given set of scattering parameters (effective
range d0 and scattering length f0) with respect to the data, together
with various model calculations [77–81,84,85,87–90] and measure-
ments [16]. The gray shaded area corresponds to the region where
the Lednický model predicts a negative correlation function for pp
collisions at √s = 7 TeV. FIG. 4. Number of standard deviations nσ of the modeled cor- Number of standard deviations nσ of the modeled co FIG. 4. Number of standard deviations nσ of the modeled cor-
relation function for a given set of scattering parameters (effective
range d0 and scattering length f0) with respect to the data, together
with various model calculations [77–81,84,85,87–90] and measure-
ments [16]. The gray shaded area corresponds to the region where
the Lednický model predicts a negative correlation function for pp
collisions at √s = 7 TeV. FIG. 5. Comparison of radii obtained for different charged par-
ticle multiplicity intervals in the pp collision system at √s = 7 TeV
[50,51,76]. The error bars correspond to statistical and the shaded
regions to the systematic uncertainties. PHYSICAL REVIEW C 99, 024001 (2019) The black point is the
radius obtained in this analysis with p-p, p-, and - pairs,
while the gray bar corresponds to the range of covered mT in this
analysis. best agreement with the data. The correlation function mod-
eled using scattering parameters of the Ehime model, which
is known to be too attractive deviates by about two standard
deviations from the data. best agreement with the data. The correlation function mod-
eled using scattering parameters of the Ehime model, which
is known to be too attractive deviates by about two standard
deviations from the data. For an attractive interaction (positive f0) the correlation
function is pushed from the quantum statistics distribution for
two fermions (correlation function equal to 0.5 for k∗= 0)
to unity. As a result within the current uncertainties the -
correlation function is rather flat and close to 1 and this lack
of structure makes it impossible to extract the two scattering
parameters with a reasonable uncertainty. This means that
even by increasing the data by a factor 10, as expected from
the RUN2 data, it will be very complicated to constrain
precisely the region f0 > 0. ical correlation functions, for small colliding systems as pp. This effect is not immediate visible in larger colliding system
such as Au-Au at √sNN = 200 GeV measured by STAR,
where the obtained correlation function does not become
negative. This demonstrates that these scattering parameters
intervals combined with the Lednický model are not suited to
describe the correlations functions measured in small systems. One could test the corresponding local potentials with the
help of CATS [53], since the latter does not suffer from the
limitations of the Lednický model due to the employment of
the asymptotic solution. On the other hand we have directly
compared the correlation functions obtained employing CATS
and the - local potentials reported in [38] with the corre-
lation functions obtained using the corresponding scattering
parameters and the Lednický model. For the typical source
radii of 1.3 fm the deviations are within 10%. This disfavours
the region of negative scattering lengths and large effective
ranges for the - correlation. ical correlation functions, for small colliding systems as pp. This effect is not immediate visible in larger colliding system
such as Au-Au at √sNN = 200 GeV measured by STAR,
where the obtained correlation function does not become
negative. VI. SUMMARY and Education, Croatia; Ministry of Education, Youth and
Sports of the Czech Republic, Czech Republic; The Danish
Council for Independent Research | Natural Sciences, the
Carlsberg Foundation and Danish National Research Founda-
tion (DNRF), Denmark; Helsinki Institute of Physics (HIP),
Finland; Commissariat à l’Energie Atomique (CEA) and In-
stitut National de Physique Nucléaire et de Physique des
Particules (IN2P3) and Centre National de la Recherche Sci-
entifique (CNRS), France; Bundesministerium für Bildung,
Wissenschaft, Forschung und Technologie (BMBF) and GSI
Helmholtzzentrum für Schwerionenforschung GmbH, Ger-
many; General Secretariat for Research and Technology, Min-
istry of Education, Research and Religions, Greece; National
Research, Development and Innovation Office, Hungary; De-
partment of Atomic Energy Government of India (DAE),
Department of Science and Technology, Government of India
(DST), University Grants Commission, Government of India
(UGC) and Council of Scientific and Industrial Research
(CSIR), India; Indonesian Institute of Science, Indonesia;
Centro Fermi - Museo Storico della Fisica e Centro Studi
e Ricerche Enrico Fermi and Istituto Nazionale di Fisica
Nucleare (INFN), Italy; Institute for Innovative Science and
Technology, Nagasaki Institute of Applied Science (IIST),
Japan Society for the Promotion of Science (JSPS) KAK-
ENHI and Japanese Ministry of Education, Culture, Sports,
Science and Technology (MEXT), Japan; Consejo Nacional
de Ciencia (CONACYT) y Tecnología, through Fondo de
Cooperación Internacional en Ciencia y Tecnología (FON-
CICYT) and Dirección General de Asuntos del Personal
Academico (DGAPA), Mexico; Nederlandse Organisatie voor
Wetenschappelijk Onderzoek (NWO), Netherlands; The Re-
search Council of Norway, Norway; Commission on Science
and Technology for Sustainable Development in the South
(COMSATS), Pakistan; Pontificia Universidad Católica del
Perú, Peru; Ministry of Science and Higher Education and
National Science Centre, Poland; Korea Institute of Science
and Technology Information and National Research Founda-
tion of Korea (NRF), Republic of Korea; Ministry of Edu-
cation and Scientific Research, Institute of Atomic Physics
and Romanian National Agency for Science, Technology and
Innovation, Romania; Joint Institute for Nuclear Research
(JINR), Ministry of Education and Science of the Russian
Federation and National Research Centre Kurchatov Institute,
Russia; Ministry of Education, Science, Research and Sport
of the Slovak Republic, Slovakia; National Research Founda-
tion of South Africa, South Africa; Centro de Aplicaciones
Tecnológicas y Desarrollo Nuclear (CEADEN), Cubaenergía,
Cuba and Centro de Investigaciones Energéticas, Medioambi-
entales y Tecnológicas (CIEMAT), Spain; Swedish Research
Council (VR) and Knut & Alice Wallenberg Foundation
(KAW), Sweden; European Organization for Nuclear Re-
search, Switzerland; National Science and Technology De- baryon-baryon and antibaryon-antibaryon pairs is feasible. VI. SUMMARY and Education, Croatia; Ministry of Education, Youth and
Sports of the Czech Republic, Czech Republic; The Danish
Council for Independent Research | Natural Sciences, the
Carlsberg Foundation and Danish National Research Founda-
tion (DNRF), Denmark; Helsinki Institute of Physics (HIP),
Finland; Commissariat à l’Energie Atomique (CEA) and In-
stitut National de Physique Nucléaire et de Physique des
Particules (IN2P3) and Centre National de la Recherche Sci-
entifique (CNRS), France; Bundesministerium für Bildung,
Wissenschaft, Forschung und Technologie (BMBF) and GSI
Helmholtzzentrum für Schwerionenforschung GmbH, Ger-
many; General Secretariat for Research and Technology, Min-
istry of Education, Research and Religions, Greece; National
Research, Development and Innovation Office, Hungary; De-
partment of Atomic Energy Government of India (DAE),
Department of Science and Technology, Government of India
(DST), University Grants Commission, Government of India
(UGC) and Council of Scientific and Industrial Research
(CSIR), India; Indonesian Institute of Science, Indonesia;
Centro Fermi - Museo Storico della Fisica e Centro Studi
e Ricerche Enrico Fermi and Istituto Nazionale di Fisica
Nucleare (INFN), Italy; Institute for Innovative Science and
Technology, Nagasaki Institute of Applied Science (IIST),
Japan Society for the Promotion of Science (JSPS) KAK-
ENHI and Japanese Ministry of Education, Culture, Sports,
Science and Technology (MEXT), Japan; Consejo Nacional
de Ciencia (CONACYT) y Tecnología, through Fondo de
Cooperación Internacional en Ciencia y Tecnología (FON-
CICYT) and Dirección General de Asuntos del Personal
Academico (DGAPA), Mexico; Nederlandse Organisatie voor
Wetenschappelijk Onderzoek (NWO), Netherlands; The Re-
search Council of Norway, Norway; Commission on Science
and Technology for Sustainable Development in the South
(COMSATS), Pakistan; Pontificia Universidad Católica del
Perú, Peru; Ministry of Science and Higher Education and
National Science Centre, Poland; Korea Institute of Science
and Technology Information and National Research Founda-
tion of Korea (NRF), Republic of Korea; Ministry of Edu-
cation and Scientific Research, Institute of Atomic Physics
and Romanian National Agency for Science, Technology and
Innovation, Romania; Joint Institute for Nuclear Research
(JINR), Ministry of Education and Science of the Russian
Federation and National Research Centre Kurchatov Institute,
Russia; Ministry of Education, Science, Research and Sport
of the Slovak Republic, Slovakia; National Research Founda-
tion of South Africa, South Africa; Centro de Aplicaciones
Tecnológicas y Desarrollo Nuclear (CEADEN), Cubaenergía,
Cuba and Centro de Investigaciones Energéticas, Medioambi-
entales y Tecnológicas (CIEMAT), Spain; Swedish Research
Council (VR) and Knut & Alice Wallenberg Foundation
(KAW), Sweden; European Organization for Nuclear Re-
search, Switzerland; National Science and Technology De-
velopment Agency (NSDTA), Suranaree University of Tech-
nology (SUT) and Office of the Higher Education Com-
mission under NRU project of Thailand, Thailand; Turkish
Atomic Energy Agency (TAEK), Turkey; National Academy
of Sciences of Ukraine, Ukraine; Science and Technology VI. SUMMARY This paper presents the first femtoscopic measurement of
p-p, p-, and - pairs in pp collisions at √s = 7 TeV. No evidence for the presence of minijet background is
found and it is demonstrated that this kind of study with 024001-11 PHYSICAL REVIEW C 99, 024001 (2019) S. ACHARYA et al. VI. SUMMARY With a newly developed method to compute the contributions
arising from impurities and weakly decaying resonances to
the correlation function from single particles quantities only,
the genuine correlation functions of interest can be extracted
from the signal. These correlation functions contribute with
74% for p-p, 47% for p-, and 30% for - to the total
signal. A simultaneous fit of all correlation functions with a
femtoscopic model featuring residual correlations stemming
from the above-mentioned effects yields a radius of the parti-
cles emitting source of r0 = 1.125 ± 0.018 (stat) +0.058
−0.035 (syst)
fm. For the first time, the Argonne v18 NN potential with
the s and p waves was used to successfully describe the
p-p correlation and so obtain a solid benchmark for our
investigation. For the case of the p- correlation function, the
NLO parameter set obtained within the framework of chiral
effective field theory is consistent with the data, but other
models are also found to be in agreement with the data. The
present pair data in the - channel allows us to constrain the
available scattering parameter space. Large effective ranges
d0 in combination with negative scattering parameters lead to
unphysical correlations if the Lednický model is employed
to compute the correlation function. This also holds true for
the average values published by the STAR collaboration in
Au-Au collisions at √sNN = 200 GeV, that are found to be
incompatible with the measurement in pp collisions within
the Lednický model. The larger data sample of the LHC Run
2 and Run 3, where we expect up to a factor ten and 100
more data respectively, will enable us to extend the method
also to , , and hyperons and thus further constrain the
hyperon-nucleon interaction. APPENDIX: DERIVATION OF THE λ PARAMETERS (A10) (A9) XF =
NF
i−1
Xi,
(A1) (A1) Hence the total correlation function becomes: as the total number of particles that stem from feed down and C(XY ) =
i,j N(XiYj)
M(XY )
=
i,j
N(XiYj)
M(XY )
M(XiYj)
M(XiYj)
(A11)
=
i,j
N(XiYj)
M(XiYj)
Ci,j(XY )
M(XiYj)
M(XY )
λi,j(XY )
=
i,j
λi,j(XY )Ci,j(XY ),
(A12) C(XY ) =
i,j N(XiYj)
M(XY )
=
i,j
N(XiYj)
M(XY )
M(XiYj)
M(XiYj)
(A11) XM =
NM
NF +1
Xi,
(A2) (A11) (A2) =
i,j
N(XiYj)
M(XiYj)
Ci,j(XY )
M(XiYj)
M(XY )
λi,j(XY )
=
i,j
λi,j(XY )Ci,j(XY ), as the total number of particles that were misidentified (i.e.,
impurities). X0 is the number of correctly identified primary
particles that are of interest for the femtoscopy analysis. The purity P is the fraction of correctly identified parti-
cles, not necessarily primary, to the total number of particles
in the sample [Eq. (A3)]. (A12) where Ci,j(XY ) is the contribution to the total correlation of
the i, jth channel of origin of the particles X,Y and λi,j(XY )
is the corresponding weight coefficient. How to obtain the
individual functions Ci,j(XY ) is discussed in the main body
of the paper. The weights λi,j can be derived from the purities
and channel fractions of the particles X and Y. This is pos-
sible since λi,j depends only on the mixed event sample for
which the underlying assumption is that the particles are not
correlated. In that case the two-particle yield M(XY ) can be
factorized and according to Eq. (A11) the λ coefficients can
be expressed as where Ci,j(XY ) is the contribution to the total correlation of
the i, jth channel of origin of the particles X,Y and λi,j(XY )
is the corresponding weight coefficient. How to obtain the
individual functions Ci,j(XY ) is discussed in the main body
of the paper. The weights λi,j can be derived from the purities
and channel fractions of the particles X and Y. This is pos-
sible since λi,j depends only on the mixed event sample for
which the underlying assumption is that the particles are not
correlated. In that case the two-particle yield M(XY ) can be
factorized and according to Eq. ACKNOWLEDGMENTS The ALICE Collaboration would like to thank all its en-
gineers and technicians for their invaluable contributions to
the construction of the experiment and the CERN accelerator
teams for the outstanding performance of the LHC complex. The ALICE Collaboration gratefully acknowledges the re-
sources and support provided by all Grid centers and the
Worldwide LHC Computing Grid (WLCG) collaboration. The
ALICE Collaboration acknowledges the following funding
agencies for their support in building and running the AL-
ICE detector: A. I. Alikhanyan National Science Laboratory
(Yerevan Physics Institute) Foundation (ANSL), State Com-
mittee of Science and World Federation of Scientists (WFS),
Armenia; Austrian Academy of Sciences and Nationalstiftung
für Forschung, Technologie und Entwicklung, Austria; Min-
istry of Communications and High Technologies, National
Nuclear Research Center, Azerbaijan; Conselho Nacional de
Desenvolvimento Científico e Tecnológico (CNPq), Universi-
dade Federal do Rio Grande do Sul (UFRGS), Financiadora
de Estudos e Projetos (Finep) and Fundação de Amparo à
Pesquisa do Estado de São Paulo (FAPESP), Brazil; Min-
istry of Science & Technology of China (MSTC), National
Natural Science Foundation of China (NSFC) and Ministry
of Education of China (MOEC), China; Ministry of Science 024001-12 PHYSICAL REVIEW C 99, 024001 (2019) p-p, p-, AND - … Next we will relate P(Xi) and f (Xi) to the correlation
function between particle pairs, which is defined as States Department of Energy, Office of Nuclear Physics (DOE
NP), United States of America. C(XY ) = N(XY )
M(XY ),
(A8) APPENDIX: DERIVATION OF THE λ PARAMETERS (A8) Let X be a specific particle type and X is the number of
particles of that species. For each particle different subsets Xi
are defined, each representing a unique origin of the particle,
where i = 0 corresponds to the case of a primary particle,
the rest are either particles originating from feed down or
misidentification. In particular indexes 1 ⩽i ⩽NF should be
associated with feed-down contributions and NF + 1 ⩽i ⩽
NF + NM should be associated with impurities, where NF is
the number of feed-down channels and NM the number of
impurity channels. In the present work we assume that all
impurity channels contribute with a flat distribution to the total
correlation, therefore we do not study differentially the origin
of the impurities and combine them in a single channel, i.e.,
NM = 1. Further we define where N and M are the yields of an XY particle pair in
same and mixed events respectively. Note that this is a raw
correlation function, which is not properly normalized. The
normalization is discussed in the main body of the paper, but is
irrelevant in the current discussion and it will be omitted. Both
N and M are yields, which can be decomposed into the sum
of their ingredients. Using the previously discussed notion of
different channels of origin where N and M are the yields of an XY particle pair in
same and mixed events respectively. Note that this is a raw
correlation function, which is not properly normalized. The
normalization is discussed in the main body of the paper, but is
irrelevant in the current discussion and it will be omitted. Both
N and M are yields, which can be decomposed into the sum
of their ingredients. Using the previously discussed notion of
different channels of origin N(XY ) = N
⎛
⎝
i,j
XiYj
⎞
⎠=
i,j
N(XiYj),
(A9)
M(XY ) = M
⎛
⎝
i,j
XiYj
⎞
⎠=
i,j
M(XiYj). APPENDIX: DERIVATION OF THE λ PARAMETERS (A11) the λ coefficients can
be expressed as P(X ) = (X0 + XF )/X. (A3) (A3) The impurity is ¯
P(X ) = XM/X. (A4) (A4) For the later discussion it is beneficial to combine the two
definitions and refer to the purity as P(Xi) =
P(X ) = (X0 + XF )/X
for i ⩽NF,
¯
P(X ) = XM/X
else. (A5) (A5) λi,j(XY ) = M(XiYj)
M(XY ) = M(Xi)
M(X )
M(Yi)
M(Y ) = P(Xi)P(Yi). (A13) Another quantity of interest will be the channel fraction fi,
which is defined as the fraction of particles originating from
the ith channel relative to the total number of either correctly
identified or misidentified particles: The last step follows directly from Eq. (A7) applied to the
mixed event samples of X and Y. Equation (A7) relates P to
the known quantities P and f , hence the λ coefficients can
be rewritten as f (Xi) =
Xi/(X0 + XF )
for i ⩽NF,
Xi/XM
else. (A6) (A6) As discussed in the main body of the paper both the purity
and the channel fractions can be obtained either from MC
simulations or MC template fits. The product of the two reads λi,j(XY ) = P(Xi) f (Xi)P(Yj) f (Yj). (A14) (A14) We would like to point out that due to the definition of P(Xi)
the sum of all λ parameters is automatically normalized to
unity. P(Xi) = P(Xi) f (Xi) = Xi
X . (A7) (A7) 024001-13 PHYSICAL REVIEW C 99, 024001 (2019) S. ACHARYA et al. [1] S. Pratt, Pion interferometry of quark-gluon plasma, Phys. Rev. D 33, 1314 (1986). [1] S. Pratt, Pion interferometry of quark-gluon plasma, Phys. Rev. D 33, 1314 (1986). [20] W. Weise, Low-energy QCD and hadronic structure, Nucl. Phys. A 827, 66C (2009). [2] M. A. Lisa, S. Pratt, R. Soltz, and U. Wiedemann, Femtoscopy
in relativistic heavy ion collisions, Ann. Rev. Nucl. Part. Sci. 55, 357 (2005). [21] B. Sechi-Zorn, B. Kehoe, J. Twitty, and R. A. Burnstein,
Low-energy -Proton elastic scattering, Phys. Rev. 175, 1735
(1968). [3] V. Henzl, M. A. Kilburn, Z. Chajecki, D. Henzlova, W. G. Lynch, D. Brown, A. Chbihi, D. Coupland, P. Danielewicz,
R. deSouza, M. Famiano, C. Herlitzius, S. Hudan, J. Lee, S. Lukyanov, A. M. Rogers, A. Sanetullaev, L. Sobotka, Z. Y. Sun, M. B. Tsang, A. VanderMolen, G. Verde, M. Wallace, and
M. APPENDIX: DERIVATION OF THE λ PARAMETERS (ALICE Collaboration), Centrality dependence of
pion freeze-out radii in Pb-Pb collisions at √sNN = 2.76 TeV,
Phys. Rev. C 93, 024905 (2016). [32] T. Nagae et al., Search For A bound state in the
12C(K−, K+)X reaction at 1.8 GeV/c in J-PARC, Proc. Sci. INPC2016, 038 (2017). [11] C. B. Chitwood et al., Final-State Interactions between Non-
compound Light Particles for 16O-Induced Reactions on 197Au
at E
A = 25 MeV, Phys. Rev. Lett. 54, 302 (1985). [33] T. Hatsuda, K. Morita, A. Ohnishi, and K. Sasaki, p−corre-
lation in relativistic heavy ion collisions with nucleon-hyperon
interaction from lattice QCD, Nucl. Phys. A 967, 856 (2017). [12] J. Adams et al. (STAR Collaboration), Proton- correlations in
central Au+Au collisions at √sNN = 200 GeV, Phys. Rev. C 74,
064906 (2006). [34] F. Wang and S. Pratt, Lambda-Proton Correlations in Relativis-
tic Heavy Ion Collisions, Phys. Rev. Lett. 83, 3138 (1999). [35] R. L. Jaffe, Perhaps a Stable Dihyperon, Phys. Rev. Lett. 38,
195 (1977). [13] T. Anticic et al. (NA49 Collaboration), Proton- Correlations
in Central Pb+Pb Collisions at √sNN = 17.3 GeV, Phys. Rev. C 83, 054906 (2011). [36] H. Takahashi et al., Observation of a 6
He Double Hypernu-
cleus, Phys. Rev. Lett. 87, 212502 (2001). [14] P. Chung et al., Comparison of Source Images for Protons, pi-’s
and Lambda’s in 6-A GeV Au+Au Collisions, Phys. Rev. Lett. 91, 162301 (2003). [37] K. Sasaki et al., Baryon interactions from lattice QCD with
physical masses – S = −2 sector –, Proc. Sci. LATTICE2016,
116 (2017). [15] G. Agakishiev et al. (HADES Collaboration), Lambda-p fem-
toscopy in collisions of Ar+KCl at 1.76 A GeV, Phys. Rev. C
82, 021901 (2010). [38] K. Morita, T. Furumoto, and A. Ohnishi, interaction
from relativistic heavy-ion collisions, Phys. Rev. C 91, 024916
(2015). [16] L. Adamczyk et al. (STAR Collaboration), Correlation
Function in Au+Au Collisions at √sNN = 200 GeV, Phys. Rev. Lett. 114, 022301 (2015). [39] S. Petschauer, J. Haidenbauer, N. Kaiser, U.-G. Meißner, and
W. Weise, Hyperons in nuclear matter from SU(3) chiral effec-
tive field theory, Eur. Phys. J. A 52, 15 (2016). [17] L. Adamczyk et al. (STAR Collaboration), Measurement of
interaction between antiprotons, Nature (London) 527, 345
(2015). [40] H. J. Schulze, A. Polls, A. Ramos, and I. Vidana, Maximum
mass of neutron stars, Phys. Rev. C 73, 058801 (2006). [18] V. M. Shapoval, B. APPENDIX: DERIVATION OF THE λ PARAMETERS Youngs, Angular Dependence in Proton-Proton Correlation
Functions in Central 40Ca + 40Ca and 48Ca + 48Ca Reactions,
Phys. Rev. C 85, 014606 (2012). [22] F. Eisele, H. Filthuth, W. Foehlisch, V. Hepp, and G. Zech,
Elastic ±p scattering at low energies, Phys. Lett. B 37, 204
(1971). [23] G. Alexander et al., Study of the -n system in low-energy -p
elastic scattering, Phys. Rev. 173, 1452 (1968). [24] M. M. Nagels,
T. A. Rijken,
and
Y. Yamamoto,
arXiv:1501.06636 [nucl-th]. [25] H. Polinder, J. Haidenbauer, and U.-G. Meißner, Hyperon-
nucleon interactions-a chiral effective field theory approach,
Nucl. Phys. A 779, 244 (2006). [4] G. Agakishiev et al. (HADES Collaboration), pp and ππ in-
tensity interferometry in collisions of Ar + KCl at 1.76A-GeV,
Eur. Phys. J. A 47, 63 (2011). [26] J. Haidenbauer, S. Petschauer, N. Kaiser, U. G. Meissner, A. Nogga, and W. Weise, Hyperon-nucleon interaction at next-to-
leading order in chiral effective field theory, Nucl. Phys. A 915,
24 (2013). [5] R. Kotte et al. (FOPI Collaboration), Two-proton small-angle
correlations in central heavy-ion collisions: A Beam-energy and
system-size dependent study, Eur. J. Phys. A 23, 271 (2005). [6] M. M. Aggarwal et al. (WA98 Collaboration), arXiv:0709.2477
[nucl-ex]. [27] O. Hashimoto and H. Tamura, Spectroscopy of hypernuclei,
Prog. Part. Nucl. Phys. 57, 564 (2006). [28] R. S. Hayano et al., Observation of a bound state of 4He ()
hypernucleus, Phys. Lett. B 231, 355 (1989). [7] J. Adams et al. (STAR Collaboration), Pion interferometry
in Au+Au collisions at √sNN = 200 GeV, Phys. Rev. C 71,
044906 (2005). [29] T. Nagae et al., Observation of a 4
He Bound State in the
4He(K−, π −) Reaction at 600 MeV/c, Phys. Rev. Lett. 80, 1605
(1998). [8] K. Aamodt et al. (ALICE Collaboration), Two-pion Bose-
Einstein correlations in central Pb-Pb collisions at √sNN =
2.76 TeV, Phys. Lett. B 696, 328 (2011). [30] H. Nemura et al., Baryon interactions from lattice QCD with
physical masses—strangeness S = −1 sector —, EPJ Web
Conf. 175, 05030 (2018). [9] B. B. Abelev et al. (ALICE Collaboration), Freeze-out radii
extracted from three-pion cumulants in pp, p-Pb and Pb-Pb
collisions at the LHC, Phys. Lett. B 739, 139 (2014). [31] K. Nakazawa et al., The first evidence of a deeply bound state of
Xi-14N system, Prog. Theor. Exp. Phys. 2015, 033D02 (2015). [10] J. Adam et al. APPENDIX: DERIVATION OF THE λ PARAMETERS Erazmus, R. Lednicky, and Yu. M. Sinyukov, Extracting p scattering lengths from heavy ion
collisions, Phys. Rev. C 92, 034910 (2015). [41] S. Weissenborn, D. Chatterjee, and J. Schaffner-Bielich, Hyper-
ons and massive neutron stars: The role of hyperon potentials,
Nucl. Phys. A 881, 62 (2012). [19] A. Kisiel, H. Zbroszczyk, and M. Szymanski, Extracting
baryon-antibaryon strong interaction potentials from p ¯ fem-
toscopic correlation functions, Phys. Rev. C 89, 054916
(2014). [42] S. Weissenborn, D. Chatterjee, and J. Schaffner-Bielich, Hy-
perons and massive neutron stars: Vector repulsion and SU(3)
symmetry, Phys. Rev. C 85, 065802 (2012); 90, 019904(E)
(2014). 024001-14 PHYSICAL REVIEW C 99, 024001 (2019) p-p, p-, AND - … [43] H. Dapo, B.-J. Schaefer, and J. Wambach, On the appear-
ance of hyperons in neutron stars, Phys. Rev. C 81, 035803
(2010). [65] M. Acciarri et al. (L3 Collaboration), Inclusive + and 0
production in hadronic Z decays, Phys. Lett. B 479, 79
(2000). [44] P. Demorest, T. Pennucci, S. Ransom, M. Roberts, and J. Hes-
sels, Shapiro delay measurement of a two solar mass neutron
star, Nature (London) 467, 1081 (2010). [66] M. Acciarri et al. (L3 Collaboration), Measurement of inclusive
production of neutral hadrons from Z decays, Phys. Lett. B 328,
223 (1994). [45] J. Antoniadis et al., A massive pulsar in a compact relativistic
binary, Science 340, 1233232 (2013). [67] G. V. Buren (STAR Collaboration), The 0/ ratio in high
energy nuclear collisions, J. Phys. G: Nucl. Part. Phys. 31,
S1127 (2005). [46] Y. Yamamoto, T. Furumoto, N. Yasutake, and T. A. Rijken,
Multi-pomeron repulsion and the Neutron-star mass, Phys. Rev. C 88, 022801 (2013). [68] F. Becattini, P. Castorina, A. Milov, and H. Satz, Predictions of
hadron abundances in pp collisions at the LHC, J. Phys. G 38,
025002 (2011). [47] Y. Yamamoto, T. Furumoto, N. Yasutake, and T. A. Rijken,
Hyperon mixing and universal many-body repulsion in neutron
stars, Phys. Rev. C 90, 045805 (2014). [69] J. Adam et al. (ALICE Collaboration), Two-pion femtoscopy in
p-Pb collisions at √sNN = 5.02 TeV, Phys. Rev. C 91, 034906
(2015). [48] M. Oertel, M. Hempel, T. Klähn, and S. Typel, Equations of
state for supernovae and compact stars, Rev. Mod. Phys. 89,
015007 (2017). [70] N. Bock, Femtoscopy of proton-proton collisions in the ALICE
experiment, Ph.D. thesis, Ohio State University, 2011. [49] D. Lonardoni, A. Lovato, S. Gandolfi, and F. APPENDIX: DERIVATION OF THE λ PARAMETERS Pederiva, Hy-
peron Puzzle: Hints from Quantum Monte Carlo Calculations,
Phys. Rev. Lett. 114, 092301 (2015). [71] S. E. Koonin, Proton pictures of high-energy nuclear collisions,
Phys. Lett. B 70, 43 (1977). [72] R. Lednický and V. Lyuboshits, Final state interaction effect
on pairing correlations between particles with small relative
momenta, Sov. J. Nucl. Phys. 35, 770 (1982). [50] K. Aamodt et al. (ALICE Collaboration), Femtoscopy of pp
collisions at √s = 0.9 and 7 TeV at the LHC with two-pion
Bose-Einstein correlations, Phys. Rev. D 84, 112004 (2011). [73] F. Wang, Residual correlation in two-proton interferometry
from -proton strong interactions, Phys. Rev. C 60, 067901
(1999) [51] B. Abelev et al. (ALICE Collaboration), Charged kaon femto-
scopic correlations in pp collisions at √s = 7 TeV, Phys. Rev. D 87, 052016 (2013). [74] A. Stavinskiy, K. Mikhailov, B. Erazmus, and R. Lednicky,
arXiv:0704.3290 [nucl-th]. [52] R. B. Wiringa, V. G. J. Stoks, and R. Schiavilla, Accurate
nucleon-nucleon potential with charge-independence breaking,
Phys. Rev. C 51, 38 (1995). [75] A. R. Bodmer, Q. N. Usmani, and J. Carlson, Binding energies
of hypernuclei and three-body NN forces, Phys. Rev. C 29,
684 (1984). [53] D. L. Mihaylov, V. M. Sarti, O. W. Arnold, L. Fabbietti, B. Hohlweger, and A. M. Mathis, A femtoscopic Correlation Anal-
ysis Tool using the Schrödinger equation (CATS), Eur. Phys. J. C 78, 394 (2018). [76] B. Abelev et al. (ALICE Collaboration), K0
s K0
s correlations in
pp collisions at √s = 7 TeV from the LHC ALICE experiment,
Phys. Lett. B 717, 151 (2012). [54] K. Aamodt et al. (ALICE Collaboration), The ALICE experi-
ment at the CERN LHC, J. Instr. 3, S08002 (2008). [77] M. M. Nagels, T. A. Rijken, and J. J. de Swart, Baryon-
baryon scattering in a one-boson-exchange-potential approach. II. Hyperon-nucleon scattering, Phys. Rev. D 15, 2547 (1977). [55] B. B. Abelev et al. (ALICE Collaboration), Performance of the
ALICE Experiment at the CERN LHC, Int. J. Mod. Phys. A 29,
1430044 (2014). [78] M. M. Nagels, T. A. Rijken, and J. J. de Swart, Baryon-baryon
scattering in a one-boson-exchange-potential approach. III. A nucleon-nucleon and hyperon-nucleon analysis including
contributions of a nonet of scalar mesons, Phys. Rev. D 20, 1633
(1979). [56] J. Alme et al., The ALICE TPC, a large 3-dimensional track-
ing device with fast readout for ultra-high multiplicity events,
Nucl. Instrum. Methods Phys. Res. APPENDIX: DERIVATION OF THE λ PARAMETERS A 622, 316 (2010). [57] A. Akindinov et al., Performance of the ALICE Time-Of-Flight
detector at the LHC, Eur. Phys. J. Plus 128, 44 (2013). [79] P. M. M. Maessen, T. A. Rijken, and J. J. de Swart, Soft-
core baryon-baryon one-boson-exchange models. II. Hyperon-
nucleon potential, Phys. Rev. C 40, 2226 (1989). [58] J. Adam et al. (ALICE Collaboration), Insight into particle
production mechanisms via angular correlations of identified
particles in pp collisions at √s = 7 TeV, Eur. Phys. J. C 77,
569 (2017). [80] T. A. Rijken, V. G. J. Stoks, and Y. Yamamoto, Soft-core
hyperon-nucleon potentials, Phys. Rev. C 59, 21 (1999). [81] T. A. Rijken, M. M. Nagels, and Y. Yamamoto, Baryon-baryon
interactions-nijmegen extended-soft-core models-, Prog. Theor. Phys. Suppl. 185, 14 (2010). [59] C. Patrignani et al. (Particle Data Group Collaboration), Review
of Particle Physics, Chin. Phys. C 40, 100001 (2016). [82] B. Holzenkamp, K. Holinde, and J. Speth, A meson exchange
model for the hyperon-nucleon interaction, Nucl. Phys. A 500,
485 (1989);. [60] B. Alessandro et al. (ALICE Collaboration), ALICE: Physics
performance report, Volume II, J. Phys. G: Nucl. Part. Phys. 32,
1295 (2006). [61] T. Sjöstrand, S. Mrenna, and P. Skands, PYTHIA6.4 physics and
manual, J. High Energy Phys. 05 (2006) 026. [83] J. Haidenbauer and U.-G. Meißner, Jülich hyperon-nucleon
model revisited, Phys. Rev. C 72, 044005 (2005). [84] T. Ueda et al., N and Interactions in an OBE Model and
Hypernuclei, Prog. Theor. Phys. 99, 891 (1998). [62] P. Z. Skands, Tuning monte carlo generators: The perugia tunes,
Phys. Rev. D 82, 074018 (2010). [63] E. Abbas et al., Mid-rapidity anti-baryon to baryon ratios in pp
collisions at √s = 0.9, 2.76, and 7 TeV measured by ALICE,
Eur. Phys. J. C 73, 2496 (2013). [85] K. Tominaga et al., A one-boson-exchange potential for N,
, and N systems and hypernuclei, Nucl. Phys. A 642, 483
(1998). [64] J. Adamczewski-Musch et al. (HADES Collaboration), Phys. Lett. B 781, 735 (2018). [86] M. Danysz et al., The identification of a double hyperfragment,
Nuclear Physics 49, 121 (1963). 024001-15 PHYSICAL REVIEW C 99, 024001 (2019) S. ACHARYA et al. [89] I. Filikhin and A. Gal, Faddeev-Yakubovsky calculations
for
light
hypernuclei,
Nucl. Phys. A
707,
491
(2002). [87] Y. Fujiwara, Y. Suzuki, and C. Nakamoto, Baryon-baryon inter-
actions in the SU6 quark model and their applications to light
nuclear systems, Prog. Part. Nucl. S. Acharya,139 D. Adamová,93 J. Adolfsson,80 M. M. Aggarwal,98 G. Aglieri Rinella,34 M. Agnello,31 N. Agrawal,48
Z. Ahammed,139 S. U. Ahn,76 S. Aiola,144 A. Akindinov,64 M. Al-Turany,104 S. N. Alam,139 D. S. D. Albuquerque,121
D. Aleksandrov,87 B. Alessandro,58 R. Alfaro Molina,72 Y. Ali,15 A. Alici,10,27,53 A. Alkin,2 J. Alme,22 T. Alt,69
L. Altenkamper,22 I. Altsybeev,111 M. N. Anaam,6 C. Andrei,47 D. Andreou,34 H. A. Andrews,108 A. Andronic,142,104
M. Angeletti,34 V. Anguelov,102 C. Anson,16 T. Antiˇci´c,105 F. Antinori,56 P. Antonioli,53 R. Anwar,125 N. Apadula,79
L. Aphecetche,113 H. Appelshäuser,69 S. Arcelli,27 R. Arnaldi,58 O. W. Arnold,103,116 I. C. Arsene,21 M. Arslandok,102
A. Augustinus,34 R. Averbeck,104 M. D. Azmi,17 A. Badalà,55 Y. W. Baek,60,40 S. Bagnasco,58 R. Bailhache,69 R. Bala,99
A. Baldisseri,135 M. Ball,42 R. C. Baral,85 A. M. Barbano,26 R. Barbera,28 F. Barile,52 L. Barioglio,26 G. G. Barnaföldi,143
L. S. Barnby,92 V. Barret,132 P. Bartalini,6 K. Barth,34 E. Bartsch,69 N. Bastid,132 S. Basu,141 G. Batigne,113 B. Batyunya,75
P. C. Batzing,21 J. L. Bazo Alba,109 I. G. Bearden,88 H. Beck,102 C. Bedda,63 N. K. Behera,60 I. Belikov,134 F. Bellini,34
H. Bello Martinez,44 R. Bellwied,125 L. G. E. Beltran,119 V. Belyaev,91 G. Bencedi,143 S. Beole,26 A. Bercuci,47 Y. Berdnikov,96
D. Berenyi,143 R. A. Bertens,128 D. Berzano,34,58 L. Betev,34 P. P. Bhaduri,139 A. Bhasin,99 I. R. Bhat,99 H. Bhatt,48
B. Bhattacharjee,41 J. Bhom,117 A. Bianchi,26 L. Bianchi,125 N. Bianchi,51 J. Bielˇcík,37 J. Bielˇcíková,93 A. Bilandzic,116,103
G. Biro,143 R. Biswas,3 S. Biswas,3 J. T. Blair,118 D. Blau,87 C. Blume,69 G. Boca,137 F. Bock,34 A. Bogdanov,91
L. Boldizsár,143 M. Bombara,38 G. Bonomi,138 M. Bonora,34 H. Borel,135 A. Borissov,142 M. Borri,127 E. Botta,26 C. Bourjau,88
L. Bratrud,69 P. Braun-Munzinger,104 M. Bregant,120 T. A. Broker,69 M. Broz,37 E. J. Brucken,43 E. Bruna,58 G. E. Bruno,34,33
D. Budnikov,106 H. Buesching,69 S. Bufalino,31 P. Buhler,112 P. Buncic,34 O. Busch,131,a Z. Buthelezi,73 J. B. Butt,15
J. T. Buxton,95 J. Cabala,115 D. Caffarri,89 H. Caines,144 A. Caliva,104 E. Calvo Villar,109 R. S. Camacho,44 P. Camerini,25
A. A. Capon,112 F. Carena,34 W. Carena,34 F. Carnesecchi,27,10 J. Castillo Castellanos,135 A. J. Castro,128 E. A. R. Casula,54
C. Ceballos Sanchez,8 S. Chandra,139 B. Chang,126 W. Chang,6 S. Chapeland,34 M. Chartier,127 S. Chattopadhyay,139
S. Chattopadhyay,107 A. Chauvin,103,116 C. Cheshkov,133 B. Cheynis,133 V. Chibante Barroso,34 D. D. Chinellato,121 S. Cho,60
P. Chochula,34 T. Chowdhury,132 P. Christakoglou,89 C. H. Christensen,88 P. Christiansen,80 T. Chujo,131 S. U. Chung,18
C. Cicalo,54 L. Cifarelli,10,27 F. Cindolo,53 J. Cleymans,124 F. Colamaria,52 D. Colella,65,52 A. Collu,79 M. Colocci,27
M. Concas,58,b G. Conesa Balbastre,78 Z. Conesa del Valle,61 J. G. Contreras,37 T. M. Cormier,94 Y. Corrales Morales,58
P. Cortese,32 M. R. Cosentino,122 F. Costa,34 S. Costanza,137 J. Crkovská,61 P. Crochet,132 E. Cuautle,70 L. Cunqueiro,142,94
T. Dahms,103,116 A. Dainese,56 F. P. A. Damas,135 S. Dani,66 M. C. Danisch,102 A. Danu,68 D. Das,107 I. Das,107 S. Das,3
A. Dash,85 S. Dash,48 S. De,49 A. De Caro,30 G. de Cataldo,52 C. de Conti,120 J. de Cuveland,39 A. De Falco,24 D. De
Gruttola,10,30 N. De Marco,58 S. De Pasquale,30 R. D. De Souza,121 H. F. Degenhardt,120 A. Deisting,104,102 A. Deloff,84
S. Delsanto,26 C. Deplano,89 P. Dhankher,48 D. Di Bari,33 A. Di Mauro,34 B. Di Ruzza,56 R. A. Diaz,8 T. Dietel,124
P. Dillenseger,69 Y. Ding,6 R. Divià,34 Ø. Djuvsland,22 A. Dobrin,34 D. Domenicis Gimenez,120 B. Dönigus,69 O. Dordic,21
L. V. R. Doremalen,63 A. K. Dubey,139 A. Dubla,104 L. Ducroux,133 S. Dudi,98 A. K. Duggal,98 M. Dukhishyam,85
P. Dupieux,132 R. J. Ehlers,144 D. Elia,52 E. Endress,109 H. Engel,74 E. Epple,144 B. Erazmus,113 F. Erhardt,97 M. R. Ersdal,22
B. Espagnon,61 G. Eulisse,34 J. Eum,18 D. Evans,108 S. Evdokimov,90 L. Fabbietti,116,103 M. Faggin,29 J. Faivre,78 A. Fantoni,51
M. Fasel,94 L. Feldkamp,142 A. Feliciello,58 G. Feofilov,111 A. Fernández Téllez,44 A. Ferretti,26 A. Festanti,34
V. J. G. Feuillard,102 J. Figiel,117 M. A. S. Figueredo,120 S. Filchagin,106 D. Finogeev,62 F. M. Fionda,22 G. Fiorenza,52
F. Flor,125 M. Floris,34 S. Foertsch,73 P. Foka,104 S. Fokin,87 E. Fragiacomo,59 A. Francescon,34 A. Francisco,113
U. Frankenfeld,104 G. G. Fronze,26 U. Fuchs,34 C. Furget,78 A. Furs,62 M. Fusco Girard,30 J. J. Gaardhøje,88 M. Gagliardi,26
A. M. Gago,109 K. Gajdosova,88 M. Gallio,26 C. D. Galvan,119 P. Ganoti,83 C. Garabatos,104 E. Garcia-Solis,11 K. Garg,28
C. Gargiulo,34 P. Gasik,116,103 E. F. Gauger,118 M. B. Gay Ducati,71 M. Germain,113 J. Ghosh,107 P. Ghosh,139 S. K. Ghosh,3
P. Gianotti,51 P. Giubellino,104,58 P. Giubilato,29 P. Glässel,102 D. M. Goméz Coral,72 A. Gomez Ramirez,74 V. Gonzalez,104
P. González-Zamora,44 S. Gorbunov,39 L. Görlich,117 S. Gotovac,35 V. Grabski,72 L. K. Graczykowski,140 K. L. Graham,108
L. Greiner,79 A. Grelli,63 C. Grigoras,34 V. Grigoriev,91 A. Grigoryan,1 S. Grigoryan,75 J. M. Gronefeld,104 F. Grosa,31
J. F. Grosse-Oetringhaus,34 R. Grosso,104 R. Guernane,78 B. Guerzoni,27 M. Guittiere,113 K. Gulbrandsen,88 T. Gunji,130
A. Gupta,99 R. Gupta,99 I. B. Guzman,44 R. Haake,34 M. K. Habib,104 C. Hadjidakis,61 H. Hamagaki,81 G. Hamar,143
M. Hamid,6 J. C. Hamon,134 R. Hannigan,118 M. R. Haque,63 A. Harlenderova,104 J. W. Harris,144 A. Harton,11 H. Hassan,78
D. Hatzifotiadou,53,10 S. Hayashi,130 S. T. Heckel,69 E. Hellbär,69 H. Helstrup,36 A. Herghelegiu,47 E. G. Hernandez,44
G. Herrera Corral,9 F. Herrmann,142 K. F. Hetland,36 T. E. Hilden,43 H. Hillemanns,34 C. Hills,127 B. Hippolyte,134
B. Hohlweger,103 D. Horak,37 S. Hornung,104 R. Hosokawa,78,131 J. Hota,66 P. Hristov,34 C. Huang,61 C. Hughes,128 P. Huhn,69 APPENDIX: DERIVATION OF THE λ PARAMETERS Phys. 58, 439 (2007). [90] E. Hiyama, M. Kamimura, T. Motoba, T. Yamada, and Y. Yamamoto, Four-body cluster structure of A = 7−10 double-
hypernuclei, Phys. Rev. C 66, 024007 (2002). [88] Y. Fujiwara, M. Kohno, C. Nakamoto, and Y. Suzuki, Interac-
tions between octet baryons in the SU6 quark model, Phys. Rev. C 64, 054001 (2001). g
g
A. Baldisseri,135 M. Ball,42 R. C. Baral,85 A. M. Barbano,26 R. Barbera,28 F. Barile,52 L. Barioglio,2 H. Bello Martinez,44 R. Bellwied,125 L. G. E. Beltran,119 V. Belyaev,91 G. Bencedi,143 S. Beole,26 A. Bercuci,47 Y. Berdnikov,96
D. Berenyi,143 R. A. Bertens,128 D. Berzano,34,58 L. Betev,34 P. P. Bhaduri,139 A. Bhasin,99 I. R. Bhat,99 H. Bhatt,48
B. Bhattacharjee,41 J. Bhom,117 A. Bianchi,26 L. Bianchi,125 N. Bianchi,51 J. Bielˇcík,37 J. Bielˇcíková,93 A. Bilandzic,116,103
G. Biro,143 R. Biswas,3 S. Biswas,3 J. T. Blair,118 D. Blau,87 C. Blume,69 G. Boca,137 F. Bock,34 A. Bogdanov,91 L. Boldizsár,143 M. Bombara,38 G. Bonomi,138 M. Bonora,34 H. Borel,135 A. Borissov,142 M. Borri p
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P. Chochula,34 T. Chowdhury,132 P. Christakoglou,89 C. H. Christensen,88 P. Christiansen,80 T. Chujo,131 S. U. Chung,18
C. Cicalo,54 L. Cifarelli,10,27 F. Cindolo,53 J. Cleymans,124 F. Colamaria,52 D. Colella,65,52 A. Collu,79 M. Colocci,27 p
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B. Espagnon,61 G. Eulisse,34 J. Eum,18 D. Evans,108 S. Evdokimov,90 L. Fabbietti,116,103 M. Faggin,29 J. Faivre,78 A. Fantoni,51
M. Fasel,94 L. Feldkamp,142 A. Feliciello,58 G. Feofilov,111 A. Fernández Téllez,44 A. Ferretti,26 A. Festanti,34
V. J. G. Feuillard,102 J. Figiel,117 M. A. S. Figueredo,120 S. Filchagin,106 D. Finogeev,62 F. M. Fionda,22 G. Fiorenza,52
F. Flor,125 M. Floris,34 S. Foertsch,73 P. Foka,104 S. Fokin,87 E. Fragiacomo,59 A. Francescon,34 A. Francisco,113
104
26
34
78
62
30
88
26 P. Gianotti,
P. Giubellino,
P. Giubilato,
P. Glässel,
D. M. Goméz Coral,
A. Gomez Ramirez,
V. Gonzalez,
P. González-Zamora,44 S. Gorbunov,39 L. Görlich,117 S. Gotovac,35 V. Grabski,72 L. K. Graczykowski,140 K. L. Graham,108
L. Greiner,79 A. Grelli,63 C. Grigoras,34 V. Grigoriev,91 A. Grigoryan,1 S. Grigoryan,75 J. M. Gronefeld,104 F. Grosa,31
J. F. Grosse-Oetringhaus,34 R. Grosso,104 R. Guernane,78 B. Guerzoni,27 M. Guittiere,113 K. Gulbrandsen,88 T. Gunji,130
A. Gupta,99 R. Gupta,99 I. B. Guzman,44 R. Haake,34 M. K. Habib,104 C. Hadjidakis,61 H. Hamagaki,81 G. Hamar,143
M. Hamid,6 J. C. Hamon,134 R. Hannigan,118 M. R. Haque,63 A. Harlenderova,104 J. W. Harris,144 A. Harton,11 H. Hassan,78
D. Hatzifotiadou,53,10 S. Hayashi,130 S. T. Heckel,69 E. Hellbär,69 H. Helstrup,36 A. Herghelegiu,47 E. G. g
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R. Ilkaev,106 M. Inaba,131 M. Ippolitov,87 M. S. Islam,107 M. Ivanov,104 V. Ivanov,96 V. Izucheev,90 B. Jacak,79 N. Jacazio,27
P. M. Jacobs,79 M. B. Jadhav,48 S. Jadlovska,115 J. Jadlovsky,115 S. Jaelani,63 C. Jahnke,120,116 M. J. Jakubowska,140
M. A. Janik,140 C. Jena,85 M. Jercic,97 O. Jevons,108 R. T. Jimenez Bustamante,104 M. Jin,125 P. G. Jones,108 A. Jusko,108
P. Kalinak,65 A. Kalweit,34 J. H. Kang,145 V. Kaplin,91 S. Kar,6 A. Karasu Uysal,77 O. Karavichev,62 T. Karavicheva,62
34
62
74
46
63
34
42
89 T. J. Humanic,95 H. Hushnud,107 N. Hussain,41 T. Hussain,17 D. Hutter,39 D. S. Hwang,19 J. P. Iddon,127 S. A. Iga Buitron,70 APPENDIX: DERIVATION OF THE λ PARAMETERS Hernandez,44
G. Herrera Corral,9 F. Herrmann,142 K. F. Hetland,36 T. E. Hilden,43 H. Hillemanns,34 C. Hills,127 B. Hippolyte,134
B. Hohlweger,103 D. Horak,37 S. Hornung,104 R. Hosokawa,78,131 J. Hota,66 P. Hristov,34 C. Huang,61 C. Hughes,128 P. Huhn,69 024001-16 PHYSICAL REVIEW C 99, 024001 (2019) p-p, p-, AND - … P. Karczmarczyk,34 E. Karpechev,62 U. Kebschull,74 R. Keidel,46 D. L. D. Keijdener,63 M. Keil,34 B. Ketzer,42 Z. Khabanova,89
A. M. Khan,6 S. Khan,17 S. A. Khan,139 A. Khanzadeev,96 Y. Kharlov,90 A. Khatun,17 A. Khuntia,49 M. M. Kielbowicz,117
B. Kileng,36 B. Kim,131 D. Kim,145 D. J. Kim,126 E. J. Kim,13 H. Kim,145 J. S. Kim,40 J. Kim,102 M. Kim,102,60 S. Kim,19
145
145
39
39
64
140
5
69
34 58
142 S. Klewin,102 A. Kluge,34 M. L. Knichel,34 A. G. Knospe,125 C. Kobdaj,114 M. Kofarago,143 M. K. Köhler,102 T. Kollegger,104
N. Kondratyeva,91 E. Kondratyuk,90 A. Konevskikh,62 P. J. Konopka,34 M. Konyushikhin,141 L. Koska,115 O. Kovalenko,84
V. Kovalenko,111 M. Kowalski,117 I. Králik,65 A. Kravˇcáková,38 L. Kreis,104 M. Krivda,65,108 F. Krizek,93 M. Krüger,69
E. Kryshen,96 M. Krzewicki,39 A. M. Kubera,95 V. Kuˇcera,93,60 C. Kuhn,134 P. G. Kuijer,89 J. Kumar,48 L. Kumar,98
S. Kumar,48 S. Kundu,85 P. Kurashvili,84 A. Kurepin,62 A. B. Kurepin,62 A. Kuryakin,106 S. Kushpil,93 J. Kvapil,108
M. J. Kweon,60 Y. Kwon,145 S. L. La Pointe,39 P. La Rocca,28 Y. S. Lai,79 I. Lakomov,34 R. Langoy,123 K. Lapidus,144
A. Lardeux,21 P. Larionov,51 E. Laudi,34 R. Lavicka,37 R. Lea,25 L. Leardini,102 S. Lee,145 F. Lehas,89 S. Lehner,112
J. Lehrbach,39 R. C. Lemmon,92 I. León Monzón,119 P. Lévai,143 X. Li,12 X. L. Li,6 J. Lien,123 R. Lietava,108 B. Lim,18 S. Lindal,
V. Lindenstruth,
S. W. Lindsay,
C. Lippmann,
M. A. Lisa,
V. Litichevskyi,
A. Liu,
H. M. Ljunggren,
W. J. Llope,141 D. F. Lodato,63 V. Loginov,91 C. Loizides,94,79 P. Loncar,35 X. Lopez,132 E. López Torres,8 A. Lowe,143
P. Luettig,69 J. R. Luhder,142 M. Lunardon,29 G. Luparello,59 M. Lupi,34 A. Maevskaya,62 M. Mager,34 S. M. Mahmood,21 A. Mastroserio,52,136 A. M. Mathis,116,103 P. F. T. Matuoka,120 A. Matyja,117,128 C. Mayer,117 M. Mazzilli,33 M. A. Mazzoni,57
F. Meddi,23 Y. Melikyan,91 A. Menchaca-Rocha,72 E. Meninno,30 J. Mercado Pérez,102 M. Meres,14 S. Mhlanga,124
Y. Miake,131 L. Micheletti,26 M. M. Mieskolainen,43 D. L. Mihaylov,103 K. Mikhaylov,64,75 A. Mischke,63 A. N. Mishra,70
D. Mi´skowiec,104 J. Mitra,139 C. M. Mitu,68 N. Mohammadi,34 A. P. Mohanty,63 B. Mohanty,85 M. Mohisin Khan,17,d
142
44
29
113
34
34
51 y
y
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B. APPENDIX: DERIVATION OF THE λ PARAMETERS Zichichi,27,10 M. B. Zimmermann,34 G. Zinovjev,2 J. Zmeskal,112 and S. Zou6 M. A. Völkl,101 K. Voloshin,64 S. A. Voloshin,141 G. Volpe,33 B. von Haller,34 I. Vorobyev,116,103 D. Voscek,115 D. Vranic,104,34
J. Vrláková,38 B. Wagner,22 H. Wang,63 M. Wang,6 Y. Watanabe,131 M. Weber,112 S. G. Weber,104 A. Wegrzynek,34 J. Wilkinson,53 G. A. Willems,142,34 M. C. S. Williams,53 E. Willsher,108 B. Windelband,102 W. E. Witt,128 K. Yamakawa,45 S. Yano,45 Z. Yin,6 H. Yokoyama,131,78 I.-K. Yoo,18 J. H. Yoon,60 V. Yurchenko,2 V. Zaccolo,58 A. Zaman,15
C. Zampolli,34 H. J. C. Zanoli,120 N. Zardoshti,108 A. Zarochentsev,111 P. Závada,67 N. Zaviyalov,106 H. Zbroszczyk,140
M. Zhalov,96 X. Zhang,6 Y. Zhang,6 Z. Zhang,6,132 C. Zhao,21 V. Zherebchevskii,111 N. Zhigareva,64 D. Zhou,6 Y. Zhou,88
Z. Zhou,22 H. Zhu,6 J. Zhu,6 Y. Zhu,6 A. Zichichi,27,10 M. B. Zimmermann,34 G. Zinovjev,2 J. Zmeskal,112 and S. Zou6 M. Shimomura,82 S. Shirinkin,64 Q. Shou,6,110 K. Shtejer,26 Y. Sibiriak,87 S. Siddhanta,54 K. M. Sielewicz,34 T. Siemiarczuk,84
D. Silvermyr,80 G. Simatovic,89 G. Simonetti,34,103 R. Singaraju,139 R. Singh,85 R. Singh,99 V. Singhal,139 T. Sinha,107
B. Sitar,14 M. Sitta,32 T. B. Skaali,21 M. Slupecki,126 N. Smirnov,144 R. J. M. Snellings,63 T. W. Snellman,126 J. Sochan,115
C. Soncco,109 J. Song,18 F. Soramel,29 S. Sorensen,128 F. Sozzi,104 I. Sputowska,117 J. Stachel,102 I. Stan,68 P. Stankus,94
E. Stenlund,80 D. Stocco,113 M. M. Storetvedt,36 P. Strmen,14 A. A. P. Suaide,120 T. Sugitate,45 C. Suire,61 M. Suleymanov,15
M. Suljic,34,25 R. Sultanov,64 M. Šumbera,93 S. Sumowidagdo,50 K. Suzuki,112 S. Swain,66 A. Szabo,14 I. Szarka,14
U. Tabassam,15 J. Takahashi,121 G. J. Tambave,22 N. Tanaka,131 M. Tarhini,113 M. Tariq,17 M. G. Tarzila,47 A. Tauro,34
G. Tejeda Muñoz,44 A. Telesca,34 C. Terrevoli,29 B. Teyssier,133 D. Thakur,49 S. Thakur,139 D. Thomas,118 F. Thoresen,88
R. Tieulent,133 A. Tikhonov,62 A. R. Timmins,125 A. Toia,69 N. Topilskaya,62 M. Toppi,51 F. Torales-Acosta,20 S. R. Torres,119
S. Tripathy,49 S. Trogolo,26 G. Trombetta,33 L. Tropp,38 V. Trubnikov,2 W. H. Trzaska,126 T. P. Trzcinski,140 B. A. Trzeciak,63
T. Tsuji,130 A. Tumkin,106 R. Turrisi,56 T. S. Tveter,21 K. Ullaland,22 E. N. Umaka,125 A. Uras,133 G. L. Usai,24 A. Utrobicic,97
M. Vala,115 J. W. Van Hoorne,34 M. van Leeuwen,63 P. Vande Vyvre,34 D. Varga,143 A. Vargas,44 M. Vargyas,126 R. Varma,48
M. Vasileiou,83 A. Vasiliev,87 A. Vauthier,78 O. Vázquez Doce,103,116 V. Vechernin,111 A. M. Veen,63 E. Vercellin,26
S. Vergara Limón,44 L. Vermunt,63 R. Vernet,7 R. Vértesi,143 L. Vickovic,35 J. Viinikainen,126 Z. Vilakazi,129
O. Villalobos Baillie,108 A. Villatoro Tello,44 A. Vinogradov,87 T. Virgili,30 V. Vislavicius,88,80 A. Vodopyanov,75
M. A. Völkl,101 K. Voloshin,64 S. A. Voloshin,141 G. Volpe,33 B. von Haller,34 I. Vorobyev,116,103 D. Voscek,115 D. Vranic,104,34
J. Vrláková,38 B. Wagner,22 H. Wang,63 M. Wang,6 Y. Watanabe,131 M. Weber,112 S. G. Weber,104 A. Wegrzynek,34
D. F. Weiser,102 S. C. Wenzel,34 J. P. Wessels,142 U. Westerhoff,142 A. M. Whitehead,124 J. Wiechula,69 J. Wikne,21 G. Wilk,84
J. Wilkinson,53 G. A. Willems,142,34 M. C. S. Williams,53 E. Willsher,108 B. Windelband,102 W. E. Witt,128 R. Xu,6 S. Yalcin,77
K. Yamakawa,45 S. Yano,45 Z. Yin,6 H. Yokoyama,131,78 I.-K. Yoo,18 J. H. Yoon,60 V. Yurchenko,2 V. Zaccolo,58 A. Zaman,15
C. Zampolli,34 H. J. C. Zanoli,120 N. Zardoshti,108 A. Zarochentsev,111 P. Závada,67 N. Zaviyalov,106 H. Zbroszczyk,140
M. Zhalov,96 X. Zhang,6 Y. Zhang,6 Z. Zhang,6,132 C. Zhao,21 V. Zherebchevskii,111 N. Zhigareva,64 D. Zhou,6 Y. Zhou,88
Z. Zhou,22 H. Zhu,6 J. Zhu,6 Y. Zhu,6 A. Zichichi,27,10 M. B. Zimmermann,34 G. Zinovjev,2 J. Zmeskal,112 and S. Zou6 APPENDIX: DERIVATION OF THE λ PARAMETERS Naik,48 R. Nair,84 B. K. Nandi,48 R. Nania,53,10 E. Nappi,52 A. Narayan,48 M. U. Naru,15 A. F. Nassirpour,80 H. Natal da
Luz,120 C. Nattrass,128 S. R. Navarro,44 K. Nayak,85 R. Nayak,48 T. K. Nayak,139 S. Nazarenko,106 R. A. Negrao De
Oliveira,69,34 L. Nellen,70 S. V. Nesbo,36 G. Neskovic,39 F. Ng,125 M. Nicassio,104 J. Niedziela,140,34 B. S. Nielsen,88
S. Nikolaev,87 S. Nikulin,87 V. Nikulin,96 F. Noferini,10,53 P. Nomokonov,75 G. Nooren,63 J. C. C. Noris,44 J. Norman,78
A. Nyanin,87 J. Nystrand,22 H. Oh,145 A. Ohlson,102 J. Oleniacz,140 A. C. Oliveira Da Silva,120 M. H. Oliver,144
J. Onderwaater,104 C. Oppedisano,58 R. Orava,43 M. Oravec,115 A. Ortiz Velasquez,70 A. Oskarsson,80 J. Otwinowski,117
K. Oyama,81 Y. Pachmayer,102 V. Pacik,88 D. Pagano,138 G. Pai´c,70 P. Palni,6 J. Pan,141 A. K. Pandey,48 S. Panebianco,135
V. Papikyan,1 P. Pareek,49 J. Park,60 J. E. Parkkila,126 S. Parmar,98 A. Passfeld,142 S. P. Pathak,125 R. N. Patra,139 B. Paul,58
6
63
6
71
135
87
69
69 H. Pei,6 T. Peitzmann,63 X. Peng,6 L. G. Pereira,71 H. Pereira Da Costa,135 D. Peresunko,87 E. Perez Lezama,69 V. Peskov,69 g
Y. Pestov,4 V. Petráˇcek,37 M. Petrovici,47 C. Petta,28 R. P. Pezzi,71 S. Piano,59 M. Pikna,14 P. Pillot,113 L. O. D. L. Pimentel,88
O. Pinazza,53,34 L. Pinsky,125 S. Pisano,51 D. B. Piyarathna,125 M. Płosko´n,79 M. Planinic,97 F. Pliquett,69 J. Pluta,140 H. Poppenborg,142 S. Porteboeuf-Houssais,132 V. Pozdniakov,75 S. K. Prasad,3 R. Preghenella,53 F. Prino,58 C. A. Pruneau,141
I. Pshenichnov,62 M. Puccio,26 V. Punin,106 J. Putschke,141 S. Raha,3 S. Rajput,99 J. Rak,126 A. Rakotozafindrabe,135
L. Ramello,32 F. Rami,134 R. Raniwala,100 S. Raniwala,100 S. S. Räsänen,43 B. T. Rascanu,69 R. Rath,49 V. Ratza,42
31
94 128
84
22
69
34
6
69
62 J. Saini,
S. Sakai,
M. A. Saleh,
S. Sambyal,
V. Samsonov,
A. Sandoval,
A. Sarkar,
D. Sarkar,
N. Sarkar,
P. Sarma,41 M. H. P. Sas,63 E. Scapparone,53 F. Scarlassara,29 B. Schaefer,94 H. S. Scheid,69 C. Schiaua,47 R. Schicker,102
C. Schmidt,104 H. R. Schmidt,101 M. O. Schmidt,102 M. Schmidt,101 N. V. Schmidt,69,94 J. Schukraft,34 Y. Schutz,34,134
K. Schwarz,104 K. Schweda,104 G. Scioli,27 E. Scomparin,58 M. Šefˇcík,38 J. E. Seger,16 Y. Sekiguchi,130 D. Sekihata,45 p
g
g
I. Selyuzhenkov,91,104 S. Senyukov,134 E. Serradilla,72 P. Sett,48 A. Sevcenco,68 A. Shabanov,62 A. Shabetai,113 R. Shahoyan,34
W. Shaikh,107 A. Shangaraev,90 A. Sharma,98 A. Sharma,99 M. Sharma,99 N. Sharma,98 A. I. Sheikh,139 K. Shigaki,45 024001-17 024001-17 PHYSICAL REVIEW C 99, 024001 (2019) S. ACHARYA et al. M. Shimomura,82 S. APPENDIX: DERIVATION OF THE λ PARAMETERS Shirinkin,64 Q. Shou,6,110 K. Shtejer,26 Y. Sibiriak,87 S. Siddhanta,54 K. M. Sielewicz,34 T. Siemiarczuk,84
D. Silvermyr,80 G. Simatovic,89 G. Simonetti,34,103 R. Singaraju,139 R. Singh,85 R. Singh,99 V. Singhal,139 T. Sinha,107
B. Sitar,14 M. Sitta,32 T. B. Skaali,21 M. Slupecki,126 N. Smirnov,144 R. J. M. Snellings,63 T. W. Snellman,126 J. Sochan,115
C. Soncco,109 J. Song,18 F. Soramel,29 S. Sorensen,128 F. Sozzi,104 I. Sputowska,117 J. Stachel,102 I. Stan,68 P. Stankus,94
E. Stenlund,80 D. Stocco,113 M. M. Storetvedt,36 P. Strmen,14 A. A. P. Suaide,120 T. Sugitate,45 C. Suire,61 M. Suleymanov,15
M. Suljic,34,25 R. Sultanov,64 M. Šumbera,93 S. Sumowidagdo,50 K. Suzuki,112 S. Swain,66 A. Szabo,14 I. Szarka,14
U. Tabassam,15 J. Takahashi,121 G. J. Tambave,22 N. Tanaka,131 M. Tarhini,113 M. Tariq,17 M. G. Tarzila,47 A. Tauro,34
G. Tejeda Muñoz,44 A. Telesca,34 C. Terrevoli,29 B. Teyssier,133 D. Thakur,49 S. Thakur,139 D. Thomas,118 F. Thoresen,88
R. Tieulent,133 A. Tikhonov,62 A. R. Timmins,125 A. Toia,69 N. Topilskaya,62 M. Toppi,51 F. Torales-Acosta,20 S. R. Torres,119
S. Tripathy,49 S. Trogolo,26 G. Trombetta,33 L. Tropp,38 V. Trubnikov,2 W. H. Trzaska,126 T. P. Trzcinski,140 B. A. Trzeciak,63
T. Tsuji,130 A. Tumkin,106 R. Turrisi,56 T. S. Tveter,21 K. Ullaland,22 E. N. Umaka,125 A. Uras,133 G. L. Usai,24 A. Utrobicic,97
M. Vala,115 J. W. Van Hoorne,34 M. van Leeuwen,63 P. Vande Vyvre,34 D. Varga,143 A. Vargas,44 M. Vargyas,126 R. Varma,48
M. Vasileiou,83 A. Vasiliev,87 A. Vauthier,78 O. Vázquez Doce,103,116 V. Vechernin,111 A. M. Veen,63 E. Vercellin,26
S. Vergara Limón,44 L. Vermunt,63 R. Vernet,7 R. Vértesi,143 L. Vickovic,35 J. Viinikainen,126 Z. Vilakazi,129
O. Villalobos Baillie,108 A. Villatoro Tello,44 A. Vinogradov,87 T. Virgili,30 V. Vislavicius,88,80 A. Vodopyanov,75
M. A. Völkl,101 K. Voloshin,64 S. A. Voloshin,141 G. Volpe,33 B. von Haller,34 I. Vorobyev,116,103 D. Voscek,115 D. Vranic,104,34
J. Vrláková,38 B. Wagner,22 H. Wang,63 M. Wang,6 Y. Watanabe,131 M. Weber,112 S. G. Weber,104 A. Wegrzynek,34
D. F. Weiser,102 S. C. Wenzel,34 J. P. Wessels,142 U. Westerhoff,142 A. M. Whitehead,124 J. Wiechula,69 J. Wikne,21 G. Wilk,84
J. Wilkinson,53 G. A. Willems,142,34 M. C. S. Williams,53 E. Willsher,108 B. Windelband,102 W. E. Witt,128 R. Xu,6 S. Yalcin,77
K. Yamakawa,45 S. Yano,45 Z. Yin,6 H. Yokoyama,131,78 I.-K. Yoo,18 J. H. Yoon,60 V. Yurchenko,2 V. Zaccolo,58 A. Zaman,15
C. Zampolli,34 H. J. C. Zanoli,120 N. Zardoshti,108 A. Zarochentsev,111 P. Závada,67 N. Zaviyalov,106 H. Zbroszczyk,140
M. Zhalov,96 X. Zhang,6 Y. Zhang,6 Z. Zhang,6,132 C. Zhao,21 V. Zherebchevskii,111 N. Zhigareva,64 D. Zhou,6 Y. Zhou,88
Z. Zhou,22 H. Zhu,6 J. Zhu,6 Y. Zhu,6 A. (ALICE Collaboration) 1A. I. Alikhanyan National Science Laboratory (Yerevan Physics Institute) Foundation, Yerevan, Armenia
2Bogolyubov Institute for Theoretical Physics, National Academy of Sciences of Ukraine, Kiev, Ukraine 1A. I. Alikhanyan National Science Laboratory (Yerevan Physics Institute) Foundation, Yerevan, Armenia
2Bogolyubov Institute for Theoretical Physics, National Academy of Sciences of Ukraine, Kiev, Ukraine nstitute, Department of Physics and Centre for Astroparticle Physics and Space Scien
4Budker Institute for Nuclear Physics, Novosibirsk, Russia 4Budker Institute for Nuclear Physics, Novosibirsk, Russia
5California Polytechnic State University, San Luis Obispo, California, United States
6Central China Normal University, Wuhan, China
7Centre de Calcul de l’IN2P3, Villeurbanne, Lyon, France
8Centro de Aplicaciones Tecnológicas y Desarrollo Nuclear (CEADEN), Havana, Cuba
9Centro de Investigación y de Estudios Avanzados (CINVESTAV), Mexico City and Mérida, Mexico
10Centro Fermi - Museo Storico della Fisica e Centro Studi e Ricerche “Enrico Fermi”, Rome, Italy
11Chicago State University, Chicago, Illinois, United States
12China Institute of Atomic Energy, Beijing, China
13Chonbuk National University, Jeonju, Republic of Korea
14Comenius University Bratislava, Faculty of Mathematics, Physics and Informatics, Bratislava, Slovakia
15COMSATS Institute of Information Technology (CIIT), Islamabad, Pakistan
16Creighton University, Omaha, Nebraska, United States
17Department of Physics, Aligarh Muslim University, Aligarh, India
18Department of Physics, Pusan National University, Pusan, Republic of Korea
19Department of Physics, Sejong University, Seoul, Republic of Korea
20Department of Physics, University of California, Berkeley, California, United States
21Department of Physics, University of Oslo, Oslo, Norway
22Department of Physics and Technology, University of Bergen, Bergen, Norway
23Dipartimento di Fisica dell’Università ’La Sapienza’ and Sezione INFN, Rome, Italy
24Dipartimento di Fisica dell’Università and Sezione INFN, Cagliari, Italy
25Dipartimento di Fisica dell’Università and Sezione INFN, Trieste, Italy
26Dipartimento di Fisica dell’Università and Sezione INFN, Turin, Italy
27Dipartimento di Fisica e Astronomia dell’Università and Sezione INFN, Bologna, Italy
28Dipartimento di Fisica e Astronomia dell’Università and Sezione INFN, Catania, Italy
29Dipartimento di Fisica e Astronomia dell’Università and Sezione INFN, Padova, Italy
30Dipartimento di Fisica ‘E. R. Caianiello’ dell’Università and Gruppo Collegato INFN, Salerno, Italy
31Dipartimento DISAT del Politecnico and Sezione INFN, Turin, Italy 5California Polytechnic State University, San Luis Obispo, California, United States
6Central China Normal University Wuhan China 024001-18 PHYSICAL REVIEW C 99, 024001 (2019) p-p, p-, AND - … 32Dipartimento di Scienze e Innovazione Tecnologica dell’Università del Piemonte Orientale and
INFN Sezione di Torino, Alessandria, Italy
33Dipartimento Interateneo di Fisica ‘M. (ALICE Collaboration) Merlin’ and Sezione INFN, Bari, Italy
34European Organization for Nuclear Research (CERN), Geneva, Switzerland
35Faculty of Electrical Engineering, Mechanical Engineering and Naval Architecture, University of Split, Split, Croatia
36Faculty of Engineering and Science, Western Norway University of Applied Sciences, Bergen, Norway
37Faculty of Nuclear Sciences and Physical Engineering, Czech Technical University in Prague, Prague, Czech Republic
38Faculty of Science, P. J. (ALICE Collaboration) Šafárik University, Košice, Slovakia
39Frankfurt Institute for Advanced Studies, Johann Wolfgang Goethe-Universität Frankfurt, Frankfurt, Germany
40Gangneung-Wonju National University, Gangneung, Republic of Korea
41Gauhati University, Department of Physics, Guwahati, India
42Helmholtz-Institut für Strahlen- und Kernphysik, Rheinische Friedrich-Wilhelms-Universität Bonn, Bonn, Germany
43Helsinki Institute of Physics (HIP), Helsinki, Finland
44High Energy Physics Group, Universidad Autónoma de Puebla, Puebla, Mexico
45Hiroshima University, Hiroshima, Japan
46Hochschule Worms, Zentrum für Technologietransfer und Telekommunikation (ZTT), Worms, Germany
47Horia Hulubei National Institute of Physics and Nuclear Engineering, Bucharest, Romania
48Indian Institute of Technology Bombay (IIT), Mumbai, India
49Indian Institute of Technology Indore, Indore, India
50Indonesian Institute of Sciences, Jakarta, Indonesia
51INFN, Laboratori Nazionali di Frascati, Frascati, Italy
52INFN, Sezione di Bari, Bari, Italy
53INFN, Sezione di Bologna, Bologna, Italy
54INFN, Sezione di Cagliari, Cagliari, Italy
55INFN, Sezione di Catania, Catania, Italy
56INFN, Sezione di Padova, Padova, Italy
57INFN, Sezione di Roma, Rome, Italy
58INFN, Sezione di Torino, Turin, Italy
59INFN, Sezione di Trieste, Trieste, Italy
60Inha University, Incheon, Republic of Korea
61Institut de Physique Nucléaire d’Orsay (IPNO), Institut National de Physique Nucléaire et de Physique
des Particules (IN2P3/CNRS), Université de Paris-Sud, Université Paris-Saclay, Orsay, France
62Institute for Nuclear Research, Academy of Sciences, Moscow, Russia
63Institute for Subatomic Physics, Utrecht University/Nikhef, Utrecht, Netherlands
64Institute for Theoretical and Experimental Physics, Moscow, Russia
65Institute of Experimental Physics, Slovak Academy of Sciences, Košice, Slovakia
66Institute of Physics, Homi Bhabha National Institute, Bhubaneswar, India
67Institute of Physics of the Czech Academy of Sciences, Prague, Czech Republic
68Institute of Space Science (ISS), Bucharest, Romania
69Institut für Kernphysik, Johann Wolfgang Goethe-Universität Frankfurt, Frankfurt, Germany
70Instituto de Ciencias Nucleares, Universidad Nacional Autónoma de México, Mexico City, Mexico
71Instituto de Física, Universidade Federal do Rio Grande do Sul (UFRGS), Porto Alegre, Brazil
72Instituto de Física, Universidad Nacional Autónoma de México, Mexico City, Mexico
73iThemba LABS, National Research Foundation, Somerset West, South Africa
74Johann-Wolfgang-Goethe Universität Frankfurt Institut für Informatik, Fachbereich Informatik und Mathematik,
Frankfurt, Germany
75Joint Institute for Nuclear Research (JINR), Dubna, Russia
76Korea Institute of Science and Technology Information, Daejeon, Republic of Korea
77KTO Karatay University, Konya, Turkey
78Laboratoire de Physique Subatomique et de Cosmologie, Université Grenoble-Alpes, CNRS-IN2P3, Grenoble, France
79Lawrence Berkeley National Laboratory, Berkeley, California, United States
80Lund University Department of Physics, Division of Particle Physics, Lund, Sweden
81Nagasaki Institute of Applied Science, Nagasaki, Japan
82Nara Women’s University (NWU), Nara, Japan
83National and Kapodistrian University of Athens, School of Science, Department of Physics, Athens, Greece
84National Centre for Nuclear Research, Warsaw, Poland
85National Institute of Science Education and Research, Homi Bhabha National Institute, Jatni, India
86National Nuclear Research Center, Baku, Azerbaijan 54INFN, Sezione di Cagliari, Cagliari, Italy 55INFN, Sezione di Catania, Catania, Italy 56INFN, Sezione di Padova, Padova, Italy 57INFN, Sezione di Roma, Rome, Italy 58INFN, Sezione di Torino, Turin, Italy 85National Institute of Science Education and Research, Homi Bhabha National Institute, Jatni, India
86National Nuclear Research Center, Baku, Azerbaijan 024001-19 PHYSICAL REVIEW C 99, 024001 (2019) S. (ALICE Collaboration) ACHARYA et al. 87National Research Centre Kurchatov Institute, Moscow, Russia
88Niels Bohr Institute, University of Copenhagen, Copenhagen, Denmark
89Nikhef, National institute for subatomic physics, Amsterdam, Netherlands
90NRC Kurchatov Institute IHEP, Protvino, Russia
91NRNU Moscow Engineering Physics Institute, Moscow, Russia
92Nuclear Physics Group, STFC Daresbury Laboratory, Daresbury, United Kingdom
93Nuclear Physics Institute of the Czech Academy of Sciences, ˇRež u Prahy, Czech Republic
94Oak Ridge National Laboratory, Oak Ridge, Tennessee, United States
95Ohio State University, Columbus, Ohio, United States
96Petersburg Nuclear Physics Institute, Gatchina, Russia
97Physics department, Faculty of science, University of Zagreb, Zagreb, Croatia
98Physics Department, Panjab University, Chandigarh, India
99Physics Department, University of Jammu, Jammu, India
100Physics Department, University of Rajasthan, Jaipur, India
101Physikalisches Institut, Eberhard-Karls-Universität Tübingen, Tübingen, Germany
102Physikalisches Institut, Ruprecht-Karls-Universität Heidelberg, Heidelberg, Germany
103Physik Department, Technische Universität München, Munich, Germany
104Research Division and ExtreMe Matter Institute EMMI, GSI Helmholtzzentrum für
Schwerionenforschung GmbH, Darmstadt, Germany
105Rudjer Boškovi´c Institute, Zagreb, Croatia
106Russian Federal Nuclear Center (VNIIEF), Sarov, Russia
107Saha Institute of Nuclear Physics, Homi Bhabha National Institute, Kolkata, India
108School of Physics and Astronomy, University of Birmingham, Birmingham, United Kingdom
109Sección Física, Departamento de Ciencias, Pontificia Universidad Católica del Perú, Lima, Peru
110Shanghai Institute of Applied Physics, Shanghai, China
111St. Petersburg State University, St. (ALICE Collaboration) Petersburg, Russia
112Stefan Meyer Institut für Subatomare Physik (SMI), Vienna, Austria
113SUBATECH, IMT Atlantique, Université de Nantes, CNRS-IN2P3, Nantes, France
114Suranaree University of Technology, Nakhon Ratchasima, Thailand
115Technical University of Košice, Košice, Slovakia
116Technische Universität München, Excellence Cluster ‘Universe’, Munich, Germany
117The Henryk Niewodniczanski Institute of Nuclear Physics, Polish Academy of Sciences, Cracow, Poland
118The University of Texas at Austin, Austin, Texas, United States
119Universidad Autónoma de Sinaloa, Culiacán, Mexico
120Universidade de São Paulo (USP), São Paulo, Brazil
121Universidade Estadual de Campinas (UNICAMP), Campinas, Brazil
122Universidade Federal do ABC, Santo Andre, Brazil
123University College of Southeast Norway, Tonsberg, Norway
124University of Cape Town, Cape Town, South Africa
125University of Houston, Houston, Texas, United States
126University of Jyväskylä, Jyväskylä, Finland
127University of Liverpool, Liverpool, United Kingdom
128University of Tennessee, Knoxville, Tennessee, United States
129University of the Witwatersrand, Johannesburg, South Africa
130University of Tokyo, Tokyo, Japan
131University of Tsukuba, Tsukuba, Japan
132Université Clermont Auvergne, CNRS/IN2P3, LPC, Clermont-Ferrand, France
133Université de Lyon, Université Lyon 1, CNRS/IN2P3, IPN-Lyon, Villeurbanne, Lyon, France
134Université de Strasbourg, CNRS, IPHC UMR 7178, F-67000 Strasbourg, France, Strasbourg, France
135Université Paris-Saclay Centre d’etudes de Saclay (CEA), IRFU, Department de Physique Nucléaire (DPhN),
Saclay, France
136Università degli Studi di Foggia, Foggia, Italy
137Università degli Studi di Pavia, Pavia, Italy
138Università di Brescia, Brescia, Italy
139Variable Energy Cyclotron Centre, Homi Bhabha National Institute, Kolkata, India
140Warsaw University of Technology, Warsaw, Poland
141Wayne State University, Detroit, Michigan, United States
142Westfälische Wilhelms-Universität Münster, Institut für Kernphysik, Münster, Germany 87National Research Centre Kurchatov Institute, Moscow, Russia
88Niels Bohr Institute, University of Copenhagen, Copenhagen, Denmark
89Nikhef, National institute for subatomic physics, Amsterdam, Netherlands
90NRC Kurchatov Institute IHEP, Protvino, Russia
91NRNU Moscow Engineering Physics Institute, Moscow, Russia
92Nuclear Physics Group, STFC Daresbury Laboratory, Daresbury, United Kingdom
93Nuclear Physics Institute of the Czech Academy of Sciences, ˇRež u Prahy, Czech Republic
94Oak Ridge National Laboratory, Oak Ridge, Tennessee, United States
95Ohio State University, Columbus, Ohio, United States
96Petersburg Nuclear Physics Institute, Gatchina, Russia
97Physics department, Faculty of science, University of Zagreb, Zagreb, Croatia
98Physics Department, Panjab University, Chandigarh, India
99Physics Department, University of Jammu, Jammu, India
100Physics Department, University of Rajasthan, Jaipur, India
101Physikalisches Institut, Eberhard-Karls-Universität Tübingen, Tübingen, Germany
102Physikalisches Institut, Ruprecht-Karls-Universität Heidelberg, Heidelberg, Germany
103Physik Department, Technische Universität München, Munich, Germany
104Research Division and ExtreMe Matter Institute EMMI, GSI Helmholtzzentrum für
Schwerionenforschung GmbH, Darmstadt, Germany
105Rudjer Boškovi´c Institute, Zagreb, Croatia
106Russian Federal Nuclear Center (VNIIEF), Sarov, Russia
107Saha Institute of Nuclear Physics, Homi Bhabha National Institute, Kolkata, India
108School of Physics and Astronomy, University of Birmingham, Birmingham, United Kingdom
109Sección Física, Departamento de Ciencias, Pontificia Universidad Católica del Perú, Lima, Peru
110Shanghai Institute of Applied Physics, Shanghai, China
111St. 143Wigner Research Centre for Physics, Hungarian Academy of Sciences, Budapest, Hungary
144Yale University, New Haven, Connecticut, United States
145Yonsei University, Seoul, Republic of Korea aDeceased.
bDipartimento DET del Politecnico di Torino, Turin, Italy.
cM. V. Lomonosov Moscow State University, D. V. Skobeltsyn Institute of Nuclear, Physics, Moscow, Russia.
dDepartment of Applied Physics, Aligarh Muslim University, Aligarh, India.
eInstitute of Theoretical Physics, University of Wroclaw, Poland. (ALICE Collaboration) Petersburg State University, St. Petersburg, Russia
112Stefan Meyer Institut für Subatomare Physik (SMI), Vienna, Austria
113SUBATECH, IMT Atlantique, Université de Nantes, CNRS-IN2P3, Nantes, France
114Suranaree University of Technology, Nakhon Ratchasima, Thailand
115Technical University of Košice, Košice, Slovakia
116Technische Universität München, Excellence Cluster ‘Universe’, Munich, Germany
117The Henryk Niewodniczanski Institute of Nuclear Physics, Polish Academy of Sciences, Cracow, Poland
118The University of Texas at Austin, Austin, Texas, United States
119Universidad Autónoma de Sinaloa, Culiacán, Mexico
120Universidade de São Paulo (USP), São Paulo, Brazil
121Universidade Estadual de Campinas (UNICAMP), Campinas, Brazil
122Universidade Federal do ABC, Santo Andre, Brazil
123University College of Southeast Norway, Tonsberg, Norway
124University of Cape Town, Cape Town, South Africa
125University of Houston, Houston, Texas, United States
126University of Jyväskylä, Jyväskylä, Finland
127University of Liverpool, Liverpool, United Kingdom
128University of Tennessee, Knoxville, Tennessee, United States
129University of the Witwatersrand, Johannesburg, South Africa
130University of Tokyo, Tokyo, Japan
131University of Tsukuba, Tsukuba, Japan
132Université Clermont Auvergne, CNRS/IN2P3, LPC, Clermont-Ferrand, France
133Université de Lyon, Université Lyon 1, CNRS/IN2P3, IPN-Lyon, Villeurbanne, Lyon, France
134Université de Strasbourg, CNRS, IPHC UMR 7178, F-67000 Strasbourg, France, Strasbourg, France
135Université Paris-Saclay Centre d’etudes de Saclay (CEA), IRFU, Department de Physique Nucléaire (DPhN),
Saclay, France
136Università degli Studi di Foggia, Foggia, Italy
137Università degli Studi di Pavia, Pavia, Italy
138Università di Brescia, Brescia, Italy
139V i bl E
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Efeito da técnica de curtimento e do método utilizado para remoção da pele da tilápia-do-nilo sobre as características de resistência do couro
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Maria Luiza Rodrigues de Souza1, Jorge de Matos Casaca2, Laura Satiko Okada Nakaghi3,
Nilson do Prado Franco2, Leocília Oliveira da Silva4, Doroty Mesquita Dourado5, Elisabete
Maria Macedo Viegas6 1 Depto de Zootecnia - Universidade Estadual de Maringá. Av. Colombo 5790, CEP: 87020-900, Maringá - PR, Brasil. 2 Pós-graduação em Aqüicultura - CAUNESP - Jaboticabal - SP. 1 Depto de Zootecnia - Universidade Estadual de Maringá. Av. Colombo 5790, CEP: 87020-900, Maringá - PR, Brasil. 2 Pós-graduação em Aqüicultura - CAUNESP - Jaboticabal - SP. 3 Depto de Morfologia e Fisiologia Animal da FCAV/UNESP - Jaboticabal - SP. 4 Biológa. Biológa. 5 Centro de Ciências Biológicas, Agrárias e da Saúde da Universidade para o Desenvolvimento do Estado e da Região do Pantanal (UNIDERP). 6 Depto de Zootecnia/FZEA-USP e CAUNESP/Jaboticabal. Av. Duque de Caxias Norte, 225, CEP: 13635-900, Pirassununga - SP. Apoio: Secretaria Especial de Aqüicultura e Pesca da Presidência da República. RESUMO - Um estudo foi realizado com o objetivo de avaliar os efeitos do método de remoção da pele do filé (com alicate
e com máquina) e da técnica de curtimento (com ou sem sais de cromo, bioleather) sobre a resistência da pele de tilápia-do-
nilo (Oreochromis niloticus). Foram retiradas as peles de 40 tilápias (450 g), 20 com uso de alicates e 20 com auxílio de máquina. Após o curtimento e a retirada dos corpos-de-prova, as peles foram encaminhadas a um laboratório aclimatizado (23ºC e 50%
de umidade relativa do ar) para realização dos testes de resistência em dinamômetro EMIC, com velocidade de afastamento
entre cargas de 100 ± 20 mm/mm. O método de retirada da pele do filé não afetou os resultados dos testes de tração e rasgamento
progressivo. A pele retirada com a máquina apresentou elongação superior (88,48%) à removida com alicate (71,09%). Peles
curtidas com sais de cromo (25,54 N/mm; 12,18 N/mm2) foram mais resistentes que as curtidas sem sais de cromo (bioleather)
(13,11 N/mm; 9,89 N/mm2). Peles curtidas por estas técnicas (com cromo e bioleather) podem ser utilizadas na confecção
de vestuários, pois as médias dos testes de tração, alongamento e rasgamento progressivo foram superiores a 9,80 N/mm2,
60% e 14,72 N/mm, respectivamente, valores mínimos recomendados para couros curtidos ao cromo. Palavras-chave: pele ecológica, qualidade da pele, retirada da pele do filé, testes físicos-mecânicos Effect of tanning technique and methods used for skin removal on leather
resistance characteristics of Nile Tilapia ABSTRACT - This research evaluated the effect of different methods (fillet skin removal and tanning methods [with
or without chromium salts and bioleather]) on leather resistance characteristics of Nile Tilapia (Oreochromis niloticus). Skin
from 40 tilapias (450 g) were removed: 20 by pliers and 20 by machine. After skin tanning, the samples were removed for
resistance tests, which were done, in a climatized environment (23ºC) and 50% air relative humidity, with EMIC dynamometer,
at removal speed of 100 ± 20 mm/mm. No effect of fillet skin removal method on progressive tearing and strength was observed. The method of skin removal by machine resulted in greater (88.48%) elongation than that removed by pliers (71.09%). Skin
tanned with chromium salts (25.54 N/mm; 12.18N/mm2) had higher resistance than that tanned without chromium (bioleather)
(13.11 N/mm; 9.89 N/mm2). Chromium- and bioleather tanned skins may be used in clothes manufacture since average values
of strength, elongation and progresive tearing are higher than 9.80N/mm², 60% and 14.72 N/mm, respectively, which are values
recommended for leathers tanned with chromium salts. Key Words: bioleather skin, fillet skin removal, physical and mechanical tests, skin quality, skin resistance CCorrespondências devem ser enviadas para: mlrsouza@uem.br Revista Brasileira de Zootecnia
© 2006 Sociedade Brasileira de Zootecnia
ISSN impresso: 1516-3598
ISSN on-line: 1806-9290
www.sbz.org.br Revista Brasileira de Zootecnia
© 2006 Sociedade Brasileira de Zootecnia
ISSN impresso: 1516-3598
ISSN on-line: 1806-9290
www.sbz.org.br R. Bras. Zootec., v.35, n.4, p.1273-1280, 2006 Material e Métodos veis seria a adequação na linha de filetagem, utilizando-se
equipamentos regulados, para alta produção em curto
prazo, como ocorre quando a retirada da pele dos filés é
realizada com máquina apropriada. Os ensaios foram realizados no Laboratório de Curti-
mento da Universidade Estadual de Maringá (Maringá –PR)
e os testes físico-químicos, na BASF, Empresa Multinacional
produtora e fornecedora de insumos químicos para a indús-
tria de curtimento. A pele é um subproduto que pode ter elevado valor
econômico com o processo de curtimento (Souza, 2004). Porém, é importante que esse processo seja realizado de
forma a não agredir o meio ambiente. Atualmente, tem-se
valorizado a produção do “couro ecológico”, buscando
alternativas para processamento da pele com produtos mais
naturais, direcionando a atenção dos produtores para um
futuro em que se possa dispensar o uso de sais de cromo. Portanto, de acordo com o CATC – BASF (1999), deve-se dar
atenção especial ao “wet-white” a partir do uso de dialdeído
glutárico, ponto de partida mais generalizado e aprovado
para os “couros ecológicos” ou o “couro bioleather”. Quarenta tilápias-do-nilo de aproximadamente 450 g
foram abatidas por choque térmico (água e gelo na propor-
ção 1:1) para retirada da pele e do filé. Em 20 tilápias,
primeiramente retirou-se a pele (com auxílio de alicate) e, em
seguida, o filé (M1). Nas demais, retirou-se o filé e, em
seguida, a pele, utilizando-se máquina apropriada (M2). As
peles foram identificadas individualmente com miçangas
(fixadas com linha mercê nº 40) e distribuídas aleatoriamente
em dois fulões (equipamento de formato cilíndrico, apresen-
tando nas paredes internas travessas ou tornos destinados
a favorecer a movimentação da carga), com velocidade de
rotação 16 rpm/min. Em um fulão, foram colocadas 20 peles
retiradas com uso de alicate e 20 retiradas com máquina, para
curtimento pela técnica com sais de cromo. No outro fulão,
distribuíram-se as outras 20 peles retiradas com alicate e as
20 extraídas com máquina, para curtimento pela técnica sem
sais de cromo ou bioleather (à base de sulfona e ácidos
sulfônicos aromáticos, composta por taninos fenólicos,
aldeído glutárico e cloreto básico de alumínio). Nas Figuras
1A e B são descritas as duas técnicas de curtimento. O impacto ambiental é um fator muito discutido em
qualquer área da produção, tanto na aqüicultura, agricultura
e pecuária quanto na atividade industrial, como os curtumes. Material e Métodos Buscam-se, portanto, alternativas tecnológicas para subs-
tituição do cromo por outros agentes de curtimento
(curtentes vegetais, sais minerais alternativos, compostos
orgânicos reativos e substituição parcial do cromo pela
obtenção de wet-white), bem como a otimização no processo
de curtimento ao cromo, utilizando-se métodos de auto-
esgotamento de cromo, de sistemas de re-ciclos e outros
(Gutterres, 1997). Após o curtimento das peles, foram retirados dez corpos-
de-prova no sentido longitudinal ao comprimento do corpo
do peixe, para determinação da resistência à tração, ao
alongamento (ABNT – NBR 11041, 1997) e ao rasgamento
progressivo (ABNT – NBR 11055, 1997) (Figura 2). Como
não existem normas específicas para realização dos testes
de resistência dos couros de peixes, foram estabelecidos
determinados parâmetros para retirada dos corpos-de-prova,
incluindo local, posição e número de amostragens. As atuais manifestações ecológicas estimularam
novos segmentos de mercado a aderirem ao “couro ecoló-
gico”, muito mais importante para uso em artefatos que não
exigem determinadas resistências físicas, como estabilida-
de em temperaturas de 100oC ou mais (Souza, 2004). Na
confecção de estofamento, não existe esse problema e
couros “livres de cromo”, elaborados a partir de “wet-
white”, são consumidos em larga escala pela indústria
automobilística, especialmente os Dialdeído Glutárico
(CATC – BASF, 1999). Os corpos-de-prova foram retirados do couro (ABNT
– NBR 11035, 1990) com uso de um balancim. Em seguida,
foram encaminhados a um laboratório climatizado (23ºC e
50% de umidade relativa do ar) por 24 horas, conforme
ABNT (NBR 10455, 1988), e determinadas as espessuras de
cada amostra (ABNT – NBR 11062, 1997). Para os testes de
resistência, foi utilizado dinamômetro EMIC com velocidade
de afastamento entre cargas de 100 ± 20 mm/mm. Graffunder & Kolling (2002) citam resinas recurtentes
como um avanço técnico e ecológico para proporcionar
tecnologia limpa no curtimento de couros. Os compostos
recurtentes apresentam elevada solidez à luz e ao calor e
promovem enchimento ao couro sem prejuízo à maciez,
além de melhora significativa na resistência ao rasgamento
progressivo. Neste sentido, este estudo foi realizado com o objetivo
de avaliar o efeito do método de retirada da pele do filé e da
técnica de curtimento aplicada (com ou sem sais de cromo
-bioleather) sobre a resistência e a qualidade do couro da
tilápia-do-nilo (Oreochromis niloticus). Introdução mento das peles pode ser uma forma de agregar valor a um
resíduo que, de outra forma, seria descartado. A unidade
curtida hoje atinge R$1,00 a R$2,50 conforme o tamanho e
a forma de acabamento. Com a intensificação da piscicultura e com a tendência
de algumas empresas brasileiras exportarem o filé de peixe
sem pele, as peles de peixes são descartadas ou
direcionadas, junto com os demais resíduos, à produção de
farinha ou silagem de peixe. Todavia, o processo de curti- Com essa ampliação na comercialização, alternativas
para maior produção na linha de processamento do peixe
tornam-se extremamente importantes. Uma das formas viá- 1274 Souza et al. Material e Métodos A preparação de amostras de couro para análise química
foi realizada de acordo com as condições exigidas pelas
normas da ABNT (NBR 11034, 2001), para determinação do
óxido de cromo Cr2O3 (ABNT - NBR 11054, 1999), das
substâncias extraíveis com diclorometano (CH2Cl2) (ABNT © 2006 Sociedade Brasileira de Zootecnia curtimento e do método utilizado para remoção da pele da tilápia-do-nilo sobre as características de... 1275 A. Sais de cromo
%
Produtos
Tempo (min)
Obs:
pH
Remolho
200
Água 25ºC
0,4
Tensoativo1
20
Esgotar/lavar 15’
Caleiro
200
Água 25ºC
2,5
Sulfeto de sódio
2,5
Cal hidratada
0,3
Tensoativo1
120
Esgotar
Desencalagem
100
Água 25ºC
2
Sulfato de amônio
20
Esgotar
9
Purga
100
Água 25ºC
0,05
Enzima pancreática2
60
1,5
Sulfato de amônio
20
Esgotar e lavar
100
Água 25ºC
0,05
Enzima pancreática2
60
0,2
Desencalante3
–
2
Sulfato de amônio
20
0,3
Tensoativo1
20
Esgotar e lavar
Píquel e curtimento
100
Água 25ºC
14
Sal grosso
15
8ºBé
0,9
Ácido sulfúrico
3x15-120
3,5
8
Sais de cromo
50
2
Bicarbonato de sódio
3x15
3,9
Pernoitar
Neutralização
100
Água 25ºC
0,7
Neutralizante8
10
0,5
Bicarbonato de sódio
3x15
0,7
Formiato de sódio
30
5,7
Esgotar/lavar
Recurtimento, tingimento e engraxe
50
Água 25ºC
3
Hidrofugante10
1
Hidrofugante11
0,1
Hidrofugante12
40
1,5
Tanino de acácia
(mimosa) Conc. 95%
1,5
Taninos de quebracho
não-adstringente. Conc. 95%
1,5
Curtente8
30
3
Corante vermelho
60
200
Água 60ºC
2
Ácido fórmico
2x15
Esgotar
3,4
Engraxe
200
Água 60ºC
3
Hidrofugante10
2x15
Esgotar
3,5
1
Hidrofugante11
60
1
Ácido fórmico
20
1,5
Sais de cromo
30
1
Ácido fórmico
20
Esgotar
50
Água 30ºC
1
Sais de cromo
30
2
Sais de cromo
60
Esgotar/lavar - Bioleather (B). B. Figura 1 - Formulação com sais de cromo (A) e sem sais de cromo - Bioleather (B). Material e Métodos Figure 2 -
Leather samples removal of Nile Tilapia (Oreochromis niloticus) hide longitudinal direction to the body length. Longitudinal -
referente ao
comprimento do
corpo do peixe
Corpo-de-prova
para
determinação da
Corpo-de-prova
para determinação
da resistência à
Corpo-de-prova para
determinação da
resistência ao
rasgamento
Sample for tests of tearing
strenght
Corpo-de-prova para
determinação da
resistência à tração e
ao alongamento
Sample for tests of tensile
strenght and elogation
Longitudinal -
referente ao
comprimento do corpo
do peixe
Longitudinal - in relation to
the fish body length Longitudinal -
referente ao
comprimento d
corpo do peixe
Longitudinal -
referente ao
comprimento do corpo
do peixe
Longitudinal - in relation to
the fish body length Corpo-de-prova
para
determinação da
Corpo-de-prova para
determinação da
resistência ao
rasgamento
Sample for tests of tearing
strenght Corpo-de-prova
para
determinação da
Corpo-de-prova para
determinação da
resistência ao
rasgamento
Sample for tests of tearing
strenght Corpo-de-prova
para
determinação da
Corpo-de-prova para
determinação da
resistência ao
rasgamento
Sample for tests of tearing
strenght Figura 2 - Retirada dos corpos-de-prova do couro de tilápia-do-nilo (Oreochromis niloticus) no sentido longitudinal ao comprimento do
corpo do peixe. Figure 2 -
Leather samples removal of Nile Tilapia (Oreochromis niloticus) hide longitudinal direction to the body length. - NBR 11030, 1997), do pH e da cifra diferencial do pH de um
extrato aquoso (ABNT- NBR 11057, 1999). sidade de mais mão-de-obra para a execução do descarne
(remoção do músculo da pele). Souza et al. (1999) analisaram
a influência do método de filetagem e das categorias de peso
sobre o rendimento de carcaça, filé e pele de tilápia-do-nilo
e constataram que, em peixes de 250 a 450 g, quando a pele
foi retirada com alicate (5,32%), a porcentagem de pele foi
menor que quando retirada com faca (8,51%). Os autores
afirmaram que a porcentagem de descarne foi maior para as
peles retiradas com faca. Portanto, na pele retirada com
alicate, a porcentagem de pele é sempre menor que naquelas
retiradas com faca ou máquina, visto que menor quantidade
de músculos permanece na pele. Portanto, quanto menor a
proporção de músculo na pele após retirada do filé mais
rapidamente será descarnada, necessitando de menos mão-
de-obra para essa operação. Material e Métodos Sem sais de cromo - Bioleather
%
Produtos
Tempo (min)
Obs:
pH
Remolho
200
Água 25ºC
0,4
Tensoativo1
20
Esgotar/lavar 15’
Caleiro
200
Água 25ºC
2,5
Sulfeto de sódio
2,5
Cal hidratada
0,3
Tensoativo1
120
Esgotar
Desencalagem
100
Água 25ºC
2
Sulfato de amônio
20
Esgotar
9
Purga
100
Água 25ºC
0,05
Enzima pancreática2
60
1,5
Sulfato de amônio
20
Esgotar/lavar
100
Água 25º
0,05
Enzima pancreática2
60
0,2
Desencalante3
–
2
Sulfato de amônio
20
0,3
20
Esgotar/lavar
Píquel e curtimento
100
Água 25ºC
14
Sal grosso
15
8ºBé
0,45
Ácido sulfúrico
3x15
1,7
Ácido fórmico
3x15
120
3,6
0,5
Óleo4
4
Curtente5
50
3,7
2,5
Neutralizante6
5
1
Curtente7
50
1
Formiato de sódio
60
4,2
1,5
Curtente8
60
Esgotar
Neutralização
150
Água 30ºC
0,7
Neutralizante8
10
0,5
Bicarbonato de sódio2x15+30
Esgotar/lavar
6,9
Recurtimento, tingimento e engraxe
50
Água 30º
3
Hidrofugante10
1
Hidrofugante11
0,1
Hidrofugante12
30
4
Curtente8
20
4
Curtente8
20
1
Tensoativo - compostos orgânicos surfactantes iônicos e não-iônicos. Concentração
82%;
2
Enzima pancreática com 10.000 UFG. 3
Desencalante - mistura ac. Orgânicos e inorgânicos isentos de nitrogênio. 4
Óleo - mistura de óleo sintético e natural (lecitina) predominando óleo sintético. Concen-
tração 70%. 5
Curtente - aldeído glutárico + polímero acrílico. Concentração 95%. 6
Neutralizante à base de curtente sintético e ácidos orgânicos. Concentração 95%. 7
Curtente produto de condensação à base de sulfona e ácidos sulfônicos aromáticos. Concentração 40%, pH 4 (1:10). 8
Curtente de substituição, à base de condensação de fenol (fenólico ). Concentração 9 %
pH 3,3 (1:10). 9
Neutralizante à base de sulfitos, formiato e ftalato de sódio. 10 Hidrofugante - combinação de graxa sintética hidrofugante e emulgadores especiais. Concentração 45% pH 8,5 (1:10). 11 Hidrofugante - engraxante sintético contendo silicone dotado de um sistema emulsionante
especial. Concentração 50% pH 8 (1:10). 12 Hidrofugante - solução polimérica aquosa aniônica isenta de AOX. Concentração 40%. pH 7,5 (1:10). 13 Curtente à base de alumínio – cloreto básico de alumínio. Concentração de Al2O3 17%
basicidade 66% pH 3,5 (1:10). B. Sem sais de cromo - Bioleather Figura 1 - Formulação com sais de cromo (A) e sem sais de cromo - Bioleather (B). © 2006 Sociedade Brasileira de Zootecnia 1276 Souza et al. Figura 2 - Retirada dos corpos-de-prova do couro de tilápia-do-nilo (Oreochromis niloticus) no sentido longitudinal ao comprimento do
corpo do peixe. Material e Métodos O delineamento experimental adotado foi o inteira-
mente casualizado, em esquema fatorial 2 x 2, dois métodos
de retirada da pele do filé (com alicate e com a máquina) e
duas técnicas de curtimento (com e sem sais de cromo -
bioleather), considerando o couro a unidade experimental. Os resultados dos testes físico-mecânicos foram subme-
tidos à análise de variância, comparando-se as médias pelo
teste Tukey a 5% de probabilidade (Banzatto & Kronka, 1995). Os resultados dos testes físico-químicos foram utiliza-
dos apenas para caracterização do produto final (couro). © 2006 Sociedade Brasileira de Zootecnia Resultados e Discussão O método de retirada da pele (alicate ou máquina)
influenciou a porcentagem de pele, calculada em relação ao
peso do peixe inteiro. Quando retirada com alicate, a por-
centagem de pele de tilápia-do-nilo foi significativamente
(P<0,01) inferior (6,54 vs 7,64% - com máquina). Não houve efeito significativo (P>0,05) do método de
retirada da pele do filé sobre a resistência do couro à tração
(alicate = 11,55 N/mm2; máquina = 10,52 N/mm2) e ao
rasgamento progressivo (alicate = 20,53 N/mm; máquina =
18,11 N/mm). Todavia, a remoção da pele do filé com uso de
alicate influenciou os resultados do teste de alongamento
do couro. A diferença quanto ao método de retirada da pele do filé
demonstra que maior quantidade de musculatura do filé
ficou retida na pele quando se fez a retirada com máquina,
o que dificulta o processo de curtimento, por haver neces- As peles retiradas com alicate apresentaram, após cur-
timento, menor flexibilidade ao alongamento, que foi signifi- Efeito da técnica de curtimento e do método utilizado para remoção da pele da tilápia-do-nilo sobre as características de... 1277 foram utilizados os óleos hidrofugantes, todavia, o couro
bioleather (sem sais de coromo) foi menos resistente aos
testes de rasgamento, tração e alongamento (Tabela 1). Certamente, mesmo com essa proteção dos óleos
hidrofugantes sobre as fibras colágenas das peles subme-
tidas às duas técnicas de curtimento, houve ação de outros
fatores, como os tipos de agentes curtentes utilizados na
etapa de curtimento ou recurtimento, a combinação de
produtos químicos, a concentração e o tempo de cada etapa
do processo. cativamente superior para os couros retirados com máquina
(alicate = 71,09%; máquina = 88,48%). Talvez a força empre-
gada para remoção da pele tenha proporcionado maior
estiramento das fibras colágenas, que, após o elevado
estiramento, não apresentavam a mesma elasticidade de
uma pele que ainda não tenha sido esticada. Os couros curtidos com sais de cromo (12,18 N/mm2,
93,08% e 25,54 N/mm) apresentaram resultados significa-
tivamente superiores aos curtidos sem sais de cromo
(9,89 N/mm2, 66,52% e 13,11 N/mm2, respectivamente para os
testes de tração, alongamento e rasgamento progressivo)
(Tabela 1). A carga de força aplicada até ruptura no teste de
tração não apresentou diferença significativa entre os
couros quando analisado o efeito dos métodos de retirada
da pele e dos tipos de curtimento (com e sem sais de cromo)
(Tabela 1). © 2006 Sociedade Brasileira de Zootecnia Resultados e Discussão No curtimento com sais de cromo, foram utilizados os
óleos hidrofugantes da BASF, que proporcionam especial
característica ao couro, aumentando a tensão superficial
limite entre as fibras colágenas do couro e a água, pela
envoltura das fibras com uma película hidrofugada (CATC
– BASF, 1999), possibilitando aumento na resistência
do couro. Nas peles curtidas sem sais de cromo, também De acordo com Souza et al. (2002), as peles de carpa
espelho curtidas sem sais de cromo apresentaram resistên-
cia à tração de 18,75 N/mm2, enquanto, nesse experimento,
a resistência medida nas peles de tilápia foi de 9,89 N/mm2. Tabela 1 - Resultados do teste de resistência do couro de tilápia-do-nilo, de acordo com o método de retirada da pele do filé (alicate
ou máquina) e com a técnica de curtimento (com ou sem sais de cromo)
Table 1 -
Mean values of resistance test of Nile tilapia leather in function of the methods used in fillet removal (pliers and machine) and in tanning technique
(chromium salts and bioleather)
Fonte de variação
Tração e alongamento
Rasgamento progressivo
Source of variation
Traction and elongation
Progressive tearing
Carga de ruptura (N) Tração (N/mm2) Alongamento (%)
Carga de força (N) Rasgo (N/mm) Força máxima (N)
Rupture load
Traction
Elongation
Force load
Tearing
Maximum force
Método de retirada da
pele do filé
Methods of skin fillet removal
Alicate
70,33 a(1)
11,55a
71,09b
14,92a
20,53a
39,22a
Plies
Máquina
70,54a
10,52a
88,48a
12,20a
18,11a
30,37b
Machine
Técnica de curtimento
Tanning technique
Com cromo
80,33a
12,18a
93,08a
17,60a
25,54a
44,70a
Chromium
Sem cromo
60,94a
9,89b
66,52b
9,51b
13,11b
24,89b
Without chromiun
Teste F
F test
Retirada da pele
0,002ns
2,27ns
32,97**
6,62*
3,37ns
9,23**
Removal skin
Técnica de curtimento
25,28**
11,13**
76,80**
8,43**
88,94**
46,24**
Tanning technique
Interação método de retirada
0,17ns
1,01ns
1,97ns
1,82ns
2,03ns
1,94ns
× técnica de curtimento
Removal skin × tanning technique
interaction
CV (%)
17,27
19,71
11,22
24,69
21,42
26,47
1 Em cada coluna, valores seguidos de mesma letra não diferem pelo teste Tukey a 5% de probabilidade. 1 Values followed by the same letter in a column do not differ by Tukey test at a 5% probability. ns - não-significativo (P>0,05); **significativo (P<0,01). ns - not significant (P>0.05); **significant (P<0.01). 1278 Souza et al. Quanto ao teste de alongamento, o valor observado foi de
73,38%, superior ao obtido para a tilápia (66,52%), pela
mesma técnica de curtimento, no sentido longitudinal do
corpo-de-prova. Resultados e Discussão A resistência ao rasgamento progressivo
para o couro da tilápia-do-nilo com curtimento bioleather
foi de 13,11 N/mm, superior à relatada por Souza et al. (2002)
para pele de carpa espelho (12,06 N/mm) curtida sem sais de
cromo. A técnica sem sais de cromo utilizada neste experi-
mento foi a mesma aplicada por Souza et al. (2002). Todavia,
os resultados de resistência obtidos neste estudo, de
9,89 N/mm2 para resistência à tração e 66,52% para resistên-
cia ao alongamento, foram diferentes dos relatados por
Souza et al. (2002), de 18,75 N/mm2 e 73,38%, respectiva-
mente, curtidos pela técnica sem sais de cromo. Esta dife-
rença pode ser atribuída à espécie de peixe, que difere
quanto à distribuição e orientação das fibras colágenas. dos por Hoinacki, 1989). Todavia, as peles curtidas sem sais
de cromo apresentaram valor inferior ao mínimo exigido
apenas no teste do rasgamento progressivo (13,11 N/mm). Portanto, quanto à resistência ao rasgamento progressivo
são consideradas inadequadas para o uso na confecção de
vestuário. Esse valor, no entanto, foi obtido no sentido
longitudinal do couro e provavelmente seria diferente no
sentido transversal, talvez superior, com média para ser
utilizado na confecção de vestuário. De acordo com Souza (2003), em pele de tilápia-do-nilo (de
500 a 800 g) submetida a sete diferentes técnicas de curtimento,
os valores encontrados no teste de rasgamento progressivo
variaram de 9,44 a 24,12 N/mm, conforme a técnica de cur-
timento aplicada. Esse autor avaliou os couros nos sentidos
longitudinal e transversal ao comprimento do peixe. Os couros
analisados para essa mesma variável apresentaram resis-
tência significativamente menor no sentido longitudinal
(14,76 N/mm) em comparação ao transversal (17,86 N/mm). Talvez, pela média (sentido longitudinal e transversal) no
teste de rasgamento progressivo obtida em peles de tilápia
curtidas sem sais de cromo, esse couro também atenda às
condições exigidas para confecção de vestuários (compara-
dos ao couro bovino curtido com sais de cromo). A carga de força e a força máxima aplicada na determi-
nação da resistência ao rasgamento progressivo foi supe-
rior (P<0,01) nos couros curtidos com sais de cromo (17,60
e 44,70 N) quando comparados àqueles curtidos sem sais de
cromo (couro bioleather) (9,51 e 24,89 N, respectivamente,
para a carga e força máxima aplicada no teste aplicada, a qual
foi maior para as peles retiradas com alicate – 39,22 N). Resultados e Discussão A
pele retirada com máquina, por apresentar maior elasticida-
de (88,48%), necessitou de menor intensidade de força para
o rasgamento progressivo. Todavia, isso também pode
estar diretamente relacionando à espécie do peixe. Em
trabalho semelhante, desenvolvido com a carpa espelho,
não houve efeito do método de retirada da pele sobre a força
máxima para rasgamento progressivo (Souza et al., 2002). A
força máxima aplicada para a pele de carpa espelho retirada
com máquina foi de 27,89 N, enquanto para aquela retirada
com alicate foi de 24,93 N. Como não foram utilizados sais de cromo no curtimento
do couro bioleather, não foi determinado o teor de óxido de
cromo. A quantidade de óxido de cromo nos couros curti-
dos com sais de cromo foi de 3,78% (Tabela 2). O teor de óxido de cromo obtido na pele da tilápia-do-
nilo está relacionado à proporção deste curtente fixado às
fibras colágenas. Segundo Hoinacki (1989), o valor mínimo
de óxido de cromo no couro semi-acabado deve ser de
3,0%. A análise quantitativa de óxido de cromo do couro
indicou capacidade para suportar elevadas temperaturas,
sem retrair-se, fato comprovado pelo teste de fervura ou
retração realizado durante o processo de curtimento. Portanto, a espécie de peixe está também diretamente
relacionada aos resultados de resistência, provavelmente
em relação à estrutura histológica da pele, pois as espessu-
ras dos couros das duas espécies são próximas. Segundo
Souza et al. (2002), a espessura da pele da carpa espelho
variou de 0,70 a 0,76 mm, enquanto a da tilápia, observada
neste experimento, foi de 0,67 a 0,76 mm. A quantidade de substâncias extraíveis em
diclorometano foi de 19,42% pela técnica com sais de
cromo e de 20,02% pela técnica sem sais de cromo
(bioleather). Entretanto, segundo Vademécum (1995), as
substâncias extraíveis em diclorometano devem ser de, no
máximo, 16 a 18% para que o couro possa ser utilizado em
vestuário. Souza et al. (2002) observaram, em peles de
carpa espelho curtidas sem sais de cromo, valores de
substâncias extraíveis em diclorometano de 13,78 a 15,76%,
inferiores aos encontrados neste experimento para os
couros de tilápia-do-nilo. © 2006 Sociedade Brasileira de Zootecnia Resultados e Discussão Os couros curtidos sem sais de cromo, ou bioleather,
apresentaram resistência à tração e ao alongamento supe-
rior à exigida para couro de bovinos curtidos com sais de
cromo, destinados à confecção de vestuários, que são, no
mínimo de 9,80 N/mm2, 60% e 14,72 N/mm, para resistência
à tração, ao alongamento até a ruptura e ao rasgamento
progressivo, respectivamente (Niveles de Calidad
Aceptables en la Indústria del Cuero de Organización de las
Naciones Unidas para el Desarrollo Industrial, 1976, relata- O pH das peles curtidas foi de 2,9 e 3,9, enquanto os
valores de cifra diferencial das duas técnicas foram 0,7 e 1,0,
respectivamente, para peles curtidas com e sem sais de © 2006 Sociedade Brasileira de Zootecnia © 2006 Sociedade Brasileira de Zootecnia de curtimento e do método utilizado para remoção da pele da tilápia-do-nilo sobre as características de... 1279 1279
Efeito da técnica de curtimento e do método utilizado para remoção da pele da tilápia-do-nilo sobre as características de... Tabela 2 - Teor de óxido de cromo, graxa, pH e cifra diferencial das amostras de couro de tilápia-do-nilo curtido com e sem sais de cromo
(Bioleather)
Table 2 -
Mean contents of chromium oxide pH and diferential cifra of Nile tilapia leather samples tanned with and without chromium salt (Bioleather)
Análise físico-química
Técnica de curtimento
Physical and chemical analysis
Tanning technique
Cromo
Bioleather
Chromium
Bioleather
Determinação do óxido de cromo (Cr2O3)
3,78%
-
Determination of chromium oxide (Cr2O3)
Determinação de substâncias extraíveis em diclorometano
19,42%
20,02%
Determination of extractive substances in diclorometan
Determinação do pH e da cifra diferencial em extrato aquoso
pH
2,9
3,9
Determination of pH and diferencial cifra in water extract
Cifra
0,70
1,0 omo, graxa, pH e cifra diferencial das amostras de couro de tilápia-do-nilo curtido com e sem sais de cromo mium oxide pH and diferential cifra of Nile tilapia leather samples tanned with and without chromium salt (Bioleather) As peles curtidas com a técnica bioleather apresen-
taram resistência à tração e ao alongamento suficiente
para utilização na confecção de vestuários em geral. cromo (Tabela 2). De acordo com Hoinacki (1989), o valor
mínimo de pH no couro semi-acabado deve ser de 3,5 e a cifra
diferencial de, no máximo, 0,7. Para os couros de carpa
espelho curtidos pela mesma técnica sem sais de cromo,
Souza et al. Agradecimento À Secretaria Especial da Aqüicultura e Pesca da Presi-
dência da República, pelo apoio na obtenção dos equipa-
mentos do laboratório de curtimento. A José Telmo Agostini
Schmidt, da Leather Solutions, e a Antonio Manuel Camim,
pelo auxílio na execução do trabalho. À Epagri, à Empresa
Cardume e à BASF, pelo inestimável apoio. Considerando o pH do couro curtido ao cromo (2,9),
pode-se inferir que esse couro pode enfraquecer com o
tempo de estocagem e uso. Portanto, a formulação utilizada
deve ser modificada, reduzindo-se a quantidade de ácido
aplicado no momento da fixação dos corantes e óleos de
engraxe. A porcentagem de ácido na formulação do
tingimento ao engraxe foi de 4% em relação ao peso das
peles, o que deveria ser de aproximadamente 2,5% ou, no
máximo, 3,0% pela técnica com sais de cromo, conforme
observado na formulação 1. Literatura Citada ASSOCIAÇÃO BRASILEIRA DE NORMAS TÉCNICAS - ABNT. NBR 10455: climatização de materiais usados na fabricação de
calçados e correlatos. Rio de Janeiro: 1988. p.1-2. ASSOCIAÇÃO BRASILEIRA DE NORMAS TÉCNICAS - ABNT. NBR 11030: couro - determinação de substâncias extraíveis
com diclorometano (CH2Cl2). Rio de Janeiro: 1997. p.1-3. É As análises feitas nos couros de tilápia neste experi-
mento foram sempre no sentido longitudinal, embora os
valores relatados por alguns autores para o rasgamento
progressivo sejam inferiores aos observados no sentido
transversal. Talvez para análise mais apurada da resistên-
cia das técnicas de curtimento aplicadas, os testes de
resistência deveriam ter sido realizados também no sentido
transversal, possibilitando o valor médio entre ambos os
sentidos (longitudinal e transversal). ASSOCIAÇÃO BRASILEIRA DE NORMAS TÉCNICAS - ABNT. NBR 11034: couro - preparação de amostras de couro para
análise química. Rio de Janeiro, 2001. p.1-2. ASSOCIAÇÃO BRASILEIRA DE NORMAS TÉCNICAS - ABNT. NBR 11035: corte de corpos-de-prova em couro. Rio de Janeiro:
1990. p.1. ASSOCIAÇÃO BRASILEIRA DE NORMAS TÉCNICAS - ABNT. NBR 11041: couros – determinação da resistência à tração e
alongamento. Rio de Janeiro: 1997. p.1-5. É ASSOCIAÇÃO BRASILEIRA DE NORMAS TÉCNICAS - ABNT. NBR 11054: couros – determinação de óxido crômico (Cr2O3). Rio de Janeiro: 1999. p.1-5. Resultados e Discussão (2002) encontraram valores de pH de 3,9 e cifra
diferencial de 0,7, ou seja, melhores que os obtidos neste
experimento em peles de tilápia (pH 3,9 e cifra diferencial 1,0). SOUZA, M.L.R; CASACA, J.M.; FERREIRA, I.C. et al. Análise da
resistência do couro da carpa espelho curtido sem utilização de
sais de cromo. Tecnicouro, v.23, n.8, p.57-69, 2002.
VADEMÉCUM para el técnico em curtición. 3.ed.rev.
Ludwigshanfen: Basf, 1995. 477p. © 2006 Sociedade Brasileira de Zootecnia Conclusões ASSOCIAÇÃO BRASILEIRA DE NORMAS TÉCNICAS - ABNT. NBR 11055: couro - determinação da força de rasgamento
progressivo. Rio de Janeiro: 1997. p.1-4. A técnica de retirada da pele do peixe (com alicate ou
máquina) não interferiu nas características de resistência
do couro, exceto quanto à flexibilidade (alongamento), que
foi maior para as peles retiradas mecanicamente (máquina). ASSOCIAÇÃO BRASILEIRA DE NORMAS TÉCNICAS - ABNT. NBR 11057: couro - determinação do pH e da cifra diferencial. Rio de Janeiro: 1999. p.1-3. ASSOCIAÇÃO BRASILEIRA DE NORMAS TÉCNICAS - ABNT. NBR
11062: determinação da espessura. Rio de Janeiro, 1997. p.1. A resistência ao rasgamento progressivo, à tração e
ao alongamento foi superior nos couros curtidos com sais
de cromo. BANZATTO, D.A.; KRONKA, S.N. Experimentação agrícola. 3.ed. Jaboticabal: FUNEP, 1995. 247p. CATC - BASF – Wet como ponto de partida para “couro ecológico”. Revista do couro, n.237, p.32, 1999. © 2006 Sociedade Brasileira de Zootecnia © 2006 Sociedade Brasileira de Zootecnia Souza et al. 1280 SOUZA, M.L.R; CASACA, J.M.; FERREIRA, I.C. et al. Análise da
resistência do couro da carpa espelho curtido sem utilização de
i
d
T
i
23
8
57 69 2002 GRAFFUNDER, V.; KOLLING, C.A. Resinas recurtentes: evolução
e ecologia. Revista do Couro, n.154, p.34-38, 2002. GUTTERRES, M. Considerações sobre curtimento ao cromo e meio
ambiente. Revista do couro, n.122, p.28-29, 1997. sais de cromo. Tecnicouro, v.23, n.8, p.57-69, 2002. VADEMÉCUM para el técnico em curtición. 3.ed.rev. Ludwigshanfen: Basf, 1995. 477p. HOINACKI, E. Peles e couros: origens, defeitos, e industrialização. 2.ed.rev. Porto Alegre: Henrique d‘Ávila Bertaso, 1989. 319p. SOUZA, M.L.R. Processamento do filé e da pele da tilápia do
Nilo (Oreochromis niloticus): aspectos tecnológicos,
composição centesimal, rendimento, vida útil do filé defumado
e testes de resistência da pele curtida. Jaboticabal: Universidade
Estadual Paulista, 2003. 169p. Tese (Doutorado em Aqüicultura)
- Universidade Estadual Paulista, 2003. SOUZA, M.L.R. Tecnologia para processamento das peles de
peixe. Maringá: Eduem, 2004. 59p. (Coleção Fundamentum, 11). SOUZA, M.L.R; MACEDO-VIEGAS, E.M.; KRONKA, S.N. Influência do método de filetagem e categorias de peso sobre
rendimento de carcaça, filé e pele da tilápia do Nilo (Oreochromis
niloticus). Revista Brasileira de Zootecnia, v.28, n.1, p.1-6,
1999. Recebido: 17/02/05
Aprovado: 30/01/06 © 2006 Sociedade Brasileira de Zootecnia
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https://openalex.org/W2083133298
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https://journals.plos.org/plosone/article/file?id=10.1371/journal.pone.0037944&type=printable
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English
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Dufulin Activates HrBP1 to Produce Antiviral Responses in Tobacco
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PloS one
| 2,012
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cc-by
| 11,659
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Abstract Background: Dufulin is a new antiviral agent that is highly effective against plant viruses and acts by activating systemic
acquired resistance (SAR) in plants. In recent years, it has been used widely to prevent and control tobacco and rice viral
diseases in China. However, its targets and mechanism of action are still poorly understood. Methodology/Principal Findings: Here, differential in-gel electrophoresis (DIGE) and classical two-dimensional
electrophoresis (2-DE) techniques were combined with mass spectrometry (MS) to identify the target of Dufulin. More
than 40 proteins were found to be differentially expressed ($1.5 fold or #1.5 fold) upon Dufulin treatment in Nicotiana
tabacum K326. Based on annotations in the Gene Ontology (GO) and the Kyoto Encyclopedia of Genes and Genomes (KEGG)
databases, these proteins were found to be related to disease resistance. Directed acyclic graph (DAG) analysis of the
various pathways demonstrated harpin binding protein-1 (HrBP1) as the target of action of Dufulin. Additionally, western
blotting, semi-quantitative reverse transcription polymerase chain reaction (RT-PCR), and real time PCR analyses were also
conducted to identify the specific mechanism of action of Dufulin. Our results show that activation of HrBP1 triggers the
salicylic acid (SA) signaling pathway and thereby produces antiviral responses in the plant host. A protective assay based on
lesion counting further confirmed the antiviral activity of Dufulin. Conclusion: This study identified HrBP1 as a target protein of Dufulin and that Dufulin can activate the SA signaling
pathway to induce host plants to generate antiviral responses. eng M, Song B, Hou C, Hu D, et al. (2012) Dufulin Activates HrBP1 to Produce Antiviral Responses in Tobacco. PLoS ONE 7(5): e37
one.0037944 Editor: Anand S. Mehta, Drexel University College of Medicine, United States of America Editor: Anand S. Mehta, Drexel University College of Medicine, United States of America Received January 4, 2012; Accepted April 26, 2012; Published May 25, 2012 Copyright: 2012 Chen et al. This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits
unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. Funding: This work has been supported by the following funding sources: The National Basic Research Program of China (Nos. 2010CB126105) URL: http://www. 973.gov.cn, the National Basic Research Preliminary Program of China (Grant No. 2010CB134504) URL: http://www.973.gov.cn and the National Natural Science
Foundation of China (Nos. 21132003, 20872021) URL: http://www.nsfc.gov.cn. Abstract The funders had no role in study design, data collection and analysis, decision to
publish, or preparation of the manuscript. Competing Interests: CH is employed by Shanghai Applied Protein Technology Co. Ltd. There are no patents, products in developm
to declare. This does not alter the authors’ adherence to all the PLoS ONE policies on sharing data and materials. CH is employed by Shanghai Applied Protein Technology Co. Ltd. There are no patents, products in development or marketed products
alter the authors’ adherence to all the PLoS ONE policies on sharing data and materials. * E-mail: basong@gzu.edu.cn (BS); fcc.syang@gzu.edu.cn (SY) related genes 1(NPR1)/unknown effective protein pathway, the
EDS/SA/NPR1/AOX/PR pathway, and the ethylene (ET)/
jasmonic acid (JA)/PDF1.2/Thi2.1 pathway. Some studies have
shown that changes in the activation state of HrBP1 are caused
by changes in its spatial structure, which can vary depending on
the ligand [2–5]. HrBP1 has also been shown to up-regulate
Harpin-induced gene (H1N1), a newly discovered pathogenesis-
related gene, which induces mitogen-activated protein kinase
(MAPK) activity to generate disease resistance [6]. Moreover,
production of hypersensitivity reaction (HR) and SAR via the
harpin–HrBP1
interaction
has
been
found
to
be
closely
associated with the nonrace-specific disease resistance (NDR1) and
enhanced disease susceptibility-1 (EDS1) genes [7], and to be inhibited
by exogenous auxin [8]. Dufulin Activates HrBP1 to Produce Antiviral Responses
in Tobacco Zhuo Chen1, Mengjiao Zeng2, Baoan Song1*, Chengrui Hou3, Deyu Hu1, Xiangyang Li1, Zhenchao Wang1,
Huitao Fan1, Liang Bi1, Jiaju Liu1, Dandan Yu1, Linhong Jin1, Song Yang1* 1 State Key Laboratory Breeding Base of Green Pesticide and Agricultural Bioengineering, Key Laboratory of Green Pesticide and Agricultural Bioengineering, Ministry of
Education, Guizhou University, Guiyang, China, 2 School of Chemistry and Chemical Engineering, South China University of Technology, Guangzhou, China, 3 Shanghai
Applied Protein Technology Co. Ltd., Shanghai, China Introduction related genes 1(NPR1)/unknown effective protein pathway, the
EDS/SA/NPR1/AOX/PR pathway, and the ethylene (ET)/
jasmonic acid (JA)/PDF1.2/Thi2.1 pathway. Some studies have
shown that changes in the activation state of HrBP1 are caused
by changes in its spatial structure, which can vary depending on
the ligand [2–5]. HrBP1 has also been shown to up-regulate
Harpin-induced gene (H1N1), a newly discovered pathogenesis-
related gene, which induces mitogen-activated protein kinase
(MAPK) activity to generate disease resistance [6]. Moreover,
production of hypersensitivity reaction (HR) and SAR via the
harpin–HrBP1
interaction
has
been
found
to
be
closely
associated with the nonrace-specific disease resistance (NDR1) and
enhanced disease susceptibility-1 (EDS1) genes [7], and to be inhibited
by exogenous auxin [8]. Harpin binding protein-1 (HrBP1), which is found in plant cell
walls, induces plants to generate systemic acquired resistance
(SAR) and has important biological significance for pest control
[1]. HrBP1 was first discovered in plant cell walls while studying
the biological activity of harpin, a protein secreted by Gram-
negative bacteria and other microorganisms and capable of
inducing hypersensitive response [1]. HrBP1 was subsequently
detected in Arabidopsis thaliana, soybean, barley, tomatoes, rice,
potatoes, wheat, corn, and other plants. It is encoded by 284
amino acids and has a molecular weight (MW) of approximately
30 kDa with conserved primary structures in many plants [1]. In
its activated state, HrBP1 can selectively up-regulate several
signaling pathways and generate anti-bacterial, anti-viral, anti-
fungal and anti-insect responses in the plant host. Independent
signaling pathways induced by HrBP1 include the enhanced disease
susceptibility-5 (EDS5)-salicylic acid (SA)/nonexpressor of pathogenesis- Dufulin, an amino phosphonate compound, is a plant antiviral
agent with a novel molecular structure and good antiviral activity
against tobacco mosaic virus (TMV), cucumber mosaic virus, and
Potato Virus Y, among many other plant viruses (Figure 1). PLoS ONE | www.plosone.org May 2012 | Volume 7 | Issue 5 | e37944 PLoS ONE | www.plosone.org 1 May 2012 | Volume 7 | Issue 5 | e37944 Enhanced Disease Resistance Enhanced Disease Resistance Figure 1. Molecular structure of Dufulin. doi:10.1371/journal.pone.0037944.g001 pathways associated with its antiviral functions, the expression
levels of some key genes such as EDS and pathogenesis-related protein
(PR) were assessed using RT-PCR in plants treated with Dufulin. Our results validate HrBP1 as the target of action of Dufulin. 2D-DIGE Analysis Figure 1. Molecular structure of Dufulin. doi:10.1371/journal.pone.0037944.g001 Samples from all treatment groups were labeled with fluorescent
dyes (Cy2, Cy3, or Cy5) [10,11] and run on the following
conditions to eliminate their inherent biological and systemic
variations: (1) the same sample was divided into two parts, labeled
with Cy3 and Cy5, and run on two gels; (2) different treatment
groups from the same plant were not run on the same gel; (3) two
samples within the same gel were placed as far apart as possible;
and (4) internal standards were mixed with equal amounts of all
samples, labeled with Cy2, and run on each gel [10,11] (Figure 2). In order to eliminate differences between gels and improve the
statistical reliability of our data, the value of each protein spot was
calculated as the ratio of the measured values of the protein spot to
the total value from all protein spots in the internal standard Preliminary studies have shown that it exerts its antiviral effects by
activating SAR, but the specific mechanisms of its action and its
molecular targets remain unclear [9]. In the present study,
differential in-gel electrophoresis (DIGE)/two-dimensional elec-
trophoresis (2-DE) combined with mass spectrometry (MS),
bioinformatics, western blotting and reverse transcription poly-
merase chain reaction (RT-PCR) was used to identify the target of
action of Dufulin. Its antiviral activity was found to involve SAR,
and HrBP1 was identified as its target protein. Based on the
current understanding of HrBP1 and the downstream regulatory Figure 2. 2D-DIGE image analysis of total proteins from the tobacco leaves of Groups B–E. (A) Composite image of Cy2, Cy3 and Cy5
images. (B), (C), and (D) represent the Cy2, Cy3 and Cy5 fluorescent dye images, respectively. doi:10.1371/journal.pone.0037944.g002 Figure 2. 2D-DIGE image analysis of total proteins from the tobacco leaves of Groups B–E. (A) Composite image of Cy2, Cy3 and Cy5
images. (B), (C), and (D) represent the Cy2, Cy3 and Cy5 fluorescent dye images, respectively. doi:10.1371/journal.pone.0037944.g002 PLoS ONE | www.plosone.org May 2012 | Volume 7 | Issue 5 | e37944 PLoS ONE | www.plosone.org 2 Enhanced Disease Resistance Figure 3. Expression levels and differential expression of some proteins. Each part of the figure shows the standard log abundance of spots
on the y-axis for each protein spot of Groups B, C, D, and E (pool groups 2, 3, 4, and 5, respectively) on the x-axis. 2D-DIGE Analysis The dotted line represents the mean
abundance for three repeated measurements in Groups B–D, whereas the continuous line represents the mean abundance for three repeated
treatments in any single treatment group. doi:10.1371/journal.pone.0037944.g003 Figure 3. Expression levels and differential expression of some proteins. Each part of the figure shows the standard log abundance of spots
on the y-axis for each protein spot of Groups B, C, D, and E (pool groups 2, 3, 4, and 5, respectively) on the x-axis. The dotted line represents the mean
abundance for three repeated measurements in Groups B–D, whereas the continuous line represents the mean abundance for three repeated
treatments in any single treatment group. doi:10.1371/journal.pone.0037944.g003 group. In addition, the same protein labeled with all three
fluorescent dyes showed identical protein spots at the same
position in the gel, thereby enhancing the matching rate of the
protein spots. DeCyder software was used for image analysis to
avoid errors caused by the user’s subjective influence in the
selection of points. Protein points without appropriate matches
were considered to arise from impurities or random errors in the
experiment. A total of 14 protein spots showed statistically
significant changes in expression across the four treatment groups
(B, C, D, and E; one-way ANOVA, P,0.05). These spots were
mainly within the pH range of 5–8 (Figure 3). could not search for corresponding information related to tobacco
likely due to lack of information on plant proteins in the database. Of the 14 protein spots, 1 protein (spot 457) was annotated as
‘‘putative b-galactosidase’’ from a different species (Solanum
lycopersicum); another protein (spot 310) was designated as the
CF1-a subunit of ATP synthase from yet another species (Nicotiana
sylvestris). The trends in changes in protein expression across the
four treatment groups are illustrated in Figure 3. Spots 187, 769,
990, and 1041 were ascribed to genes associated with disease
resistance and were upregulated in groups C and D. Four other
proteins (spots 210, 422, 701, and 1413) identified were found to
control the biological functions of carbon metabolism, photosyn-
thesis, as well as photorespiration and cell division. Spots 457
(putative
b-galactosidase)
and
598
(carboxylase/oxygenase)
showed trends towards downregulation. The 14 protein spots were identified as belonging to 13 protein
products using matrix-assisted laser desorption/ionization tandem
time-of-flight (MALDI-TOF/TOF) MS and linear trap quadru-
pole (LTQ) MS (Table 1, Table 2 and Table S1). PLoS ONE | www.plosone.org Classic 2-DE Analysis Table 1. Differentially expressed proteins identified by DIGE and MS. DIGE spot
no. Protein description
Species
GI no. Function
Subcellular location
Theoretical MW
(Da)/pI
Experimental
MW (kDa)/pI
Peptide
Count
Protein
Score
Protein Score
C.I %
301
ATP synthase CF1-a subunit
Nicotiana sylvestris gi|78102516
energy metabolism
mitochondrial
membranes
55388/5.14
62.4/5.15
19
686
100
178
Chain A of ribulose-1,5-
bisphosphate carboxylase
oxygenase
N. tabacum
gi|515239
photosynthesis and
photorespiration
chloroplast
49526.1/6.19
70.1/6.57
14
250
100
457
putative b-galactosidase
Solanum
lycopersicum
gi|7939623
carbon metabolism
lysosome
93183.9/6.81
46.9/7.28
11
339
100
598
carboxylase/oxygenase
N. tabacum
gi|223593
carbon metabolism
cytoplasm
14490.2/4.99
40.5/5.05
5
65
78.524
769
HrBP1
N. tabacum
gi|38679323
disease resistance
cell membrane
29980/8.8
34.4/4.66
8
242
100
990
germin-like protein
N. tabacum
gi|222051768
disease resistance
cytoplasm
21408.2/5.84
28.2/5.77
4
257
100
1015
oxygen-evolving complex
33-kDa photosystem II
N. tabacum
gi|30013657
photosynthesis and
photorespiration
chloroplast
35176.9/5.63
27.9/6.17
11
284
100
1041
24 K germin-like protein
N. tabacum
gi|31711507
disease resistance
cytoplasm
21954.4/7.82
27.1/7.78
4
350
100
187
truncated N-protein
N. tabacum
gi|45544515
disease resistance
cytoplasm
74429
70.15/5.53
30
4.9e+02
4
210
putative cell cycle protein
N. tabacum
gi|82775180
cell division
nucleus
20523
68.55/7.28
22
2.8e+03
2 y
In order to make up for the shortcoming of the DIGE assay,
which involves lower loading quantities than other methods, 2-DE
analysis combined with silver staining and coomassie brilliant blue
staining was performed in three replicates on group B (tobacco
infected by TMV for 1 day) and E (tobacco treated with Dufulin
for 5 day in group B). The goal of these experiments was to
identify some low-abundance proteins by loading 800 mg of
sample in each well [12,13], and to investigate temporal changes
in protein profiles that occur during the infection of tobacco leaves
by TMV and after their 5-day treatment with Dufulin (group E). Each sample was run in gels in triplicates, and they showed a high
degree of reproducibility (Figure 4). Our quantitative image
analysis showed 21 protein spots whose intensities changed
(P,0.05) by at least 1.2-fold (Table S2 and Figure S1). The
molecular weights of the differentially expressed proteins were
mainly in areas corresponding to the MW markers 20–40 kDa. Intensities of the protein spots in group E were as high as 79.3%
relative to the group B, and their pH ranged from 4–7. Classic 2-DE Analysis g
p
p
g
In total, 21 spots representing 20 proteins were successfully
identified using MALDI-TOF/TOF MS (Table 3 and Table S3). Four proteins were annotated either as unknown and hypothet-
ical proteins, or as proteins without any specific function assigned
in the database; other proteins were identified to be associated
with photosynthesis, photorespiration, disease resistance, stress
response, as well as the metabolism of redox components, lipids,
and energy. For example, the spots 5942, 6138, 6087, 6288
6291,
6527,
6556,
and
6675
were
identified
as
proteins
associated with photorespiration and photosynthesis, while the
spots 6071, 6257, and 6388 were identified as being associated
with disease resistance. Interestingly, two spots (6388 and 6395)
were identified as HrBP1, which was also identified by DIGE/
MS to have a trend of up-regulation (Figure 3). A comparison of
our results of the 2-DE and DIGE assays showed that four
proteins [GenInfo identifier (GI) nos. 100380, 515239, 30013663,
and 38679323] were identified in both assays, indicating that our
2-DE assays complemented the DIGE assay well. However, some
proteins related to disease resistance (spots 6071 and 6257) were
identified by 2-DE/MS, but not by DIGE/MS, indicating that
the results of the two assays don’t correspond fully with each
other. 2D-DIGE Analysis The software PLoS ONE | www.plosone.org May 2012 | Volume 7 | Issue 5 | e37944 3 Enhanced Disease Resistance y
y
GE spot
o. Protein description
Species
GI no. Function
Subcellular location
Theoretical MW
(Da)/pI
Experimental
MW (kDa)/pI
Peptide
Count
Protein
Score
Protein Score
C.I %
1
ATP synthase CF1-a subunit
Nicotiana sylvestris gi|78102516
energy metabolism
mitochondrial
membranes
55388/5.14
62.4/5.15
19
686
100
8
Chain A of ribulose-1,5-
bisphosphate carboxylase
oxygenase
N. tabacum
gi|515239
photosynthesis and
photorespiration
chloroplast
49526.1/6.19
70.1/6.57
14
250
100
7
putative b-galactosidase
Solanum
lycopersicum
gi|7939623
carbon metabolism
lysosome
93183.9/6.81
46.9/7.28
11
339
100
8
carboxylase/oxygenase
N. tabacum
gi|223593
carbon metabolism
cytoplasm
14490.2/4.99
40.5/5.05
5
65
78.524
9
HrBP1
N. tabacum
gi|38679323
disease resistance
cell membrane
29980/8.8
34.4/4.66
8
242
100
0
germin-like protein
N. tabacum
gi|222051768
disease resistance
cytoplasm
21408.2/5.84
28.2/5.77
4
257
100
15
oxygen-evolving complex
33-kDa photosystem II
N. tabacum
gi|30013657
photosynthesis and
photorespiration
chloroplast
35176.9/5.63
27.9/6.17
11
284
100
41
24 K germin-like protein
N. tabacum
gi|31711507
disease resistance
cytoplasm
21954.4/7.82
27.1/7.78
4
350
100
7
truncated N-protein
N. tabacum
gi|45544515
disease resistance
cytoplasm
74429
70.15/5.53
30
4.9e+02
4
0
putative cell cycle protein
N. tabacum
gi|82775180
cell division
nucleus
20523
68.55/7.28
22
2.8e+03
2 Upregulation of the SA-mediated Signaling Pathway
Identified Using Bioinformatic Analysis of Proteomic Dat Identified Using Bioinformatic Analysis of Proteomic Data
The wealth of discrete proteomic data available today has
made their bioinformatic analysis both necessary and feasible. To
this end, proteins that were found to have differential expression
in our proteomics assay were annotated based on the Genbank
database. Excluding data for 13 redundant sequences and 2
sequences that could not be retrieved (accession codes 76869447
and
51964984),
information
related
to
33
sequences
was
downloaded from GenBank and the sequences were analyzed
using Blast2GO [14–16]. The non-redundant (NR) database was
searched using BLAST, with the E-value (expectation) set as
1e210. Our results showed that Gene Ontology (GO) codes
corresponding to 7 sequences were not annotated (Table S4). Gene Ontology (GO) categorization based on molecular function
(MF), biological process (BP) and cellular component (CC) was
done based on GO numbers of differentially expressed proteins
using BLAST (see Table S5, Table S6, Table S7, Table S8,
Figure S2, Figure S3, Figure S4, Figure S5, Figure S6 and Figure
S7). The pie graphs were made according to the distribution of
the target sequences (Figure 5A, Figure 5B, and Figure 5C). Binding activity and catalytic activity, among others, accounted May 2012 | Volume 7 | Issue 5 | e37944 4 Enhanced Disease Resistance Table 2. Differentially expressed proteins identified by DIGE and LTQ spectrometry. DIGE spot no. Protein Description
Species
GI no. Function
Subcellular
location
Peptide count
Unique
peptide count
CoverPercent
MW
PI
XC
DeltaCn
Peptide Sequence
MH+
Diff(MH+)
Charge
Rank
422
ribulose-bisphosphate
carboxylase activase
N. tabacum
gi|19992
photosynthesis and
photorespiration
Chloroplast
4
2
8.19%
25929.41
5.01
R.TDNVPEEAVVK.I
1201.309
0.39451
2
1
2.4651
0.6007
R.TDNVPEEAVVK.I
1201.309
0.48751
2
1
2.4786
0.5422
R.VYDDEVRK.W
1024.109
–0.41359
2
1
2.6064
0.5159
R.VYDDEVRK.W
1024.109
0.18941
2
1
2.2002
0.4997
701
Phosphomannomutase
N. tabacum
gi|90762161
carbon metabolism Cytoplasm
1
1
4.37%
28575.43
6.41
R.SGM*LNVSPIGR.D
1147.331
–0.93531
2
1
2.4934
0.5942
1042
24 K germin-like
protein
N. tabacum
gi|31711507
disease resistance
Cytoplasm
1
1
2.86%
21968.49
5.83
K.LNPLIK.A
697.889
0.18904
1
1
2.1532
0.3057
1413
ribulose bisphosphate
carboxylase small-subunit
precursor
N. tabacum
gi|30013663
photosynthesis and
photorespiration
Chloroplast
2
1
5.00%
20281.19
7.57
R.GFVYRENNK.S
1127.235
–0.58645
2
1
2.5666
0.539
R.GFVYRENNK.S
1127.235
0.29255
2
1
2.6403
0.4976
doi:10 1371/journal pone 0037944 t002
ne.org
5
May 201 Table 2. Differentially expressed proteins identified by DIGE and LTQ spectrometry. DIGE spot no. Protein Description
Species
GI no. PLoS ONE | www.plosone.org May 2012 | Volume 7 | Issue 5 | e37944 Gene Expression Levels of Some Differentially Expressed
Proteins Gene Expression Levels of Some Differentially Expressed
Proteins for the largest proportion of all categories of MF (Figure 5A);
metabolic process, cellular process, and response to stimulus
accounted for the largest proportion of all categories of BP
(Figure 5B); and the ratio of cells and organelles was the largest
category in CC (Figure 5C). Based on this, a directed acyclic
graph (DAG) containing MF, BP, and CC data was also made
using the Blast2GO software (Figure 6 and Figure S8). A node
with a score of 3.0 for receptor activity was found in the MF-
DAG and confirmation that the receptor was HrBP1 was done
using proteomic data. A subsequent node indicating signal
transduction functions and a score of 1.8 was also observed in
the MF-DAG (Figure 6). In addition, an initial signal transduc-
tion node with a score of 3.0 was found in the BP-DAG, and
subsequent nodes represented signal transduction and regulation
of cellular processes with node scores reaching 1.8 (Figure S8). These findings suggested to us that the antiviral effects of Dufulin
are related to signal transduction and that the receptor protein
HrBP1 could be its initial target due to the protein’s role in
signal transduction. Finally, similar to the MF-DAG and BP-
DAG results, the antiviral effects of Dufulin may be attributed to
signal transduction triggered by HrBP1. In the analysis of CC-
DAG, a node with a high score of 8.09 was found for ‘‘cell’’, and
the next node with score reaching 7.37 indicated ‘‘intracellular’’;
these results suggested that the antiviral responses are completed
within the plant cell (Figure S9). Taken together, these data
strongly suggest HrBP1 as a target protein of Dufulin and further
confirmation should be done via molecular biology methods. For many proteins that appeared to be upregulated in
proteomic assays, expression at the mRNA level was also
evaluated. Primers for these genes were designed using the Beacon
Designer
software
(Table
4). Gene
expression
levels
were
examined using semi-quantitative RT-PCR (18 Cycles) and
electrophoresis on 2.2% agarose gel. Many genes were found to
be upregulated in tobacco leaves infected with TMV and
subsequently treated with Dufulin. These changes in expression
at the mRNA level detected by RT-PCR were in accord with
changes at the protein level as indicated by DIGE and 2-DE
analyses (Figure 7). Upregulation of the SA-mediated Signaling Pathway
Identified Using Bioinformatic Analysis of Proteomic Dat Function
Subcellular
location
Peptide count
Unique
peptide count
CoverPercent
MW
PI
XC
DeltaCn
Peptide Sequence
MH+
Diff(MH+)
Charge
Rank
422
ribulose-bisphosphate
carboxylase activase
N. tabacum
gi|19992
photosynthesis and
photorespiration
Chloroplast
4
2
8.19%
25929.41
5.01
R.TDNVPEEAVVK.I
1201.309
0.39451
2
1
2.4651
0.6007
R.TDNVPEEAVVK.I
1201.309
0.48751
2
1
2.4786
0.5422
R.VYDDEVRK.W
1024.109
–0.41359
2
1
2.6064
0.5159
R.VYDDEVRK.W
1024.109
0.18941
2
1
2.2002
0.4997
701
Phosphomannomutase
N. tabacum
gi|90762161
carbon metabolism Cytoplasm
1
1
4.37%
28575.43
6.41
R.SGM*LNVSPIGR.D
1147.331
–0.93531
2
1
2.4934
0.5942
1042
24 K germin-like
protein
N. tabacum
gi|31711507
disease resistance
Cytoplasm
1
1
2.86%
21968.49
5.83
K.LNPLIK.A
697.889
0.18904
1
1
2.1532
0.3057
1413
ribulose bisphosphate
carboxylase small-subunit
precursor
N. tabacum
gi|30013663
photosynthesis and
photorespiration
Chloroplast
2
1
5.00%
20281.19
7.57
R.GFVYRENNK.S
1127.235
–0.58645
2
1
2.5666
0.539
R.GFVYRENNK.S
1127.235
0.29255
2
1
2.6403
0.4976 PLoS ONE | www.plosone.org May 2012 | Volume 7 | Issue 5 | e37944 PLoS ONE | www.plosone.org 5 Enhanced Disease Resistance Figure 4. 2-DE image analysis of total proteins from the tobacco leaves of Groups E. The spots were visualized by silver staining and
detected using the DeCyder software. Quantitative image analysis revealed the protein spots with significantly different intensity (p,0.05) (by more
than 1.5-fold) when compared with the B group. doi:10.1371/journal.pone.0037944.g004 Figure 4. 2-DE image analysis of total proteins from the tobacco leaves of Groups E. The spots were visualized by silver staining and
detected using the DeCyder software. Quantitative image analysis revealed the protein spots with significantly different intensity (p,0.05) (by more
than 1.5-fold) when compared with the B group. doi:10.1371/journal.pone.0037944.g004 PLoS ONE | www.plosone.org Enhanced Expression of Crucial Genes and Proteins in the
SA-mediated Signaling Pathway HrBP1 was identified as the first protein in the EDS/SA/
NPR1/AOX/PR signaling pathway [1]. Activation of HrBP1
leads plants to exhibit antiviral activity by generating SAR [17,18]. In addition, some molecules in downstream of the SA signaling
pathway, such as the gene of NPR1, EDS1, lipid associated
protein, PRs and phytoalexins, are regarded as markers of antiviral
responses [19,20]. Therefore, NPR1, EDS1, PR-1a and PR-5 were
examined as putative target genes in the activated state, and the
degree of SA signaling and the level of SAR were evaluated [19]. Data obtained from semi-quantitative RT-PCR indicated that
these genes were also upregulated after Dufulin was sprayed on the
leaves of N. tabacum K326 (Figure 8), revealing that Dufulin PLoS ONE | www.plosone.org May 2012 | Volume 7 | Issue 5 | e37944 6 Enhanced Disease Resistance Spot no. Protein description
Species
GI no. Function
Subcellular
location
Theoretical
Mw (Da)/pI
Experimental
Mw (kDa)/pI
Peptide
count
Protein
Score
Protein
Score
C.I %
Best Ion
Score
ratio
Regulation
tendency
5942
ribulose bisphosphate
carboxylase/oxygenase-2
(RuBisCO activase)
N. tabacum
gi|12643758 photosynthesis and
photorespiration
chloroplast
48312.5/8.14
39.14/4.40
9
217
100
76
1.28723
down
6071
lignin-forming anionic
peroxidase
N. tabacum
gi|129837
disease resistance
cytoplasm
34652.1/4.69
36.24/4.25
8
260
100
142
2.31966
down
6138
Photosystem-II stability/
assembly factor HCF 136
Ricinus communis
gi|255559812photosynthesis and
photorespiration
chloroplast
43414.9/7.11
36.01/5.40
9
209
100
99
1.28514
down
6087
ribulose-bisphosphate
carboxylase activase
N. tabacum
gi|100380
photosynthesis and
photorespiration
chloroplast
25913/5.01
36.67/6.25
8
302
100
117
1.31604
up
6095
NAD-dependent
epimerase/dehydratase
Ricinus communis
gi|255542956redox metabolism
cytoplasm
42547/8.52
66.35/6.75
8
364
100
110
1.6325
up
6257
plastid-lipid-associated
protein
N. tabacum
gi|2632088
Lipid metabolism stress
response
chloroplast
29385.4/4.83
32.00/4.55
8
377
100
89
1.98999
up
6288
oxygen-evolving complex
33-kDa photosystem-II
protein
N. tabacum
gi|30013657 photosynthesis and
photorespiration
chloroplast
35176.9/5.63
30.67/4.90
15
653
100
170
1.29081
up
6265
predicted protein
Micromonas pusilla
gi|226461019No annotation
No
annotation
272410.5/5.67
32.67/5.44
32
75
97.645
1.49341
down
6287
protein-binding protein
Ricinus communis
gi|255564826No annotation
No
annotation
37785.1/7.56
31.33/5.48
8
136
100
60
1.31604
down
6246
predicted protein
Physcomitrella patens
subsp. Patens
gi|168050023No annotation/
No
annotation
70926.8/9.06
33.34/5.78
19
78
98.972
1.49111
down
6291
chain A of ribulose-1,5-
Bisphosphate carboxylase
oxygenase
N. tabacum
gi|515239
photosynthesis and
photorespiration
chloroplast
49526.1/6.19
31.15/7.84
11
85
99.78
27
1.24821
up
6388
HrBP1
N. tabacum
gi|38679323 disease resistance
cell
membrane
29980/8.8
34.4/4.66
8
197
100
73
1.36946
6527
oxygen-evolving
enhancer protein 2-1
N. Enhanced Expression of Crucial Genes and Proteins in the
SA-mediated Signaling Pathway tabacum
gi|52000814 photosynthesis and
photorespiration
chloroplast
28634.4/6.84
26.16/4.75
7
315
100
109
1.44689
up
6563
superoxide dismutase
Nicotiana
plumbaginifolia
gi|134642
disease resistance
chloroplast
23027.5/5.53
25.40/5.66
9
323
100
78
1.35317
down
6545
predicted protein
Populus
trichocarpa
gi|224104053No annotation
No
annotation
70270.2/7.85
25.81/5.74
14
64
72.963
6
1.27646
down
6449
cytosolic isoform-like
triose phosphate
isomerase
Solanum
tuberosum
gi|77745458 energy metabolism
cytoplasm
26995/5.73
27.75/6.40
9
376
100
102
1.77561
up
6556
light-harvesting
complex I protein Lhca1
Populus
trichocarpa
gi|224109746photosynthesis and
photorespiration
chloroplast
26319.5/5.83
25.46/6.90
2
58
0
50
1.28703
up
6675
PSI-D1 precursor
Nicotiana sylvestris
gi|407769
photosynthesis and
photorespiration
thylakoid
membrane
23441.2/9.84
23.05/7.46
9
106
99.998
45
1.50195
down
PLoS ONE | www.plosone.org
7
May 2012 | Volume 7 | Issue 5 | e3 May 2012 | Volume 7 | Issue 5 | e37944 7 Enhanced Disease Resistance effectively activates the SA signaling pathway and SAR. In
addition, trend analysis of expression by western blotting indicated
that the lipid associated protein was also upregulated by Dufulin
(Figure 9). Spot no. Protein description
Species
GI no. Function
Subcellular
location
Theoretical
Mw (Da)/pI
Experimental
Mw (kDa)/pI
Peptide
count
Protein
Score
Protein
Score
C.I %
Best Ion
Score
ratio
Regulation
tendency
6395
HrBP1
N. tabacum
gi|38679323 disease resistance
cell
membrane
29980/8.8
28.55/5.66
9
201
100
66
2.05393
down
6818
chain ‘s’ of ribulose-1,5-
bisphosphate carboxylase
oxygenase
N. tabacum
gi|230922
photosynthesis and
photorespiration
chloroplast
14550.2/5.19
19.95/4.15
7
213
100
68
1.6636
up
6883
putative ribulose
bisphosphate carboxylase
small subunit precursor
N. tabacum
gi|30013663 photosynthesis and
photorespiration
chloroplast
20268.1/7.57
18.75/3.55
7
162
100
27
1.38414
up Induction of PR-1a Gene Expression by Dufulin and Other
Inducers of SAR BTH and exogenous SA were known as inducers of SAR [21–
23]. BTH was the first successful commercial plant activator,
whose target of action has been shown to fall between NPR1 and
the SA molecules [21,22]. Exogenous administration of SA on
plants can increase the levels of SA, promote NPR1 expression and
ultimately increase the amount of PR protein [23]. In order to
better understand the antiviral activity and application of Dufulin,
we decided to compare the effect of Dufulin with that of BTH and
exogenous SA on the expression level of PR-1a. The three
compounds were sprayed onto the leaves of N. tabacum K326 at
500 mg/mL, respectively, and the expression status of PR-1a was
determined at different time points by real time PCR (Figure 10
and Figure S10). Interestingly, expression of PR-1a was found to
commence the fastest in the Dufulin treatment group, followed by
the BTH and the exogenous SA treatment groups. Maximal
expression of PR-1a occurred at 9, 9 and 6 days in the BTH,
Dufulin and exogenous SA treatment groups, respectively. Over
the course of 12 days, PR-1a expression was maintained the
longest in the BTH treatment group, followed by the Dufulin
treatment
group
and
the
exogenous
SA
treatment
group
(Figure 11). Protective Activity of Dufulin Against TMV-induced
Lesions TMV, the most common pathogen in China affecting tobacco,
tomato, cucumber, and potato, was selected for evaluation of
antiviral bioactivity of Dufulin [24]. The ability of the antiviral
agent to protect plants against local lesions caused by TMV was
examined in our assays [25]. Varying concentrations of Dufulin
were sprayed onto the tobacco leaves of 8-week-old N. glutinosa
plants, and TMV inoculation was performed 5 days later. Dimethyl sulfoxide (DMSO; 0.05%) was used as the solvent
control (the CK treatment group) (Figure 12A, Figure 12B). The
average numbers of local lesions were 3.260.14, 2.660.14,
2.160.12, 1.660.11, and 1.160.09 lesions/cm2 for 100, 200,
300, 400, and 500 mg/mL administration of Dufulin, respectively
(Figure 12A, Figure 12B). These values were significantly lower
than those in the CK treatment group (3.660.13 lesions/cm2)
(Figure 12C). Our results demonstrate that Dufulin inhibits lesions
caused by TMV in a dose-dependent manner. Discussion HrBP1 and the harpin-like binding protein are both found in
plant cell walls and belong to a family of complex receptors. Activated HrBP1 can act upstream of the SA, JA, and ethylene
(ETH) signaling pathways in plant cells [1]. Activation of HrBP1
can thus induce resistance against viruses, bacteria, fungi and pests
in plants, and improve plant growth and development via those
signaling pathways [5]. Here, we show that Dufulin can upregulate the expression of
HrBP1 and activate the SA signaling pathway, leading to the
upregulation of PR-1a and PR-5. Other studies have shown that
the SA signaling pathway is closely associated with antiviral
resistance of host plants and that its downstream molecules are
PRs [21] and PAL protective enzymes [26], among which PR-1a
and PR-5 are closely related to antiviral resistance [27]. Earlier PLoS ONE | www.plosone.org May 2012 | Volume 7 | Issue 5 | e37944 8 Enhanced Disease Resistance Figure 5. Pie graphs illustrating the distribution of target sequences based on their annotation in KEGG. (A) Based on their annotated
molecular function (MF), the genes were classified as ‘‘transporter activity’’, ‘‘molecular transducer activity’’, ‘‘nutrient reservoir activity’’, or ‘‘catalytic
activity’’. (B) Based on their annotated involvement in various biological processes (BP), genes were classified as ‘‘response to stimulus’’, ‘‘localization’’,
‘‘biological regulation’’, ‘‘cellular process’’, and ‘‘metabolic process’’. (C) Based on their annotated localization in various cellular components (CC),
genes were classified as ‘‘cell’’, ‘‘organelle’’, and ‘‘macromolecular complex’’. doi:10.1371/journal.pone.0037944.g005 Figure 5. Pie graphs illustrating the distribution of target sequences based on their annotation in KEGG. (A) Based on their annotated
molecular function (MF), the genes were classified as ‘‘transporter activity’’, ‘‘molecular transducer activity’’, ‘‘nutrient reservoir activity’’, or ‘‘catalytic
activity’’. (B) Based on their annotated involvement in various biological processes (BP), genes were classified as ‘‘response to stimulus’’, ‘‘localization’’,
‘‘biological regulation’’, ‘‘cellular process’’, and ‘‘metabolic process’’. (C) Based on their annotated localization in various cellular components (CC),
genes were classified as ‘‘cell’’, ‘‘organelle’’, and ‘‘macromolecular complex’’. doi:10.1371/journal.pone.0037944.g005 and enhancement of antiviral activity by Dufulin were mediated
via HrBP1 activation. In addition, a protective assay based on
counting of lesions also indicated that Dufulin had protective
effects against TMV. Taken together, these results show that
Dufulin is an immunoactivator of SAR that confers antiviral
activity to cells via regulation of the SA signaling pathway. Discussion The
findings of this research lay the groundwork for developing a
molecular model for selection of antiviral drugs based on the SA
signaling pathway. studies demonstrated that Dufulin can induce resistance in tobacco
by activating PAL, peroxidase (POD), and superoxide dismutase
(SOD). The results of the current study extend those findings by
revealing that Dufulin induces antiviral resistance in the host plant
by activating HrBP1 to trigger the SA signaling pathway, thereby
producing SAR [9]. We further analyzed the activation of the SA signaling pathway
by Dufulin and other known immunoactivators. We found that the
time of induction of PR-1a expression after Dufulin treatment was
quicker than that after exogenous SA application, and the
maximal level of PR-1a gene expression in the Dufulin treatment
group was higher than that in the exogenous SA treatment group. In addition, PR-1a gene expression persisted longer in the Dufulin
treatment group than that in the SA and BTH treatment groups. Moreover, a full set of methods that combine proteome technology
and bioinformatics was created to identify the target of the drug
[28–30]. To our knowledge, this is the first example of a study
combining aspects of modern biotechnology, namely proteomics
and bioinformatics, and molecular biology to find a drug’s target
of action against a plant viral disease. Plant Materials and Growth Conditions Nicotiana tabacum K-326 and N. glutinosa seeds were purchased from
the Laboratory of Germplasm Genetic Resources of the Tobacco
Research Institute, Chinese Academy of Agricultural Sciences. TMV was obtained from the Wuhan Institute of Virology at the
Chinese Academy of Sciences, and its source was preserved in an N. tabacum K-326 plant over an extended period. The extraction and
purification of TMV were carried out as previously described by
Gooding [31]. N. tabacum K-326 and N. glutinosa were grown in a
disease-free greenhouse, and 12-week-old plants were used for the
study. The temperature and humidity levels in the greenhouse were
maintained close to 25uC and 60%, respectively. In summary, this study used DIGE and 2-DE in combination
with MS techniques and the Kyoto Encyclopedia of Genes and
Genomes (KEGG) to identify HrBP1 as a possible target protein of
Dufulin. Our result was verified by western blotting assays against
lipid associated protein, and the downstream signaling pathway
was identified by RT-PCR analysis of the related genes NPR1,
EDS1, PR-1a and PR-5. All results obtained using our proteomics
and molecular biology methods indicated that acquisition of SAR Materials and Methods Plant Materials and Growth Conditions Protein Sample Preparation for Proteomic Analysis The leaf samples were divided into six groups: group A (control),
healthy tobacco leaves; group B, tobacco leaves infected with PLoS ONE | www.plosone.org May 2012 | Volume 7 | Issue 5 | e37944 9 Figure 6. Pathway analysis of the target of Dufulin in mediating anti-viral responses using MF-DAG. Nodes are colored according to
their score values. The DAGs of BP and CC are shown in Figures S7 and S8. doi:10.1371/journal.pone.0037944.g006
Enhanced Disease Resistance Enhanced Disease Resistance Figure 6. Pathway analysis of the target of Dufulin in mediating anti-viral responses using MF-DAG. Nodes are colored according to
their score values. The DAGs of BP and CC are shown in Figures S7 and S8. doi:10.1371/journal.pone.0037944.g006 TMV for 24 h; group C, tobacco leaves infected with TMV for
24 h and then treated with Dufulin for 24 h; group D, tobacco
leaves infected with TMV and subsequently treated with Dufulin
for 72 h; group E, tobacco leaves infected with TMV and then
treated with Dufulin for 120 h; and group F, tobacco leaves
infected with TMV for 120 h. The tobacco leaves were first
washed with sterile water at room temperature and then
inoculated with TMV. Powdered Dufulin was dissolved in an
appropriate amount of dimethyl formamide (DMF) and mixed in phosphate-buffered saline (PBS) with 1% Tween-20 to obtain
500 mg/L solutions. The dried leaves were sprayed with Dufulin
at a concentration of 500 mg/L at 24 h intervals. Samples of
tobacco leaves were removed from the main leaf vein, frozen in
liquid nitrogen, and stored at 280uC before use. Total proteins were extracted from groups A–E using a
modified trichloroacetic acid/acetone procedure as follows [10–
12]. The samples were ground into a fine powder in liquid
nitrogen, transferred into a tube containing 25 mL of trichlor-
oacetic acid/acetone (1:9, v/v) as well as 65 mM dithiothreitol,
and then precipitated at –20uC for more than 1 h. The samples
were centrifuged at 10,000 rpm at 4uC for 45 min, and the
supernatants were discarded. Twenty-five milliliters of acetone
was added to the precipitate, and the solutions were stored at
220uC for 1 h and centrifuged at 10,000 rpm at 4uC for 45 min,
after which the supernatant was removed. The precipitate was
vacuum-dried, weighed, and stored at 280uC. 2D-DIGE and Image Analysis conditions using 50 mg of protein and 400 pmol of fluorescent
dyes. The reaction was terminated by adding 1 mL of 10 mM
lysine after 10 min. The internal standard was labeled with Cy2,
half the number of samples from each group was labeled with Cy3,
and the remaining half was labeled with Cy5. The multiplexing of
all samples was also randomized separately to keep the results
unbiased, as shown in Table 4. IPG strips (pH 3–10, 13 cm)
(http://www.gelifesciences.com/) were cup-loaded with 50 mg of
protein of each of the Cy2-, Cy3-, and Cy5-labeled samples in a
buffer containing 7 M urea, 2 M thiourea, 2% (w/v) CHAPS,
65 mM dithiothreitol, and 1% (v/v) IPG buffer. Isoelectric
focusing was carried out under the following conditions: 12 h at
30 v, 1 h at 500 v, 1 h at 1000 v, 8 h at 8000 v, and 4 h at 500 v. Sodium dodecyl sulfate–polyacrylamide gel electrophoresis (SDS-
PAGE) was carried out on a 12.5% gel using Hoefer SE600
(Hoefer-GE Healthcare Apparatuses). Second-dimension SDS-
PAGE was run by overlaying the strips on 12.5% isocratic
Laemmli gel (13613 cm) cast in low-fluorescence glass plates on
an Ettan DALT VI system. Gels were run at 20uC at a constant
power of 2.5 W/gel for 30 min, followed by constant power of
17 W/gel until the bromophenol blue tracking front ran off the
gel. Fluorescence images of the gels were acquired on a Typhoon
9400 scanner. Cy2, Cy3, and Cy5 images for each gel were
scanned at excitation/emission wavelengths of 488/520, 532/580,
and 633/670 nm, respectively, at 100 mm resolution, yielding 27
images. Protein spots in both the analytical and preparative gels
were observed using the silver staining procedure as described
previously [13]. Spot identification, background elimination, point
matching, and differential analysis of the protein spots were
completed using a 2D DeCyder software (Differential In-Gel
Analysis and Biological Variance Analysis Version 4.0; Amersham conditions using 50 mg of protein and 400 pmol of fluorescent
dyes. The reaction was terminated by adding 1 mL of 10 mM
lysine after 10 min. The internal standard was labeled with Cy2,
half the number of samples from each group was labeled with Cy3,
and the remaining half was labeled with Cy5. The multiplexing of
all samples was also randomized separately to keep the results
unbiased, as shown in Table 4. 2D-DIGE and Image Analysis IPG strips (pH 3–10, 13 cm)
(http://www.gelifesciences.com/) were cup-loaded with 50 mg of
protein of each of the Cy2-, Cy3-, and Cy5-labeled samples in a
buffer containing 7 M urea, 2 M thiourea, 2% (w/v) CHAPS,
65 mM dithiothreitol, and 1% (v/v) IPG buffer. Isoelectric
focusing was carried out under the following conditions: 12 h at
30 v, 1 h at 500 v, 1 h at 1000 v, 8 h at 8000 v, and 4 h at 500 v. Sodium dodecyl sulfate–polyacrylamide gel electrophoresis (SDS-
PAGE) was carried out on a 12.5% gel using Hoefer SE600
(Hoefer-GE Healthcare Apparatuses). Second-dimension SDS-
PAGE was run by overlaying the strips on 12.5% isocratic
Laemmli gel (13613 cm) cast in low-fluorescence glass plates on
an Ettan DALT VI system. Gels were run at 20uC at a constant
power of 2.5 W/gel for 30 min, followed by constant power of
17 W/gel until the bromophenol blue tracking front ran off the
gel. Fluorescence images of the gels were acquired on a Typhoon
9400 scanner. Cy2, Cy3, and Cy5 images for each gel were
scanned at excitation/emission wavelengths of 488/520, 532/580,
and 633/670 nm, respectively, at 100 mm resolution, yielding 27
images. Protein spots in both the analytical and preparative gels
were observed using the silver staining procedure as described
previously [13]. Spot identification, background elimination, point
matching, and differential analysis of the protein spots were
completed using a 2D DeCyder software (Differential In-Gel
Analysis and Biological Variance Analysis Version 4.0; Amersham According to the instructions provided with the Bio-Rad Protein
Assay
Kit
(http://www.bio-rad.com/LifeScience/pdf/
Bulletin_9004.pdf), the concentrations of all the samples were
adjusted to 5 mg/mL. An internal standard was prepared by
mixing equal amounts of all samples to eliminate systemic and
inherent biological variations. The samples and internal standards
were labeled with DIGE dyes for 30 min in an ice bath under dark Figure 8. Gene expression analysis of crucial components of
the SA signaling pathway by semi-quantitative RT-PCR. The
genes encoding EDS1, NPR1, PR-1a and PR-5 were analyzed. Semi-
quantitative RT-PCR was performed using gene-specific primers, and b-
actin, EF-1a and 18S ribosomal RNA genes were selected as internal
controls. doi:10.1371/journal.pone.0037944.g008 Figure 8. Gene expression analysis of crucial components of
the SA signaling pathway by semi-quantitative RT-PCR. The
genes encoding EDS1, NPR1, PR-1a and PR-5 were analyzed. Protein Sample Preparation for Proteomic Analysis A total of 500 mg
of dry powder samples was added to 500 mL of DIGE lysis buffer
containing
7 M
urea,
2 M
thiourea,
4%
CHAPS
(3-[(3-
cholamidopropyl) dimethylammonio]-1-propanesulfonate), and
0.2% immobilized pH gradient (IPG) buffer. The ratio of the
volume of the lysis buffer and that of the enzyme inhibitors was
maintained at 50:1 and the mixture was stirred to homogeneity
before spinning at 12,000 rpm at 4uC for 1 h. The supernatant
was collected and filtered using a 0.22 mm filter to obtain a clear
solution. The pH of the supernatant was adjusted to 8.0 for the
DIGE experiment. Table 4. 2D-DIGE experimental design. Number of the
gel
Cy2
Cy3/Cy5
Cy5/Cy3
1
Pool
A2
B3
2
Pool
B2
C3
3
Pool
C2
A4
4
Pool
B5
C4
5
Pool
B4
A5
6
Pool
C5
A3
Each gel was loaded with 50 mg of the Cy2-labeled protein pool from all
samples (as an internal standard), 50 mg of the Cy3-labeled sample, and 50 mg
of the Cy5-labeled sample, as indicated. doi:10.1371/journal.pone.0037944.t004 Table 4. 2D-DIGE experimental design. Each gel was loaded with 50 mg of the Cy2-labeled protein pool from all
samples (as an internal standard), 50 mg of the Cy3-labeled sample, and 50 mg
of the Cy5-labeled sample, as indicated. doi:10.1371/journal.pone.0037944.t004 May 2012 | Volume 7 | Issue 5 | e37944 10 PLoS ONE | www.plosone.org Enhanced Disease Resistance Figure 7. Gene expression analysis of differentially expressed proteins from the proteomics assay by semi-quantitative RT-PCR. Genes encoding the 26 different proteins listed in Table 5 were analyzed. Semi-quantitative RT-PCR was performed using gene-specific primers, and
b-actin, EF-1a and 18S ribosomal RNA genes were used as internal controls. doi:10.1371/journal.pone.0037944.g007 Figure 7. Gene expression analysis of differentially expressed proteins from the proteomics assay by semi-quantitative RT-PCR. Genes encoding the 26 different proteins listed in Table 5 were analyzed. Semi-quantitative RT-PCR was performed using gene-specific primers, and
b-actin, EF-1a and 18S ribosomal RNA genes were used as internal controls. doi:10.1371/journal.pone.0037944.g007 Figure 7. Gene expression analysis of differentially expressed proteins from the proteomics assay by semi-quantitative RT-PCR. Genes encoding the 26 different proteins listed in Table 5 were analyzed. Semi-quantitative RT-PCR was performed using gene-specific primers, and
b-actin, EF-1a and 18S ribosomal RNA genes were used as internal controls. doi:10.1371/journal.pone.0037944.g007 2D-DIGE and Image Analysis Semi-
quantitative RT-PCR was performed using gene-specific primers, and b-
actin, EF-1a and 18S ribosomal RNA genes were selected as internal
controls. doi:10.1371/journal.pone.0037944.g008 doi:10.1371/journal.pone.0037944.g008 PLoS ONE | www.plosone.org PLoS ONE | www.plosone.org May 2012 | Volume 7 | Issue 5 | e37944 11 Enhanced Disease Resistance Figure 9. Protein expression analysis of plastid-lipid-associated proteins by western blot. (A). Semi-quantitative western blot of plastid-
lipid-associated proteins. The letters a, b, c, d, and e represent the treatment groups described previously in ‘‘Experimental Procedures’’. (B) Standard
protein samples (5, 10 and 20 mg) were loaded on the well and analyzed by western blotting. (C) Optical density values obtained from the imaging
software. The protein ratios were extrapolated using linear regression analysis and expressed as mean 6 SD (n = 4). Error bars represent standard
deviation (SD). Asterisks indicate values significantly different from the mean at P,0.05. (D) Linear regression was used to quantify the differences
between the bands in (B). doi:10.1371/journal.pone.0037944.g009 Figure 9. Protein expression analysis of plastid-lipid-associated proteins by western blot. (A). Semi-quantitative western blot of plastid-
lipid-associated proteins. The letters a, b, c, d, and e represent the treatment groups described previously in ‘‘Experimental Procedures’’. (B) Standard
protein samples (5, 10 and 20 mg) were loaded on the well and analyzed by western blotting. (C) Optical density values obtained from the imaging
software. The protein ratios were extrapolated using linear regression analysis and expressed as mean 6 SD (n = 4). Error bars represent standard
deviation (SD). Asterisks indicate values significantly different from the mean at P,0.05. (D) Linear regression was used to quantify the differences
between the bands in (B). d i 10 1371/j
l
0037944 009 2-DE and Image Analysis Biosciences, Piscataway, NJ). The biological variation analysis
module was used for inter-gel matching of the internal standard,
and all the gel samples were subjected to comparative cross-gel
statistical analysis based on spot volumes with a t-test. P value
,0.01 was considered statistically significant. Importantly, spots
corresponding to the same protein were identified in different gels
and their trends of up-regulation and down-regulation were
validated in all the gels in order to avoid false positives. At least
three sets of gels were run for each sample. Although the DIGE experiments exhibited high sensitivity and
good reproducibility, it was not effective in identifying low-
abundance proteins as the loading volume in DIGE was
significantly lower than that in traditional 2-DE. The total loading
sample size was 150 mg for 3 samples labeled with Cy2, Cy3 and
Cy5 in the DIGE experiments, but the total loading sample size
was 800 mg for each sample in 2-DE. The traditional 2-DE test
was introduced to overcome this shortcoming of lower loading Figure 10. Standard curves for the PR-1a gene obtained in real-time PCR assays. Ct values represent the mean of 10 measurements and are
shown on the y-axis, whereas differential concentrations are shown on the x-axis. Error bars represent standard deviation (SD). doi:10.1371/journal.pone.0037944.g010 Figure 10. Standard curves for the PR-1a gene obtained in real-time PCR assays. Ct values represent the mean of 10 measurements and are
shown on the y-axis, whereas differential concentrations are shown on the x-axis. Error bars represent standard deviation (SD). doi:10.1371/journal.pone.0037944.g010 PLoS ONE | www.plosone.org May 2012 | Volume 7 | Issue 5 | e37944 12 Enhanced Disease Resistance Figure 11. PR-1a gene expression analysis by qPCR. (A) Quantitative real-time PCR was performed using gene-specific primers (listed in Table 5)
and the SYBR Green Realtime Master Mix. Expression ratios of the PR-1a gene in plants treated with BTH, Dufulin and exogenous SA at 500 mg/mL at
0, 3, 6, 9 and 12 days. Asterisks indicate statistically significant difference (P,0.05). The different lowercase letters indicate PR-1a expression values
that are significantly different between the different treatment groups at the same treatment time at P,0.05. (B) Molecular structures of Dufulin, BTH
and SA. doi:10 1371/journal pone 0037944 g011 Figure 11. PR-1a gene expression analysis by qPCR. (A) Quantitative real-time PCR was performed using gene-specific primers (listed in Table 5)
and the SYBR Green Realtime Master Mix. 2-DE and Image Analysis Expression ratios of the PR-1a gene in plants treated with BTH, Dufulin and exogenous SA at 500 mg/mL at
0, 3, 6, 9 and 12 days. Asterisks indicate statistically significant difference (P,0.05). The different lowercase letters indicate PR-1a expression values
that are significantly different between the different treatment groups at the same treatment time at P,0.05. (B) Molecular structures of Dufulin, BTH
and SA. d i 10 1371/j
l
0037944 011 doi:10.1371/journal.pone.0037944.g011 volume in DIGE. Expression profiles were acquired by comparing
the results between groups B and E, and results were obtained
using both 2-DE and DIGE. For the comparative analysis, samples
from these groups were first separated by 2-DE according to the
conventional method [13,32]. The gel was then stained via the
silver staining method to identify protein spots with differential
expression. The protein spots found by silver staining were excised
from another SDS-PAGE gels dyed with coomassie brilliant blue,
then identified by MS. Image analysis was done using the
DeCyder differential analysis software (Version 4.0, Amersham
Biosciences). modifications in terms of oxidation (of Met). A peptide tolerance
level of 100 ppm, a fragment mass tolerance of 60.5 Da, and a
peptide charge of 1+ were selected for the study. Only significant
hits, as defined by the MASCOT probability analysis (P,0.05),
were accepted. Thirty-one protein spots were identified using the AB SCIEX
4700 Proteomics Analyzer, which was operated in reflection mode
and calibrated using AB SCIEX 4700 Calibration Mixture
(Applied Biosystems, Foster City, CA). The data obtained from
MALDI-TOF/TOF MS/MS was analyzed by GPS Explorer
software (version 2.0, Applied Biosystems). Both MS and MS/MS
data were acquired with a neodymium:yttrium–aluminum–garnet
laser at a sampling rate of 200 Hz. The MS/MS mode was
operated at 1 kV of collision energy. Collision-induced dissocia-
tion was carried out using air as the collision gas. For MS spectra,
the peaks were calibrated using trypsin auto-digestion peaks and
subsequently smoothed. The signal-to-noise criterion was set at 25
or greater. Monoisotopic masses were processed for identification. For MS/MS spectra, the peaks were calibrated by default and
smoothed. All the peaks were de-isotoped. Protein Digestion and Protein Identification by MS g
y
Protein spots were excised from several gels stained with
coomassie brilliant blue, destained in 30 mM potassium ferricy-
anide/100 mM sodium thiosulfate (1:1, v/v) for 20 min, and
subsequently with Milli-Q water. The spots were incubated in
0.2 M NH4HCO3 for 20 min and then lyophilized. Each spot was
digested overnight in 2 mL of 12.5 ng/mL trypsin in 0.1 M
NH4HCO3. The peptides were extracted thrice with a mixture of
50% acetonitrile and 0.1% trifluoroacetic acid. The digests of the
main protein spots were analyzed on a MALDI-TOF/TOF mass
spectrometer (AB SCIEX 4700 Proteomics Analyzer, USA) and a
Finnigan linear ion trap quadrupole mass spectrometer (LTQ;
ThermoQuest, San Jose, CA, USA). Tryptic digests were prepared
according to the manufacturer’s instructions (AB SCIEX 4700
Proteomics Analyzer, USA). Tandem MS (MS/MS) data were
acquired with a nitrogen laser at a sampling rate of 25 Hz. The
data obtained were submitted to the MASCOT software for
protein identification. The NR Protein Database (6,122,577
sequences; 209,623,0148 residues) of the National Center for
Biotechnology
Information
(NCBI-nr
20080221)
was
then
searched with reference to green plants. The other parameters
involved in the search were trypsin, one missed cleavage, fixed
modifications of the carbamidomethyl (C) group, and variable Four additional protein spots were identified using the Finnigan
LTQ mass spectrometer (ThermoQuest) coupled with a Surveyor
HPLC system (ThermoQuest). Reversed-phase HPLC was con-
ducted using a Surveyor LC system (Thermo Finnigan, San Jose,
CA) on a C18 column (RP, 180 mm6150 mm; BioBasicH C18,
5 mm, Thermo Hypersil-Keystone). The pump flow rate was
divided 1:120 to achieve a column flow rate of 1.5 mL/min. Mobile phase A consisted of 0.1% formic acid in water, whereas
mobile phase B consisted of 0.1% formic acid in acetonitrile. The
tryptic peptide mixtures were eluted using a gradient of 2%–98%
B over 60 min. The temperature of the heated capillary was set at
170uC. A voltage of 3.4 kV applied to the electrospray ionization
needle resulted in a distinct signal. The normalized collision
energy was 35.0. The mass spectrometer was set up in such a way
that one full scan was followed by three MS/MS scans on the PLoS ONE | www.plosone.org P May 2012 | Volume 7 | Issue 5 | e37944 PLoS ONE | www.plosone.org 13 Enhanced Disease Resistance Figure 12. Dufulin-induced virus resistance in N. glutinosa. (A) Local lesions in the leaves of N. Protein Digestion and Protein Identification by MS glutinosa after inoculation of 0.05% DMSO
solution (the CK treatment group). (B) Local lesions in the leaves of N. glutinosa after inoculation with Dufulin at 500 mg/mL. Small white needle-like
points evenly distributed on the leaves represent silicon carbide. (C) Number of local lesions. Values are expressed as the mean of at least 5 replicates. Asterisks indicate statistically significant differences at P,0.05 (*) and P,0.01 (**) when compared with the controls. doi:10.1371/journal.pone.0037944.g012 Figure 12. Dufulin-induced virus resistance in N. glutinosa. (A) Local lesions in the leaves of N. glutinosa after inoculation of 0.05% DMSO
solution (the CK treatment group). (B) Local lesions in the leaves of N. glutinosa after inoculation with Dufulin at 500 mg/mL. Small white needle-like
points evenly distributed on the leaves represent silicon carbide. (C) Number of local lesions. Values are expressed as the mean of at least 5 replicates. Asterisks indicate statistically significant differences at P,0.05 (*) and P,0.01 (**) when compared with the controls. doi:10.1371/journal.pone.0037944.g012 Figure 12. Dufulin-induced virus resistance in N. glutinosa. (A) Local lesions in the leaves of N. glutinosa after inoculation of 0.05% DMSO
solution (the CK treatment group). (B) Local lesions in the leaves of N. glutinosa after inoculation with Dufulin at 500 mg/mL. Small white needle-like
points evenly distributed on the leaves represent silicon carbide. (C) Number of local lesions. Values are expressed as the mean of at least 5 replicates. Asterisks indicate statistically significant differences at P,0.05 (*) and P,0.01 (**) when compared with the controls. doi:10.1371/journal.pone.0037944.g012 three
most
intense
ions
in
the
spectrum. The
Dynamic
ExclusionTM settings were as follows: repeat count, 2; repeat
duration, 0.5 min; and exclusion duration, 2.0 min. proteins was done based on their GO numbers using the BLAST
software. Bioinformatic Analysis g
y
Leaves of N. tabacum K-326 plants were ground to a fine
powder in liquid nitrogen and homogenized in an ice-cold
mortar with homogenization buffer (200 mM NaCl, 1 mM
EDTA, 0.2% Triton X-100, and 100 mM Tris–HCl, pH 7.8)
supplemented with Complete Protease Inhibitor Cocktail (Roche,
Basel) with 4% b-mercaptoethanol (2-ME). The homogenate was
centrifuged at 12,000 g for 10 min at 4uC. The supernatant
containing the target protein was measured and determined
using the Bradford assay. Extracted proteins of the same amount
in each treatment group were analyzed by SDS-PAGE followed
by
western
blotting. Proteins
were
electrotransferred
to
a
Hybond-P membrane (Amersham 13 Biosciences, Little Chal-
font, UK) and detected using antibodies against lipid-associated
proteins (1:1500) as well as anti-rabbit IgG (alkaline phosphatase
conjugate) antibody raised in goat (1:3000; SIGMA). Antibodies For the overall analysis of the data generated from the
proteomic studies and the rapid identification of the target, a
novel bioinformatics-based approach was used. The functional
categories of the proteins were defined according to the GO
database. The sequences were downloaded from GenBank based
on their genInfo identifier (GI) number, and 13 redundant data
were discarded. Furthermore, the sequence information for GI
entries
76869447
and
51964984
were
not
acquired. The
sequences were analyzed using the Blast2GO procedure [14–
16], and the NR database was searched using BLAST with the E-
value fixed at 1e210. The GO numbers corresponding to the
sequences were acquired through the abovementioned method,
and the categorization (MF, BP and CC) of differentially expressed PLoS ONE | www.plosone.org PLoS ONE | www.plosone.org May 2012 | Volume 7 | Issue 5 | e37944 14 Enhanced Disease Resistance Table 5. Primer sequences used in semi-quantitative RT-PCR and qPCR. Table 5. Primer sequences used in semi-quantitative RT-PCR and qPCR. Spot no. Bioinformatic Analysis GI
Gene name
Forward primer
Reverse primer
Product (bp)
178
U35619.1
bisphosphate carboxylase oxygenase
59-gtgcaaacattttggcaatg-39
59-attcagcaactgcatctgga-39
178
187
U15605.1
truncated N protein
59-ggggagtcggtaaaacaaca-39
59-cagagagaagggcattttgc-39
153
210
AJ866275.1
putative cell cycle protein
59-tggtaccgggaacttcagtc-39
59-tggtcacagagctccatttg-39
228
301
NC_001879
ATP synthase CF1 alpha subunit
59-aaaagggcttctgcttcctc-39
59-aaaagggcttctgcttcctc-39
153
422
Z14980.1
ribulose-bisphosphate carboxylase activase
59-cggagaattggaaagtggaa-39
59-acgtttgtcgggttatcagc-39
219
457
AJ250431.1
beta-galactosidase
59-agcctggaactgattgtgct-39
59-tggttgggactttttcttgg-39
240
598
gi|223593
carboxylase/oxygenase
59-tcagatcaagggcattttcc-39
59-caagcgccatatcagcatta-39
240
701
DQ442995
Phosphomannomutase
59-agcacctcgcaaggaagtta-39
59-tccttgagcttctcgtctcc-39
240
769
AY383625.1
harpin binding protein
59-aatttgccagtcgggtattg-39
59-caatttccacctcccttgaa-39
247
990
AB449366
germin like protein
59-ggcttagtgcagctggaaac-39
59-cagggtgagtgtgaaatgga-39 153
1015
AY220076.1
oxygen evolving complex photosystem II
59-acctgcagttgaggtctgct-39
59-catttgctcctgagacgaca-39
180
1041
gi|31711507
24 K germin-like protein
59-cgatttctgtgttggggact-39
59-ggtgtgactgcggctttaat-39
150
5942
gi|12643758
ribulose bisphosphate carboxylase/oxygenase-2
(RuBisCO activase)
59-tgttcctgctgaagacgttg-39
59-agttggtggtccgtcaaaag-39
175
6071
J02979.1
lignin-forming peroxidase
59-agcccttgcatctgaaattg-39
59-ttccaaatgtgtgtgcacct-39
215
6095
gi|255542955
NAD-dependent epimerase/dehydratase
59-gcaggcaaaaggagcactac-39
59-ggtctgattcacctggcaat-39
179
6138
XM_002520879 stability/assembly factor HCF 136
59-acatccaatgggggatacaa-39
59-cggcttgagacagcaacata-39
164
6257
Y15489
plastid-lipid-associated protein
59-agcagaggaagaaccaccaa-39
59-ctcggtaggagcaggagttg-39 178
6288
AY220076.1
complex 33-kDa photosystem-II protein
59-acctgcagttgaggtctgct-39
59-catttgctcctgagacgaca-39
180
6388
AM087457.1
chloroplast cysteine synthase 1
59-cttattgttgccgtggacct-39
59-gcaatgtttgcaacacaacc-39
157
6449
DQ222496.1
cytosolic isoform of triosephosphate isomerase
59-gttgtgagccctccatttgt-39
59-ccaaaattacccacggaatg-39
163
6527
gi|52000814
oxygen-evolving enhancer protein 2-1
59-gtagcgatcgccttcttgac-39
59-ttggggttaataggggaagg-39 204
6545
AB120535
CDK-5 regulatory subunit associated
59-gtcaagcaaaggaggctcac-39
59-atgacaccctatggcctctg-39
169
6556
X64198
photosystem I light-harvesting chlorophyll
a/b-binding protein
59-gtttccccctctgtcctctc-39
59-gggcagaaccatcaaggtaa-39 151
6563
AB093097
Superoxide dismutase
59-agctacatgacgccatttcc-39
59-ccctgtaaagcagcaccttc-39
238
6675
D13718.1
PSI-D1 precursor
59-ctcaaattggcccgtaaaga-39
59-tgaaattctgcccaactcct-39
181
6883
AY220079.1
carboxylase small subunit precursor protein
59-catggttgcacctttcactg-39
59-ttccaaacaaggaacccatc-39
238
AF480488
NPR1
59-tagcgtattgcgatgcaaag-39
59-ttccatcggatgtcagatca-39
180
AF480489
EDS1
59-aggccgaagcgttataggtt-39
59-aaaacatcatcgcccagaag-39
203
X05959.1
PR-1a
59-caatacggcgaaaacctagctga -39 59- cctagcacatccaacacgaa-39 170
X03913
PR-5
59-gcttccccttttatgccttc-39
59-cctgggttcacgttaatgct-39
150
reference gene
GQ339768.1
b-actin
59-ttgtccgtgacatgaaggag-39
59-atcatggatggctggaagag-39 178
reference gene
AF120093.1
EF-1a
59-ctctcaggctcccacttcag-39
59-aagagcttcgtggtgcatct-39
164
reference gene
HQ384692.1
18S ribosomal RNA gene
59-atggccgttcttagttggtg-39
59-tgtcggccaaggctataaac-39
235 doi:10.1371/journal.pone.0037944.t005 were diluted in 5% non-fat milk in TBS-T buffer. The color
reaction was terminated by adding nitroblue tetrazolium (NBT)
(50 mg/mL) and 5-bromo-4-chloro-3-indolyl phosphate (BCIP)
(50 mg/mL), and the blotting membrane was analyzed using
Bio-Rad GelDoc XR [33,34]. ribosomal RNA genes were designed with the Beacon Designer
software using the gene sequences obtained from GenBank
(Table 5). The primers were synthesized (Takara) and plasmid
transformation and cloning were conducted using a pGEM-T
Cloning Kit (Tiangen Biotech, Beijing, China). Plasmid standards
were diluted 10-fold and calculated according to the following
formulas: Supporting Information Additional supporting information may be found in the online
version of this article. Figure S9
DAG of CC.
(TIF) Figure S10
Absolute quantity of the PR-1a gene. (A) Log
view of the amplification curve of PR-1a in the control group. (B)
Log view of the amplification curves of PR-1a in the treatment
groups. (C) Melt curve of PR-1a in the treatment groups. (D)
Results of PCR and agarose gel electrophoresis of PR-1a. (TIF) Figure S4
Sequence distribution of cellular component
(CC).
(TIF) Figure S4
Sequence distribution of cellular component
(CC). (TIF) Figure S5
Direct GO count of MF. (TIF) Figure S6
Direct GO count of BP. (TIF) Figure S7
Direct GO count of CC. (TIF) Figure S2
Sequence distribution of molecular function
(MF).
(TIF) Figure S2
Sequence distribution of molecular function
(MF). (TIF) Induction of Protective Activity Against TMV Figure S3
Sequence distribution of biological processes
(BP).
(TIF) Dufulin was dissolved in 0.05% DMSO to concentrations of
100, 200, 300, 400, and 500 mg/mL, and the solution was sprayed
onto 8-week-old N. glutinosa plant leaves. Tobacco leaves that were
sprayed with standard 0.05% DMSO solution comprised the
control group. Five days after spraying, the plants were inoculated
with TMV, and then maintained in a growth chamber at 25uC
and 80% humidity under a 16-h light/8-h dark cycle for 3 days. The numbers of local lesions and of mottled leaves were
documented. Five leaves of each plant were inoculated with
TMV in each treatment group of at least four replicates [25]. The
experiment was repeated thrice with similar results. Figure S4
Sequence distribution of cellular component
(CC). (TIF) RNA Extraction and RT-PCR Tobacco leaf samples were collected and frozen immediately
in liquid nitrogen until use. Total RNA was extracted using the
Takara Trizol Reagent Kit. DNase digestion followed by passing
through adsorption columns was carried out to eliminate possible
contamination with DNA. Two micrograms of total RNA was
used
as
a
template
to
synthesize
first-strand
cDNA
with
SuperScript VILO cDNA Synthesis Kit (Life Technologies). The primers for 26 differentially expressed genes (based on
proteomics), EDS1, NPR1, PR-1a, PR-5, b-actin, EF-1a and 18S 1. Plasmid Sample (ng/mL) = OD260650-fold Dilution. 2. Sample MW = Base Number6324. 3. Copies of Test Sample (copies/mL) = Concentration of Test
Sample/Sample MW6661014. 1. Plasmid Sample (ng/mL) = OD260650-fold Dilution. 2. Sample MW = Base Number6324. 3. Copies of Test Sample (copies/mL) = Concentration of Test
Sample/Sample MW6661014. 1. Plasmid Sample (ng/mL) = OD260650-fold Dilution. 2. Sample MW = Base Number6324 3. Copies of Test Sample (copies/mL) = Concentration of Test
Sample/Sample MW6661014. The copies of unknown samples (copies/mL) were calculated
using a regression equation. Quantitative real-time PCR was
performed using the SYBR Green reagent mix in an iCycler iQTM PLoS ONE | www.plosone.org May 2012 | Volume 7 | Issue 5 | e37944 15 Enhanced Disease Resistance spectra for protein spots no.6449. Part 34.The MS spectra for
protein spots no.6556. Part 35.The MS spectra for protein spots
no.6395. Part 36.The MS spectra for protein spots no.6883. (ZIP) spectra for protein spots no.6449. Part 34.The MS spectra for
protein spots no.6556. Part 35.The MS spectra for protein spots
no.6395. Part 36.The MS spectra for protein spots no.6883. (ZIP) instrument according to the manufacturer’s instructions (Bio-Rad,
USA). Semi-quantitative RT-PCR was also performed on a Bio-
Rad iCycler iQTM Real-Time PCR. qPCRs were run with a
program consisting of 95uC denaturation for 30 second, followed
by 58uC annealing for 30 second, and 72uC extension for 40
second for 40 cycles. Statistical Analysis ANOVA was conducted using the statistical software SPSS
(version 11.5). Means (of opposite ratios in western blotting assays,
of Ct values and gene copies in RT-PCR analysis, and of lesion
number in the protective assay) were compared using the LSD test
(homogeneity of variance, P.0.05) or Dunnett’s T3 test (hetero-
geneity of variance, P,0.05). Figure S8
DAG of BP. (TIF) Figure S9
DAG of CC. (TIF) Supporting Information Table S1
Differentially expressed proteins identified by
DIGE and MS. (DOCX) References Physiol Mol Plant Pathol 62: 317–326. 25. Chen Z, Wang XY, Song BA, Wang H, Bhadury S, et al. (2008) Synthesis and
antiviral activities of novel chiral cyanoacrylate derivatives with (E) configura-
tion. Bioorg Med Chem 16: 3076–3083. g
y
8. Gopalan S (2008) Reversal of an immunity associated plant cell death program
by the growth regulator auxin BMC Research Notes 1(126): 1–5. 8. Gopalan S (2008) Reversal of an immunity associated plant cell d 26. Mauch-Mani B, Slusarenko AJ (1996) Production of salicylic acid precursors is a
major function of phenylalanine ammonialyase in the resistance of Arabidopsis
to peronospora parasitica. Plant Cell 8: 203–212. 9. Song BA, Yang S, Jin LH, Bhadury S (2009) Environment friendly anti-plant
viral agent. Berlin: Springer press. pp 234–253. 27. Durrant WE, Dong X (2004) Systemic acquired resistance. Annu Rev
Phytopathol 42: 185–209. 10. Marouga R, David S, Hawkins E (2005) The development of the DIGE system:
2D fluorescence difference gel analysis technology. Anal Bioanal Chem 382:
669–678. 28. Lawton KA, Friedrich L, Hunt M, Weymann K, Delnaey T, et al. (1996)
Benzothiadiazole induces disease resistance in arabidopsis by activation of the
systemic acquired resistance signal transdution pathway. Plant J 10: 71–82. 11. Prabakaran S, Wengenroth M, Lockstone HE, Lilley K, Leweke FM, et al. (2007) 2-D DIGE analysis of liver and red blood cells provides further evidence
for oxidative stress in schizophrenia. J Proteome Res 6: 141–149. 29. Midoh N, Iwata M (1997) Expression of defense-related genes by probenazole or
1,2-benziothiazole-3 (2H)- one 1,1-dioxide. J Pestic Sci 22: 45–47. p
J
12. Yan S, Tang Z, Su W, Sun W (2005) Proteomic analysis of salt stress-responsive
proteins in rice root. Proteomics 5, 235–244. 30. Li YM, Zhang ZK, Jia YT, Shen YM, He HP, et al. (2008) 3-acetonyl-3-
hydroxyoxindole: a new inducer of systemic acquired resistance in plants. Plant
Biotechnol J 6: 301–308. 13. Yan JX, Wait R, Berkelman T, Harry RA, Westbrook JA, et al. (2000) A
modified silver staining protocol for visualization of proteins compatible with
matrix-assisted laser desorption/ionization and electrospray ionization-mass
spectrometry. Electrophoresis 21: 3666–3672. 31. Gooding GV, Jr, Hebert TT (1967) A simple technique for purification of
tobacco mosaic virus in large quantities. Phytopathology 57(11): 1285. 32. Yan SP, Zhang QY, Tang ZC, Su WA, Sun WN (2005) Comparative proteomic
analysis provides new insights into chilling stress responses in rice. Mol Cell
Proteomics 53: 484–496. p
y
p
14. References 1. Wei ZM, Laby RJ, Zumoff CH, Bauer DW, He SY, et al. (1992) Harpin, elicitor
of the hypersensitive response produced by the plant pathogen Erwinia
amylovora. Science 257: 85–88. 17. Metraux JP, Signer H, Ryals J, Ward E, Wyss-Benz M, et al. (1990) Increase in
salicylic acid at the onset of systemic acquired resistance in cucumber. Science
250: 1004–1006. y
2. Alonso JM, Hirayama T, Roman G, Nourizadeh S, Ecker JR (1999) EIN2, a
bifunctional transducer of ethylene and stress responses in Arabidopsis. Science
284: 2148–2152. 18. Uknes S, Mauch-Mani B, Moyer M, Potter S, Williams S, et al. (1992) Acquired
resistance in arabidopsis. Plant Cell 4: 645–656. 19. Van Loon LC (1997) Induced resistance in plants and the role of pathogenesis
related proteins. Eur J Plant Pathol 103: 753–765. 3. Wang KL, Li H Ecker JR (2002) Ethylene biosynthesis and signaling networks. Plant Cell 14: S131–S151. 20. Edreva A (2005) Pathogenesis-related proteins: research progresssin the last 15
years. Gen Appl Plant Physiology 31(1–2): 105–124. 4. Camehl I, Sherameti I, Venus Y, Bethke G, Varma A, et al. (2010) Ethylene
signalling and ethylene-targeted transcription factors are required to balance
beneficial and nonbeneficial traits in the symbiosis between the endophytic
fungus Piriformospora indica and Arabidopsis thaliana. New Phytol 185: 1062–1073. 21. Kang BC, Yeam I, Jahn MM (2005) Genetics of plant virus resistance. Annu
Rev Phytopathol 43: 581–621. 22. Friedrich L, Lawton K, Ruess W, Masner P, Specker N, et al. (1996) A
benzothiadiazole derivative induces systemic acquired resistance in tobacco. Plant J 10(1): 61–70. 5. Liu FQ, Liu HX, Jia Q, Wu XJ, Guo XJ, et al. (2006) The internal glycine-rich
motif and cysteine suppress several effects of the HpaGXooc protein in plants. Bacteriology, 96(10): 1052–1059. 23. Gaffney T, Friedrich L, Vernooij B, Negrotto D, Nye G, et al. (1993)
Requirement of salicylic acid for the induction of systemic acquired resistance. Science 261: 754–756.24. 6. Lee J, Klessig DF, Nu¨rnberger T (2001) A harpin binding site in tobacco plasma
membranes mediates activation of the pathogenesis-related gene HIN1
independent of extracellular calcium but dependent on mitogen-activated
protein kinase activity. Plant Cell 13: 1079–1093. 24. Roger Hull, Richard Ellis Ford Matthews (2002) Matthews’ plant virology: Bei
Jing: Academic Press. pp 56–86, 736–807. p
y
7. Peng JL, Dong HS, Dong HP, Delaney TP, Bonaserab, JM, et al. (2003)
Harpin-elicited hypersensitive cell death and pathogen resistance require the
NDR1 and EDS1 genes. Author Contributions Conceived and designed the experiments: BS SY. Analyzed the data: CZ
BS. Contributed reagents/materials/analysis tools: CZ SY BS. Wrote the
paper: CZ SY BS. Participated in discussions about the manuscript and
offered necessary assistance to ZC in the experiments: LJ DH. Performed
the antiviral tests: ZC MZ XL ZW HF LB JL DY. Conducted the
proteomic tests: CH. Table S1
Differentially expressed proteins identified by
DIGE and MS.
(DOCX) (DOCX) PLoS ONE | www.plosone.org May 2012 | Volume 7 | Issue 5 | e37944 16 Enhanced Disease Resistance Enhanced Disease Resistance Table S8
KEGG categorization of differentially ex-
pressed proteins based on MS data. Table S1
Differentially expressed proteins identified by
DIGE and MS.
(DOCX) Figure
S1
The MS spectra for protein spots with
different expression. Part 1.The MS spectra for protein spots
no.301. Part 2.The MS spectra for protein spots no.178. Part
3.The MS spectra for protein spots no.457. Part 4.The MS spectra
for protein spots no.598. Part 5.The MS spectra for protein spots
no.769. Part 6.The MS spectra for protein spots no.990. Part
7.The MS spectra for protein spots no.1015. Part 8.The MS
spectra for protein spots no.1041. Part 9.The MS spectra for
protein spots no.187. Part 10.The MS spectra for protein spots
no.210. Part 11.The MS spectra for protein spots no.422. Part
12.The MS spectra for protein spots no.701. Part 13.The MS
spectra for protein spots no.1042. Part 14.The MS spectra for
protein spots no.1413-1. Part 15.The MS spectra for protein spots
no.1413-2. Part 16.The MS spectra for protein spots no.6388. Part
17.The MS spectra for protein spots no.6675. Part 18.The MS
spectra for protein spots no.6818. Part 19.The MS spectra for
protein spots no.5942. Part 20.The MS spectra for protein spots
no.6071. Part 21.The MS spectra for protein spots no.6138. Part
22.The MS spectra for protein spots no.6087. Part 23.The MS
spectra for protein spots no.6095. Part 24.The MS spectra for
protein spots no.6257. Part 25.The MS spectra for protein spots
no.6288. Part 26.The MS spectra for protein spots no.6265. Part
27.The MS spectra for protein spots no.6287. Part 28.The MS
spectra for protein spots no.6246. Part 29.The MS spectra for
protein spots no.6291. Part 30.The MS spectra for protein spots
no.6527. Part 31.The MS spectra for protein spots no.6563. Part
32.The MS spectra for protein spots no.6545. Part 33.The MS Table S2
The ratio of up-regulation to differentially
expressed protein in group E comparing with that in
group B in 2-DE. (DOCX) Table S3
Differentially expressed proteins identified by
2-DE and MS. (DOCX) Table S4
Sequence data (FASTA) of the differentially
expressed proteins obtained from MS. (DOCX) Table S5
Gene Ontology (GO) categorization of differ-
entially expressed protein spots based on their molec-
ular function. (DOCX) Table S6
GO categorization of differentially expressed
proteins based on their localization in various cellular
components. (DOCX) Table S7
GO categorization of differentially expressed
proteins based on their involvement in various biolog-
ical processes. Acknowledgments We thank the Shanghai Applied Protein Technology Co. Ltd. for help with
the MS experiments. We also thank Prof. Chuan He for critically reading
the manuscript and giving advice and support. p
the manuscript and giving advice and support. References Go¨tz S, Garcı´a-Go´mez JM, Terol J, Williams TD, Nagaraj SH, et al. (2008)
High-throughput functional annotation and data mining with the Blast2GO
suite. Nucl Acids Res 36: 3420–3435. 33. Schneppenheim R, Budde U, Dahlmann N, Rautenberg P (1991) Lumino-
graphy-a new, highly sensitive visualization method for electrophoresis. Electrophoresis 12: 367–372. 15. Conesa A, Go¨tz S (2008) Blast2GO: A comprehensive suite for functional
analysis in plant genomics. Int J Plant Genomics, 1–12. 16. Conesa A, Go¨tz S, Garcı´a-Go´mez JM, Terol J, Talo´n M, et al. (2005) Blast2GO:
a universal tool for annotation, visualization and analysis in functional genomics
research. Bioinformatics 21, 3674–3676. 34. Gillespie PG, Hudspeh AJ (1991) Chemiluminescence detection of proteins from
single cells. Proc Natl Acad Sci USA 88: 2563–2567. PLoS ONE | www.plosone.org May 2012 | Volume 7 | Issue 5 | e37944 17
|
https://openalex.org/W4393062244
|
https://ojs.uma.ac.id/index.php/diversita/article/download/9314/5323
|
Indonesian
| null |
Pengaruh Achievement Goal Orientation terhadap Prokrastinasi pada Mahasiswa Tingkat Awal dan Mahasiswa Tingkat Akhir
|
Jurnal Diversita
| 2,023
|
cc-by
| 3,949
|
Jurnal Diversita, 9 (2) Desember (2023) ISSN 2461-1263 (Print) ISSN 2580-6793 (Online)
DOI: 10.31289/diversita.v9i2.9314 Jurnal Diversita, 9 (2) Desember (2023) ISSN 2461-1263 (Print) ISSN 2580-6793 (Online)
DOI: 10.31289/diversita.v9i2.9314 The Effect of Achievement Goal Orientation on Procrastination in First
Year and Final Year Student Harnadia Firsya Difa(1*) & Meilani Sandjaja(2)
Universitas Ciputra Surabaya, Indonesia Harnadia Firsya Difa(1*) & Meilani Sandjaja(2)
Universitas Ciputra Surabaya, Indonesia 23; Diproses: 14 Oktober 2023; Diaccept: 23 November 2023; Dipublish: 25 Desember 2023 Disubmit: 27 Maret 2023; Diproses: 14 Oktober 2023; Diaccept: 23 November 2023; Dipublish: 25 Desember 2023
*Corresponding author: hfirsyadifa@student.ciputra.ac.id Disubmit: 27 Maret 2023; Diproses: 14 Oktober 2023; Diaccept: 23 November 2023; Dipublish: 25 Desember 2023
*Corresponding author: hfirsyadifa@student.ciputra.ac.id Disubmit: 27 Maret 2023; Diproses: 14 Oktober 2023; Diaccept: 23 November 2023; Dipublish: 25 D
*Corresponding author: hfirsyadifa@student.ciputra.ac.id *Corresponding author: hfirsyadifa@student.ciputra.ac.id Abstrak Kewajiban mahasiswa adalah menyelesaikan tugas-tugas. Namun banyak ditemukan mahasiswa melakukan
prokrastinasi dalam menyelesaikan tugas jika dilakukan secara terus menerus dapat merugikan mahasiswa
seperti menurunnya ipk dan terhambat untuk mencapai tujuan. Penelitian ini menggunakan pendekatan
kuantitatif menggunakan dengan desain regresi linear karena peneliti ingin mengetahui pengaruh
achievement goal orientation terhadap prokrastinasi pada mahasiswa tingkat awal dan akhir. Responden
dalam penelitian ini adalah mahasiswa tingkat awal dan mahasiswa tingkat akhir. Subjek penelitian sebanyak
133 mahasiswa dengan 67 mahasiswa tingkat akhir dan 66 mahasiswa tingkat awal. Hasil menyatakan
bahwa achievement goal orientation berpengaruh secara signifikan terhadap prokrastinasi pada mahasiswa
tingkat awal dan mahasiswa tingkat akhir. Namun terdapat perbedaan besaran pengaruh achievement goal
orientation terhadap prokrastinasi mahasiswa tingkat awal dan juga mahasiswa tingkat akhir. Dalam riset ini
achievement goal orientation memberikan pengaruh yang lebih rendah terhadap prokrastinasi mahasiswa
tingkat akhir dibandingkan mahasiswa tingkat awal dikarenakan terdapat faktor lain yang mempengaruhi
prokrastinasi selain achievement goal orientation. a Kunci: Achievement Goal Orientation; Mahasiswa Tingkat Awal; Mahasiswa Tingkat Akhir
krastinasi. How to Cite: Diva, H. F. & Sandjaja, M. (2023), Pengaruh Achievement Goal Orientation Terhadap
Prokrastinasi pada Mahasiswa Tingkat Awal dan Mahasiswa Tingkat Akhir, Jurnal Diversita, 9 (2): 198-
206. Jurnal Diversita Available online https://ojs.uma.ac.id/index.php/diversita Abstract University students have an obligation to complete the tasks. However, it is found that many students do
procrastinate in completing assignments if done continuously, it can harm students such as decreasing their gpa
and being difficult to achieve their goals. This study uses a quantitative approach using a linear regression
design because researchers want to know the effect of achievement goal orientation on procrastination in early
and final year students. Respondents in this study were early and final year students. The participants in this
study totaled 133 students with 67 final year students and 66 early years students. The results in this study
indicate that achievement goal orientation has a significant effect on procrastination in early and final year
students. However, there are differences in the magnitude of the effect of achievement goal orientation on
procrastination in early and final year students. In this study, achievement goal orientation has a lower effect on
the procrastination of final year students than early year students because there are other factors that can
influence procrastination besides achievement goal orientation. f
p
g
Keywords: Achievement Goal Orientation; Beginning Student; Final Year Student; Procrastination. How to Cite: Diva, H. F. & Sandjaja, M. (2023), Pengaruh Achievement Goal Orientation Terhadap
Prokrastinasi pada Mahasiswa Tingkat Awal dan Mahasiswa Tingkat Akhir, Jurnal Diversita, 9 (2): 198-
206. 198 Diva, H. F. & Sandjaja, M, Pengaruh Achievement Goal Orientation Terhadap Prokrastinasi pada Mahasiswa Diva, H. F. & Sandjaja, M, Pengaruh Achievement Goal Orientation Terhadap Prokrastinasi pada Mahasiswa PENDAHULUAN berulang
dapat
memberikan
dampak
berupa ipk yang rendah jika dibandingkan
dengan mahasiswa tingkat awal yang tidak
melakukan prokrastinasi. Namun pada
mahasiswa
tingkat
akhir
perilaku
prokrastinasi akan rendah jika mahasiswa
merasakan takut gagal ketika tidak dapat
menyelesaikan
skripsi. Sebaliknya,
perilaku prokrastinasi akan tinggi pada
mahasiswa tahun terakhir jika tidak
merasakan
takut
akan
gagal
dalam
menyelesaikan
skripsi
(Mudjiran
&
Mujahidah, 2019). Hal ini disebabkan
mahasiswa percaya bahwa kegagalan
dalam
menyelesaikan
skripsi
dapat
merubah rencana yang telah disiapkan
untuk masa depan selain itu mahasiswa
yang gagal dalam menyelesaikan skripsi
akan merasa rendah diri menganggap
tidak pintar dan tidak kompeten. Mahasiswa
memiliki
kewajiban
dalam menyelesaikan tugas-tugas. Namun,
sering ditemukan mahasiswa mengalami
kesulitan dalam mengatur waktu antara
menyelesaikan tugas, bersenang-senang
dan organisasi. Oleh karena itu mahasiswa
mengerjakan tugas dengan rasa malas
yang dapat menunda dan cenderung
menghindari tugas. Menunda dalam mengerjakan tugas
disebut juga prokrastinasi. Prokrastinasi
merupakan
mengundur waktu
dalam
menyelesaikan tugas oleh individu secara
sadar dan cenderung mencari kegiatan
yang lebih menyenangkan jika dihadapkan
dengan
tugas
yang
menyulitkan
(Tuckman, 1990). Penelitian yang dilaku-
kan Litbang data PK identitas (2018)
menunjukkan bahwa mahasiswa pada
Universitas Hasanudin melakukan pro-
krastinasi dalam menyelesaikan kewa-
jiban berupa , belajar sebelum ujian dan
membaca. Selain itu riset yang dilakukan
Jannah (2014) menyatakan 307 mahasis-
wa Fakultas Ilmu Pendidikan Universitas
Negeri Surabaya melaksanakan prokras-
tinasi seperti membaca referensi dan buku
mengenai tugas yang diberikan oleh dosen
sebanyak 285 mahasiswa (93%). Menurut Conroy dan Elliot (2004)
ketakutan
akan
kegagalan
dapat
mempengaruhi kinerja pada mahasiswa. Mahasiswa yang mengalami kegagalan
akan merasa malu terhadap lingkungan
sekitarnya
dan
takut
karena
tidak
memiliki masa depan yang pasti. Menurut
Barabanshchikova
(2019)
mahasiswa
pada tahun pertama melakukan perilaku
prokrastinasi karena lingkungan sekitar
yang tidak dikenal sehingga mahasiswa
butuh waktu untuk melakukan adaptasi
dengan dunia perkuliahan, rasa malas, dan
tidak dapat mengatur waktu dengan baik. Berbeda dengan mahasiswa tingkat akhir
cenderung
melakukan
perilaku
prokrastinasi
karena
sebagai
coping
negatif yang terbentuk karena ketakutan
akan
kegagalan
dan
konflik
selama
menjalani perkuliahan. Hasil
penelitian
yang
dilakukan
Nugroho
(2018)
terdapat
perbedaan
perilaku prokrastinasi pada mahasiswa
yang baru memulai dunia perkuliahan
dan mahasiswa tingkat akhir dengan
penelitian tersebut ditemukan bahwa
mahasiswa yang berada di tingkat awal
cenderung melakukan perilaku prokras-
tinasi yang rendah jika dibandingkan
dengan mahasiswa tingkat akhir. Menurut
Oematan (2013) mahasiswa tingkat awal
yang melakukan prokrastinasi secara Perilaku
prokrastinasi
akademik
yang dilakukan secara terus menerus pada 199 Jurnal Diversita, 9 (2) Desember 2023: 198-206. Jurnal Diversita, 9 (2) Desember 2023: 198-206. PENDAHULUAN & Sandjaja, M, Pengaruh Achievement Goal Orientation Terhadap Prokrastinasi pada Mahasiswa approach, Mastery avoidance, Performance
approach dan Performance avoidance. salah satu dimensi achievement goal
orientation memiliki peran penting dalam
perilaku prokrastinasi karena dengan
mastery
approach
dan
performance
approach
individu
akan
berusaha
mempelajari hal baru sehingga cenderung
akan menggunakan waktu yang tepat
untuk menyelesaikan tugas. PENDAHULUAN mahasiswa dapat merugikan mahasiswa. Menurut Lubis (2018) prokrastinasi dapat
memberikan dampak yang serius berupa
menurunnya prestasi pada mahasiswa jika
berlangsung secara terus menerus dapat
mengarah kegagalan. Hal ini disebabkan
karena mahasiswa tidak dapat mengatur
waktunya
dengan
baik
dalam
menyelesaikan tugas. Menurut Mortazavi
et.al, (2015) dampak mahasiswa yang
melakukan prokrastinasi secara terus
menerus dan dilakukan secara sadar dapat
menjadi
sebuah
hambatan
dalam
mencapai tujuan untuk berprestasi. goal orientation sangat penting bagi
mahasiswa untuk mencapai tujuan dalam
berprestasi dan mahasiswa akan merasa
tertantang untuk melakukan prestasi. Mahasiswa
yang
memiliki
achievement
goal
orientation
melihat
bahwa tujuan dalam berprestasi akan
menjadi peluang dalam bertumbuh dan
siap akan tugas yang akan datang. Menurut Prabowo & Setiyani (2019)
dengan memiliki tujuan dalam berprestasi
membuat individu menyiapkan dirinya
untuk
meningkatkan
kemampuannya
dalam menghadapi tugasnya. Individu
yang memiliki strategi untuk mencapai
tujuannya dalam berprestasi secara tidak
langsung dapat mengatur waktu secara
efektif
maka
terhindar
perilaku
prokrastinasi dalam mengerjakan tugas
atau penundaan dalam menyelesaikan
tugas
(Santika,
2017). Sebaliknya,
mahasiswa
yang
tidak
memiliki
achievement goal orientation akan merasa
tidak tertantang dalam menyelesaikan
tugas dan cenderung akan meninggalkan
tugas. Oleh karena itu dengan tidak
memiliki tujuan mahasiswa akan perilaku
prokrastinasi yang tinggi. Hal ini didukung
oleh penelitian Nur Wangid (2014) ketika
mahasiswa tidak memiliki tujuan dalam
berprestasi maka mahasiswa akan ragu-
ragu dan cenderung untuk melakukan
prokrastinasi dalam menyelesaikan tugas. Berdasarkan
uraian
diatas
prokrastinasi merupakan masalah yang
sering terjadi di kalangan mahasiswa. Walaupun perilaku prokrastinasi dilaku-
kan secara sadar dan dampak yang
merugikan mahasiswa, namun mahasiswa
tetap mengulangi perilaku prokrastinasi. Prokrastinasi
pada
mahasiswa
dapat
dipengaruhi beberapa hal. Menurut Steel
(2007) prokrastinasi dapat dipengaruhi 4
faktor yaitu self control, rendahnya self
efficacy, keyakinan takut akan gagal dan
self regulatory failure (kegagalan dalam
pengaturan diri). Menurut Howwel & Watsons (2007)
mahasiswa yang memiliki tujuan atau
achievement
goal
orientation
dalam
berprestasi dapat membangun komitmen
individu terhadap tujuannya, sehingga
terhindar dari perilaku prokrastinasi. Hal
ini didukung oleh Abe et.al (2014) dengan
mempunyai tujuan dan target yang jelas
individu akan fokus dalam menetapkan
arahnya untuk mencapai tujuan tanpa ada-
nya gangguan. Menurut Elliot & Murayama
(2008)
achievement
goal
orientation
adalah tujuan kognitif yang dinamis
dengan fokus kompetensi. Achievement Penelitian terdahulu yang dilakukan
oleh
Howwel
&
Watson
(2007)
menunjukkan bahwa salah satu dimensi
achievement goal orientation yaitu mastery
avoidance terdapat hubungan dengan
prokrastinasi. Selain
itu
penelitian
terdahulu
Howwel
&
Burro
(2009)
menunjukkan
mastery
approach
dan
performance approach yang merupakan 200 Diva, H. F. Jurnal Diversita, 9 (2) Desember 2023: 198-206. Jurnal Diversita, 9 (2) Desember 2023: 198-206. Tabel 2 Tingkatan prokrastinasi berdasarkan jenis
kelamin pada mahasiswa tingkat awal
Jenis
Kelamin
Sedang
Tinggi
Sangat
tinggi
Total
Laki-laki
12
1
2
15
Perempuan
24
20
7
67
Tabel 3 Tempat tinggal mahasiswa tingkat akhir
Tinggal
Rendah
Sedang
Tinggi
Sangat
Tinggi
Total
Bersama
orang tua
6
20
9
2
37
Sendiri
(kost)
1
23
4
2
30
Penelitian ini diperoleh 66 populasi
dan terdapat 38 mahasiswa tingkat awal
yang tinggal sendiri (kost) dan 28
mahasiswa lainnya tinggal bersama orang
tua. Dimana diketahui mahasiswa tingkat
awal yang tinggal sendiri melakukan
prokrastinasi tergolong tinggi sebanyak 12
dan
tergolong
sedang
sebanyak
22
mahasiswa,
maka
dapat
disimpulkan
mahasiswa yang tinggal sendiri lebih
sering melakukan prokrastinasi. Menurut
Khorunnisa et al (2021) mahasiswa yang
tinggal sendiri lebih sering melakukan
prokrastinasi
dikarenakan
mahasiswa
bebas untuk melakukan aktivitas yang
menyenangkan tanpa pengawasan orang
tua
dan
mahasiswa
merasa
tidak
diperhatikan saat mengerjakan tugasnya. Tabel 4 tempat tinggal mahasiswa tingkat awal
Tinggal
Sedang
Tinggi
Sangat
Tinggi
Total
Bersama
orang tua
14
9
5
28
Sendiri (kost)
22
12
4
38
Analisis data menggunakan JASP
versi 0.16.4. Uji hipotesa menggunakan
regresi linear dengan hasil p-value <0.01
h l i i
j kk
hi
i
di
i HASIL DAN PEMBAHASAN Tabel 2 Tingkatan prokrastinasi berdasarkan jenis
kelamin pada mahasiswa tingkat awal Tabel 2 Tingkatan prokrastinasi berdasarkan jenis
kelamin pada mahasiswa tingkat awal
Jenis
Kelamin
Sedang
Tinggi
Sangat
tinggi
Total
Laki-laki
12
1
2
15
Perempuan
24
20
7
67 Penelitian
ini
dilakukan
uji
reliabilitas untuk menguji konsistensi
kuesioner. Uji reliabilitas dilakukan pada
30 responden pertama sehingga hasil uji
reliabilitas
pada
skala
prokrastinasi
cronbach
α
0.883. Selanjutnya
uji
reliabilitas pada skala achievement goal
orientation terbagi menjadi 4 dimensi
pada
dimensi
mastery
approach
menunjukkan cronbach α 0.894 pada
dimensi mastery avoidance menunjukkan
cronbach
α
0.275
pada
dimensi
performance
approach
menunjukkan
cronbach α 0.899 dan pada dimensi
performance avoidance cronbach α 0.830. Responden pada penelitian ini merupakan
mahasiswa tingkat awal berjumlah 66 dan
mahasiswa tingkat akhir 67 sehingga total
keseluruhan 133 responden. Tabel 3 Tempat tinggal mahasiswa tingkat akhir
Tinggal
Rendah
Sedang
Tinggi
Sangat
Tinggi
Total
Bersama
orang tua
6
20
9
2
37
Sendiri
(kost)
1
23
4
2
30 Penelitian ini diperoleh 66 populasi
dan terdapat 38 mahasiswa tingkat awal
yang tinggal sendiri (kost) dan 28
mahasiswa lainnya tinggal bersama orang
tua. Dimana diketahui mahasiswa tingkat
awal yang tinggal sendiri melakukan
prokrastinasi tergolong tinggi sebanyak 12
dan
tergolong
sedang
sebanyak
22
mahasiswa,
maka
dapat
disimpulkan
mahasiswa yang tinggal sendiri lebih
sering melakukan prokrastinasi. Menurut
Khorunnisa et al (2021) mahasiswa yang
tinggal sendiri lebih sering melakukan
prokrastinasi
dikarenakan
mahasiswa
bebas untuk melakukan aktivitas yang
menyenangkan tanpa pengawasan orang
tua
dan
mahasiswa
merasa
tidak
diperhatikan saat mengerjakan tugasnya. Pada mahasiswa tingkat awal dan
akhir tingkatan prokrastinasi dipengaruhi
oleh jenis kelamin. Bedasarkan penelitian
pada
mahasiswa
tingkat
akhir
menunjukkan 30 perempuan melakukan
prokrastinasi dengan kategori tinggi. Tabel 1 Tingkatan prokrastinasi bedasarkan jenis
kelamin pada mahasiswa tingkat akhir
Jenis
Kelamin
Rendah
Sedang
Tinggi
Sangat
tinggi
Laki-Laki
1
13
6
2
Perempuan
6
30
7
30 Tabel 4 tempat tinggal mahasiswa tingkat awal
Tinggal
Sedang
Tinggi
Sangat
Tinggi
Total
Bersama
orang tua
14
9
5
28
Sendiri (kost)
22
12
4
38 Sedangkan pada mahasiswa tingkat
awal terdapat 51 perempuan dan 15 laki-
laki, dari 51 mahasiswa tingkat awal yang
berjenis kelamin perempuan terdapat 20
mahasiswa
perempuan
mengalami
prokrastinasi
dengan
kategori
tinggi
sedangkan pada mahasiswa tingkat awal
yang berjenis kelamin laki-laki hanya 1
mahasiswa
mengalami
prokrastinasi
dengan kategori tinggi. Analisis data menggunakan JASP
versi 0.16.4. METODE PENELITIAN Penelitian
ini
menggunakan
pendekatan kuantitatif desain regresi
linear karena peneliti ingin mengetahui
pengaruh achievement goal orientation
terhadap prokrastinasi pada mahasiswa
tingkat awal dan mahasiswa tingkat akhir
dengan teknik sampling berupa purposive
sampling. Kriteria dalam penelitian ini
merupakan mahasiswa tingkat awal dan
mahasiswa tingkat akhir dengan usia 18-
24
tahun. Pengumpulan
data
akan
dilakukan menggunakan survei secara
online menggunakan google form. Peneliti tertarik untuk melakukan
penelitian pengaruh achievement goal
orientation dengan prokrastinasi pada
mahasiswa tingkat awal dan mahasiswa
tingkat akhir. Hal ini karena mayoritas
penelitian sebelumnya hanya melakukan
penelitian di satu universitas dan jurusan
tertentu. Penelitian
yang
dilakukan
Howwel
&
Watsons
(2007)
hanya
melakukan penelitian di satu universitas
dan hanya terpaku pada jurusan psikologi. Adapun tujuan dari penelitian ini adalah
untuk mengetahui pengaruh achievement
goal orientation terhadap prokrastinasi
pada
mahasiswa
tingkat
awal
dan
mahasiswa tingkat akhir. Prokrastinasi diukur menggunakan
skala yang dikembangkan oleh Tuckman
(1990) yaitu Tuckman Procrastination
Scale terdapat 35 butir yang terdiri dari 3
aspek Tendency to delay or put off doing
things, Tendency to have difficulty doing
unpleasant thing, Tendency to blame
others. Tuckman
(1990)
prokrastinasi
adalah tingkah laku untuk menghindari
atau menunda pekerjaan oleh individu
dengan sadar dan cenderung mencari hal-
hal yang menyenangkan dibandingkan
dengan mengerjakan tugas yang sulit. Tuckman (1990) prokrastinasi terbagi
menjadi 3 aspek tendency to delay or put
off doing things, tendency to have difficulty
doing unpleasant thing dan tendency to
blame others. Achievement goal orientation diukur
menggunakan skala achievement Goal
Questionnaire–Revised
(AGQ-R)
yang
dikembangkan oleh Eliot & Murayama
(2008) yang berjumlah 12 butir yang
terbagi menjadi 4 dimensi performance
approach, performance avoidance, mastery
approach dan mastery avoidance Kuesioner telah di uji validitas isi
dengan pendapat ahli sehingga hasil dari
uji validitas terdapat beberapa butir yang
telah disesuaikan sehingga bunyi butir
menjadi lebih sederhana dan nantinya
dapat
dipahami
oleh
responden
selanjutnya kuesioner telah dilakukan uji
bahasa terhadap 8 responden. Menurut Elliot & Murayama (2008)
Achievement goal orientation merupakan
tujuan
dengan
proses
kognitif
yang
bersifat
dinamis
dan
fokus
kepada
kompetensi. Terdapat
4
dimensi
achievement goal orientation menurut
Elliot dan McGregor (2001) yaitu Mastery 201 HASIL DAN PEMBAHASAN Uji hipotesa menggunakan
regresi linear dengan hasil p-value <0.01
hal ini menunjukkan hipotesis diterima
sehingga achievement goal orientation
berpengaruh secara signifikan terhadap
prokrastinasi pada mahasiswa tingkat
awal dan mahasiswa tingkat akhir. Hal ini
sejalan dengan penelitian yang dilakukan
oleh Howell & Buro (2009) bahwa 202 Diva, H. F. & Sandjaja, M, Pengaruh Achievement Goal Orientation Terhadap Prokrastinasi pada Mahasiswa tujuan
untuk
berprestasi
akan
menyelesaikan
tugas-tugasnya
dengan
baik untuk mencapai kesuksesan sehingga
mahasiswa
tidak
akan
melakukan
prokrastinasi. Menurut
Rohmaniyah
(2018) mahasiswa yang dapat melakukan
perencanaan untuk mencapai tujuannya
akan terhindar dari perilaku prokrastinasi. terdapat
pengaruh
yang
signifikan
achievement goal orientation terhadap
prokrastinasi dimana di dalam penelitian
ini ditemukan bahwa achievement goal
orientation mampu berpengaruh terhadap
tingkatan prokrastinasi mahasiswa. Hal ini
disebabkan mahasiswa yang mempunyai
tujuan untuk mencapai kesuksesan dan
mempunyai prestasi yang lebih baik dari
orang lain akan tidak akan melakukan
prokrastinasi jika dibandingkan dengan
mahasiswa yang meningkatkan wawasan
atau bakat untuk menolak kegagalan akan
melakukan prokrastinasi. Achievement goal orientation pada
mahasiswa tingkat akhir lebih rendah
pengaruhnya dibandingkan mahasiswa
tingkat awal. Hal ini disebabkan terdapat
keadaan yang mampu mempengaruhi
tingkatan prokrastinasi pada mahasiswa
tingkat akhir selain achievement goal
orientation seperti mahasiswa yang kuliah
sambil
bekerja. Sehingga
mahasiswa
mengalami
masalah
dalam
membagi
waktu antara bekerja dan menyelesaikan
tugasnya. Jika tidak dapat membagi
waktunya secara efektif maka mahasiswa
cenderung melakukan penundaan terha-
dap tugas-tugasnya(Arumsari ,2016). Pada
mahasiswa tingkat akhir prokrastinasi
dapat
dipengaruhi
faktor
lingkungan
(Fatima ullah et al, 2019). Lingkungan
sekitar individu yang tidak mendukung
dapat menjadi sebuah hambatan bagi
mahasiswa untuk menyelesaikan tugas-
tugasnya dikarenakan mahasiswa lebih
banyak membuang waktunya dengan
aktivitas
yang
menyenangkan
jika
dibandingkan dalam mengerjakan tugas. Menurut Fauziah (2016) faktor prokras-
tinasi dapat dipengaruhi oleh saling
menggantungkan teman jika mahasiswa
dihadapkan dengan pekerjaan yang sulit
dan waktu yang terbatas maka mahasiswa
akan menggantungkan temannya untuk
dijadikan contoh sehingga mahasiswa
akan merasa terbantu dan cenderung
tidak memiliki rasa tanggung jawab Tabel 5 Hasil uji regresi linear secara keseluruhan
Model
R
R²
RMSE
P
H₀
0.000
0.000
13.879
H₁
0.453
0.205
12.424
>0.001 Tabel 5 Hasil uji regresi linear secara keseluruhan
Model
R
R²
RMSE
P
H₀
0.000
0.000
13.879
H₁
0.453
0.205
12.424
>0.001
Namun terdapat perbedaan besaran
pengaruh achievement goal orientation
terhadap prokrastinasi pada mahasiswa
tingkat awal dan mahasiswa tingkat akhir. DAFTAR PUSTAKA Arumsari, A. D., & Muzaqi, S. (2016). Prokrastinasi
Akademik pada Mahasiswa yang Bekerja. E
Jurnal Spirit Pro Patria, 2(2). Asmawan, A. (2016). Analisis Kesulitan Mahasiswa
Menyelesaikan Skripsi. Jurnal Pendidikan
Ilmu Sosial, 26(2), 51–57 Aziz, A., & Rahardjo, P. (2013). Faktor-faktor
Prokrastinasi
pada
Mahasiswa
Tingkat
Akhir yang Menyusun Skripsi di Universitas
Muhammadiyah
Purwekerto
Tahun
Akademik 2011/2012Psycho Idea, 12(1). HASIL DAN PEMBAHASAN Tabel 6 Hasil uji regresi linear pada mahasiswa
tingkat akhir
Model
R
R²
RMSE
P
H₀
0.000
0.000
13.626
H₁
0.333
0.111
12.949
>0.001
Tabel 7 Hasil uji regresi linear pada mahasiswa
tingkat awal
Model
R
R²
RMSE
P
H₀
0.000
0.000
13.061
H₁
0.591
0.349
10.621
>0.001
Pada penelitian ini menunjukkan
bahwa
achievement
goal
orientation
berpengaruh sebesar 34,9% terhadap
prokrastinasi pada mahasiswa tingkat
awal. Sedangkan pada mahasiswa tingkat
akhir
pengaruh
achievement
goal
orientation
sebesar
11,1%
terhadap
prokrastinasi. Prokrastinasi
pada
mahasiswa
tingkat awal dan mahasiswa tingkat akhir
dapat
dipengaruhi
achievement
goal
orientation. Mahasiswa yang mempunyai Namun terdapat perbedaan besaran
pengaruh achievement goal orientation
terhadap prokrastinasi pada mahasiswa
tingkat awal dan mahasiswa tingkat akhir. Tabel 6 Hasil uji regresi linear pada mahasiswa
tingkat akhir Prokrastinasi
pada
mahasiswa
tingkat awal dan mahasiswa tingkat akhir
dapat
dipengaruhi
achievement
goal
orientation. Mahasiswa yang mempunyai 203 Jurnal Diversita, 9 (2) Desember 2023: 198-206. Jurnal Diversita, 9 (2) Desember 2023: 198-206. terhadap
pekerjannya. Selain
itu
mahasiswa akan melakukan prokrastinasi
dikarenakan mengalami stress and fatigue
dimana mahasiswa mengalami banyak
tekanan dan tuntutan yang dihadapi
sehingga dapat melemahkan sikap maha-
siswa semester akhir dalam memecahkan
masalah sehingga menjadi individu yang
melakukan prokrastinasi (Aziz,2013) orientation memberikan pengaruh yang
lebih
rendah
terhadap
prokrastinasi
mahasiswa tingkat akhir dibandingkan
mahasiswa tingkat awal. Diketahui bahwa
terdapat faktor-faktor lain mempengaruhi
prokrastinasi selain achievement goal
orientation. Penelitian ini terdapat batasan yaitu
peneliti hanya melakukan uji regresi untuk
melihat
pengaruh
achievement
goal
orientation terhadap prokrastinasi pada
mahasiswa tingkat awal dan tingkat akhir. Oleh karena itu penelitian selanjutnya
peneliti menyarankan untuk melakukan
uji beda terhadap prokrastinasi pada
mahasiswa tingkat awal dan mahasiswa
tingkat akhir. Saran kedua selanjutnya
peneliti dapat mencari variabel-variabel
lain yang dapat menjadi moderator antara
achievement
goal
orientation
dan
prokrastinasi. Pada
Mahasiswa
tingkat
awal
prokrastinasi dapat dipengaruhi faktor-
faktor
lain
selain
achievement
goal
orientation. Menurut Lee & Hall (2020)
faktor
yang
dapat
mempengaruhi
prokrastinasi pada mahasiswa yang baru
memulai perkuliahan adalah adaptasi. Dikarenakan mahasiswa tingkat awal
identik dengan masa peralihan dari
sekolah menengah atas ke jenjang kuliah
sehingga
mahasiswa
akan
cenderung
melakukan
prokrastinasi
dikarenakan
perbedaan sistem belajar. Mahasiswa
tingkat awal akan mengalami kesulitan
saat melakukan tugas akademik di awal
perkuliahan
dikarenakan
mahasiswa
dituntut
untuk
menulis
makalah,
praktikum dan membuat laporan. Hal ini
sangat berbeda dari tugas saat sekolah
menengah sehingga mahasiswa tingkat
awal cenderung melakukan prokrastinasi SIMPULAN Barabanshchikova, V. V., Boyarinov, D. M.,
Sultanova, F. R., & Ognyannikova, E. I. (2019). Academic
Procrastination
in
Students at Different Age. The European
Proceedings of Social and Behavioural
Sciences, 43, 318–328. Berdasarkan
hasil
penelitian
menunjukkan bahwa achievement goal
orientation berpengaruh secara signifikan
terhadap prokrastinasi mahasiswa tingkat
awal dan mahasiswa tingkat akhir. Namun
ditemukan
perbandingan
besaran
pengaruh achievement goal orientation
terhadap prokrastinasi mahasiswa tingkat
awal dan juga mahasiswa tingkat akhir. Pada penelitian ini, achievement goal Burka, J., & Yuen, L. M. (2008). Procrastination:
Why You Do It, What to Do About It Now
(2nd ed.). Da Capo Lifelong Books. Conroy, D. E., & Elliot, A. J. (2004). Fear of Failure
and
Achievement
Goals
in
Sport:
Addressing the Issue of the Chicken and the
egg. Anxiety, Stress & Coping, 17(3), 271–
285. 204 Diva, H. F. & Sandjaja, M, Pengaruh Achievement Goal Orientation Terhadap Prokrastinasi pada Mahasiswa Diva, H. F. & Sandjaja, M, Pengaruh Achievement Goal Orientation Terhadap Prokrastinasi pada Mahasiswa Attribution Theory. Social Sciences, 9(8),
136. Dluha, M. S., & Solicha, S. (2019). Pengaruh
Perfeksionisme,
Achievement
Goal
Orientation dan Jenis Kelamin terhadap
Prokrastinasi
Akademik
Mahasiswa. TAZKIYA: Journal of Psychology, 6(1), 53–
68. Lubis, I. S. L. (2018). Hubungan Regulasi Diri
dalam Belajar dan Efikasi Diri dengan
Prokrastinasi Akademik Mahasiswa. Jurnal
Diversita, 4(2), 90. Elliot, A. J., & McGregor, H. A. (2001). A 2 × 2
Achievement Goal Framework. Journal of
Personality and Social Psychology, 80(3),
501–519. Mudjiran, M., & Mujahidah, A. (2019). Hubungan
antara Ketakutan Akan Kegagalan dengan
Prokrastinasi
pada
Mahasiswa
Tingkat
Akhir. Jurnal Riset Psikologi, 2(2019). Nugroho, I. H. (2018). Perbedaan Prokrastinasi
Akademik pada Mahasiswa tingkat awal
dan Tingkat Akhir. Skripsi Universitas
Brawijaya. Fatimaullah, Jahada, & Silondae, S. (2019). Faktor-
Faktor Penyebab Prokrastinasi Akademik
terhadap
Penyelesaian
Tugas
Akhir
Mahasiswa
Jurusan
Bimbingan
dan
Konseling FKIP Universitas Halu Oleo
Kendari, Jurnal Ilmiah Bening (Belajar
Bimbingan Dan Konseling), Nur Wangid, M. (2014). Prokrastinasi Akademik:
Perilaku yang harus dihilangkan. TAZKIYA:
Journal of Psychology, 2(2), 235–248. Fauziah,
H. H. (2016). Faktor-Faktor
yang
Mempengaruhi
Prokrastinasi
Akademik
pada Mahasiswa Fakultas Psikologi UIN
Sunan Gunung Djati Bandung. Psympathic:
Jurnal Ilmiah Psikologi, 2(2), 123–132. Oematan,
C. S. (2013). Hubungan
antara
Prokrastinasi
Akademik
dan
Prestasi
Akademik
pada
Mahasiswa
Fakultas
Psikologi – Universitas Surabaya. Calyptra:
Jurnal
Ilmiah
Mahasiswa
Universitas
Surabaya, 2(1), 1–7. Ganesan, R. S., Mamat, N. H. B., Mellor, D.,
Rizzuto,
L.,
&
Kolar,
C. (2014). Procrastination and The 2 x 2 Achievement
Goal
Framework
in
Malaysian
Undergraduate Students. SIMPULAN Psychology in the
Schools, 51(5), 506–516. Prabowo, M. A., & Setiyani, R. (2019). Pengaruh
Goal Orientation dan Lingkungan Keluarga
terhadap Kesiapan Kerja Siswa dengan
Prestasi
Akademik
sebagai
Variabel
Intervening. Economic Education Analysis
Journal, 8(3), 866–1285. Howell, A. J., & Buro, K. (2009). Implicit Beliefs,
Achievement Goals, and Procrastination: A
Mediational
Analysis. Learning
and
Individual Differences, 19(1), 151–154. Rohmaniyah, A. (2018). Hubungan antara Self
Regulated Learning dengan Prokrastinasi
Akademik pada Anggota BEM Universitas x. Character: Jurnal Penelitian Psikologi., 5(2),
16. Howell,
A. J.,
&
Watson,
D. C. (2007). Procrastination:
Associations
with
Achievement
Goal
Orientation
and
Learning
Strategies. Personality
and
Individual Differences, 43(1), 167–178. Santika, W. S., & Sawitri, D. R. (2017). Self
Regulated
Learning
dan
Prokrastinasi
Akademik pada Siswa Kelas XI SMA Negeri
2 Purwokerto. Jurnal EMPATI, 5(1), 44–49. Jannah,
M. (2014). Prokrastinasi
Akademik
(Perilaku
Penundaan
Akademik)
Mahasiswa
Fakultas
Ilmu
Pendidikan
Universitas
Negeri
Surabaya
(Doctoral
dissertation, State University of Surabaya) Saraswati, P. (2017). Strategi Self Regulated
Learning
dan
Prokrastinasi
Akademik
terhadap Prestasi Akademik. Intuisi: Jurnal
Psikologi Ilmiah, 9(3), 210–223. Solomon, L. J., & Rothblum, E. D. (1984). Academic Procrastination: Frequency and
Cognitive-Behavioral Correlates. Journal of
Counseling Psychology, 31(4), 503–509. Jowkar, B., Kojuri, J., Kohoulat, N., & Hayat, A. A. (2014). Academic Resilience in Education:
The
Role
of
Achievement
Goal
Orientations. Journal
of
Advances
in
Medical Education & Professionalism, 2(1),
33–38. Sri Hadriana. (2019, March 12). “Soal 77%
Mahasiswa
Mengakui
Prokrastinasi
Akademik, Ini Solusi dari Ketua Konseling
Unhas.” Identitas Unhas. Retrieved June 23,
2022,
from
https://identitasunhas.com/soal-77-
mahasiswa-mengakui-prokrastinasi-
akademik-ini-solusi-dari-ketua-konseling-
unhas/ Khoirunnisa, A., & Ratnaningsih, I. Z. (2017). Optimisme dan Kesejahteraan Psikologi
pada
Mahasiswa
Pendidikan
Dokter
Fakultas
Kedokteran
Universitas
Diponegoro.Jurnal EMPATI, 5(1), 1–4. Lee, S. Y., & Hall, N. C. (2020b). Understanding
Procrastination
in
First-Year
Undergraduates:
An
Application
of 205 Jurnal Diversita, 9 (2) Desember 2023: 198-206. Jurnal Diversita, 9 (2) Desember 2023: 198-206. Steel, P. (2007). The Nature of Procrastination: A
Meta-analytic and Theoretical Review of
Quintessential
Self-Regulatory
Failure. Psychological Bulletin, 133(1), 65–94. Suhadianto, S., & Pratitis, N. (2020). Eksplorasi
Faktor Penyebab, Dampak dan Strategi
untuk Penanganan Prokrastinasi Akademik
pada Mahasiswa. Jurnal RAP (Riset Aktual
Psikologi Universitas Negeri Padang), 10(2),
204. Yusuf, A. E. (2014). Dampak Motivasi terhadap
Peningkatan Kinerja Individu. Humaniora,
5(1), 494. 206
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Probing Linguistic Systematicity
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Abstract (1988) provided a famous example: If a compe-
tent speaker of English knows the meaning of the
sentence John loves the girl, they also know the
meaning of The girl loves John. This is because
for speakers of English knowing the meaning of
the first sentence implies knowing the meaning of
the individual words the, loves, girl, and John as
well as grammatical principles such as how transi-
tive verbs take their arguments. But knowing these
words and principles of grammar implies know-
ing how to compose the meaning of the second
sentence. Recently, there has been much interest in the
question of whether deep natural language
understanding models exhibit systematicity—
generalizing such that units like words make
consistent contributions to the meaning of the
sentences in which they appear. There is ac-
cumulating evidence that neural models often
generalize non-systematically. We examined
the notion of systematicity from a linguistic
perspective, defining a set of probes and a set
of metrics to measure systematic behaviour. We also identified ways in which network ar-
chitectures can generalize non-systematically,
and discuss why such forms of generalization
may be unsatisfying. As a case study, we per-
formed a series of experiments in the setting of
natural language inference (NLI), demonstrat-
ing that some NLU systems achieve high over-
all performance despite being non-systematic. Deep learning systems now regularly exhibit
very high performance on a large variety of natural
language tasks, including machine translation (Wu
et al., 2016; Vaswani et al., 2017), question answer-
ing (Wang et al., 2018; Henaff et al., 2016), visual
question answering (Hudson and Manning, 2018),
and natural language inference (Devlin et al., 2018;
Storks et al., 2019). Recently, however, researchers
have asked whether such systems generalize sys-
tematically (see §4). ∗Corresponding author Proceedings of the 58th Annual Meeting of the Association for Computational Linguistics, pages 1958–1969
July 5 - 10, 2020. c⃝2020 Association for Computational Linguistics Probing Linguistic Systematicity Emily Goodwin,∗1,5 Koustuv Sinha,2,3,5 Timothy J. O’Donnell1,4,5
1Department of Linguistics, 2School of Computer Science, McGill University, Canada
3Facebook AI Research (FAIR), Montreal
4Canada CIFAR AI Chair, Mila
5Quebec Artificial Intelligence Institute (Mila)
{emily.goodwin, koustuv.sinha}@mail.mcgill.ca
timothy.odonnell@mcgill.ca ∗Corresponding author 3
Compositional Structure in Natural
Language Compositionality is often stated as the principle
that the meaning of an utterance is determined by
the meanings of its parts and the way those parts
are combined (see, e.g., Heim and Kratzer, 2000). Natural language distinguishes between content
or open-class lexical units and function or closed-
class lexical units. The former refers to categories,
such a nouns and verbs, which carry the major-
ity of contentful meaning in a sentence and which
permit new coinages. Closed-class units, by con-
trast, carry most of the grammatical structure of the
sentence and consist of things like inflectional mor-
phemes (like pluralizing -s in English) and words
like determiners, quantifiers, and negation (e.g., all,
some, the in English). These are mostly fixed; adult
speakers do not coin new quantifiers, for example,
the way that they coin new nouns. Systematicity, the property that words mean the
same thing in different contexts, is closely related
to compositionality; nevertheless, compositional
systems can vary in their degree of systematic-
ity. At one end of the spectrum are systems in
which primitive units contribute exactly one identi-
cal meaning across all contexts. This high degree
of systematicity is approached by artificial formal
systems including programming languages and log-
ics, though even these systems don’t fully achieve
this ideal (Cantwell Smith, 1996; Dutilh Novaes,
2012). Leveraging this distinction gives rise to the possi-
bility of constructing probes based on jabberwocky-
type sentences. This term references the poem
Jabberwocky by Lewis Carroll, which combines
nonsense open-class words with familiar closed-
class words in a way that allows speakers to recog-
nize the expression as well formed. For example,
English speakers identify a contradiction in the sen-
tence All Jabberwocks flug, but some Jabberwocks
don’t flug, without a meaning for jabberwock and
flug. This is possible because we expect the words
all, some, but, and don’t to contribute the same
meaning as they do when combined with famil-
iar words, like All pigs sleep, but some pigs don’t
sleep. The opposite of systematicity is the phenomenon
of contextually conditioned variation in meaning
where the contribution of individual words varies
according to the sentential contexts in which they
appear. Natural languages exhibit such context
dependence in phenomena like homophony, poly-
semy, multi-word idioms, and co-compositionality. Nevertheless, there are many words in natural
language—especially closed-class words like quan-
tifiers (see below)—which exhibit very little vari-
ability in meaning across sentences. 1
Introduction Language allows us to express and comprehend
a vast variety of novel thoughts and ideas. This
creativity is made possible by compositionality—
the linguistic system builds utterances by combin-
ing an inventory of primitive units such as mor-
phemes, words, or idioms (the lexicon), using a
small set of structure-building operations (the gram-
mar; Camap, 1947; Fodor and Pylyshyn, 1988;
Hodges, 2012; Janssen et al., 2012; Lake et al.,
2017b; Szabó, 2012; Zadrozny, 1994; Lake et al.,
2017a). Systematicity is the property whereby words
have consistent contributions to composed mean-
ing; the alternative is the situation where words
have a high degree of contextually conditioned
meaning variation. In such cases, generalization
may be based on local heuristics (McCoy et al.,
2019b; Niven and Kao, 2019), variegated similar-
ity (Albright and Hayes, 2003), or local approx-
imations (Veldhoen and Zuidema, 2017), where
the contribution of individual units to the meaning
of the sentence can vary greatly across sentences,
interacting with other units in highly inconsistent
and complex ways. One property of compositional systems, widely
studied in the cognitive sciences, is the phe-
nomenon of systematicity. Systematicity refers
to the fact that lexical units such as words make
consistent contributions to the meaning of the sen-
tences in which they appear. Fodor and Pylyshyn This paper introduces several novel probes for
testing systematic generalization. We employ an
artificial language to have control over systematic-
ity and contextual meaning variation. Applying our
probes to this language in an NLI setting reveals 1958 The logical extreme—a system where each word
has a different and unrelated meaning every time
it occurs—is clearly of limited usefulness since it
would make generalization impossible. Neverthe-
less, learners with sufficient memory capacity and
flexibility of representation, such as deep learning
models, can learn systems with very high degrees
of contextual conditioning—in particular, higher
than human language learners. An important goal
for building systems that learn and generalize like
people is to engineer systems with inductive biases
for the right degree of systematicity. In §8, we give
evidence that some neural systems are likely too
biased toward allowing contextually conditioned
meaning variability for words, such as quantifiers,
which do not vary greatly in natural language. 1
Introduction that some deep learning systems which achieve
very high accuracy on standard holdout evaluations
do so in ways which are non-systematic: the net-
works do not consistently capture the basic notion
that certain classes of words have meanings which
are consistent across the contexts in which they
appear. The rest of the paper is organized as follows. §2
discusses degrees of systematicity and contextually
conditioned variation; §3 introduces the distinction
between open- and closed-class words, which we
use in our probes. §5 introduces the NLI task and
describes the artificial language we use; §6 dis-
cusses the models that we tested and the details
of our training setup; §7 introduces our probes of
systematicity and results are presented in §8.1 1Code for datasets and models can be found here:
https://github.com/emilygoodwin/systematicity 3
Compositional Structure in Natural
Language At the other end of the spectrum from program-
ming languages and logics are systems where many
or most meanings are highly context dependent. Using jabberwocky-type sentences, we tested
the generalizability of certain closed-class word
representations learned by neural networks. Giving
the networks many examples of each construction 1959 with a large variety of different content words—
that is, large amounts of highly varied evidence
about the meaning of the closed-class words—we
asked during the test phase how fragile this knowl-
edge is when transferred to new open-class words. That is, our probes combine novel open-class words
with familiar closed-class words, to test whether
the closed-class words are treated systematically
by the network. For example, we might train the
networks to identify contradictions in pairs like All
pigs sleep; some pigs don’t sleep, and test whether
the network can identify the contradiction in a pair
like All Jabberwocks flug; some Jabberwocks don’t
flug. A systematic learner would reliably identify
the contradiction, whereas a non-systematic learner
may allow the closed-class words (all, some, don’t)
to take on contextually conditioned meanings that
depend on the novel context words. investigates learned representations, rather than de-
veloping probes of model behavior. This is done ei-
ther through visualization (Veldhoen and Zuidema,
2017), training a second network to approximate
learned representations using a symbolic structure
(Soulos et al., 2019) or as a diagnostic classifier
(Giulianelli et al., 2018), or reconstructing the se-
mantic space through similarity measurements over
representations (Prasad et al., 2019). 4
Related Work There has been much interest in the problem of sys-
tematic generalization in recent years (Bahdanau
et al., 2019; Bentivogli et al., 2016; Lake et al.,
2017a,b; Gershman and Tenenbaum, 2015; McCoy
et al., 2019a; Veldhoen and Zuidema, 2017; Soulos
et al., 2019; Prasad et al., 2019; Richardson et al.,
2019; Johnson et al., 2017, inter alia). In contrast to our approach (testing novel words
in familiar combinations), many of these studies
probe systematicity by testing familiar words in
novel combinations. Lake and Baroni (2018) adopt
this approach in semantic parsing with an artificial
language known as SCAN. Dasgupta et al. (2018,
2019) introduce a naturalistic NLI dataset, with
test items that shuffle the argument structure of nat-
ural language utterances. In the in the inductive
logic programming domain, Sinha et al. (2019) in-
troduced the CLUTTR relational-reasoning bench-
mark. The novel-combinations-of-familiar-words
approach was formalized in the CFQ dataset and as-
sociated distribution metric of Keysers et al. (2019). Ettinger et al. (2018) introduced a semantic-role-
labeling and negation-scope labeling dataset, which
tests compositional generalization with novel com-
binations of familiar words and makes use of syn-
tactic constructions like relative clauses. Finally,
Kim et al. (2019) explore pre-training schemes’
abilities to learn prepositions and wh-words with
syntactic transformations (two kinds of closed-
class words which our work does not address). 5.1
Natural Language Inference We make use of the Natural language inference
(NLI) task to study the question of systematicity. The NLI task is to infer the relation between two
sentences (the premise and the hypothesis). Sen-
tence pairs must be classified into one of a set of
predefined logical relations such as entailment or
contradiction. For example, the sentence All mam-
mals growl entails the sentence All pigs growl. A
rapidly growing number of studies have shown that
deep learning models can achieve very high perfor-
mance in this setting (Evans et al., 2018; Conneau
et al., 2017; Bowman et al., 2014; Yoon et al., 2018;
Kiela et al., 2018; Munkhdalai and Yu, 2017; Rock-
täschel et al., 2015; Peters et al., 2018; Parikh et al.,
2016; Zhang et al., 2018; Radford et al., 2018; De-
vlin et al., 2018; Storks et al., 2019). 5.2
Natural Logic We adopt the formulation of NLI known as natu-
ral logic (MacCartney and Manning, 2014, 2009;
Lakoff, 1970). Natural logic makes use of seven
logical relations between pairs of sentences. These
are shown in Table 1. These relations can be in-
terpreted as the set theoretic relationship between
the extensions of the two expressions. For instance,
if the expressions are the simple nouns warthog
and pig, then the entailment relation (⊏) holds be-
tween these extensions (warthog ⊏pig) since every
warthog is a kind of pig. For higher-order operators such as quantifiers,
relations can be defined between sets of possible
worlds. For instance, the set of possible worlds
consistent with the expression All blickets wug is
a subset of the set of possible worlds consistent
with the logically weaker expression All red blick-
ets wug. Critically, the relationship between com-
posed expressions such as All X Y and All P Q is
determined entirely by the relations between X/Y
and P/Q, respectively. Thus, natural logic allows A different type of systematicity analysis directly 1960 erarchies (e.g., lizards/animals, run/move). Nouns
and verbs from different blocks have no taxonomic
relationship (e.g., lizards and screwdrivers or run
and read) and do not co-occur in the same sentence
pair. Because each block includes a six verbs and
six nouns in a linear taxonomic hierarchy, no single
block is intrinsically harder to learn than any other
block. us to compute the relation between the whole ex-
pressions using the relations between parts. We
define an artificial language in which such align-
ments are easy to compute, and use this language to
probe deep learning systems’ ability to generalize
systematically. Symbol
Name
Example
Set-theoretic definition
x ≡y
equivalence
pig ≡pig
x = y
x ⊏y
forward entailment
pig ⊏mammal
x ⊂y
x ⊐y
reverse entailment
mammal ⊐pig
x ⊃y
x ∧y
negation
pig ∧not pig
x ∩y = ∅∧x ∪y = U
x | y
alternation
pig | cat
x ∩y = ∅∧x ∪y ̸= U
x ⌣y
cover
mammal ⌣not pig
x ∩y ̸= ∅∧x ∪y = U
x#y
independence
hungry # warthog
(all other cases)
Table 1: MacCartney and Manning (2009)’s implemen-
tation of natural logic relations The same set of closed-class words appear with
all blocks of open-class words, and their meanings
are systematic regardless of the open-class words
(nouns and verbs) they are combined with. 5.5
Test and Train Structure We now describe the structure of our training
blocks, holdout test set, and jabberwocky blocks. We also discuss our two test conditions, and sev-
eral other issues that arise in the construction of
our dataset. We compute the relation between position-
aligned pairs of sentences in our language using the
natural logic system (described in §5.2). Quanti-
fiers and negation have their usual natural-language
semantics in our artificial language; pre- and post-
modifiers are treated intersectively. Open-class
items (nouns and verbs) are organized into linear
hierarchical taxonomies, where each open-class
word is the sub- or super-set of exactly one other
open-class item in the same taxonomy. For exam-
ple, since dogs are all mammals, and all mammals
animals, they form the entailment hierarchy dogs
⊏mammals ⊏animals. We vary the number of
distinct noun and verb taxonomies according to an
approach we refer to as block structure, described
in the next section. Training set:
For each training block, we sam-
pled (without replacement) one sentence pair for
every possible combination of open-class words,
that is, every combination of nouns and verbs
⟨noun1, noun2, verb1, verb2⟩. Closed-class
words were sampled uniformly to fill each remain-
ing positions in the sentence (see Table 2). A ran-
dom subset of 20% of training items were reserved
for validation (early stopping) and not used during
training. Holdout test set:
For each training block, we
sampled a holdout set of forms using the same
nouns and verbs, but disjoint from the training set
just described. The sampling procedure was iden-
tical to that for the training blocks. These holdout
items allow us to test the generalization of the mod-
els with known words in novel configurations (see
§8.1). 5.2
Natural Logic For ex-
ample, the quantifier some has a consistent meaning
when it is applied to some screwdrivers or some ani-
mals. Because closed-class words are shared across
blocks, models are trained on extensive and varied
evidence of their behaviour. We present closed-
class words in a wide variety of sentential contexts,
with a wide variety of different open-class words,
to provide maximal pressure against overfitting and
maximal evidence of their consistent meaning. Table 1: MacCartney and Manning (2009)’s implemen-
tation of natural logic relations 5.3
The Artificial Language In our artificial language, sentences are generated
according to the six-position template shown in Ta-
ble 2, and include a quantifier (position 1), noun
(position 3), and verb (position 6), with optional
pre- and post-modifiers (position 2 and 4) and op-
tional negation (position 5). For readability, all
examples in this paper use real English words;
however, simulations can use uniquely identified
abstract symbols (i.e., generated by gensym). 5.4
Block Structure In natural language, most open-class words do
not appear with equal probability with every other
word. Instead, their distribution is biased and
clumpy, with words in similar topics occurring to-
gether. To mimic such topic structure, we group
nouns and verbs into blocks. Each block consists of
six nouns and six verbs, which form taxonomic hi- Jabberwocky test set:
Each jabberwocky block
consisted of novel open-class items (i.e., nouns and
verbs) that did not appear in training blocks. For
each jabberwocky block, we began by following a 1961 Position
1
2
3
4
5
6
Category
quantifier
nominal premodifier
noun
nominal postmodifier
negation
verb
Status
Obligatory
Optional
Obligatory
Optional
Optional
Obligatory
Class
Closed
Closed
Open
Closed
Closed
Open
Example
All
brown
dogs
that bark
don’t
run
Table 2: A template for sentences in the artificial language. Each sentence fills the obligatory positions 1, 3, and
6 with a word: a quantifier, noun, and verb. Optional positions (2, 4 and 5) are filled by either a word (adjective,
postmodifier or negation) or by the empty string. Closed-class categories (Quantifiers, adjectives, post modifiers
and negation) do not include novel words, while open-class categories (nouns and verbs) includes novel words that
are only exposed in the test set. Table 2: A template for sentences in the artificial language. Each sentence fills the obligatory positions 1, 3, and
6 with a word: a quantifier, noun, and verb. Optional positions (2, 4 and 5) are filled by either a word (adjective,
postmodifier or negation) or by the empty string. Closed-class categories (Quantifiers, adjectives, post modifiers
and negation) do not include novel words, while open-class categories (nouns and verbs) includes novel words that
are only exposed in the test set. premise v are individually encoded by neural se-
quence encoders such as a long short-term mem-
ory (LSTM; Hochreiter and Schmidhuber, 1997)
or gated recurrent unit (GRU; Cho et al., 2014). These vectors, together with their element-wise
product u ∗v and element-wise difference u −v
are fed into a fully connected multilayer perceptron
layer to predict the relation. The encodings u and v
are produced from an input sentence of M words,
w1, . . . , wM, using a recurrent neural network,
which produces a set of a set of M hidden repre-
sentations h1, . . . , ht, where ht = f(w1, . . . , wM). 5.4
Block Structure The sequence encoding is represented by its last
hidden vector hT . sampling procedure identical to that for the train-
ing/holdout sets with these new words. Several of
our systematicity probes are based on the behavior
of neighboring pairs of test sentences (see §7). To
ensure that all such necessary pairs were in the jab-
berwocky test set, we extended the initial sample
with any missing test items. Training conditions:
Since a single set of
closed-class words is used across all blocks, adding
more blocks increases evidence of the meaning of
these words without encouraging overfitting. To
study the effect of increasing evidence in this man-
ner, we use two training conditions: small with 20
training blocks and large with 185 training blocks. Both conditions contained 20 jabberwocky blocks. The small condition consisted of 51, 743 training,
10, 399 validation, and 3, 694, 005 test (holdout
and jabberwocky) pairs. The large condition con-
sisted of 478, 649 training, 96, 005 validation, and
3, 694, 455 test items. The simplest of four models sets f to be a bidi-
rectional gated recurrent unit (BGRU). This model
concatenates the last hidden state of a GRU run
forwards over the sequence and the last hidden
state of GRU run backwards over the sequence, for
example, u = [←−
hM, −→
hM]. Our second embedding system is the Infersent
model reported by Conneau et al. (2017), a bidirec-
tional LSTM with max pooling (INFS). This is a
model where f is an LSTM. Each word is repre-
sented by the concatenation of a forward and back-
ward representation: ht = [←−
ht, −→
ht]. We constructed
a fixed vector representation of the sequence ht by
selecting the maximum value over each dimension
of the hidden units of the words in the sentence. Balancing:
One consequence of the sampling
method is that logical relations will not be equally
represented in training. In fact, it is impossible to
simultaneously balance the distributions of syntac-
tic constructions, logical relations, and instances
of words. In this trade-off, we chose to balance
the distribution of open-class words in the vocab-
ulary, as we are focused primarily on the ability
of neural networks to generalize closed-class word
meaning. Balancing instances of open-class words
provided the greatest variety of learning contexts
for the meanings of the closed-class items. 5.4
Block Structure Our third model is a self-attentive sentence en-
coder (SATT) which uses an attention mechanism
over the hidden states of a BiLSTM to generate
the sentence representation (Lin et al., 2017). This
attention mechanism is a weighted linear combi-
nation of the word representations, denoted by
u = P
M αihi, where the weights are calculated
as follows: 7.2
Identical Open-class Words Probe Some sentence pairs are classifiable without any
knowledge of the novel words’ meaning; for ex-
ample, pairs where premise and hypothesis have
identical open-class words. An instance is shown
in Example 3: the two sentences must stand in con-
tradiction, regardless of the meaning of blicket or
wug. 7
Probing Systematicity In this section, we study the systematicity of the
models described in §6.1. Recall that systematicity
refers to the degree to which words have consistent
meaning across different contexts, and is contrasted
with contextually conditioned variation in meaning. We describe three novel probes of systematicity
which we call the known word perturbation probe,
the identical open-class words probe, and the con-
sistency probe. In order to rule out trivially correct behavior
where the model simply ignores the perturbation,
we consider only perturbations which result in a
change of class (e.g., ⊏7→⊐) for the sentence pair. In addition to accuracy on these perturbed items,
we also examine the variance of model accuracy on
probes across different blocks. If a model’s accu-
racy varies depending only on the novel open-class
items in a particular block, this provides further
evidence that it does not treat word meaning sys-
tematically. All probes take advantage of the distinction be-
tween closed-class and open-class words reflected
in the design of our artificial language, and are
performed on sentence pairs with novel open-class
words (jabberwocky-type sentences; see §5.5 ). We
now describe the logic of each probe. (3) All blickets wug.
Some blickets don’t wug. The closed-class items and compositional struc-
ture of the language is sufficient for a learner to
deduce the relationships between such sentences,
even with unfamiliar nouns and verbs. Our second
probe, the identical open-class words probe, tests
the models’ ability to correctly classify such pairs. (2) Some blickets wug.
All blockets wug. (2) Some blickets wug. All blockets wug. where, uw is a learned context query vector and
(W, bw) are the weights of an affine transformation. This self-attentive network also has multiple views
of the sentence, so the model can attend to multiple
parts of the given sentence at the same time. There are two critical features of this probe. First, because we start from a correctly-classified
jabberwocky pair, we can conclude that the novel
words (e.g., wug and blickets above) were assigned
appropriate meanings. Finally, we test the Hierarchical Convolution-
alNetwork (CONV) architecture from (Conneau
et al., 2017) which is itself inspired from the model
AdaSent (Zhao et al., 2015). This model has four
convolution layers; at each layer the intermediate
representation ui is computed by a max-pooling
operation over feature maps. The final representa-
tion is a concatenation u = [u1, ..., ul] where l is
the number of layers. Second, since the perturbation only involves
closed-class items which do not vary in mean-
ing and have been highly trained, the perturbation
should not affect the models ability to correctly
classify the resulting sentence pair. If the model
does misclassify the resulting pair, it can only be
because a perturbed closed-class word (e.g., some)
interacts with the open-class items (e.g., wug), in
a way that is different from the pre-perturbation
closed-class item (i.e., all). This is non-systematic
behavior. 6.1
Models We analyze performance on four simple baseline
models known to perform well on standard NLI
tasks, such as the Stanford Natural Language In-
ference datasets, (Bowman et al., 2015). Follow-
ing Conneau et al. (2017), the hypothesis u and ¯hi = tanh(Whi + bw)
αi =
e ¯hi
⊤uw
P
i e ¯hi
⊤uw 1962 (1) All blickets wug.
All blockets wug. 7.1
Known Word Perturbation Probe We test whether the models treat the meaning of
closed-class words systematically by perturbing
correctly classified jabberwocky sentence pairs
with a closed-class word. More precisely, for a pair
of closed-class words w and w′, we consider test
items which can be formed by substitution of w by
w′ in a correctly classified test item. We allow both
w and w′ to be any of the closed-class items, includ-
ing quantifiers, negation, nominal post-modifiers,
or the the empty string ϵ (thus modeling insertions
and deletions of these known, closed-class items). Suppose that Example 1 was correctly classified. Substituting some for all in the premise of yields
Example 2, and changes the relation from entail-
ment (⊏) to reverse entailment (⊐). (4) All blickets wug.
All red blickets wug. (4) All blickets wug. All red blickets wug. (4) All blickets wug. All red blickets wug. (5) All red blickets wug. All blickets wug. Table 3: Accuracy on holdout evaluations (training con-
ditions and holdout evaluation are explained in §5.5) In Example 4, the two sentences stand in an en-
tailment (⊏) relation. In Example 5, by contrast,
the two sentences stand in a reverse entailment (⊐)
relation. This is a logically necessary consequence
of the way the relations are defined. Reversing the
order of sentences has predictable effects for all
seven natural logic relations: in particular, such
reversals map ⊏7→⊐and ⊐7→⊏, leaving all other
relations intact. Based on this observation, we de-
velop a consistency probe of systematicity. We ask
for each correctly classified jabberwocky block test
item, whether the corresponding reversed item is
also correctly classified. The intuition behind this
probe is that whatever meaning a model assumes
for the novel open-class words, it should assume
the same meaning when the sentence order is re-
versed. If the reverse is not correctly classified,
then this is strong evidence of contextual depen-
dence in meaning. Figure 1: Visualization of trained and novel open-class
word embeddings. Figure 1: Visualization of trained and novel open-class
word embeddings. trained on these novel words, it is important to
establish that they are from the same distribution
as the trained words and, thus, that the models’
performance is not driven by some pathological
feature of the novel word embeddings. Trained word embeddings were initialized ran-
domly from N(0, 1) and then updated during train-
ing. Novel word embeddings were simply drawn
from N(0, 1) and never updated. Figure 1 plots
visualizations of the trained and novel open-class
word embeddings in two dimensions, using t-SNE
parameters computed over all open-class words
(Maaten and Hinton, 2008). Trained words are
plotted as +, novel words as •. Color indicates
the proportion of test items containing that word
that were classified correctly. As the plot shows,
the two sets of embeddings overlap considerably. Moreover, there does not appear to be a systematic
relationship between rates of correct classification
for items containing novel words and their prox-
imity to trained words. We also performed a re-
sampling analysis, determining that novel vectors
did not differ significantly in length from trained
vectors (p = 0.85). 8.2
Analysis II: Distribution of Novel Words 8.2
Analysis II: Distribution of Novel Words
Our
three
systematicity
probes
employ
jabberwocky-type
sentences—novel
open-
class words in sentential frames built from
known closed-class words. Since models are not 8
Results In this section, we report the results of two control
analyses, and that of our three systematicity probes
described above. (4) All blickets wug.
All red blickets wug. Finally, we observed mean and
standard deviation of the pairwise cosine similarity
between trained and novel words to be 0.999 and
0.058 respectively, confirming that there is little
evidence the distributions are different. 8.1
Analysis I: Holdout Evaluations We first establish that the models perform well on
novel configurations of known words. Table 3 re-
ports accuracy on heldout sentence pairs, described
in §5.5. The table reports average accuracies across
training blocks together with the standard devia-
tions of these statistics. As can be seen in the table,
all models perform quite well on holdout forms
across training blocks, with very little variance. Be-
cause these items use the same sampling scheme
and vocabulary as the trained blocks, these simula-
tions serve as a kind of upper bound on the perfor-
mance and a lower bound on the variance that we
can expect from the more challenging jabberwocky-
block-based evaluations below. 7.3
Consistency Probe (1) All blickets wug. All blockets wug. Consider Examples 4 and 5, which present the
same two sentences in opposite orders. 1963 1963 Condition
BGRU
CONV
SATT
INFS
mean (sd)
mean (sd)
mean (sd)
mean (sd)
small
95.1 ±0.21
95.43 ±0.12
93.14 ±0.94
96.02 ±0.51
large
95.09 ±1.03
95.22 ±0.55
94.89 ±1.09
96.17 ±0.74
Table 3: Accuracy on holdout evaluations (training con-
ditions and holdout evaluation are explained in §5.5)
Figure 1: Visualization of trained and novel open-class
word embeddings. Condition
BGRU
CONV
SATT
INFS
mean (sd)
mean (sd)
mean (sd)
mean (sd)
small
95.1 ±0.21
95.43 ±0.12
93.14 ±0.94
96.02 ±0.51
large
95.09 ±1.03
95.22 ±0.55
94.89 ±1.09
96.17 ±0.74 8.4
Analysis IV: Identical Open-Class Words
Probe Recall that the identical open-class words probe
consist of sentence pairs where all open-class lexi-
cal items were identical. Table 4 shows the accura-
cies for these probes, trained on the small language. Average accuracies across jabberwocky blocks are
reported together with standard deviations. Figure 2: Performance on the known word perturbation
probe, small and large training conditions (see §5.5). Relation
BGRU
CONV
SATT
INFS
mean (sd)
mean (sd)
mean (sd)
mean (sd)
#
100 ±0
100 ±0
99.94 ±0.26
99.67 ±0.98
∧
55.68 ±20.29
73.29 ±10.8
23.71 ±11.45
90.67 ±10.98
⊏
90.78 ±4.99
82.84 ±6.51
75.22 ±5.98
95.53 ±2.64
≡
90.43 ±17.1
38.12 ±15.56
71.94 ±24.1
95.93 ±6.5
⊐
90.34 ±4.18
77.11 ±5.9
81.4 ±6.67
93.81 ±2.96
|
93.08 ±3.58
85.34 ±5.47
74.05 ±8.03
92.23 ±4.6
⌣
88.01 ±3.55
71.5 ±7.32
78.4 ±7.91
95.22 ±3.58
Table 4: Identical open-class words probe performance,
trained on the small language condition (trained on
51, 743 sentence pairs, see §5.5) Figure 2: Performance on the known word perturbation
probe, small and large training conditions (see §5.5). of a trained closed-class word in a correctly classi-
fied jabberwocky-type sentence pair. Figure 2 plots
the results of this probe. Each point represents a
perturbation type—a group of perturbed test items
that share their before/after target perturbed closed-
class words and before/after relation pairs. The
upper plot displays the mean accuracy of all pertur-
bations, averaged across blocks, and the lower plot
displays the standard deviations across blocks. Table 4: Identical open-class words probe performance,
trained on the small language condition (trained on
51, 743 sentence pairs, see §5.5) Table 4: Identical open-class words probe performance,
trained on the small language condition (trained on
51, 743 sentence pairs, see §5.5) Accuracy on the probe pairs fails to reach the
holdout test levels for most models and most rela-
tions besides #, and variance between blocks is
much higher than in the holdout evaluation. Of
special interest is negation (∧), for which accuracy
is dramatically lower and variance dramatically
higher than the holdout evaluation. All models perform substantially worse than the
holdout-evaluation on at least some of the perturba-
tions. In addition, the standard deviation of accu-
racy between blocks is higher than the holdout tests. As discussed in §7.1, low accuracy on this probe
indicates that closed-class words do not maintain a
consistent interpretation when paired with different
open-class words. 8.3
Analysis III: Known Word Perturbation
Probe Recall from §7.1 that the known word perturbation
probe involves insertion, deletion, or substitution 1964 Figure 2: Performance on the known word perturbation
probe, small and large training conditions (see §5.5). tence pair (84.79% ± 7.50%) or another forward-
entailing pair (92.32%, ±3.60%) or an equality
pair (100% ± 0.00%). All the possible perturba-
tions we studied exhibit similarly inconsistent per-
formance. 8.4
Analysis IV: Identical Open-Class Words
Probe Variance across blocks shows
that under all models the behavior of closed-class
words is highly sensitive to the novel words they
appear with. The results are similar for the large language
condition, shown in Table 5. Although model accu-
racies improve somewhat, variance remains higher
than the heldout level and accuracy lower. Recall
that these probe-items can be classified while ignor-
ing the specific identity of their open-class words. Thus, the models inability to leverage this fact, and
high variance across different sets novel open-class
words, illustrates their sensitivity to context. Performance is also susceptible to interference
from sentence-level features. For example, con-
sider the perturbation which deletes a post-modifier
from a sentence pair in negation, yielding a pair
in cover relation. The self-attentive encoder per-
forms perfectly when this perturbation is applied to
a premise (100% ± 0.00%), but not when applied
to a hypothesis (86.60% ± 18.08%). Similarly,
deleting the adjective red from the hypothesis of a
forward-entailing pair results in an unrelated sen- 8.5
Analysis V: Consistency Probe The consistency probe tests abstract knowledge of
relationships between logical relations, such as the
fact that two sentences that stand in a contradiction
still stand in a contradiction after reversing their or-
der. Results of this probe in the small-language con-
dition are in Table 6: For each type of relation, we
show the average percentage of correctly-labeled 1965 Relation
BGRU
CONV
SATT
INFS
mean (sd)
mean (sd)
mean (sd)
mean (sd)
#
99.82 ±0.45
99.57 ±0.73
98.67 ±1.81
100 ±0
∧
84.18 ±12.29
73.73 ±18.31
79.97 ±16.58
85.54 ±14.11
⊏
96.13 ±2.59
93.88 ±2.67
97.3 ±2.36
97.02 ±2.39
≡
89.33 ±12.5
77.84 ±12.08
94.44 ±11.23
94.59 ±7.02
⊐
95.4 ±2.48
94.55 ±2.04
98.05 ±1.51
97.6 ±2.08
|
89.97 ±6.73
92.36 ±6.29
84.52 ±7.07
98.72 ±2.08
⌣
90.78 ±6.33
93.18 ±2.95
87.85 ±6.46
97.48 ±2.56
Table 5: Identical open-class words probe performance
when trained on the large language training condition
(trained on 478, 649 sentence pairs, see §5.5) Relation
BGRU
CONV
SATT
INFS
mean (sd)
mean (sd)
mean (sd)
mean (sd)
#
98.45 ±0.65
98.69 ±0.54
98.83 ±0.6
98.38 ±0.74
∧
70.46 ±33.72
77.82 ±26
84.27 ±23.89
65.64 ±35.13
⊏
96.02 ±2.96
96.6 ±3.26
96.78 ±4.23
95.01 ±5.38
=
100 ±0
100 ±0
100 ±0
100 ±0
⊐
93.5 ±4.51
95.76 ±4.23
94.23 ±5.86
90.11 ±8.5
|
96.31 ±2.73
97.25 ±2.05
97.17 ±2.23
94.46 ±4.24
⌣
96.25 ±2.49
96.98 ±2.66
97.18 ±2.17
93.88 ±4.78
Table 7: Consistency probe performance, trained on the
large langauge condition (478, 649 sentence pairs). Table 5: Identical open-class words probe performance
when trained on the large language training condition
(trained on 478, 649 sentence pairs, see §5.5) Table 5: Identical open-class words probe performance
when trained on the large language training condition
(trained on 478, 649 sentence pairs, see §5.5) Table 7: Consistency probe performance, trained on the
large langauge condition (478, 649 sentence pairs). Table 7: Consistency probe performance, trained on the
large langauge condition (478, 649 sentence pairs). guage inference task. Our results indicate that de-
spite their high overall performance, these models
tend to generalize in ways that allow the meanings
of individual words to vary in different contexts,
even in an artificial language where a totally sys-
tematic solution is available. This suggests the
networks lack a sufficient inductive bias to learn
systematic representations of words like quantifiers,
which even in natural language exhibit very little
meaning variation. 8.5
Analysis V: Consistency Probe sentence pairs that, when presented in reverse order,
were also correctly labeled. The best-performing model on negation reversal
is SATT, which correctly labeled reversed items
66.92% of the time. Although performance on
negation is notably more difficult than the other
relations, every model, on every relation, exhibited
inter-block variance higher than that of the hold-out
evaluations. Relation
BGRU
CONV
SATT
INFS
mean (sd)
mean (sd)
mean (sd)
mean (sd)
#
97.4 ±0.86
97.8 ±0.93
98.58 ±0.74
97.03 ±0.87
∧
63.03 ±36.19
63.42 ±35.91
66.92 ±31.45
57.16 ±38.24
⊏
92.45 ±6.26
88.1 ±8.16
93.16 ±5.42
90.64 ±6.76
≡
100 ±0
100 ±0
100 ±0
100 ±0
⊐
91.37 ±6.23
94.73 ±6.51
96.42 ±3.22
87.02 ±9.61
|
96.02 ±2.6
96.29 ±2.51
96.95 ±2.14
94.2 ±3.48
⌣
93.57 ±3.56
95 ±2.97
96.4 ±2.83
93.1 ±3.77
Table 6: Consistency probe performance, trained on the
small language condition (51, 743 sentence pairs, see
§5.5). Our analyses contain two ideas that may be use-
ful for future studies of systematicity. First, two
of our probes (known word perturbation and con-
sistency) are based on the idea of starting from a
test item that is classified correctly, and applying
a transformation that should result in a classifiable
item (for a model that represents word meaning
systematically). Second, our analyses made criti-
cal use of differential sensitivity (i.e., variance) of
the models across test blocks with different novel
words but otherwise identical information content. We believe these are a novel ideas that can be em-
ployed in future studies. Table 6: Consistency probe performance, trained on the
small language condition (51, 743 sentence pairs, see
§5.5). Table 6: Consistency probe performance, trained on the
small language condition (51, 743 sentence pairs, see
§5.5). Furthermore, as can be seen in Table 7, the
large language condition yields little improvement. Negation pairs are still well below the hold-out
test threshold, still with a high degree of variation. Variation remains high for many relations, which
is surprising because the means report accuracy on
test items that were chosen specifically because the
same item, in a reverse order, was already correctly
labeled. Reversing the order of sentences causes
the model to misclassify the resulting pair, more
often for some blocks than others. Acknowledgements We thank Brendan Lake, Marco Baroni, Adina
Williams, Dima Bahdanau, Sam Gershman, Ishita
Dasgupta, Alessandro Sordoni, Will Hamilton,
Leon Bergen, the Montreal Computational and
Quantitative Linguistics, and Reasoning and Learn-
ing Labs at McGill University for feedback on the
manuscript. We are grateful to Facebook AI Re-
search for providing extensive compute and other
support. We also gratefully acknowledge the sup-
port of the Natural Sciences and Engineering Re-
search Council of Canada, the Fonds de Recherche
du Québec, Société et Culture, and the Canada CI-
FAR AI Chairs Program. References Catarina Dutilh Novaes. 2012. Formal Languages
in Logic: A Philosophical and Cognitive Analysis. Cambridge University Press, Cambridge, England. Adam Albright and Bruce Hayes. 2003. Rules
vs. analogy in English past tenses:
A computa-
tional/experimental study. Cognition, 90(2):119–
161. Allyson Ettinger, Ahmed Elgohary, Colin Phillips, and
Philip Resnik. 2018. Assessing composition in sen-
tence vector representations. In Proceedings of
the 27th International Conference on Computational
Linguistics, pages 1790–1801, Santa Fe, New Mex-
ico, USA. Association for Computational Linguis-
tics. Dzmitry
Bahdanau,
Shikhar
Murty,
Michael
Noukhovitch, Thien Huu Nguyen, Harm de Vries,
and Aaron Courville. 2019. Systematic generaliza-
tion: What is required and can it be learned? arXiv,
abs/1811.12889(arXiv:1811.12889v2 [cs.CL]). Richard Evans, David Saxton, David Amos, Pushmeet
Kohli, and Edward Grefenstette. 2018. Can neu-
ral networks understand logical entailment? arXiv
preprint arXiv:1802.08535. Luisa Bentivogli, Raffaella Bernardi, Marco Marelli,
Stefano Menini, Marco Baroni, and Roberto Zam-
parelli. 2016. Sick through the semeval glasses. les-
son learned from the evaluation of compositional
distributional semantic models on full sentences
through semantic relatedness and textual entailment. Language Resources and Evaluation, 50(1):95–124. Jerry A Fodor and Zenon W Pylyshyn. 1988. Connec-
tionism and cognitive architecture: A critical analy-
sis. Cognition, 28(1):3–71. Samuel R Bowman, Gabor Angeli, Christopher Potts,
and Christopher D Manning. 2015. A large anno-
tated corpus for learning natural language inference. arXiv preprint arXiv:1508.05326. Samuel Gershman and Joshua B Tenenbaum. 2015. Phrase similarity in humans and machines. In
CogSci. Mario Giulianelli, Jack Harding, Florian Mohnert,
Dieuwke Hupkes,
and Willem Zuidema. 2018. Under the hood:
Using diagnostic classifiers
to investigate and improve how language mod-
els track agreement information. arXiv preprint
arXiv:1808.08079. Samuel R Bowman, Christopher Potts, and Christo-
pher D Manning. 2014. Recursive neural net-
works can learn logical semantics. arXiv preprint
arXiv:1406.1827. Rudolf Camap. 1947. Meaning and necessity: A study
in semantics and modal logic. Irene Heim and Angelika Kratzer. 2000. Semantics
in Generative Grammar. Blackwell Publishing,
Malden, MA. Brian Cantwell Smith. 1996. On the Origins of Objects. MIT Press, Cambridge, Massachusetts. Mikael Henaff, Jason Weston, Arthur Szlam, Antoine
Bordes, and Yann LeCun. 2016. Tracking the world
state with recurrent entity networks. Kyunghyun Cho, Bart van Merrienboer, Dzmitry Bah-
danau, and Yoshua Bengio. 2014. On the properties
of neural machine translation: Encoder–decoder ap-
proaches. In Proceedings of SSST-8, Eighth Work-
shop on Syntax, Semantics and Structure in Statisti-
cal Translation, pages 103–111. Sepp Hochreiter and Jürgen Schmidhuber. 1997. Long short-term memory. Neural computation,
9(8):1735–1780. 9
Discussion and Conclusion Systematicity refers to the property of natural lan-
guage representations whereby words (and other
units or grammatical operations) have consistent
meanings across different contexts. Our probes test
whether deep learning systems learn to represent
linguistic units systematically in the natural lan- 1966 References Alexis Conneau, Douwe Kiela, Holger Schwenk, Loïc
Barrault, and Antoine Bordes. 2017. Supervised
learning of universal sentence representations from
natural language inference data. In Proceedings of
the 2017 Conference on Empirical Methods in Natu-
ral Language Processing, pages 670–680. Wilfrid Hodges. 2012. Formalizing the relationship be-
tween meaning and syntax. In The Oxford handbook
of compositionality. Oxford Handbooks in Linguis-
tic. Drew A. Hudson and Christopher D. Manning. 2018. Compositional attention networks for machine rea-
soning. Ishita Dasgupta, Demi Guo, Samuel J. Gershman, and
Noah D. Goodman. 2019. Analyzing machine-
learned representations: A natural language case
study. Theo MV Janssen et al. 2012. Compositionality: its
historic context. The Oxford handbook of composi-
tionality, pages 19–46. Ishita Dasgupta, Demi Guo, Andreas Stuhlmüller,
Samuel J Gershman, and Noah D Goodman. 2018. Evaluating compositionality in sentence embed-
dings. arXiv preprint arXiv:1802.04302. Justin Johnson, Bharath Hariharan, Laurens van der
Maaten, Li Fei-Fei, C Lawrence Zitnick, and Ross
Girshick. 2017. Clevr: A diagnostic dataset for com-
positional language and elementary visual reasoning. In Proceedings of the IEEE Conference on Com-
puter Vision and Pattern Recognition, pages 2901–
2910. Jacob Devlin, Ming-Wei Chang, Kenton Lee, and
Kristina Toutanova. 2018. Bert: Pre-training of deep
bidirectional transformers for language understand-
ing. 1967 R Thomas McCoy, Junghyun Min, and Tal Linzen. 2019a. Berts of a feather do not generalize together:
Large variability in generalization across models
with similar test set performance. arXiv preprint
arXiv:1911.02969. Daniel Keysers, Nathanael Schärli, Nathan Scales,
Hylke Buisman, Daniel Furrer, Sergii Kashubin,
Nikola Momchev, Danila Sinopalnikov, Lukasz
Stafiniak, Tibor Tihon, Dmitry Tsarkov, Xiao Wang,
Marc van Zee, and Olivier Bousquet. 2019. Measur-
ing compositional generalization: A comprehensive
method on realistic data. R. Thomas McCoy, Ellie Pavlick, and Tal Linzen. 2019b. Right for the wrong reasons: Diagnosing
syntactic heuristics in natural language inference. In
Proceedings of the 57th Annual Meeting of the As-
sociation for Computational Linguistics, Florence,
Italy. Douwe Kiela, Changhan Wang, and Kyunghyun Cho. 2018. Dynamic meta-embeddings for improved sen-
tence representations. In Proceedings of the 2018
Conference on Empirical Methods in Natural Lan-
guage Processing, pages 1466–1477. Tsendsuren Munkhdalai and Hong Yu. 2017. Neu-
ral semantic encoders. In Proceedings of the con-
ference. Association for Computational Linguistics. Meeting, volume 1, page 397. NIH Public Access. Najoung Kim, Roma Patel, Adam Poliak, Patrick Xia,
Alex Wang, Tom McCoy, Ian Tenney, Alexis Ross,
Tal Linzen, Benjamin Van Durme, Samuel R. Bow-
man, and Ellie Pavlick. References 2019. Probing what dif-
ferent NLP tasks teach machines about function
word comprehension. In Proceedings of the Eighth
Joint Conference on Lexical and Computational Se-
mantics (*SEM 2019), pages 235–249, Minneapolis,
Minnesota. Association for Computational Linguis-
tics. Timothy Niven and Hung-Yu Kao. 2019. Probing neu-
ral network comprehension of natural language argu-
ments. Ankur P Parikh, Oscar Täckström, Dipanjan Das, and
Jakob Uszkoreit. 2016. A decomposable attention
model for natural language inference. arXiv preprint
arXiv:1606.01933. Brenden Lake and Marco Baroni. 2018. Generalization
without systematicity: On the compositional skills
of sequence-to-sequence recurrent networks. In In-
ternational Conference on Machine Learning, pages
2879–2888. Matthew Peters, Mark Neumann, Mohit Iyyer, Matt
Gardner, Christopher Clark, Kenton Lee, and Luke
Zettlemoyer. 2018. Deep contextualized word repre-
sentations. In Proceedings of the 2018 Conference
of the North American Chapter of the Association
for Computational Linguistics: Human Language
Technologies, Volume 1 (Long Papers), pages 2227–
2237. Brenden Lake, Tal Linzen, and Marco Baroni. 2017a. Human few-shot learning of compositional instruc-
tions. In Ashok Goel, Colleen Seifert, and Christian
Freksa, editors, Proceedings of the 41st Annual Con-
ference of the Cognitive Science Society, pages 611–
616. Cognitive Science Society, Montreal, Canada. Grusha Prasad, Marten van Schijndel, and Tal Linzen. 2019. Using priming to uncover the organization of
syntactic representations in neural language models. Brenden M Lake, Tomer D Ullman, Joshua B Tenen-
baum, and Samuel J Gershman. 2017b. Building
machines that learn and think like people. Behav-
ioral and Brain Sciences, 40. Alec Radford, Karthik Narasimhan, Tim Salimans, and
Ilya Sutskever. 2018. Improving language under-
standing by generative pre-training. URL https://s3-
us-west-2. amazonaws. com/openai-assets/research-
covers/languageunsupervised/language understand-
ing paper. pdf. George Lakoff. 1970. Linguistics and natural logic. Synthese, 22(1-2):151–271. Zhouhan Lin, Minwei Feng, Cicero Nogueira dos San-
tos, Mo Yu, Bing Xiang, Bowen Zhou, and Yoshua
Bengio. 2017. A structured self-attentive sentence
embedding. arXiv preprint arXiv:1703.03130. Kyle Richardson, Hai Hu, Lawrence S. Moss, and
Ashish Sabharwal. 2019. Probing natural language
inference models through semantic fragments. Laurens van der Maaten and Geoffrey Hinton. 2008. Visualizing data using t-sne. Journal of machine
learning research, 9(Nov):2579–2605. Tim Rocktäschel, Edward Grefenstette, Karl Moritz
Hermann, Tomáš Koˇcisk`y, and Phil Blunsom. 2015. Reasoning about entailment with neural attention. arXiv preprint arXiv:1509.06664. Bill MacCartney and Christopher D. Manning. 2009. An extended model of natural logic. In Proceed-
ings of the Eighth International Conference on Com-
putational Semantics, IWCS-8 ’09, pages 140–156,
Stroudsburg, PA, USA. References Association for Computa-
tional Linguistics. Koustuv Sinha, Shagun Sodhani, Jin Dong, Joelle
Pineau, and William L. Hamilton. 2019. Clutrr: A
diagnostic benchmark for inductive reasoning from
text. Bill MacCartney and Christopher D. Manning. 2014. Natural logic and natural language inference. In
Computing Meaning:
Volume 4, pages 129–147,
Dordrecht. Springer Netherlands. Paul Soulos, Tom McCoy, Tal Linzen, and Paul
Smolensky. 2019. Discovering the compositional
structure of vector representations with role learning
networks. 1968 Shane Storks, Qiaozi Gao, and Joyce Y Chai. 2019. Recent advances in natural language inference: A
survey of benchmarks, resources, and approaches. arXiv preprint arXiv:1904.01172. Zoltan Szabó. 2012. The case for compositionality. The Oxford Handbook of Compositionality. Ashish Vaswani, Noam Shazeer, Niki Parmar, Jakob
Uszkoreit, Llion Jones, Aidan N. Gomez, Lukasz
Kaiser, and Illia Polosukhin. 2017. Attention is all
you need. Sara Veldhoen and Willem Zuidema. 2017. Can neural
networks learn logical reasoning? Proceedings of
the Conference on Logic and Machine Learning in
Natural Language. Wei Wang, Ming Yan, and Chen Wu. 2018. Multi-
granularity hierarchical attention fusion networks
for reading comprehension and question answering. arXiv preprint arXiv:1811.11934. Yonghui Wu, Mike Schuster, Zhifeng Chen, Quoc V. Le,
Mohammad Norouzi,
Wolfgang Macherey,
Maxim Krikun,
Yuan Cao,
Qin Gao,
Klaus
Macherey, Jeff Klingner, Apurva Shah, Melvin John-
son, Xiaobing Liu, Łukasz Kaiser, Stephan Gouws,
Yoshikiyo Kato, Taku Kudo, Hideto Kazawa, Keith
Stevens, George Kurian, Nishant Patil, Wei Wang,
Cliff Young, Jason Smith, Jason Riesa, Alex Rud-
nick, Oriol Vinyals, Greg Corrado, Macduff Hughes,
and Jeffrey Dean. 2016. Google’s neural machine
translation system: Bridging the gap between human
and machine translation. Deunsol Yoon, Dongbok Lee, and SangKeun Lee. 2018. Dynamic self-attention: Computing atten-
tion over words dynamically for sentence embed-
ding. arXiv preprint arXiv:1808.07383. Wlodek Zadrozny. 1994. From compositional to sys-
tematic semantics. Linguistics and philosophy,
17(4):329–342. Zhuosheng Zhang, Yuwei Wu, Zuchao Li, Shexia He,
Hai Zhao, Xi Zhou, and Xiang Zhou. 2018. I know
what you want: Semantic learning for text compre-
hension. arXiv preprint arXiv:1809.02794. Han Zhao, Zhengdong Lu, and Pascal Poupart. 2015. Self-adaptive hierarchical sentence model. In
Twenty-Fourth International Joint Conference on Ar-
tificial Intelligence. 1969
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Phytochemical Screening of Tannins in Selected Indigenous Plants Species Used as Chewing Sticks in Ekiti State, Nigeria
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Introduction The role of plants in maintaining effective oral hygiene cannot be undermined. A number of plant species are used
as chewing sticks, most of which have substances in them that can keep the buccal cavity healthy. The actions of
certain bacteria in the mouth are known to cause several oral infections. The most common oral infections are
periodontal diseases that are mainly caused by bacterial plaque accumulation around the teeth as a result of poor
oral hygiene (Kemboi, 2016). This infection affects all humans without regard for race or gender or better still the
origin of a person or his/her nationality. For example, The World Health Organization (WHO) ranks oral disease
among the top five causes of health burden in the world (WHO, 2004). Some plants possess antimicrobial activity against oral microbial flora. This indicates that some chewing
sticks (plant), in addition to providing mechanical stimulation to the gums and teeth also destroy microbes present
in the mouth (Homer et al., 1990). Dental care needs of the majority of Nigerians remains largely unmet because
there are a few professionals offering care, as a result services are often too costly, scarce or totally absent
especially in rural areas (Kayode, 2005). Chewing sticks are said to be twigs or roots of certain plants that are
chewed until one end is frayed and brush-like. This end can be used to brush against the teeth (Price and Butter,
2017). )
Chewing sticks constitute an important non-wood forest product (NWFP) in Ekiti State, Nigeria where tooth
cleaning with botanicals has formed part of the cultural norms). They are commonly used as close substitutes or
alternatives to modern tooth pastes and brush by people in many developing countries like Nigeria. In Nigeria, the
use of chewing stick is peculiar to the countryside; however, semi-urban and urban residents also use chewing
sticks. The choice of stick depends on the known or perceived cleansing potentials, taste (peppery or bitter),
therapeutic values, simplicity in being chewed into brush, and the ability to froth (Akande and Ajao, 2011). Isawunmi (1978) further asserted that in Nigeria, prior to civilization, cleaning of the teeth were initially done with
chewing sticks before the prevalence of the use of modern tooth paste and brush. Previous studies by Isawemi
(1978 a, b,c, and 1979) have revealed that the common chewing stick in Nigeria consist of 23 botanical species
that belong to 14 species. Journal of Biology, Agriculture and Healthcare
ISSN 2224-3208 (Paper) ISSN 2225-093X (Online)
Vol.9, No.24, 2019 Journal of Biology, Agriculture and Healthcare
ISSN 2224-3208 (Paper) ISSN 2225-093X (Online)
Vol.9, No.24, 2019 Phytochemical Screening of Tannins in Selected Indigenous Plants
Species Used as Chewing Sticks in Ekiti State, Nigeria Oluwafoise, B. G. Biology Department, College of Education, Ikere-Ekiti Adaramodu, A. A. Chemistry Department, College of Education, Ikere-Ekiti Abstract Chewing sticks form an alternative to modern tooth pastes and brush and their use in brushing the teeth predates
the later. The astringent and antimicrobial properties of tannins in chewing sticks give it one of its therapeutic
values. This paper present a critical look at the analysis of tannins in selected indigenous plant species used as
chewing sticks in Ekiti State, Nigeria. Forty eight (48) plant species belonging to 28 different families observed to
be used for dental and oral health care in the study area were screened for the presence of tannins. Result of tannin
phytochemical screening revealed that 34 (70.83%) contained tannins, while the remaining 14 (29.17%) do not
contain tannin. In conclusion, the results showed that most of the Nigerian chewing sticks do contain tannins which
have antibacterial activities which may contribute to the reported anticaries effect of chewing sticks. These sticks
may be sources for new lead antibacterial agents for therapeutic or preventive applications. Based on the result
obtained, it was recommended that users of chewing sticks should be sensitized on the type of chewing sticks that
are of potential therapeutic benefit (anti-microbial) to the mouth health especially those containing tannins. DOI: 10.7176/JBAH/9-24-05 Publication date: December 31st 2019 Publication date: December 31st 2019 Sample Preparation Samples of roots and stems of forty-eight different indigenous plants commonly used as chewing sticks were
collected in Ekiti State between November and January period. This period of the year fall within the dry season
month where adequate sunlight is present with little or no disturbance of rain. The samples were air-dried in a cool
area twelve weeks after which dried samples were ground into powder. 300g each of dried powder of the stem and
root samples were extracted into 80% ethanol, Hexane and Dichloromethane respectively for two days at room
temperature. The solutions are filtered. The solvent-containing extracts was then decanted and filtered in a 500
mL beaker through cotton wool to remove course particles and lastly through filter paper (Whatmann No.1) to
obtain crude extract. Test for Tannins One milliliter of the filtrate was mixed with 3 mL of iron III chloride (FeCl3), A dark green color indicated a
positive test for the tannins. Introduction It has been reported that plants most commonly used as chewing sticks are those that have a high content of
tannins (astringent and antibacterial) or other compounds that benefit the health of gums and teeth (Wolf and
Rohan, 2009). Tannins (or tannoids) are a class of astringent poly phenolic biomolecules that bind to and
precipitate proteins and various other organic compounds including ammonic acids and alkaloids (Akande and
Hayashai, 2008).The tannin compound are widely distributed in many species of plants, where they play a role in
protection from, predation (including as pesticides) and might help in regulating plant growth (Adekunle and
Odunkoya, 2006). The importance of chewing sticks in maintaining oral or buccal hygiene has been well reported. Adekunle
and Odunkoya, 2006 reported the importance of chewing stick, particularly to the relatively low cases of dental 33 Journal of Biology, Agriculture and Healthcare Journal of Biology, Agriculture and Healthcare
ISSN 2224-3208 (Paper) ISSN 2225-093X (Online)
V l 9 N 24 2019 www.iiste.org caries and maintenance of strong teeth. In chewing sticks, tannin forms a coat over the enamel and thus protect
against tooth decay (Gills, 1992). In most part of Africa, chewing sticks are often cut into pieces to make
concoction thereby extracting tannins from the sticks for healing open wounds, stomach ache, diarrhea, gunn
diseases and fever (Odukoyaet al, 2001). According to Sofowora (2008), secondary compounds in acacia contain
tannins are important for a variety of functions, chief among these are anti-microbial, anti-cancer diveric,
natriuretic, important nutraceutical, anti-digestive disorder, anti-oxidant, antiplasmodia. caries and maintenance of strong teeth. In chewing sticks, tannin forms a coat over the enamel and thus protect
against tooth decay (Gills, 1992). In most part of Africa, chewing sticks are often cut into pieces to make
concoction thereby extracting tannins from the sticks for healing open wounds, stomach ache, diarrhea, gunn
diseases and fever (Odukoyaet al, 2001). According to Sofowora (2008), secondary compounds in acacia contain
tannins are important for a variety of functions, chief among these are anti-microbial, anti-cancer diveric,
natriuretic, important nutraceutical, anti-digestive disorder, anti-oxidant, antiplasmodia. The aim of this study therefore is to screen the selected indigenous plants used as chewing sticks in Ekiti
State, Nigeria for the presence of tannins using different organic solvents – etanol, hexane and dichloromethane
(DCM) and compare the potency of the various extractants for tannin. Results and Discussion and Discussion
ts of phytochemical screening are presented in the table below of the various plant samples are presented
le below. The results of phytochemical screening are presented in the table below of the various plant samples are presented
in the table below. The results of phytochemical screening are presented in the table below of the various plant samples are presented
in the table below. Table 1. Results and Discussion Result of tannin screening
S/N
Botanical Name
Stem Extract
Root Extract
Ethanol
Extract
Hexane
Extract
DCM
Extract
Ethanol
Extract
Hexane
Extract
DCM
Extract
1
Alchornea cordifolia
+
+
+
+
+
+
2
Alchornea laxiflora
+
+
+
+
+
+
3
Alstonia boonei
+
+
+
+
+
+
4
Anacardium occidentale
+
+
+
+
+
+
5
Anogeissus leiocarpus
+
+
+
+
+
+
6
Azadirachta India
-
-
-
-
-
-
7
Blighia sapida
+
+
+
+
+
+
8
Bridelia ferruginea
+
+
+
+
+
+
9
Bridelia micrantha
+
+
+
+
+
+
10
Buchholzia coriacea
+
+
+
+
+
+
11
Calliandra portoricensus
-
-
-
-
-
-
12
Capsicum annuum
-
-
-
-
-
-
13
Carpotobia lutea
+
+
+
+
+
+
14
Citrus aurantifollia
-
-
-
-
-
-
15
Clerodondron buchholziii
+
+
+
+
+
+
16
Combretum racemosum
-
-
-
-
-
-
17
Croton zambesicus
-
-
-
-
-
-
18
Cynometra vogellii
+
+
+
+
+
+
19
Diospyros monbuttensis
+
+
+
+
+
+
20
Duranta erecta
-
-
-
-
-
-
21
Garcinia kola
+
+
+
+
+
+
22
Garcinia mannii
-
-
-
-
-
-
23
Gliricidia sepium
+
+
+
+
+
+
24
Glyphaea brevis
+
+
+
+
+
+
25
Hibsicusrosa-sinensis
+
+
+
+
+
+
26
Harungana madagascariensis
+
+
+
+
+
+ 34 ISSN 2224-3208 (Paper) ISSN 2225-093X (Online)
Vol.9, No.24, 2019
S/N
Botanical Name
Stem Extract
Root Extract
Ethanol
Extract
Hexane
Extract
DCM
Extract
Ethanol
Extract
Hexane
Extract
DCM
Extract
27
Jatropha curcas
+
+
+
+
+
+
28
Jatropha gossypiifolia
-
-
-
-
-
-
29
Jatropha multifida
+
+
+
+
+
+
30
Mallotus oppositifolius
+
+
+
+
+
+
31
Magnifera indica
+
+
+
+
+
+
32
Masscularia acuminate
+
+
+
+
+
+
33
Milletia thonningii
+
+
+
+
+
+
34
Ocimum gratissimum
-
-
-
-
-
-
35
Olaxsubscorpoidea
-
-
-
-
-
-
36
Prerseagratissima
+
+
+
+
+
+
37
Phaulopsis imbracata
+
+
+
+
+
+
38
Psidium guajava
-
-
-
-
-
-
39
Pycnanthus angolensis
+
+
+
+
+
+
40
Sarcocephalusl atifolius
+
+
+
+
+
+
41
Senna siamea
+
+
+
+
+
+
42
Sida acute
+
+
+
+
+
+
43
Sida corymbosa
+
+
+
+
+
+
44
Terminalia schimperiana
+
+
+
+
+
+
45
Theobroma cacao
+
+
+
+
+
+
46
Trema orientals
-
-
-
-
-
-
47
Vernonia amygdalina
+
+
+
+
+
+
48
Zanthoxylum xanthoxyloides
-
-
-
-
-
- Forty-eight (48) plant species belonging to 28 different families were observed to be in use for dental and
oral health care in the study area. Results and Discussion The various similarity measures related that similar plant species were used and
most of these species were indigenous. Forty-eight (48) plant species belonging to 28 different families were observed to be in use for dental and
oral health care in the study area. The various similarity measures related that similar plant species were used and
most of these species were indigenous. Result of phytochemical screening for tannin revealed that of the 48 plant samples screened, 34 (70.83%) of
them contained tannins while 14 (29.17%) of the plants do not contain tannins. The result showed that tannins
have been identified to be the most abundant chemical composition extraction from the 48 plant species used in
making chewing stick. Presence of tannins in the ethanol, hexane and dichloromethane extracts have also shown
to be absolutely correlated as the different extract revealed the same presence of tannins in specific plant. This
might be due to the fairly high polarity of the various solvents used as extractants. Results and Discussion The folk medicinal value and chemical composition of the plant species identified were also itemized below: Table 2: Folk-Medicinal Values of selected plants
S/No
Botanical Name
Folk-Medicinal Value
1
Alchornea cordifolia
Healing of Teeth ache and mouth
2
Alchornea laxiflora
Posses antimicrobial gents
3
Alstonia boonei
Curing of fever, asthma, rheumatic pains, dizziness
4
Anacardium occidentale
Curing of tooth ache, sore gums and cough
5
Anogeissus leiocarpus
Used for oral hygiene
6
Azadirachta India
Teeth and gum maintenance and cure of fever
7
Blighia sapida
Curing of mouth wounds
8
Bridelia ferruginea
Healing of mouth wounds
9
Bridelia micrantha
Curing of headache
10
Buchholzia coriacea
Used as anti-fungal and
11
Calliandra portoricensus
Curing of headache, gonorrhea, lumbago, and pain
12
Capsicum annuum
Curing of fever, cold and dysentery, act as stimulant
13
Carpotobia lutea
Curing of stomach ache and used for oral hygiene
14
Citrus aurantifollia
Used for oral hygiene
15
Clerodondron buchholziii
Curing of fever
16
Combretum racemosum
Curing of fever and cough
17
Croton zambesicus
Curing of malaria
18
Cynometra vogellii
Used for oral hygiene
19
Diospyros monbuttensis
Used as anti-fungal and anti-bacteria agents
20
Duranta erecta
Used for oral hygiene 35 Journal of Biology, Agriculture and Healthcare www.iiste.org
ISSN 2224-3208 (Paper) ISSN 2225-093X (Online)
Vol.9, No.24, 2019
S/No
Botanical Name
Folk-Medicinal Value
21
Garcinia kola
Curing of cough, tooth ache, fever and diabetes
22
Garcinia mannii
Curing of cough
23
Gliricidia sepium
Clearing microbes in mouth
24
Glyphaea brevis
Curing of fever
25
Hibsicusrosa-sinensis
Curing of cough
26
Harungana madagascariensis
Curing of fever, cough, dysentery, asthma, jaundice, diahhoea,
sore throat
27
Jatropha curcas
Curing of gum bleeding
28
Jatropha gossypiifolia
Healing of mouth cancer
29
Jatropha multifida
Healing of mouth wounds
30
Mallotus oppositifolius
Healing of mouth cancer
31
Magnifera indica
Curing of malaria and sore gum
32
Masscularia acuminate
Used for oral hygiene, curing of cough and lumbago
33
Milletia thonningii
Curing of fever and sore throat
34
Ocimum gratissimum
Curing of cough, cold, fever, chest pain, diarrhea
35
Olax subscorpoidea
Curing of tooth ache
36
Prersea gratissima
Curing of hypertension
37
Phaulopsis imbracata
Used for mouth hygiene
38
Psidium guajava
Curing of stomach ache and cough
39
Pycnanthus angolensis
Clearing of 'white tongue'
40
Sarcocephalus latifolius
Curing of malaria fever
41
Senna siamea
Curing of fever
42
Sida acute
Used for oral hygiene
43
Sida corymbosa
Used for oral hygiene
44
Terminalia schimperiana
Curing of sickle cell anemia
45
Theobroma cacao
Acts as stimulant
46
Trema orientals
Provides remedy for fever, black tongue, cough, bronchitis,
dysentery
47
Vernonia amygdalina
Curing of cough, diabetes
48
Zanthoxylum xanthoxyloides
Curing of tooth ache and sickle cell anemia Discussion, Conclusion and Recommendation The long and variable history of the use of plants to improve dental health and promote oral hygiene has been
known since antiquity. Results and Discussion Cutting of roots tem or twings of tree and shrub have been used severally as traditional
tooth brush commonly called chewing sticks. The use medical plants is an importance pant of traditional medicine
in many culture and is the basis of ongoing efforts to develop new drugs in conventional medicine. Tannins have
been reported to have anti-microbial properties especially around the mouth region. From the folk-medicinal
values itemized in table 2, it has been revealed that the plant samples used for this research not only contain tannins
but also other chemical compounds that could be useful to improving oral health or well being in general. The result showed that tannins bas been identified to be the most abundance chemical ton extractors from the
48 plant species used in making showing stick.In conclusion, the results showed that most of the Nigerian chewing
sticks do contain tannins which have antibacterial activities which may contribute to the reported anticaries effect
of chewing sticks. These sticks may be sources for new lead antibacterial agents for therapeutic or preventive
applications. Based on the result obtained, it was recommended that users of chewing sticks should be sensitized
on the type of chewing sticks that are of potential therapeutic benefit (anti-microbial) to the mouth health especially
those containing tannins. Adekunle, A.A. and Odunkoya, K.A. (2006). Antifungal activities of ethanol and aqeous crude extrats of four
Nigerian chewing sticks. Ethnobotanical leaflets http/www.stu/-eb/leaflets. ( )
Akande, J.A. and Hayashai, Y. (2008). Potency extract constants from selected tropical sticks against
staphylococcus areus and Etaphylococcusauricularis wordJournal of Microbiology and Bacteriology Adekunle, A.A. and Odunkoya, K.A. (2006). Antifungal activities of ethanol and aqeous crude extrats of four
Nigerian chewing sticks. Ethnobotanical leaflets http/www.stu/-eb/leaflets.
Ahmed, M., P. Khirtova and G. Icho, (2005). Comparative study of tannins of Acacia Nilotica and indigenous
tannins materials in sudan with acacia mearnsiisuranaree, J.SCI.Technol, 12:259-265.
Akande TA and Ajao AT, 2011. Chemotherapeutic values of four Nigerian chewing sticks on bacterial isolates of
dental infection. Global Journal of Science Frontier Research 11(8): 91-95
Akande, J.A. and Hayashai, Y. (2008). Potency extract constants from selected tropical sticks against
staphylococcus areus and Etaphylococcusauricularis wordJournal of Microbiology and Bacteriology de TA and Ajao AT, 2011. Chemotherapeutic values of four Nigerian chewing sticks on bacterial isolates
dental infection. Global Journal of Science Frontier Research 11(8): 91-95 ed, M., P. Khirtova and G. Icho, (2005). Comparative study of tannins of Acacia Nilotica and indigeno
annins materials in sudan with acacia mearnsiisuranaree, J.SCI.Technol, 12:259-265. References References
Adekunle, A.A. and Odunkoya, K.A. (2006). Antifungal activities of ethanol and aqeous crude extrats of four
Nigerian chewing sticks. Ethnobotanical leaflets http/www.stu/-eb/leaflets. Adekunle, A.A. and Odunkoya, K.A. (2006). Antifungal activities of ethanol and aqeous crude extrats of four
Nigerian chewing sticks. Ethnobotanical leaflets http/www.stu/-eb/leaflets. Ahmed, M., P. Khirtova and G. Icho, (2005). Comparative study of tannins of Acacia Nilotica and in
tannins materials in sudan with acacia mearnsiisuranaree, J.SCI.Technol, 12:259-265. Akande TA and Ajao AT, 2011. Chemotherapeutic values of four Nigerian chewing sticks on bacterial i
dental infection. Global Journal of Science Frontier Research 11(8): 91-95 Akande, J.A. and Hayashai, Y. (2008). Potency extract constants from selected tropical sticks against
staphylococcus areus and Etaphylococcusauricularis wordJournal of Microbiology and Bacteriology 36 Journal of Biology, Agriculture and Healthcare gy,
g
ISSN 2224-3208 (Paper) ISSN 2225-093X (Online) G.ill, L.S. (1992). Ethnomedicinal uses of plants in nigeriauniben press, bennin city, Nigeria, pp.279. Hann, D.H, L. W. Rooney and C.F. Earp (1984). Tannins and phenols of sorgunCer. foods world 29:77 ,
,
y
p (
)
p
g
f
Homer KA, Manji F, Beighton D, 1990. Inhibition of protease activities of periondontopathic bacteria by extracts
of plants used in Kenya as chewing sticks (mswaki). Archives of Oral Biology 35: 421-424. 8). Nigerian chewing sticks. Nigeria field43(4): 61-17 Isawumi, M.A. (1978a). Nigeria chewing sticks. Nigeria field43 (2) 50-58. Isawumi, M.A. (1978b). Nigeria chewing sticks. Nigeria field43(3): 111-121. Isawumi, M.A. (1979). Nigeria chewing sticks. Nigeria field44(4): 21-28 Kayode, J. (2005). Ethnobotanical survey and conservation of medicinal composite species in Benin Kigdome,
Nigeria composite new letter 42. 48 -45. KemboiDoglas (2016). Ethnobotanical Medicinal Plants Used as Chewing Sticks among the Kenyan Communities. British Journal of Pharmaceutical Research 13(1): 1-8, 2016, Article no.BJPR.28833 ISSN: 2231-2919, NLM
ID: 101631759 Odebiyi, O.O. and A, Sofowora (20009). Antimicrobial alkaloids from Nigeria chewing sticks. Planta med,
36:204-204 Odukoya, O.A., A.E. Thomas and A. Adepoju- Bello (2001). Tannic acid equivalent and cytotoxic activity of
selected medicinal plants. West Afr. J. pharm. 15:43-45. p
f
p
Price, M.L. and L.G. Butter (2017). Rapid visual estimation and spectrophotometer determinations of tannins
content of sorghum. J. Agric. Food Chem., 25-1268 – 1273. Sofowora A, 2008. Medicinal plants and traditional medicine in Africa. Spectrum Book Ltd., Ibadan, Nigeria. p. 289. Sofowora, A. (2003). Medicinal plants and traditional medicine if Africa. Spectrum Books, Ibadan Nigeria
World Health Organization (WHO). The World Health Report, 2004, Geneva; 2004. 37
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https://openalex.org/W4295008181
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https://zenodo.org/records/7981624/files/D72901111422.pdf
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English
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RF and Shunt Active Power Filters at Multiple Points of Common Couplings of Radial Electrical Systems
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International journal of recent technology and engineering
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cc-by
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Nor Farahaida Abdul Rahman Nor Farahaida Abdul Rahman The linear loads require a sinusoidal supply current
waveform for their operation. However, inductive and
capacitive linear loads can cause the phase angle of the
supply current to lag or lead to the phase angle of the supply
voltage waveform. Hence, it reduces the input Power Factor
(PF). The low PF increases the current in power systems and
conduction losses in wirings and transformers [1]. As a result,
it may damage or shorten the equipment’s lifespan. Abstract: This work investigates the effects of RL filters and
single-phase Shunt Active Power Filters (SAPFs) on the supply
and load current waveforms and their properties. The parameters
involved are rms, input Power Factor (PF) and Total Harmonic
Distortion (THD). These parameters can describe the quality of
any electrical power system, especially PF and THD. This work
focuses on implementing both filters in an electrical radial system
due to the limited research work. Hence, the effects of utilising
both filters in the radial system are studied. In this work, both
filters connect at different Points of Common Couplings (PCCs)
of a single-phase radial electrical system. The PCCs are located
before composite loads (Case 1), before all nonlinear loads (Case
1) and before individual nonlinear loads (Case 3). Both Cases 1
and 2 apply a centralised SAPF, and Case 3 employs individual
SAPFs. Matlab/ Simulink simulates all case studies under four
operating conditions: (1) without any filters, (2) with SAPFs only,
(3) with RL filters only, and (4) with the RL filters and SAPFs. According to the simulation results, the SAPFs require the RF
filters to compensate harmonic components effectively. Otherwise,
the SAPF’s injection current consists of high current spikes. However, the RF filters may slightly alter the load current
waveforms, rms and THD values; the changes are insignificant. Moreover, based on the THD values of the compensated supply
current waveform, the centralised SAPFs seem more suitable to be
employed in the radial system. By utilising the centralised SAPFs,
the THD values of the supply current are lower than using the
individual SAPFs. Thus, it can be stated that the centralised
SAPFs exhibit better performance. Nevertheless, connecting both
filters on the PCCs of all nonlinear loads (Case 2) is suitable to
avoid any linear load current waveform deterioration. In contrast, the nonlinear loads need a nonsinusoidal
supply current waveform. International Journal of Recent Technology and Engineering (IJRTE)
ISSN: 2277-3878 (Online), Volume-11 Issue-4, November 2022 International Journal of Recent Technology and Engineering (IJRTE)
ISSN: 2277-3878 (Online), Volume-11 Issue-4, November 2022 International Journal of Recent Technology and Engineering (IJRTE)
ISSN: 2277-3878 (Online), Volume-11 Issue-4, November 2022 Nor Farahaida Abdul Rahman Thus, other than lowering the input
PF, the loads increase the supply current’s total harmonic
distortion (THD) value. It is due to the switching operation of
the semiconductor power converters; they generate high
harmonic components into the supply current waveform. Consequently, the high THD value can also increase the
power system’s current. Furthermore, the high-frequency
harmonic components generated can contribute to an
additional core loss in motors and interfere with the
frequency of nearby communication lines [2]. Generally, a radial electrical system has multiple linear and
nonlinear loads connected to the same Point of Common
Coupling (PCC). The combination of both loads is known as
composite loads [3]. However, since the nonlinear loads
cause the adverse quality of the supply current waveshape, it
may affect the operation of the linear loads. The effect
becomes severe to loads highly sensitive to the change of the
supply current waveform. Among all mitigation tools, a
Shunt Active Power Factor (SAPF) can mitigate both high
THD and low PF simultaneously [4]. The filter injects
harmonic current and reactive power to compensate for
harmonic components and reactive power supplied by an AC
source. Keywords: Composite Loads, Linear Load, Nonlinear Load,
Shunt Active Power Filters (SAPFs), Power Factor (PF), Total
Harmonic Distortion (THD). Active Power Filters at Multiple Points of Common Couplings of Radial Electrical Systems Other than that, for the last three years (2019 – 2021),
many scholars have been conducting research to enhance
SAPF performance. There are five categories of those
research
work:
(i)
control
algorithms/
controllers
[6][7][9][12][14][16][17][18],
(ii)
SAPF
topologies/
converters [5][16][19][20][21], (iii) SAPF for specific loads/
applications and performance analysis [8][10][22][23][24],
(iv) Optimisation techniques [5][15][19][25], and (v)
extraction algorithms [7][11][13]. current controller that operates as a part of a SAPF control
system. Lastly, few researchers tried to improve SAPF extraction
techniques. In [7] and [13], the authors introduced an
extraction algorithm based on the modified power balance
theory [7] and the adaptive linear neural network approach (a) (b)
Fig. 1. Flowcharts of phases (a) and (b) procedures. (b) g
In the first category, authors in [6], [7], [16] and [17] focus
on enhancing SAPFs’ current controllers. They introduced a
three-level hysteresis controller [6], a Proportional Integral
(PI) controller with integral windup action, a neuro-fuzzy
controller based on the Adaptive Neuro-Fuzzy Inference
System (ANFIS) [16], and a one-cycle digital controller for
minimising the integral error [17]. Instead, authors in [9],
[12], [14] and [18] focus on improving the control algorithm
itself. The authors in [9] introduced a Finite Impulse
Response
(FIR)
predictor
controller
to
a
digital
microcontroller. It causes the microcontroller to have one
sampling period delay only. Meanwhile, the authors in [12]
presented a modulated model based on Pareto-based MO-M2
predictive control that can be adapted to any converter
topology. In comparison, the authors in [16] presented an
improved Predictive Direct Power Control (PDPC)
algorithm. Finally, the authors in [18] developed a double
closed looped current control algorithm to adapt weak grid
application. Several inverter topologies based on SAPF operation have
been introduced in the second category. There are
three-phase Flying Capacitor Inverter (FCI) [5], neutral point
clamped (NPC) [16], five-level cascaded H-bridge (CHB)
inverter [19], 13-level cascaded H-bridge (CHB) converter
[20], and shunt isolated active power filter with common dc
link integrating braking energy recovery [21]. Some
topologies were introduced to satisfy particular standards,
such as the NRS 048-2:2003 grid code standard [19], and to
minimise the THD value [20]. (b) Fig. 1. Flowcharts of phases (a) and (b) procedures. Retrieval Number: 100.1/ijrte.D72901111422
DOI: 10.35940/ijrte.D7290.1111422
Journal Website: www.ijrte.org I. INTRODUCTION El Electrical loads can be either linear or nonlinear loads. The elements of linear loads are resistors, inductors and
capacitors only. Examples of linear loads are incandescent
light bulbs and electric motors. Instead, nonlinear loads
consist of a combination of semiconductor power converters
and passive elements. Examples of nonlinear loads are
computers, Adjustable Speed Drives (ASD) and LED lamps. An RL filter is commonly employed to filter the SAPF’s
injection current. It is connected to the PCC on the SAPF’s
AC side [5][6][7]. Moreover, to escalate compensation
performance, other RL filters can be connected to the PCC on
the AC source side only [8][9][10], the load side only
[11][12][13] or the AC source and load sides [2][7][8]. However, no publication has highlighted the RL filters’
significance and consequences before and after the SAPF
installation. Especially the effect of RL filters connected to
the PCC on the AC source or load side on the load current
waveform and its properties. Nevertheless, this paper is
interested in only studying the effect of the RL filter
connected to the load side. It focuses on the SAPF
performance without and with the RL filter, the effect of the
RL filter on the load current waveform, and its properties. Manuscript received on 05 September 2022 | Revised
Manuscript received on 07 September 2022 | Manuscript
Accepted on 15 November 2022 | Manuscript published on 30
November 2022. * Correspondence Author (s)
Nor Farahaaida Abdul Rahman*, School of Electrical Engineering,
College of Engineering, Universiti Teknologi MARA, Shah Alam, Selangor,
Malaysia. Email: farahaida@uitm.edu.my Published By:
Blue Eyes Intelligence Engineering
and Sciences Publication (BEIESP)
© Copyright: All rights reserved. © The Authors. Published by Blue Eyes Intelligence Engineering and
Sciences Publication (BEIESP). This is an open access article under the
CC-BY-NC-ND license http://creativecommons.org/licenses/by-nc-nd/4.0/ Published By:
Blue Eyes Intelligence Engineering
and Sciences Publication (BEIESP)
© Copyright: All rights reserved. Retrieval Number: 100.1/ijrte.D72901111422
DOI: 10.35940/ijrte.D7290.1111422
Journal Website: www.ijrte.org 6 II. METHODOLOGY Fig. 1 shows the procedures of the research work. It has
two phases: (a) constructing and tuning the SAPF’s circuit
and control algorithm and (b) investigating the effect of the
RL filter and the single-phase centralised and individual
SAPFs on the supply and load current waveforms and their
properties. (a) International Journal of Recent Technology and Engineering (IJRTE)
ISSN: 2277-3878 (Online), Volume-11 Issue-4, November 2022 International Journal of Recent Technology and Engineering (IJRTE)
ISSN: 2277-3878 (Online), Volume-11 Issue-4, November 2022 Even for the past ten years, there have been very few
publications related to SAPFs for a system consisting of a
combination of nonlinear loads or composite loads
[3][26][27][28]. Nevertheless, all of them utilised a single
SAPF (centralised) to compensate for harmonic components
generated by the loads. The centre of attention of their results
is the effectiveness of the SAPF for compensating the
harmonic components and reactive power. Despite that, the
effect of using the centralised SAPF on the linear load in the
system is not subjective studied. Therefore, the authors of
[29] published a work that studies the effect of using
centralised and individual SAPFs on the supply current and
linear load current waveforms in the radial electrical system. However, they only consider the waveshape of both current
waveforms, THD values and harmonic components; there is
no study on the rms current and input PF. Thus, this paper
will continue the study by considering the above parameters. Additionally, unlike in [29], this work will study the effect of
installing single-phase SAPFs at different PCCs. (a)
(b)
Fig. 2. Diagrams of (a) the RL filter and SAPF circuit and
(b) SAPF control algorithm. (a) (a) ( )
(b) The paper has four sections: the introduction presents the
background study, literature review, problem statements and
objectives, the methodology explains all procedures executed
to achieve the objectives, the results and discussions verify
the centralised and individual SAPFs operation regarding
three case studies, and the conclusion summaries the results
according to the objectives. (b) Fig. 2. Diagrams of (a) the RL filter and SAPF circuit and
(b) SAPF control algorithm. Fig. 2. Diagrams of (a) the RL filter and SAPF circuit and
(b) SAPF control algorithm. (a)
(b)
(c)
Fig. 3. PCCs in the primary radial circuits for Cases (a) 1,
(b) 2 and (c) 3. (a) Active Power Filters at Multiple Points of Common Couplings of Radial Electrical Systems Retrieval Number: 100.1/ijrte.D72901111422
DOI: 10.35940/ijrte.D7290.1111422
Journal Website: www.ijrte.org 7 International Journal of Recent Technology and Engineering (IJRTE)
ISSN: 2277-3878 (Online), Volume-11 Issue-4, November 2022 International Journal of Recent Technology and Engineering (IJRTE)
ISSN: 2277-3878 (Online), Volume-11 Issue-4, November 2022 Active Power Filters at Multiple Points of Common Couplings of Radial Electrical Systems Table- I: Parameters of components used in the
simulation work
Description
Component
Value
Main power supply
AC source
220 V & 50 Hz
RL LL
Resistor
Inductor
80
50 mH
RL NL
Rectifier
Resistor
Inductor
80
50 mH
RLC NL
Rectifier
Resistor
Inductor
Capacitor
80
50 mH
450 F
RC NL
Rectifier
Resistor
Capacitor
80
450 F
RL filter
Resistor, R
Inductor, L
1
5 mH
SAPF
Resistor, RF
Inductor, LF
DC-link capacitor, C
0.1
8 mH
2200 F
[13]. Meanwhile, the authors in [11] implemented an
Adaptive Notch Filter (ANF) to extract the reference signal Table- I: Parameters of components used in the
simulation work Despite converter topologies, in category three, some
SAPFs were developed for specific applications, systems or
loads. Such as an unbalance load system [8], medium and
high power brushless DC (BLDC) motor drives [10],
Induction Heating (IH) system [22], and varied power supply
source and load parameters [23]. Meanwhile, the authors in
[24] introduced a singular perturbation technique, and
averaging theory is used for a complete and rigorous formal
analysis to describe the control system performances. In recent years, some researchers introduced several
optimisation techniques (in category four) to enhance the
existing control algorithms or controllers. For example, the
authors in [5], [15] and [19] designed an Artificial Neural
Network based on Particle Swarm Optimisation (ANN-PSO)
to improve a SAPF’s current control algorithm. They utilised
it to obtain optimal control parameters to satisfy power
quality requirements and high dynamic responses [15]. Meanwhile, the authors in [19] used the optimisation
technique
to
perform
the
Selective
Harmonic
Minimisation-Pulse Amplitude Modulation (SHM-PAM)
technique utilising the least number of switching based on the
optimised waveform pattern. Instead, the authors in [25]
developed an algorithm for finding the optimal control for a [13]. Meanwhile, the authors in [11] implemented an
Adaptive Notch Filter (ANF) to extract the reference signal. p
Adaptive Notch Filter (ANF) to extract the reference signal. However, most researchers focus on applying a SAPF for a
single nonlinear load except the authors of the following
papers: [6][8][13][21] and [23]. Published By:
Blue Eyes Intelligence Engineering
and Sciences Publication (BEIESP)
© Copyright: All rights reserved. ingle nonlinear load except the authors of the following
apers: [6][8][13][21] and [23]. A. Phase A (b) This work considers four types of loads: Inductive Linear
Load (RL LL) and Inductive Nonlinear Load (RL NL),
Inductive-Capacitive Nonlinear Load (RCL NL), and
Capacitive Nonlinear Load (RC NL). All nonlinear loads
consist of single-phase uncontrollable rectifiers with passive
elements. Table I presents the parameters of those loads. Initially, Matlab/ Simulink simulates each load separately
with a single-phase AC source for measuring the rms and
THD values of the instantaneous supply current iS(t). Then, a
single-phase SAPF is constructed and tuned according to the
circuit with the highest iS(t) THD value. (b) (c) Fig. 2 depicts the RL filter and the SAPF’s circuit and
control algorithm. Fig. 2(a) indicates that the RL filter
connects at the PCC of the load side, and the SAPF connects
in parallel with the AC source. The current control algorithm
utilises a bandless hysteresis controller, and the voltage
control algorithm applies a PI controller. Both controllers
regulate the instantaneous compensation current iF(t) and the
dc-link voltage Vdc. The gains of the PI controller are tuned
according to two indicators: (a) the Vdc value equals the (c) Fig. 3. PCCs in the primary radial circuits for Cases (a) 1,
(b) 2 and (c) 3. Published By:
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and Sciences Publication (BEIESP)
© Copyright: All rights reserved. Published By:
Blue Eyes Intelligence Engineering
and Sciences Publication (BEIESP)
© Copyright: All rights reserved. 8
Published By:
Blue Eyes Intelligence Engineering
and Sciences Publication (BEIESP)
© Copyright: All rights reserved. Retrieval Number: 100.1/ijrte.D72901111422
DOI: 10.35940/ijrte.D7290.1111422
Journal Website: www.ijrte.org 8
Published By:
Blue Eyes Intelligence Engineering
and Sciences Publication (BEIESP)
© Copyright: All rights reserved. Retrieval Number: 100.1/ijrte.D72901111422
DOI: 10.35940/ijrte.D7290.1111422
Journal Website: www.ijrte.org Retrieval Number: 100.1/ijrte.D72901111422
DOI: 10.35940/ijrte.D7290.1111422
Journal Website: www.ijrte.org Retrieval Number: 100.1/ijrte.D72901111422
DOI: 10.35940/ijrte.D7290.1111422
Journal Website: www.ijrte.org Retrieval Number: 100.1/ijrte.D72901111422
DOI: 10.35940/ijrte.D7290.1111422
Journal Website: www.ijrte.org Retrieval Number: 100.1/ijrte.D72901111422
DOI: 10.35940/ijrte.D7290.1111422
Journal Website: www.ijrte.org 8 RF and Shunt Active Power Filters at Multiple Points of Common Couplings of Radial Electrical Systems s of Common Couplings of Radial Electrical Systems
Table- II: RMS and THD values of all current waveforms
Parameters
iS(t) = iL(t)
iL1(t)
iL2(t)
iL3(t)
iL4(t)
RMS, A
19.93
2.697
2.688
8.38
8.402
THD, %
92.55
0
8.09
139.09
139.43
Fig. 4. Compensated is(t) waveforms when the SAPFs
operate without the RL filters in Cases (a) 1, (b) 2 and (c)
3. Active Power Filters at Multiple Points of Common Couplings of Radial Electrical Systems RF and Shunt Active Power Filters at Multiple Points of Common Couplings of Radial Electrical Systems RF and Shunt Active Power Filters at Multiple Points of Common Couplings of Radial Ele of Common Couplings of Radial Electrical Systems
Table- II: RMS and THD values of all current waveforms
Parameters
iS(t) = iL(t)
iL1(t)
iL2(t)
iL3(t)
iL4(t)
RMS, A
19.93
2.697
2.688
8.38
8.402
THD, %
92.55
0
8.09
139.09
139.43
Fig. 4. Compensated is(t) waveforms when the SAPFs
operate without the RL filters in Cases (a) 1, (b) 2 and (c)
3. Fig. 5. Compensated is(t) waveforms when the SAPFs
operate without the RL filters. The primary circuit
connects to (a) Load 4 (high THD value) or (b) Load 2
(low THD value) only. reference dc-link voltage Vdc, ref, and (b) the iS(t) THD
value below 5% (according to the IEEE Standard 519-2014). Table I tabulates the parameter value of the RF filter and the
SAPF. III. RESULTS AND DISCUSSIONS This section refers to Fig. 1(a) in arranging and discussing
all results obtained from the simulation work. It considers
four operating conditions for each study case: all primary
radial circuits operate (1) without the RL filters and SAPFs,
(2) with the SAPFs only, (3) with the RF filters only, and (4)
with the RL filters and SAPFs. Fig. 5. Compensated is(t) waveforms when the SAPFs
operate without the RL filters. The primary circuit
connects to (a) Load 4 (high THD value) or (b) Load 2
(low THD value) only. B. Phase B In this phase, three primary radial circuits are constructed
using the loads in Table I. Each circuit has different PCCs for
installing the RF filter and the SAPF. All circuits are utilised
for three case studies. Case 1 focuses on the effect of the RL
filter and a centralised SAPF installed at the PCC of the
composite loads. Other than the effect of the RL filter, Case 2
still considers the centralised SAPF implementation. However, the PCC is now at the connection point of all
nonlinear loads. Meanwhile, Case 3 focuses on the individual
SAPFs connected to each nonlinear load. Fig. 3 shows the
configuration and PCCs of each primary circuit. This work
applies the same SAPF in the previous phase as the
centralised and individual SAPFs, regardless of the case
studies. Firstly, all primary circuits only apply the SAPFs for
investigating the necessity of the RL filter. The parameter
involved in this investigation is iS(t) only. Then, the primary
circuits only utilise the RF filter. The filter is installed on
each PCC and in series with the dedicated loads. In this stage,
the analysis involves the measurement of the rms and THD
values of the instantaneous composite iL(t), RL LL iL1(t), RL
NL iL2(t), RCL NL iL3(t), and RC NL iL4(t) current
waveforms. The study also considers the input PF, the rms
and THD values of iS(t). Lastly, the primary circuits use both
the RF filters and SAPFs. In the last stage, the analysis
focuses on the same parameter as the previous stage, except
for the load currents. Fig. 4. Compensated is(t) waveforms when the SAPFs
operate without the RL filters in Cases (a) 1, (b) 2 and (c)
3. iS(t) = iL(t). Table II indicated that each load drew a different rms
current value; RCL NL and RC NL drew a higher rms current
value than RL LL and RL NL. Hence, it increased the rms
supply current value. In addition, according to the THD
values, the presented data depicted that the capacitive
nonlinear loads generated higher harmonic components in the
load current waveform than the inductive nonlinear load. In
contrast, the inductive linear load did not generate any
harmonic component. Hence, it justified that the iL2(t), iL3(t)
and iL4(t) waveforms were distorted from the sinusoidal
waveshape, and the iL1(t) waveform was purely sinusoidal. Therefore, it has been proven that the primary source of the
harmonic problem was the nonlinear loads. C. Operating Condition 3 (RF filters implementation) The study focuses on the effect of using the RF filters on
the rms and THD values of iL(t), iL1(t), iL2(t), iL3(t), and iL4(t). Table III and IV present the rms and THD values of all
current waveforms for all case studies. The discussion started
with the effects of the RL filters on the composite load
current (iL(t)), linear load current (iL1(t)) and nonlinear load
currents (iL2(t), iL3(t), and iL4(t)). A. Operating Condition 1 (no filters implementation) of the study cases. However, the current waveforms had
high current spikes in both positive and negative half-cycles. It happened due to the compensation of very high harmonic
components. Fig. 5 shows the compensated iS(t) waveforms
when the AC source supplies an individual load that
generates either the highest or lowest harmonic components. The waveforms verified that the current spike positively
correlated with the harmonic components. Therefore, the RF
filter is necessary when installing SAPFs. Table II presents the rms and THD values of both supply
and loads current waveforms. Regardless of the study cases,
iS(t) = iL(t). () Table II presents the rms and THD values of both supply
and loads current waveforms. Regardless of the study cases,
iS(t) = iL(t). () B. Operating Condition 2 (SAPFs implementation) A
di
t
T bl
III
th
i (t)
l
d
d Table- III: Percentage different of rms load current
values without and with the RL filter Table- III: Percentage different of rms load current
values without and with the RL filter (a) Case 1
Case 2
Case 3
iL(t)
- 0.27%
- 0.25%
- 0.16%
iL1(t)
- 0.08%
0
0
iL2(t)
- 0.08%
- 0.06%
- 0.02%
iL3(t)
- 0.38%
- 0.38%
- 0.26%
iL4(t)
- 0.38%
- 0.37%
- 0.26% Table- IV: Percentage different of load current THD
values without and with the RL Table- IV: Percentage different of load current THD
values without and with the RL
Case 1
Case 2
Case 3
iL(t)
- 0.56%
- 0.55%
- 0.42%
iL1(t)
1211 %
0
0
iL2(t)
0.79 %
0.82%
- 0.35%
iL3(t)
- 0.51%
- 0.51%
- 0.40%
iL4(t)
- 0.50%
- 0.51%
- 0.40% (a) (b) Fig. 6. Effects of the RL filters and SAPFs on the input
PF. (b) Fig. 7. Effects of the RL filters and SAPFs on the iS(t) (a)
RMS and (b) THD values. dropped slightly from 0.02% to 0.08% for iL2(t), and 0.26%
to 0.38% for iL3(t) and iL4(t). Hence, it demonstrated that the
RL filter caused a significant effect on the capacitive
nonlinear loads (RLC LL and RC LL) instead of the inductive
nonlinear load (RL LL). The effect was noticeable since RLC
LL and RC LL drew higher currents than RL LL. Nonetheless, as shown in Table IV, the filters affected the
THD values of all nonlinear loads’ currents differently. For
RL LL, the iL2(t) THD values increased around 0.8% in Cases
1 and 2 and decreased to 0.35% in Case 3. It happened due to
multiple connections of RL filters at three PCCs, and the load
drew a small current. For RCL LL and RC LL, the iL3(t) and
iL4(t) THD values decreased from 0.4% to 0.5%, regardless of
case studies. Nonetheless, the changes in the THD values for
both inductive and capacitive nonlinears’ currents are small
and insignificant. Fig. 6. Effects of the RL filters and SAPFs on the input
PF. According to Table III, the iL(t) rms values reduced
between 0.16% to 0.27%. Similarly, based on Table IV, the
iL(t) THD values decreased between 0.42% to 0.56%. B. Operating Condition 2 (SAPFs implementation) However, due to the slight drop in the rms and THD values,
thus, the RF filters did not affect the current draws by the
composite load significantly. In contrast, Table III indicated that the iL1(t) rms values
remain unchanged in Cases 2 and 3 but in Case 1. Nevertheless, the change in Case 1 was minimal, which was
0.08% and can be negligible. In addition, Table IV revealed
that the RF filters tremendously afflicted the iL1(t) THD value
in Case 1. The value increased by 1211%. Hence, it has been
proven that the RL filters have changed the iL1(t) waveform
from a purely sinusoidal to a distorted sinusoidal wave shape. However, the THD values remind unchanged for Cases 2 and
3. Unlike Cases 2 and 3, the RL filter in Case 1 (Fig. 3(a))
connected to the PCC before RL LL. Thus, it affected the
shape of the current drawn by the linear load. Therefore, the
RF filters are not suitable to be connected before the linear
load because they can adversely distort the wave shape of the
current waveform. B. Operating Condition 2 (SAPFs implementation) Published By:
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© Copyright: All rights reserved. (
( )
( )
( )) Fig. 4 depicts all case studies’ compensated iS(t)
waveforms. The waveforms in all figures demonstrated that
the SAPFs could perform harmonic compensation regardless Published By:
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and Sciences Publication (BEIESP)
© Copyright: All rights reserved. Retrieval Number: 100.1/ijrte.D72901111422
DOI: 10.35940/ijrte.D7290.1111422
Journal Website: www.ijrte.org 9 International Journal of Recent Technology and Engineering (IJRTE)
ISSN: 2277-3878 (Online), Volume-11 Issue-4, November 2022 International Journal of Recent Technology and Engineering (IJRTE)
ISSN: 2277-3878 (Online), Volume-11 Issue-4, November 2022
erent of rms load current
with the RL filter
Case 2
Case 3
- 0.25%
- 0.16%
0
0
- 0.06%
- 0.02%
- 0.38%
- 0.26%
- 0.37%
- 0.26%
rent of load current THD
nd with the RL
Case 2
Case 3
- 0.55%
- 0.42%
0
0
0.82%
- 0.35%
- 0.51%
- 0.40%
- 0.51%
- 0.40%
(a)
(b)
Fig. 7. Effects of the RL filters and SAPFs on the iS(t) (a)
RMS and (b) THD values. l Journal of Recent Technology and Engineering (IJRTE)
N: 2277-3878 (Online), Volume-11 Issue-4, November 2022
(a)
(b)
Fig. 7. Effects of the RL filters and SAPFs on the iS(t) (a)
RMS and (b) THD values. International Journal of Recent Technology and Engineering (IJRTE)
ISSN: 2277-3878 (Online), Volume-11 Issue-4, November 2022 Table- III: Percentage different of rms load current
values without and with the RL filter
Case 1
Case 2
Case 3
iL(t)
- 0.27%
- 0.25%
- 0.16%
iL1(t)
- 0.08%
0
0
iL2(t)
- 0.08%
- 0.06%
- 0.02%
iL3(t)
- 0.38%
- 0.38%
- 0.26%
iL4(t)
- 0.38%
- 0.37%
- 0.26%
Table- IV: Percentage different of load current THD
values without and with the RL
Case 1
Case 2
Case 3
iL(t)
- 0.56%
- 0.55%
- 0.42%
iL1(t)
1211 %
0
0
iL2(t)
0.79 %
0.82%
- 0.35%
iL3(t)
- 0.51%
- 0.51%
- 0.40%
iL4(t)
- 0.50%
- 0.51%
- 0.40%
Fig. 6. Effects of the RL filters and SAPFs on the input
PF. IV. CONCLUSION According to the simulation results, SAPFs require RL
filters to operate effectively. However, the filters could alter
the load current waveform and its properties. Nonetheless,
the changes are small, and they can be considered negligible. Additionally, the simulation results verify that the centralised
SAPFs are more suitable for the radial electrical system. The
SAPFs must only be installed at the PCC of nonlinear loads
to avoid linear load current waveform distortion. Active Power Filters at Multiple Points of Common Couplings of Radial Electrical Systems Based on the relationship between iS(t) and iL(t) discussed
in (1) and Fig. 6, the RF filter installation could also reduce
the iS(t) rms value. Nevertheless, Fig. 7(a) revealed that the combination of the RF filters and SAPFs had further
reduced the iS(t) rms values. The values dropped around 10%
to 13% since the impedance catered by the AC source
increased due to the composite loads, RF filters and SAPFs. he iS(t) rms value. Nevertheless, Fig. 7(a) revealed that the
(a) (a) Retrieval Number: 100.1/ijrte.D72901111422
DOI: 10.35940/ijrte.D7290.1111422
Journal Website: www.ijrte.org
(a)
(b)
(c)
Fig. 10. Waveforms of all instantaneous currents after the
RL filters and SAPFs installation in Case (a) 1, (b) 2, and
(c) 3. Additionally, Fig. 7(b) showed that the RF filters reduced
the iS(t) THD values from 92.55% (Table II for iL(t)) to 40%
to 53%. Subsequently, the value decreased to below 5% after
the SAPFs implementation. Hence, it exhibited that the
function of the RF filters was to reduce the iS(t) THD values
before the SAPFs could perform extensive harmonic
compensation. Therefore, all iS(t) THD values presented have
complied with the IEEE Standard 519-2014. Moreover, Fig. 7(b) indicated that both filters compensated harmonic
currents more effective in Cases 1 and 2 than in Case 3. Thus,
it justified that the centralised SAPFs could perform better
than the individual SAPFs. The factors on why the individual
SAPFs cannot perform better were related to the increase in
the number of the SAPFs’ impedance and control algorithms. Nonetheless, as the continuation of the effect of the RL
filters in Operating Condition 3, the installation of the SAPF
in Case 1 could not rectify the distorted linear current
waveform. Therefore, installing a centralised SAPF at the
PCC that has composite loads is not recommended. Instead, it
is suitable to group all nonlinear loads at one PCC for the
filter installation to avoid any linear load current waveform
deterioration, such as in Case 2. Fig. 8 shows the waveforms
of all instantaneous currents in all case studies after the filter
installation. The figures validate all the previous discussions. (a) ( ) ACKNOWLEDGMENT (b) (b)
(c) The research was supported by Universiti Teknologi
MARA (UiTM) under Lestari Grant 600-RMC/MYRA 5/3/
LESTARI (037/2020) & the College of Engineering UiTM. D. Operating Condition 4 (RF filters and SAPFs
implementation) Figs. 6 to 8 present the value of the input PF, the rms and
THD of iS(t) when the primary radial circuits apply the
individual RF filters and the combination of the filter and
SAPFs. According to the simulation work, the input PF of all
primary circuits without both filters was 0.719. However,
Fig. 6 indicated that both filters could increase the PF. Nonetheless, the circuits required both filters to achieve the
unity PF. Hence, it has been proven that combining the RF
filters and SAPFs could improve the input PF. Published By:
Blue Eyes Intelligence Engineering
and Sciences Publication (BEIESP)
© Copyright: All rights reserved. Similar to the iL(t) and iL1(t) waveforms, Table III
exhibited that the rms values of all nonlinear load currents Published By:
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and Sciences Publication (BEIESP)
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DOI: 10.35940/ijrte.D7290.1111422
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Journal Website: www.ijrte.org 10 RF and Shunt Active Power Filters at Multiple Points of Common Couplings of Radial Electrical Systems 4. P. Salmerón Revuelta, S. Pérez Litrán, J. Prieto Thomas, “Active
power line conditioners,” design, simulation and implementation for
improving
power
quality,
(),
231–284. doi:10.1016/b978-0-12-803216-9.00007-9. [CrossRef] Power Electronics, vol. 13, no. 11, pp. 2350 – 2360, August 2020, doi:
10.1049/iet-pel.2019.1295. [CrossRef] p
[
]
20. V. Narasimhulu, D. V. Ashok Kumar, and Ch. Sai Babu, “Recital
analysis of multilevel cascade H‑bridge based active power filter
under load variation,” SN Applied Sciences, vol. 1, no. 12, December
2019, doi: 10.1007/s42452-019-1669-8. [CrossRef] p
g
p
q
y
()
doi:10.1016/b978-0-12-803216-9.00007-9. [CrossRef] 5. D. Khaled, A. Tayeb, C. Gerard, D. Mouloud, and H. Chaib, “Particle
swarm optimisation trained artificial neural network to control shunt
active power filter based on multilevel flying capacitor inverter,”
European Journal of Electrical Engineering, vol. 22, no. 3, pp. 199 –
207, June 2020, doi: 10.18280/ejee.220301. [CrossRef] 21. H. Liu, C. Li, Z. Zheng, J. Liu and Y. Li, “Shunt isolated active power
filter with common dc link integrating braking energy recovery in
urban rail transit” in IEEE Access, vol. 7, pp. 39180-39191, 2019, doi:
10.1109/ACCESS.2019.2906329. [CrossRef] pp
10.1109/ACCESS.2019.2906329. [CrossRef] 6. P. Balamurugan, and N. Senthil Kumar, “Three level hysteresis
function based sliding mode control of three phase PWM inverter for
shunt active power filter application in distribution network,”
International Journal of Recent Technology and Engineering, vol. 8,
no. 3,
pp. 8015
–
8019,
September
2019,
doi:
10.35940/ijrte.C6416.098319. [CrossRef] 22. R. Rahul, D. Subrata Kumar, S. Priya, D. Mrigakshi, S. Amarjit, and
S. Pradip Kumar, “Feasible evaluation of shunt active filter for
harmonics mitigation in induction heating system,” High Tech and
Innovation Journal, vol. 2, no. 3, pp. 235 – 245, September 2021, doi:
10.28991/HIJ-2021-02-03-08. [CrossRef] 7. K. Khechiba, L. Zellouma, and A. Kouzou, “PI regulator with
tracking anti-windup based modified power balance theory for SAPF
under unbalanced grid voltage unbalance non linear loads,”
Electronics, vol. 23, no. 2, pp. 75
– 80, 2019, doi:
10.7251/ELS1923075K. [CrossRef] 23. S. Yuriy, A. Boris, and P. Veronika, “The assesement of the shunt
active filter efficiency under varied power supply source and load
parameters,” International Journal of Electrical and Computer
Engineering, vol. 10, no. 6, pp. 5621 – 5630, December 2020, doi:
10.11591/ijece.v10i6.pp5621-5630. [CrossRef] 8. B. Karim Belalia, K. Mohammed, B. Hamid, B. Azeddine, and M. Abdelkader, “Network current quality enhancement under nonlinear
and unbalanced load conditions using a four-wire inverter-based
active shunt filter,” Indonesian Journal of Electrical Engineering and
Informatics, vol. 9, no. 3, pp. 601 – 614, September 2021, doi:
10.52549/.V9I3.2951. [CrossRef] 24. Y. Mchaouar, C. Taghzaoui, A. Abouloifa, M. Fettach, A. Ellali, I. Lachkar, and F. Giri, “Sensorless nonlinear control strategy of the
single phase active power filters via two-time scale singular
perturbation technique,” Universal Journal of Electrical and
Electronic Engineering, vol. 6, no. 5, pp. 383 – 401, 2019, doi:
10.13189/ujeee.2019.060509. [CrossRef] 9. O. Kukrer, H. Komurcugil, R. Guzman, and L. G. De Vicuna, “A new
control strategy for three-phase shunt active power filters based on
FIR prediction,” IEEE Transactions on Industrial Electronics, vol. 68,
no. 9,
pp. 7702
–
7713,
September
2021,
doi:
10.1109/TIE.2020.3013761. [CrossRef] 25. K. Kołek, and A. Firlit, “A new optimal current controller for a
three‐phase shunt active power filter based on Karush–Kuhn–Tucker
conditions,” Energies, vol. 14, no. 19, October-1 2021, pp. 1-17, doi:
10.3390/en14196381. [CrossRef] 26. Z. F. Hussien, N. Atan and I. Z. Abidin, “Shunt active power filter for
harmonic compensation of nonlinear loads,” Proceedings. National
Power Engineering Conference, 2003. PECon 2003., 2003, pp. 117-120, doi: 10.1109/PECON.2003.1437429. [CrossRef] 10. S. Kumaresan, and H. Habeebullah Sait, “Design and control of shunt
active power filter for power quality improvement of utility powered
brushless dc motor drives,” Automatika, vol. 61, no. 3, pp. 507 – 521,
July 2020, doi: 10.1080/00051144.2020.1789402. [CrossRef] 27. C. Nalini Kiran, D. Subhransu Sekhar, and S. Prema Latha, “A few
aspects of power quality improvement using shunt active power
filter,” International Journal of Scientific & Engineering Research,
vol. 2, no. 5, pp. 1-11, May 2011. 11. M. Syahrul Hisham, M. R. Mohd Amran, M. Nashiren Farzilah, A. W. Noor Izzri, J. Auzani Jidin, and Y. L. Musa, “Adaptive notch filter
under indirect and direct current controls for active power filter,”
Bulletin of Electrical Engineering and Informatics, vol. 9, no. 5, pp. 1794 – 1802, October 2020, doi: 10.11591/eei.v9i5.2165. [CrossRef] pp
y
28. Z. Zehara, and P. Nishant, “Power quality improvement by using
shunt active power filter,” International Journal for Research in
Applied Science & Engineering Technology (IJRASET), vol. 7 no. VI, pp. 2255-2260, June 2019, doi: 10.22214/ijraset.2019.6378. [CrossRef] 12. P. Santis, D. Sáez, R. Cárdenas, and A. Núñez, “Pareto-based
modulated model predictive control strategy for power converter
applications,” Electric Power Systems Research, vol. 171, pp. 158 –
174, June 2019, doi: 10.1016/j.epsr.2019.02.016. [CrossRef] 29. N. A. Rahman and N. REFERENCES 1. L. Cividino, “Power factor, harmonic distortion; causes, effects and
considerations”
[Proceedings]
Fourteenth
International
Telecommunications Energy Conference - INTELEC’92, 1992, pp. 506-513, doi: 10.1109/INTLEC.1992.268395. [CrossRef] 1. L. Cividino, “Power factor, harmonic distortion; causes, effects and
considerations”
[Proceedings]
Fourteenth
International
Telecommunications Energy Conference - INTELEC’92, 1992, pp. 506-513, doi: 10.1109/INTLEC.1992.268395. [CrossRef] 1. L. Cividino, “Power factor, harmonic distortion; causes, effects and
considerations”
[Proceedings]
Fourteenth
International
Telecommunications Energy Conference - INTELEC’92, 1992, pp. 506-513, doi: 10.1109/INTLEC.1992.268395. [CrossRef] 2. A. Ganiyu Adedayo, and O. Adedapo Ibukunoluwa, “Effects of total
harmonic distortion on power system equipment,” Innovative
Systems Design and Engineering, vol. 6, no. 5, pp. 114-120, 2015:
https://iiste.org/Journals/index.php/ISDE/article/view/22744 2. A. Ganiyu Adedayo, and O. Adedapo Ibukunoluwa, “Effects of total
harmonic distortion on power system equipment,” Innovative
Systems Design and Engineering, vol. 6, no. 5, pp. 114-120, 2015:
https://iiste.org/Journals/index.php/ISDE/article/view/22744 3. N. Patnaik and A. K. Panda, “Comparative analysis on a shunt active
power filter with different control strategies for composite loads”
TENCON 2014 - 2014 IEEE Region 10 Conference, 2014, pp. 1-6,
doi: 10.1109/TENCON.2014.7022289. [CrossRef] Published By:
Blue Eyes Intelligence Engineering
and Sciences Publication (BEIESP)
© Copyright: All rights reserved. (c) Fig. 10. Waveforms of all instantaneous currents after the
RL filters and SAPFs installation in Case (a) 1, (b) 2, and
(c) 3. Published By:
Blue Eyes Intelligence Engineering
and Sciences Publication (BEIESP)
© Copyright: All rights reserved. Retrieval Number: 100.1/ijrte.D72901111422
DOI: 10.35940/ijrte.D7290.1111422
Journal Website: www.ijrte.org Retrieval Number: 100.1/ijrte.D72901111422
DOI: 10.35940/ijrte.D7290.1111422
Journal Website: www.ijrte.org Retrieval Number: 100.1/ijrte.D72901111422
DOI: 10.35940/ijrte.D7290.1111422
Journal Website: www.ijrte.org 11 Sa’adon, “Centralised and individual shunt
active power filters in radial electrical systems,” 2021 IEEE Industrial
Electronics and Applications Conference (IEACon), 2021, pp. 62-66,
doi: 10.1109/IEACon51066.2021.9654480. [CrossRef] j p
[
]
13. Y. Hoon, M. A. Mohd Radzi, A. S. Al-Ogaili, “Adaptive linear neural
network approach for three-phase four-wire active power filtering
under non-ideal grid and unbalanced load scenarios,” Applied
Sciences (Switzerland), vol. 9, no. 24, pp. 1-25, December 2019, doi:
10.3390/app9245304. [CrossRef] Retrieval Number: 100.1/ijrte.D72901111422
DOI: 10.35940/ijrte.D7290.1111422
Journal Website: www.ijrte.org AUTHORS PROFILE 14. Y. Bekakra, L. Zellouma, and O. Malik, “Improved predictive direct
power control of shunt active power filter using GWO and ALO –
Simulation and experimental study,” Ain Shams Engineering Journa,
vol. 12, no. 4, pp. 3859 – 3877, December 2021, doi:
10.1016/j.asej.2021.04.028. [CrossRef] Nor Farahaida Abdul Rahman, is working as a senior
lecturer at the School of Electrical Engineering, College
of Engineering, Universiti Teknologi MARA, 40450
Shah Alam, Selangor, Malaysia. She received her B.Eng. (Hons.) and M.Eng. degrees from Universiti Teknologi
Malaysia (UTM), and a PhD in Power Engineering from
Universiti Putra Malaysia (UPM). Her research interests
are active filters, power quality and power electronics. 15. O. Gherouat, A. Hassam, O. Aissa, and B Babes, “Experimental
evaluation of single-phase shunt active power filter based on
optimized
synergetic
control
strategy
for
power
quality
enhancement,” Journal Européen des Systèmes Automatisés, vol. 54,
no. 4, pp. 649-659, August 2021, doi: 10.18280/jesa.540415. [CrossRef] 16. M. M. Tounsi, A. Allali, H. M. Boulouiha, and M. Denaï, “ANFIS
control of a shunt active filter based with a five-level NPC inverter to
improve power quality,” International Journal of Electrical and
Computer Engineering, vol. 11, no. 3, pp. 1886 – 1893, June 2021,
doi: 10.11591/ijece.v11i3.pp1886-1893. [CrossRef] 17. S. Orts-Grau, P. Balaguer-Herrero, J.C. Alfonso-Gil, C. I. Martínez-Márquez, F. J. Gimeno-Sales, S. Seguí-Chilet, “One-cycle
zero-integral-error current control for shunt active power filters,”
Electronics (Switzerland), vol. 9, no. 12, pp. 1 – 16, December 2020,
doi: 10.3390/electronics9122008. [CrossRef] 18. J. Wang, F. Xu, Fanga, G. Pan, K. Ouyang, Y. Jin, L. Libin, and J. Qiu, “Robust control method for LCL-type shunt active power filter
under weak grid condition,” IET Generation, Transmission and
Distribution, vol. 14, no. 11, pp. 2120 – 2128, June 2020, doi:
10.1049/iet-gtd.2019.1381. [CrossRef] Published By:
Blue Eyes Intelligence Engineering
and Sciences Publication (BEIESP)
© Copyright: All rights reserved. Published By:
Blue Eyes Intelligence Engineering
and Sciences Publication (BEIESP)
© Copyright: All rights reserved. 19. S. Kundu, S. Banerjee, and S. Bhowmick, “Improved
SHM-PAM-based five-level CHB inverter to fulfil NRS 048-2:2003
grid code and to apply as shunt active power filter with tuned
proportional-resonant controller for improving power quality,” IET Retrieval Number: 100.1/ijrte.D72901111422
DOI: 10.35940/ijrte.D7290.1111422
Journal Website: www.ijrte.org Retrieval Number: 100.1/ijrte.D72901111422
DOI: 10.35940/ijrte.D7290.1111422
Journal Website: www.ijrte.org 12
|
https://openalex.org/W1990342289
|
https://digitalcommons.mtu.edu/cgi/viewcontent.cgi?article=3479&context=michigantech-p
|
English
| null |
Projected effect of 2000–2050 changes in climate and emissions on aerosol levels in China and associated transboundary transport
|
Atmospheric chemistry and physics
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cc-by
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9-2-2013 See next page for additional authors
Follow this and additional works at: https://digitalcommons.mtu.edu/michigantech-p See next page for additional authors
Follow this and additional works at: https://digitalcommons.mtu.edu/michigantech-p Part of the Geological Engineering Commons, and the Mining Engineering Commons Part of the Geological Engineering Commons, and the Mining Engineering Commons Michigan Technological University
Michigan Technological University
Digital Commons @ Michigan Tech
Digital Commons @ Michigan Tech
Michigan Tech Publications
9-2-2013
Projected effect of 2000-2050 changes in climate and emissions
Projected effect of 2000-2050 changes in climate and emissions
on aerosol levels in China and associated transboundary
on aerosol levels in China and associated transboundary
transport
transport
H. Jiang
Institute of Atmospheric Physics Chinese Academy of Sciences
H. Liao
Institute of Atmospheric Physics Chinese Academy of Sciences
H. O.T. Pye
United States Environmental Protection Agency
S. Wu
Michigan Technological University, slwu@mtu.edu
L. J. Mickley
Harvard University
See next page for additional authors
Follow this and additional works at: https://digitalcommons.mtu.edu/michigantech-p
Part of the Geological Engineering Commons, and the Mining Engineering Commons
Recommended Citation
Recommended Citation
Jiang, H., Liao, H., Pye, H., Wu, S., Mickley, L., Seinfeld, J., & Zhang, X. (2013). Projected effect of
2000-2050 changes in climate and emissions on aerosol levels in China and associated transboundary
transport. Atmospheric Chemistry and Physics, 13(16), 7937-7960. http://doi.org/10.5194/
acp-13-7937-2013
Retrieved from: https://digitalcommons.mtu.edu/michigantech-p/2489 Michigan Technological University
Michigan Technological University
Digital Commons @ Michigan Tech
Digital Commons @ Michigan Tech
Michigan Tech Publications
9-2-2013
Projected effect of 2000-2050 changes in climate and emissions
Projected effect of 2000-2050 changes in climate and emissions
on aerosol levels in China and associated transboundary
on aerosol levels in China and associated transboundary
transport
transport
H. Jiang
Institute of Atmospheric Physics Chinese Academy of Sciences
H. Liao
Institute of Atmospheric Physics Chinese Academy of Sciences
H. O.T. Pye
United States Environmental Protection Agency
S. Wu
Michigan Technological University, slwu@mtu.edu
L. J. Mickley
Harvard University
See next page for additional authors
Follow this and additional works at: https://digitalcommons.mtu.edu/michigantech-p
Part of the Geological Engineering Commons, and the Mining Engineering Commons
Recommended Citation
Recommended Citation
Jiang, H., Liao, H., Pye, H., Wu, S., Mickley, L., Seinfeld, J., & Zhang, X. (2013). Projected effect of
2000-2050 changes in climate and emissions on aerosol levels in China and associated transboundary
transport. Atmospheric Chemistry and Physics, 13(16), 7937-7960. http://doi.org/10.5194/
acp-13-7937-2013
Retrieved from: https://digitalcommons.mtu.edu/michigantech-p/2489 Michigan Technological University
Michigan Technological University
Digital Commons @ Michigan Tech
Digital Commons @ Michigan Tech Authors
Authors
H. Jiang, H. Liao, H. O.T. Pye, S. Wu, L. J. Mickley, J. H. Seinfeld, and X. Y. Zhang Authors
Authors
H. Jiang, H. Liao, H. O.T. Pye, S. Wu, L. J. Mickley, J. H. Seinfeld, and X. Y. Zhang Recommended Citation
Recommended Citation Jiang, H., Liao, H., Pye, H., Wu, S., Mickley, L., Seinfeld, J., & Zhang, X. (2013). Projected effect of
2000-2050 changes in climate and emissions on aerosol levels in China and associated transboundary
transport. Atmospheric Chemistry and Physics, 13(16), 7937-7960. http://doi.org/10.5194/
acp-13-7937-2013 Follow this and additional works at: https://digitalcommons.mtu.edu/michigantech-p Part of the Geological Engineering Commons, and the Mining Engineering Commons This article is available at Digital Commons @ Michigan Tech: https://digitalcommons.mtu.edu/mich This article is available at Digital Commons @ Michigan Tech: https://digitalcommons.mtu.edu/michigantech-p/2489 Biogeosciences
Open A
Projected effect of 2000–2050 changes in climate and emissions on
aerosol levels in China and associated transboundary transport . Jiang1,2, H. Liao1, H. O. T. Pye3, S. Wu4, L. J. Mickley5, J. H. Seinfeld6, and X. Y. Zhang7 1State Key Laboratory of Atmospheric Boundary Layer Physics and Atmospheric Chemistry
Institute of Atmospheric Physics, Chinese Academy of Sciences, Beijing, China Climate
of the Past
n Access
y
y
j g
3National Exposure Research Laboratory, Environmental Protection Agency, Research Triangle Park, North Carolina, USA
4Department of Geological and Mining Engineering and Sciences and Department of Civil and Environmental Engineering,
Michigan Technological University, Houghton, Michigan, USA g
g
y
g
g
5School of Engineering and Applied Sciences, Harvard University, Cambridge, Massachusetts, USA
6Departments of Chemical Engineering and Environmental Science and Engineering, California Institute of Engineering and Applied Sciences, Harvard University, Cambridge, Massachusetts, USA Earth System
Open
5School of Engineering and Applied Sciences, Harvard University, Cambridge, Massachusetts, USA
6Departments of Chemical Engineering and Environmental Science and Engineering, California Institute of Technology,
Pasadena, California, USA Earth System
Open
6Departments of Chemical Engineering and Environmental Science and Engineering, California Institute of Technology,
Pasadena, California, USA Earth
D
7Key Laboratory for Atmospheric Chemistry, Chinese Academy of Meteorological Sciences, CMA Correspondence to: H. Liao (hongliao@mail.iap.ac.cn) In
Received: 13 February 2013 – Published in Atmos. Chem. Phys. Discuss.: 11 March 2013
Revised: 17 June 2013 – Accepted: 5 July 2013 – Published: 16 August 2013 In
Received: 13 February 2013 – Published in Atmos. Chem. Phys. Discuss.: 11 March 2013
Revised: 17 June 2013 – Accepted: 5 July 2013 – Published: 16 August 2013 Abstract. We investigate projected 2000–2050 changes in
concentrations of aerosols in China and the associated trans-
boundary aerosol transport by using the chemical transport
model GEOS-Chem driven by the Goddard Institute for
Space Studies (GISS) general circulation model (GCM) 3 at
4◦× 5◦resolution. Future changes in climate and emissions
projected by the IPCC A1B scenario are imposed separately
and together through sensitivity simulations. Accounting for
sulfate, nitrate, ammonium, black carbon (BC), and organic
carbon (OC) aerosols, concentrations of individual aerosol
species change by −1.5 to +0.8 µg m−3, and PM2.5 levels
are projected to change by about 10–20 % in eastern China
as a result of 2000–2050 change in climate alone. Biogeosciences
Open A
Projected effect of 2000–2050 changes in climate and emissions on
aerosol levels in China and associated transboundary transport The fluxes of nitrate and am-
monium aerosols from Europe and Central Asia into west-
ern China increase over 2000–2050 in response to projected
changes in emissions, leading to a 10.5 % increase in an-
nual inflow of PM2.5 to western China with future changes
in both emissions and climate. Fluxes of BC and OC from
South Asia to China in spring contribute a large fraction
of the annual inflow of PM2.5. The annual inflow of PM2.5
from South Asia and Southeast Asia to China is estimated to
change by −8 %, +281 %, and +227 % over 2000–2050 ow-
ing to climate change alone, changes in emissions alone, and
changes in both climate and emissions, respectively. While
the 4◦× 5◦spatial resolution is a limitation of the present
study, the direction of predicted changes in aerosol levels and
transboundary fluxes still provides valuable insight into fu-
ture air quality. Biogeosciences
Open A
Projected effect of 2000–2050 changes in climate and emissions on
aerosol levels in China and associated transboundary transport With fu-
ture changes in anthropogenic emissions alone, concentra-
tions of sulfate, BC, and OC are simulated to decrease be-
cause of assumed reductions in emissions, and those of ni-
trate are predicted to increase because of higher NOx emis-
sions combined with decreases in sulfate. The net result is a
predicted reduction of seasonal mean PM2.5 concentrations
in eastern China by 1–8 µg m−3 (or 10–40 %) over 2000–
2050. It is noted that current emission inventories for BC and
OC over China are judged to be inadequate at present. Trans-
boundary fluxes of different aerosol species show different
sensitivities to future changes in climate and emissions. The et ods a d
Data Systems
cess
Geoscientific
Model Development
Open Access
Hydrology and
Earth System
Sciences
Open Access
Ocean Science
Open Access
annual outflow of PM2.5 from eastern China to the west-
ern Pacific is estimated to change by −7.0 %, −0.7 %, and
−9.0 % over 2000–2050 owing to climate change alone,
changes in emissions alone, and changes in both climate
and emissions, respectively. The fluxes of nitrate and am-
monium aerosols from Europe and Central Asia into west-
ern China increase over 2000–2050 in response to projected
changes in emissions, leading to a 10.5 % increase in an-
nual inflow of PM2.5 to western China with future changes
in both emissions and climate. Fluxes of BC and OC from
South Asia to China in spring contribute a large fraction
of the annual inflow of PM2.5. The annual inflow of PM2.5
from South Asia and Southeast Asia to China is estimated to
change by −8 %, +281 %, and +227 % over 2000–2050 ow-
ing to climate change alone, changes in emissions alone, and
changes in both climate and emissions, respectively. While
the 4◦× 5◦spatial resolution is a limitation of the present
study, the direction of predicted changes in aerosol levels and
transboundary fluxes still provides valuable insight into fu-
ture air quality. Data Systems
ess
Geoscientific
Model Development
Open Access
Hydrology and
Earth System
Sciences
Open Access
Ocean Science
Open Access
annual outflow of PM2.5 from eastern China to the west-
ern Pacific is estimated to change by −7.0 %, −0.7 %, and
−9.0 % over 2000–2050 owing to climate change alone,
changes in emissions alone, and changes in both climate
and emissions, respectively. Authors
Authors Atmospheric
Chemistry
and Physics
Open Access 1
Introduction Aerosols are important air pollutants that lead to negative
health impacts, reductions in visibility, and changes in cli-
mate (Intergovernmental Panel on Climate Change (IPCC),
2007). Concentrations of major atmospheric aerosol species
(sulfate, nitrate, ammonium, black carbon, organic carbon,
and mineral dust) are especially high in China (Matsui et
al., 2009; Tie and Cao, 2010; Qu et al., 2010; Cao et al.,
2012), driven by a combination of direct and precursor emis-
sions (Streets et al., 2003) and regional meteorological con-
ditions (Zhang et al., 2010a; Zhu et al., 2012). Estimating fu-
ture aerosol levels in China is essential in considerations of
air quality both over China itself and in the Northern Hemi-
sphere. p
In the absence of changes in emissions of primary
aerosols as well as aerosol precursors, climate change itself
will influence future aerosol levels. For example, coupled
climate–chemical transport modeling studies show that cli-
mate change alone can lead to increased surface ozone in
anthropogenically impacted regions by 1–10 ppbv in sum-
mertime over the coming decades, based on the IPCC fu-
ture scenarios (Jacob and Winner, 2009). This increase is a
result of slower transport, enhanced biogenic hydrocarbon
emissions, and accelerated decomposition of peroxyacetyl
nitrate (PAN) at higher temperatures (Hogrefe et al., 2004;
Liao et al., 2006; Murazaki and Hess, 2006; Steiner et al.,
2006; Racherla and Adams, 2008; Wu et al., 2008; Jacob and
Winner, 2009; Andersson and Engardt, 2010; Chang et al.,
2010; Lam et al., 2011; Katragkou et al., 2011; Langner et
al., 2012; Reuten et al., 2012; Wang et al., 2013a). A warmer
future climate is also predicted to influence aerosol levels
over the United States and Europe by as much as 1 µg m−3
through altered concentrations of atmospheric oxidants, by
changed precipitation and boundary layer height, and by
shifting gas-particle equilibria (Liao et al., 2006; Unger et
al., 2006; Bauer et al., 2007; Jacob and Winner, 2009; Pye
et al., 2009; Day and Pandis, 2011; Lam et al., 2011; Tai et
al., 2012a, b; Juda-Rezler et al., 2012). Because of the enor-
mous importance of China as a source of aerosols, a study
that addresses how aerosol levels in China may change over
the coming decades is called for. H. Jiang et al.: Projected effect of 2000–2050 changes in climate and emissions on aerosol levels 7938 H. Jiang et al.: Projected effect of 2000–2050 changes in climate and emissions on aerosol leve background surface-layer concentrations of black carbon
over the United States. By using satellite measurements
of aerosol optical depth over the North Pacific together
with GEOS-Chem simulation, Heald et al. (2006) showed
that transport from Asia led to a seasonal mean increase
of surface-layer sulfate concentration of 0.16 µg m−3 (with
50 % uncertainty) in the northwestern United States in spring
of 2001. Chin et al. (2007) predicted an enhancement of sim-
ilar magnitude in surface-layer sulfate aerosol in the west-
ern United States in 2001 by long-range aerosol transport;
the annual mean contribution to sulfate concentration was
estimated to be 0.1–0.2 µg m−3 using the global model GO-
CART. Yu et al. (2008) performed a satellite-based assess-
ment of transpacific transport of anthropogenic and biomass
burning aerosols based on 2002–2005 aerosol optical depths
from the Moderate Resolution Imaging Spectroradiometer
(MODIS). They estimated that about 25 % of aerosol mass
exported from East Asia to the northwestern Pacific Ocean
can reach the west coast of North America. Two studies ex-
amined aerosol transport from Europe and South Asia to
China. Chin et al. (2007) estimated that European emissions
can increase the surface ammonium sulfate concentrations
over eastern Asia by 0.2–0.5 µg m−3. Using the GEOS-Chem
model, Zhang et al. (2010b) estimated that organic carbon
aerosol from South Asia contributed 50–70 % of organic car-
bon (OC) mass over southern China and 20–50 % of OC over
the western North Pacific in the middle troposphere in sum-
mer of 1998. Th
Published by Copernicus Publications on behalf of the European Geosciences Union. H. Jiang et al.: Projected effect of 2000–2050 changes in climate and emissions on aerosol levels H. Jiang et al.: Projected effect of 2000–2050 changes in climate and emissions on aerosol levels 2.1
GEOS-Chem/GISS models The atmospheric chemical transport model, GEOS-Chem
(v.7-4-11, http://acmg.seas.harvard.edu/geos/), is driven by
the GISS Model 3 meteorological data (Rind et al., 2007). Both the GISS Model 3 and the GEOS-Chem models have
a horizontal resolution of 4◦latitude by 5◦longitude with
23 vertical layers. The interface between GEOS-Chem and
the GISS meteorological fields was described by Wu et
al. (2007) and Pye et al. (2009), and the same meteo-
rology from the work of Wu et al. (2008) is used here. The GEOS-Chem model includes coupled ozone–NOx–
hydrocarbon (∼80 species, ∼300 chemical reactions) (Bey
et al., 2001) and aerosol chemistry. Aerosol species simu-
lated in the GEOS-Chem model include sulfate (SO2−
4 ) (Park
et al., 2004), nitrate (NO−
3 ) (Pye et al., 2009), ammonium
(NH+
4 ), primary organic carbon (OC) and black carbon (BC)
(Park et al., 2003), secondary organic aerosol (SOA), sea
salt (Alexander et al., 2005), and mineral dust (Fairlie et
al., 2007). SOA formation considers the oxidation of iso-
prene (Henze and Seinfeld, 2006), monoterpenes and other
reactive volatile organic compounds (ORVOCs) (Liao et al.,
2007), and aromatics (Henze et al., 2008). We focus on future
changes in anthropogenic aerosols in this work; the assess-
ment on mineral dust and sea salt aerosols will be our future
work. Present-day and year 2050 natural emissions of ozone and
aerosol precursors include NOx from lightning and soil, and
biogenic hydrocarbons (Table 2), which are calculated based
on the GISS Model 3 meteorological parameters. Lightning
NOx emissions are parameterized based on convective cloud-
top height (Price and Rind, 1992; Wang et al., 1998). Soil
NOx emissions are calculated as a function of temperature,
wind speed, and precipitation (Yienger and Levy, 1995). Representation of biogenic emissions follows the algorithm
of Guenther et al. (1995), which considers light and temper-
ature dependence but does not account for the suppression of
isoprene emissions under elevated ambient CO2 concentra-
tions (Rosenstiel et al., 2003) and climate-induced changes in
land cover. Simulated natural emissions of NOx and biogenic
hydrocarbons in eastern China are estimated to increase, re-
spectively, by +20 % and +22 % over 2000–2050, with the
increases in biogenic emissions resulting mainly from the fu-
ture increases in temperature. 2.2
Emissions the direction of projected changes in aerosol levels should be
correctly predicted. Present-day and year 2050 assumed anthropogenic emis-
sions of aerosol precursor and aerosols are listed in Ta-
ble 1. Emissions of O3 precursors (including NOx, CO, and
non-methane volatile organic compounds (NMVOCs)) fol-
low those in Wu et al. (2008), and those of NH3 and SO2 are
taken from Pye et al. (2009). The base year for present-day
anthropogenic emissions is 1999 for the United States (Wu et
al., 2008) and 1998 elsewhere (Pye et al., 2009). Year 2050
anthropogenic emissions of ozone precursors, aerosol pre-
cursors, and aerosols from the IPCC A1B scenario were gen-
erated by the Integrated Model to Assess the Greenhouse Ef-
fect (IMAGE) socioeconomic model using prescribed growth
factors for different regions, species, and sources (Streets et
al., 2004). Ammonia emissions have an imposed seasonality
that was determined as a function of temperature for one base
year in this model. In present day, anthropogenic emissions
of NOx, CO, NMVOCs, SO2, NH3, OC, and BC in eastern
China are estimated to account for 12 %, 16 %, 12 %, 20 %,
18 %, 10 %, and 19 %, respectively, of the total global emis-
sions. Relative to the assumed present day, year 2050 anthro-
pogenic emissions of NOx, CO, NMVOCs, SO2, NH3, OC,
and BC in eastern China (20◦–55◦N, 98◦–125◦E) are esti-
mated to change by +72 %, −7 %, +86 %, −29 %, −12 %,
−40 %, and −59 %, respectively. The methods and model setup used to simulate present-
day and year 2050 aerosols are described in Sect. 2. Section 3
evaluates simulated present-day concentrations of aerosols in
China. Section 4 shows predictions of future aerosol levels
over China due to changes in climate alone, emissions alone,
and combined climate and emissions changes, and Sect. 5 es-
timates future changes in transboundary transport of aerosols
to examine inflow to and outflow from China. H. Jiang et al.: Projected effect of 2000–2050 changes in climate and emissions on aerosol levels 7939 . Jiang et al.: Projected effect of 2000–2050 changes in climate and emissions on aerosol levels 2.1
GEOS-Chem/GISS models We perform simulations for four cases: (1) year 2000
climate and emissions, (2) 2050 climate and 2000 an-
thropogenic emissions of aerosol precursor and aerosols,
(3) 2000 climate and 2050 anthropogenic emissions of
aerosol precursor and aerosols, and (4) 2050 climate and
emissions. Each case is integrated for 10 yr (driven by 1996–
2005 meteorological fields to represent year 2000 climate or
by 2046–2055 meteorology to represent year 2050 climate)
following 1 yr of model spin-up. All the results presented in
this paper are 10 yr averages. Statistical analysis based on
Student’s two-sample t test is applied to the meteorological
fields and concentrations of the 10 yr simulations. For both radiative forcing in climate simulation and chem-
ical reactions, present-day methane levels in the model are
based on observations and set to 1750 ppb with a 5 % inter-
hemispheric gradient (Wu et al., 2008). The future (2046–
2055) methane level in GEOS-Chem follows the IPCC A1B
scenario and is set to 2400 ppb for simulations in which
changes in anthropogenic emissions are considered (Pye et
al., 2009). Atmos. Chem. Phys., 13, 7937–7960, 2013 www.atmos-chem-phys.net/13/7937/2013/ 1
Introduction We present here a study to estimate the following: (1) the
changes of aerosol levels in China over the years 2000–2050
as a result of projected changes in emissions and climate,
(2) the changes of transboundary fluxes of aerosols into or
out of China over this time period. This study builds on two
previous ones. Liao et al. (2007) used the Goddard Institute
for Space Studies (GISS) general circulation model (GCM)
3 to drive GEOS-Chem to simulate climatological present-
day aerosol levels in the United States, and Pye et al. (2009)
investigated the effects of projected climate and emissions
changes on 2000–2050 sulfate–nitrate–ammonium aerosols
in the United States using the same GISS Model 3/GEOS-
Chem combination. As a basis for the present study, the IPCC
emission scenario A1B (Nakicenovic and Swart, 2000) is
adopted; this scenario represents a future world with rapid
economic growth and introduction of new and more energy-
efficient technologies. GISS Model 3 global meteorological
fields are used to drive the atmospheric chemical transport
model GEOS-Chem for both present day (1996–2005) and
years 2046–2055. Effects of climate change alone, emission
changes alone, and both climate and emissions changes to-
gether on aerosol levels and transboundary fluxes are simu-
lated. The models in the present study have a relatively coarse
spatial resolution of 4◦latitude by 5◦longitude, which are
not expected to capture the characteristically high concentra-
tions of aerosols in China’s major urban areas. Nevertheless, Another issue that is associated with the aerosol levels in
China is the future transboundary aerosol transport. A num-
ber of observational and modeling analyses have demon-
strated the importance of present-day long-range transport
of aerosols from East Asia. Surface observations at island
sites (Huebert et al., 2001; Prospero et al., 2003) and air-
craft observations in Asian outflow over the Northwest Pa-
cific (Jordan et al., 2003; Maxwell-Meier et al., 2004) and the
Northeast Pacific (Clarke et al., 2001; Price et al., 2003) have
documented the spring maximum in transpacific transport. By using the global atmospheric chemical transport model
GEOS-Chem, Park et al. (2003) predicted that transpacific
transport contributes about 10 % of the annual mean natural www.atmos-chem-phys.net/13/7937/2013/ www.atmos-chem-phys.net/13/7937/2013/ Atmos. Chem. Phys., 13, 7937–7960, 2013 H. Jiang et al.: Projected effect of 2000–2050 changes in climate and emissions on aerosol levels www.atmos-chem-phys.net/13/7937/2013/ Atmos. Chem. Phys., 13, 7937–7960, 2013 Atmos. Chem. Phys., 13, 7937–7960, 2013
www.atmos-chem-phys.net/13/7937/2013/ www.atmos-chem-phys.net/13/7937/2013/ H. Jiang et al.: Projected effect of 2000–2050 changes in climate and emissions o
ay and year 2050 (IPCC A1B scenario) anthropogenic emissions of aerosol precursors and aerosols. The
N, 98◦–125◦E. Global
Eastern China
Species
2000
2050
Change, %
2000
2050
Change, %
NOx (Tg N yr−1)
Aircraft
0.5
0.5
0.0
0.02
0.02
0.0
Anthropogenic
23.7
47.9
+102.0
3.15
6.21
+97.1
Biomass burning
6.5
8.1
+24.6
0.30
0.34
+13.3
Biofuel
2.2
2.1
−4.5
0.53
0.36
−32.1
Fertilizer
0.5
0.9
+80.0
0.06
0.04
−33.3
Total
33.4
59.5
+78.1
4.06
6.97
+71.7
CO (Tg CO yr−1)
Anthropogenic
420.1
413.6
−1.5
104.26
94.04
−9.8
Biomass burning
458.8
749.6
+63.4
21.69
34.46
+58.9
Biofuel
175.6
168.9
−3.8
46.34
31.24
−32.6
Total
1054.5
1332.1
+26.3
172.29
159.74
−7.3
NMVOCs (Tg C yr−1)
Anthropogenic
24.5
42.2
+72.2
2.45
6.52
+166
Biomass burning
3.1
5.1
+64.5
0.14
0.23
+64.3
Biofuel
7.2
6.9
−4.2
1.65
1.12
−32.1
Total
34.8
54.2
+55.7
4.24
7.87
+85.6
SO2 (Tg S yr−1)
Aircraft
0.1
0.1
0.0
< 0.01
< 0.01
0.0
Anthropogenic
66.1
88.7
+34.2
13.83
9.81
−29.1
Biomass burning
1.2
2.0
+66.7
0.06
0.09
+50.0
Biofuel
0.3
0.3
0.0
0.07
0.05
−28.6
Ship
4.2
5.4
+28.6
0.03
0.05
+66.7
Total
71.9
96.5
+34.2
13.99
10.00
−28.5
NH3 (Tg N yr−1)
Anthropogenic
33.3
50.4
+51.4
6.68
5.90
−11.7
Biomass burning
5.9
6.1
+3.4
0.26
0.28
+7.7
Biofuel
1.6
1.7
+6.3
0.32
0.22
−31.3
Total
40.8
58.2
+42.6
7.26
6.40
−11.8
OC (Tg C yr−1)
Anthropogenic
2.5
0.9
−64.0
0.58
0.16
−72.4
Biomass burning
21.6
21.8
+0.9
1.10
1.08
−1.8
Biofuel
6.4
2.7
−57.8
1.31
0.56
−57.3
Total
30.5
25.4
−16.7
2.99
1.80
−39.8
BC (Tg C yr−1)
Anthropogenic
3.1
2.0
−35.5
0.84
0.27
−67.9
Biomass burning
2.6
2.7
+3.8
0.13
0.13
0.0
Biofuel
1.5
0.6
−60.0
0.36
0.15
−58.3
Total
7.2
5.3
−26.4
1.33
0.55
−58.6 H. Jiang et al.: Projected effect of 2000–2050 changes in climate and emissions on aerosol levels . Jiang et al.: Projected effect of 2000–2050 changes in climate and emissions on aerosol levels Projected changes are all statistically significant at the 95% level, as
determined by the student’s two sample t-test. g. 1. Projected changes in surface air temperature (K) in China from the present day (1996–2005) to future (2046–2055) under the
1B scenario. Projected changes are all statistically significant at the 95 % level, as determined by Student’s two-sample t test. 3
Projected climate change in China over 2000–2050
2000–2050 climate change. We have compared the
Model 3 predictions of present-day (1996–2005) tem Table 2. Simulated changes in natural emissions due to predicted climate change (IPCC A1B scenario). The domain of eastern China is
20◦–55◦N, 98◦–125◦E. ,
Global
Eastern China
Species
2000
2050
Change, %
2000
2050
Change, %
NOx (Tg N yr−1)
Lightning
4.8
5.7
+18.8
0.28
0.37
+32.1
Soil
6.7
7.3
+9.0
0.36
0.40
+11.1
Total
11.5
13.0
+13.0
0.64
0.77
+20.3
Biogenic hydrocarbons (Tg C yr−1)
Isoprene
432.4
533.2
+23.3
19.31
23.90
+23.8
Monoterpenes
120.9
144.4
+19.4
6.26
7.38
+17.9
Acetone
43.4
50.4
+16.1
1.28
1.54
+20.3
Propene
12.4
15.2
+22.6
0.55
0.68
+23.6
Methyl Butenol
5.4
6.8
+25.9
1.03
1.30
+26.2
Total
614.5
750.0
+22.1
28.43
34.80
+22.4 Fig. 1. Projected changes in surface air temperature (K) in China from the
present day (1996-2005) to future (2046-2055) under the IPCC A1B scenario. Fig. 1. Projected changes in surface air temperature (K) in China from the present day (1996–2005) to future (2046–2055) under the IPCC
A1B scenario. Projected changes are all statistically significant at the 95 % level, as determined by Student’s two-sample t test. Fig. 1. Projected changes in surface air temperature (K) in China from the
present day (1996-2005) to future (2046-2055) under the IPCC A1B scenario. Fig. 1. Projected changes in surface air temperature (K) in China from the present day (1996–2005) to future (2046–2055) under the IPCC
A1B scenario. Projected changes are all statistically significant at the 95 % level, as determined by Student’s two-sample t test. Projected changes are all statistic
determined by the student’s two samp
2.3
Projected climate change in China over 2000–2050 t-test. 2000–2050 climate change. We have compared the GISS
Model 3 predictions of present-day (1996–2005) tempera-
ture, wind, and precipitation with assimilated meteorologi-
cal parameters for 1996–2005 from the Goddard Earth Ob-
serving System (GEOS)-4 of the NASA Global Modeling
and Assimilation Office (GMAO) (http://acmg.seas.harvard. edu/geos/geos sim.html). The GISS model captures fairly
well the pattern and magnitude of surface air temperatures
and zonal winds in China (see Supplement). Both the sim-
ulated and assimilated surface air temperatures show higher Present-day meteorological conditions from the NASA GISS
Model 3 were simulated with greenhouse gas levels cor-
responding to years 1996–2005. Year 2046–2055 climate
was obtained from a simulation in which CO2 and other
greenhouse gases follow the IPCC A1B scenario. The GISS
Model 3 was coupled with a “Q-flux” ocean as described
in Wu et al. (2008). Note that the direct and indirect ef-
fects of aerosols were not considered in the simulation of Atmos. Chem. Phys., 13, 7937–7960, 2013 www.atmos-chem-phys.net/13/7937/2013/ H. Jiang et al.: Projected effect of 2000–2050 changes in climate and emissions on aerosol levels 7940 Table 1. Present-day and year 2050 (IPCC A1B scenario) anthropogenic emissions of aerosol precursors and aerosols. The domain of eastern
China is 20◦–55◦N, 98◦–125◦E. Atmos. Chem. Phys., 13, 7937–7960, 2013
www.atmos-chem-phys.net/13/7937/2013/ Atmos. Chem. Phys., 13, 7937–7960, 2013 . Jiang et al.: Projected effect of 2000–2050 changes in climate and emissions on aerosol levels H. Jiang et al.: Projected effect of 2000–2050 changes in climate and emissions on aerosol levels 7941 Jiang et al.: Projected effect of 2000–2050 changes in climate and emissions on aerosol levels
ble 2. Simulated changes in natural emissions due to predicted climate change (IPCC A1B scenario). The domain of eastern C
–55◦N, 98◦–125◦E. Global
Eastern China
Species
2000
2050
Change, %
2000
2050
Change, %
NOx (Tg N yr−1)
Lightning
4.8
5.7
+18.8
0.28
0.37
+32.1
Soil
6.7
7.3
+9.0
0.36
0.40
+11.1
Total
11.5
13.0
+13.0
0.64
0.77
+20.3
Biogenic hydrocarbons (Tg C yr−1)
Isoprene
432.4
533.2
+23.3
19.31
23.90
+23.8
Monoterpenes
120.9
144.4
+19.4
6.26
7.38
+17.9
Acetone
43.4
50.4
+16.1
1.28
1.54
+20.3
Propene
12.4
15.2
+22.6
0.55
0.68
+23.6
Methyl Butenol
5.4
6.8
+25.9
1.03
1.30
+26.2
Total
614.5
750.0
+22.1
28.43
34.80
+22.4
Fig. 1. Projected changes in surface air temperature (K) in China from the
present day (1996-2005) to future (2046-2055) under the IPCC A1B scenario. Projected changes are all statistically significant at the 95% level, as
determined by the student’s two sample t-test. . 1. Projected changes in surface air temperature (K) in China from the present day (1996–2005) to future (2046–2055) under th
B scenario. Projected changes are all statistically significant at the 95 % level, as determined by Student’s two-sample t test. Projected climate change in China over 2000–2050
2000–2050 climate change. We have compared the
Model 3 predictions of present-day (1996–2005) tem
ture wind and precipitation with assimilated meteor . Jiang et al.: Projected effect of 2000–2050 changes in climate and emissions on aerosol levels
able 2. Simulated changes in natural emissions due to predicted climate change (IPCC A1B scenario). The domain of eastern Ch
◦–55◦N, 98◦–125◦E. Global
Eastern China
Species
2000
2050
Change, %
2000
2050
Change, %
NOx (Tg N yr−1)
Lightning
4.8
5.7
+18.8
0.28
0.37
+32.1
Soil
6.7
7.3
+9.0
0.36
0.40
+11.1
Total
11.5
13.0
+13.0
0.64
0.77
+20.3
Biogenic hydrocarbons (Tg C yr−1)
Isoprene
432.4
533.2
+23.3
19.31
23.90
+23.8
Monoterpenes
120.9
144.4
+19.4
6.26
7.38
+17.9
Acetone
43.4
50.4
+16.1
1.28
1.54
+20.3
Propene
12.4
15.2
+22.6
0.55
0.68
+23.6
Methyl Butenol
5.4
6.8
+25.9
1.03
1.30
+26.2
Total
614.5
750.0
+22.1
28.43
34.80
+22.4
Fig. 1. Projected changes in surface air temperature (K) in China from the
present day (1996-2005) to future (2046-2055) under the IPCC A1B scenario. www.atmos-chem-phys.net/13/7937/2013/ H. Jiang et al.: Projected effect of 2000–2050 changes in climate and emissions on aerosol levels 7942 H. Jiang et al.: Projected effect of 2000–2050 changes in climate and emissions on aerosol levels Fig. 2. (a) Simulated precipitation (mm day-1) in China in present day; (b)
Projected changes in precipitation (mm day-1) in China from the present day
(1996 2005) t
f t
(2046 2055)
d
th
IPCC A1B
i
( ) Th
Fig. 2. (a) Simulated precipitation (mm day−1) in China in present day; (b) projected changes in precipitation (mm day−1) in China from the
present day (1996–2005) to future (2046–2055) under the IPCC A1B scenario; (c) the percentage changes in precipitation relative to present
day. The dotted areas in (c) are statistically significant at the 95 % level, as determined by Student’s two-sample t test. Fig. 2. (a) Simulated precipitation (mm day-1) in China in present day; (b)
Projected changes in precipitation (mm day-1) in China from the present day
Fig. 2. (a) Simulated precipitation (mm day−1) in China in present day; (b) projected changes in precipitation (mm day−1) in China from the
present day (1996–2005) to future (2046–2055) under the IPCC A1B scenario; (c) the percentage changes in precipitation relative to present
day. The dotted areas in (c) are statistically significant at the 95 % level, as determined by Student’s two-sample t test. percentage changes in precipitation r
in (c) are statistically significant at
student’s two sample t-test. temperatures in southern China than in northern China and
also higher temperatures in eastern China than in western
China. The maximum temperatures in southeastern China
are simulated to be 280–290 K in DJF, 290–300 K in MAM,
300–310 K in JJA, and 290–300 K in SON, which agree
with the assimilated values in all seasons except that the as-
similated maximum temperatures in southeastern China are
lower than 305 K in JJA. Simulated zonal winds averaged
over 100◦–120◦E longitudes show maximum wind speeds
of the jet stream located at 200 hPa altitude of 60, 40, 20, and
30 m s−1 in DJF, MAM, JJA, and SON, respectively, which
agree closely with the assimilated values. The present-day
precipitation simulated by the GISS model shows larger val-
ues in MAM and JJA than in DJF and SON, which agree ative to present day. H. Jiang et al.: Projected effect of 2000–2050 changes in climate and emissions on aerosol levels ang et al.: Projected effect of 2000–2050 changes in climate and emissions on aerosol levels 7943 g. 3. (a) Simulated cloud fraction (true fraction, 1.0= total overc
hi
i
t d
(b) P
j
t d h
i
l
d f
ti
i
Ch
ig. 3. (a) Simulated cloud fraction (true fraction, 1.0 = total overcast cloud) in China in present day and (b) projec
action in China from the present day (1996–2005) to future (2046–2055) under the IPCC A1B scenario. The do
atistically significant at the 95 % level, as determined by Student’s two-sample t test. Fig. 3. (a) Simulated cloud fraction (true fraction, 1.0= total overcast cloud) in
Chi
i
t d
(b) P
j
t d h
i
l
d f
ti
i
Chi
f
th
Fig. 3. (a) Simulated cloud fraction (true fraction, 1.0 = total overcast cloud) in China in present day and (b) projected changes in cloud
fraction in China from the present day (1996–2005) to future (2046–2055) under the IPCC A1B scenario. The dotted areas in (b) are
statistically significant at the 95 % level, as determined by Student’s two-sample t test. present day (1996-2005) to future (204
The dotted areas in (b) are statisti
predicted to be more pronounced than under scenario B1 and
less pronounced than under A2 (IPCC, 2007). -2055) under the IPCC A1B scenario. ally significant at the 95% level, as
t-test. (MAM), year 2050 precipitation is estimated to increase
by 20–40 % in southern China where the present-day sea-
sonal precipitation is greatest. Precipitation is predicted to in-
crease generally in eastern China in June-July-August (JJA)
and September-October-November (SON). Note that the pro-
jected patterns of precipitation changes (the increases in pre-
cipitation in northern China in DJF and the increases in pre-
cipitation in eastern China in JJA) from the GISS Model 3 e dotted a eas
(b) a e stat st c
determined by the student’s two sampl
Projected changes in precipitation in China from present
day to year 2050 are shown in Fig. 2. Relative to present
day, year 2050 precipitation in DJF is estimated to increase
by 50–80 % in northern China and decrease by about 20 %
in southern China; note that the present-day precipitation in
DJF is the smallest among all seasons. In March-April-May www.atmos-chem-phys.net/13/7937/2013/ www.atmos-chem-phys.net/13/7937/2013/ The dotted areas
e 95% level, as determined by the
with the assimilated precipitation, but the model overesti-
mates precipitation in the middle and lower reaches of the
Yangtze River in MAM whereas underestimates precipitation
in that region in JJA. Figure 1 shows the projected changes in surface air tem-
perature in China from present day to year 2050 by long-
lived greenhouse gases under the IPCC A1B scenario. Over
the period 2000–2050, surface air temperatures in December-
January-February (DJF) are estimated to have large in-
creases, with values of 1.5–3 K in most places of China and
the strongest warming of 3–4 K over the Tibetan Plateau and
northeastern China. In other seasons, surface air tempera-
tures are estimated to increase by 1–3 K over a large frac-
tion of China. Warming under scenario A1B is generally www.atmos-chem-phys.net/13/7937/2013/ Atmos. Chem. Phys., 13, 7937–7960, 2013 3
Simulated present-day aerosols The projected changes in the planetary boundary layer
(PBL) depth in China between present day and 2050 are
shown in Fig. 4. In a warmer 2050, the PBL depths over
the heavily populated eastern China are predicted to decrease
generally in MAM and SON (see also Supplement). Reduc-
tions in PBL depth are also predicted in northern China in www.atmos-chem-phys.net/13/7937/2013/ Atmos. Chem. Phys., 13, 7937–7960, 2013 H. Jiang et al.: Projected effect of 2000–2050 changes in climate and emissions on aerosol levels H. Jiang et al.: Projected effect of 2000–2050 changes in climate and emissions on aerosol leve 7944 Fig. 4. (a) Simulated planetary boundary layer (PBL) depth (km) in China in
present day; (b) Projected changes in PBL depth (km) in China from the
Fig. 4. (a) Simulated planetary boundary layer (PBL) depth (km) in China in present day; (b) projected changes in PBL depth (km) in China
from the present day (1996–2005) to future (2046–2055) under the IPCC A1B scenario; (c) the percentage changes in PBL depth relative to
present day. The dotted areas in (c) are statistically significant at the 95 % level, as determined by Student’s two-sample t test. Fig. 4. (a) Simulated planetary boundary layer (PBL) depth (km) in China in
present day; (b) Projected changes in PBL depth (km) in China from the
Fig. 4. (a) Simulated planetary boundary layer (PBL) depth (km) in China in present day; (b) projected changes in PBL depth (km) in China
from the present day (1996–2005) to future (2046–2055) under the IPCC A1B scenario; (c) the percentage changes in PBL depth relative to
present day. The dotted areas in (c) are statistically significant at the 95 % level, as determined by Student’s two-sample t test. p
y (
)
(
(c) The percentage changes in PBL d
areas in (c) are statistically significant
student’s two sample t-test. generally agree with those from the IPCC AR4 multi-model
predictions for China under the A1B scenario (IPCC, 2007). Projected changes in cloud fraction in China from present
day to year 2050 are shown in Fig. 3. Changes in cloud frac-
tion correspond well with the changes in precipitation; de-
creases (or increases) in clouds are associated with the de-
creases (or increases) in precipitation (Fig. 2). )
;
pth relative to present day. The dotted
t the 95% level, as determined by the
DJF and JJA. Simulated changes in the seasonal mean PBL
depth in China are in the range of ±10 %. The changes in
PBL depth result from the simulated changes in atmospheric
temperature (or atmospheric stability); a more unstable at-
mosphere leads to higher PBL depths. H. Jiang et al.: Projected effect of 2000–2050 changes in climate and emissions on aerosol levels 7945 ang et al.: Projected effect of 2000–2050 changes in climate and emissions on aerosol levels Fig 5 Simulated present day seasonal mean surface layer concentrations (g
Fig. 5. Simulated present-day seasonal mean surface-layer concentrations (µg m−3) of SO2−
4 , NO−
3 , NH+
4 , BC, OC, and PM2.5 in China. Fi
Si
l
d
d
l
f
l
i
(
Fig. 5. Simulated present-day seasonal mean surface-layer concentrations (µg m−3) of SO2−
4 , NO−
3 , NH+
4 , BC, OC, and PM2.5 in China. Fi
Si
l
d
d
l
f
l
Fig. 5. Simulated present-day seasonal mean surface-layer concentrations (µg m−3) of SO2−
4 , NO−
3 , NH+
4 , B PM2.5 in China. to be in the range of 3–7 µg m−3 in eastern China in all sea-
sons. Predicted BC and OC concentrations are high in DJF
and SON and low in MAM and JJA, owing to the seasonal
variation of precipitation (Fig. 2). Simulated PM2.5 concen-
trations show the highest values of 18–32 µg m−3 in DJF and
of 18–28 µg m−3 in JJA. In the surface layer, NO−
3 is pre-
dicted to have been the most abundant aerosol species over
eastern China in 1996–2005, followed by SO2−
4 , NH+
4 , OC,
and BC. m ) of SO4 , NO3, NH4, BC, OC, and
maximum concentrations of 7–9 µg m−3 in JJA and of 5–
7 µg m−3 in DJF, MAM, and SON in eastern China. Although
strong photochemistry facilitates maximum sulfate forma-
tion in JJA, prevalent precipitation in southern China in JJA
(Fig. 2) leads to enhanced wet removal of sulfate in that re-
gion. Simulated concentrations of NO−
3 are generally higher
than those of SO2−
4
in eastern China, which is likely caused
by the overestimate of NH3 emissions (Wang et al., 2013b). The highest NO−
3 concentrations of 9–12 µg m−3 are simu-
lated in DJF because of the relatively low temperatures and
precipitation. In contrast, high temperatures and large rainfall
in JJA lead to the lowest NO−
3 concentrations. Because of the
excess amount of NH3 in eastern China (Wang et al., 2013b),
ammonium aerosol exists predominantly as ammonium sul-
fate or ammonium nitrate; its concentrations are simulated 3.2
Comparisons of simulated concentrations with
measurements Three previous studies have compared the simulated aerosol
concentrations in GEOS-Chem with measurements taken 3.1
Model results Figure 5 shows simulated 1996–2005 seasonal mean concen-
trations of SO2−
4 , NO−
3 , NH+
4 , BC, OC, and PM2.5 (sum of
SO2−
4 , NO−
3 , NH+
4 , BC, and OC) in China. Sulfate exhibits Atmos. Chem. Phys., 13, 7937–7960, 2013 www.atmos-chem-phys.net/13/7937/2013/ H. Jiang et al.: Projected effect of 2000–2050 changes in climate and emissions on aerosol levels H. Jiang et al.: Projected effect of 2000–2050 changes in climate and emissions on aerosol levels H. Jiang et al.: Projected effect of 2000–2050 changes in climate and emissions on aerosol levels 7946 g
j
g
Fig. 6. Comparisons of simulated present-day concentrations of sulfate, nitrate,
BC, and OC aerosols with measurements. Simulated values are seasonal
1996 2005 Al
h
i
th
1 1 li
(d
h d)
d li
fit
Fig. 6. Comparisons of simulated present-day concentrations of sulfate, nitrate, BC, and OC aerosols with measurements. Simulated values
are seasonal averages over 1996–2005. Also shown is the 1 : 1 line (dashed) and linear fit (solid line and equation). R is the correlation
coefficient between simulated and measured concentrations. Fig. 6. Comparisons of simulated present-day concentrations of sulfate, nitrate,
BC, and OC aerosols with measurements. Simulated values are seasonal
Fig. 6. Comparisons of simulated present-day concentrations of sulfate, nitrate, BC, and OC aerosols with measurements. Simulated values
are seasonal averages over 1996–2005. Also shown is the 1 : 1 line (dashed) and linear fit (solid line and equation). R is the correlation
coefficient between simulated and measured concentrations. (solid line and equation). R is the corre
measured concentrations. during 2001–2009 in China (Zhang et al., 2010a; Wang et
al., 2013b; Fu et al., 2012). At a horizontal resolution of
4◦latitude by 5◦longitude, Zhang et al. (2010a) found that
GEOS-Chem tends to underestimate PM2.5 aerosol concen-
trations in China, because measurements are usually taken
in urban areas, whereas the simulated values represent grid
cell averages. By using the one-way nested-grid capability of
GEOS-Chem with a horizontal resolution of 0.5◦latitude by
0.6674◦longitude driven by the assimilated meteorological
fields, Wang et al. (2013b) found that simulated concentra-
tions of sulfate, nitrate, and ammonium at 22 sites in East
Asia exhibited annual biases of −10 %, +31 %, and +35 %,
respectively, and Fu et al. (2012) reported that the simulated
annual mean concentrations of BC and OC averaged over ru-
ral and background sites were underestimated by 56 % and
76 %, respectively. Underestimation of BC in China was also
found in all AEROCOM models (Koch et al., 2009), suggest-
ing that emissions of carbonaceous aerosols are currently un-
derestimated in China. tion coefficient between simulated and
at a few rural sites (such as Fenghuangshan, Gaolanshan,
and Lin’an). See the Supplement for the locations of mea-
surements. www.atmos-chem-phys.net/13/7937/2013/ Atmos. Chem. Phys., 13, 7937–7960, 2013 H. Jiang et al.: Projected effect of 2000–2050 changes in climate and emissions on aerosol levels 7947 Fig. 7. Predicted changes in surface-layer concentrations of aerosols (g m-3)
due to changes in climate alone from the present day (1996–2005) to the
f t
(2046 2055)
G
h
f ll
th
IPCC
i
A1B
Fig. 7. Predicted changes in surface-layer concentrations of aerosols (µg m−3) due to changes in climate alone from the present day (199
2005) to the future (2046–2055). Greenhouse gases follow the IPCC scenario A1B. Anthropogenic emissions are held at present-day valu
but natural emissions may change in response to climate. The dotted areas are statistically significant at the 95 % level, as determined
Student’s two-sample t test. Fig. 7. Predicted changes in surface-layer concentrations of aerosols (g m-3)
due to changes in climate alone from the present day (1996–2005) to the
f t
(2046 2055)
G
h
f ll
th
IPCC
i
A1B
Fig. 7. Predicted changes in surface-layer concentrations of aerosols (µg m−3) due to changes in climate alone from the present day (1996–
2005) to the future (2046–2055). Greenhouse gases follow the IPCC scenario A1B. Anthropogenic emissions are held at present-day values,
but natural emissions may change in response to climate. The dotted areas are statistically significant at the 95 % level, as determined by
Student’s two-sample t test. Anthropogenic emissions are
emissions may change in re
statistically significant at the 95
4
Predicted 2000–2050 changes in surface-layer
aerosols in China at present day values, but natural
to climate. The dotted areas are
, as determined by the student’s two
the four seasons. Climate-induced changes in concentrations
of SO2−
4 , BC, and OC correspond well with the changes in
precipitation in all seasons (Fig. 2), with increases (or de-
creases) in aerosol concentrations over places with decreases
(or increases) in precipitation. Predicted reductions in nitrate
and ammonium aerosol concentrations also result from the
increases in temperature over 2000–2050, which lead to the
shift of gas–aerosol equilibrium toward the gas phase. sample t-test.
4.1
Effect of changes in climate alone Figure 7 shows the predicted future changes in seasonal mean
surface-layer aerosol concentrations as a result of the future
changes in climate alone. Simulated changes in concentra-
tions of the aerosol species are within the range of −1.5 to
+0.8 µg m−3 and exhibit similar spatial patterns in each of As a result of the changes in individual aerosol species,
PM2.5 concentrations in DJF are predicted to exhibit www.atmos-chem-phys.net/13/7937/2013/ Atmos. Chem. Phys., 13, 7937–7960, 2013 H. Jiang et al.: Projected effect of 2000–2050 changes in climate and emissions on aerosol levels Scatterplots of simulated versus observed sea-
sonal mean sulfate, nitrate, BC, and OC concentrations are
displayed in Fig. 6. As anticipated, aerosol concentrations
are generally underpredicted; the simulated concentrations of
sulfate, nitrate, BC, and OC are about 38 %, 68 %, 29 %, and
19 % of the measured values, respectively. One notes the es-
pecially low levels of BC and OC simulated, as compared
with measurements, indicating the inadequacy of current
emission inventories for these species. Comparisons of sim-
ulated versus observed concentrations of all aerosol species
show relatively high correlation coefficients, with values of
R2 ranging from 0.77 to 0.83. These relatively high R2 val-
ues indicate that the model captures the spatial distributions
and seasonal variations of each aerosol species despite the
general low bias in simulated concentrations. Again, one
should bear in mind that predicted concentrations in this
study have been averaged over 4◦× 5◦grid cells. No publicly accessible in situ measurement network of
aerosols in China exists (Chan and Yao, 2008). Therefore,
we have compiled for model evaluation the monthly or sea-
sonal mean measured concentrations of each aerosol species
based on measurements reported in the literature. Most ob-
servations were conducted between 2001 and 2009 at ur-
ban sites (such as Beijing, Shanghai, and Guangzhou) and www.atmos-chem-phys.net/13/7937/2013/ Atmos. Chem. Phys., 13, 7937–7960, 2013 www.atmos-chem-phys.net/13/7937/2013/ H. Jiang et al.: Projected effect of 2000–2050 changes in climate and emissions on aerosol levels H. Jiang et al.: Projected effect of 2000–2050 changes in climate and emissions on aerosol levels H. Jiang et al.: Projected effect of 2000–2050 changes in climate and emissions on aerosol levels 7949 Fig. 9. Predicted changes in surface-layer concentrations of aerosols (g m-3)
due to changes in both climate and anthropogenic emissions from the present
9. Predicted changes in surface-layer concentrations of aerosols (µg m−3) due to changes in both climate and anthropogenic emissions
m the present day (1996–2005) to the future (2046–2055). Almost all the changes over China are statistically significant at the 95 % level
etermined by Student’s two-sample t test. Fig. 9. Predicted changes in surface-layer concentrations of aerosols (g m-3)
due to changes in both climate and anthropogenic emissions from the present
Fig. 9. Predicted changes in surface-layer concentrations of aerosols (µg m−3) due to changes in both climate and anthropogenic emissions
from the present day (1996–2005) to the future (2046–2055). Almost all the changes over China are statistically significant at the 95 % level,
as determined by Student’s two-sample t test. day (1996–2005) to the future (2046–2
are statistically significant at the 95%
sample t-test. 1.5 µg m−3 in large-scale simulations and up to 3.5 µg m−3
in fine-scale simulations under the IPCC A1B scenario. )
g
vel, as determined by the student’s two
lie within the range of 0.5–3.5 µg m−3 throughout the year. Although the simulated present-day concentrations of BC
and OC are lower than those of sulfate, the decreases in BC
and OC are 0.5–2 µg m−3 and 0.5–3.5 µg m−3, respectively,
in eastern China. 4.2
Effect of changes in anthropogenic emissions
alone Unlike sulfate, BC, and OC, based on changes in emis-
sions alone, nitrate concentrations are predicted to increase
in the future due to changing anthropogenic emissions, with
the largest increases of 1–2 µg m−3 in DJF, 3.5–4.5 µg m−3
in JJA, and 2–3.5 µg m−3 in MAM and SON in eastern
China. These increases can be explained by the assumed
72 % increase in annual anthropogenic NOx emission over In the IPCC A1B scenario, year 2050 annual anthropogenic
emissions of SO2, BC, and OC in eastern China are predicted
to decrease by 29 %, 59 %, and 40 %, respectively, relative to
the present-day values. Future concentrations of sulfate, BC,
and OC in China are hence predicted to decrease (Fig. 8). The predicted reductions in sulfate aerosol in eastern China Atmos. Chem. Phys., 13, 7937–7960, 2013 H. Jiang et al.: Projected effect of 2000–2050 changes in climate and emissions on aerosol levels 7948 Fig. 8. Predicted changes in surface-layer concentrations of aerosols (g m-3)
due to changes in anthropogenic emissions alone from the present day (1996–
g. 8. Predicted changes in surface-layer concentrations of aerosols (µg m−3) due to changes in anthropogenic emissions alone from the
esent day (1996–2005) to the future (2046–2055). Almost all the changes over China are statistically significant at the 95 % level, as
termined by Student’s two-sample t test. Fig. 8. Predicted changes in surface-layer concentrations of aerosols (g m-3)
due to changes in anthropogenic emissions alone from the present day (1996
Fig. 8. Predicted changes in surface-layer concentrations of aerosols (µg m−3) due to changes in anthropogenic emissions alone from the
present day (1996–2005) to the future (2046–2055). Almost all the changes over China are statistically significant at the 95 % level, as
determined by Student’s two-sample t test. )
(
)
statistically significant at the 95% lev
sample t-test. increases of 1–2.5 µg m−3 along east and southeast coasts
of China but decreases of 1.5–2.5 µg m−3 in central China. Increases in PM2.5 are predicted over a large fraction of east-
ern China in MAM, with maximum increases in the range
of 1–2.5 µg m−3. PM2.5 in eastern China shows general de-
creases of 0.5–1.5 µg m−3 in JJA and of 1.5–2.5 µg m−3 in
SON. These estimated climate-induced changes in PM2.5
concentrations over 2000–2050 represent about 10–20 % of
the present-day values in those regions. g
, as determined by the student’s two
other studies for other regions. Based on the IPCC A1B sce-
nario, Tagaris et al. (2007) found a 10 % decrease in PM2.5
throughout the United States and Pye et al. (2009) reported
changes in annually averaged sulfate–nitrate–ammonium of
up to 0.61 µg m−3 in the United States, as a result of 2000–
2050 climate change alone. Under the IPCC A2 scenario,
climate change over 2000–2050 alone was found to reduce
PM2.5 concentrations in the United States by −0.9 µg m−3 in
the study of Avise et al. (2009). Juda-Rezler et al. (2012)
reported that from 1991–2000 to 2091–2100 PM10 values
over Central–Eastern Europe generally decrease, by up to Our simulated climate-induced changes in aerosol concen-
trations are comparable in magnitude with those reported in Atmos. Chem. Phys., 13, 7937–7960, 2013 www.atmos-chem-phys.net/13/7937/2013/ H. H. Jiang et al.: Projected effect of 2000–2050 changes in climate and emissions on aerosol levels Jiang et al.: Projected effect of 2000–2050 changes in climate and emissions on aerosol levels ang et al.: Projected effect of 2000–2050 changes in climate and emissions on aerosol levels www.atmos-chem-phys.net/13/7937/2013/ www.atmos-chem-phys.net/13/7937/2013/ H. Jiang et al.: Projected effect of 2000–2050 changes in climate and emissions on aerosol levels H. Jiang et al.: Projected effect of 2000–2050 changes in climate and emissions on aerosol levels 7950 2000–2050 (Table 1) as well as the fact that the future reduc-
tions in SO2 favor the formation of ammonium nitrate. As
a result, ammonium concentrations show increases of about
0.5 µg m−3 over those locations with large increases in ni-
trate. Fig. 10. The locations of the 3 vertical planes through which fluxes of
transboundary aerosols are calculated: the meridional plane along 135E from
20 to 55N to show the outflow from eastern China to the West Pacific, the
meridional plane that along 75E from 35 to 55N to show the inflow from
Europe and Central Asia to China, and the latitudinal plane along 21.7N from
90 to 125E to show the transport to or from South Asia and Southeast Asia. Fig. 10. The locations of the 3 vertical planes through which fluxes
of transboundary aerosols are calculated: the meridional plane along
135◦E from 20◦to 55◦N to show the outflow from eastern China
to the West Pacific; the meridional plane along 75◦E from 35◦to
55◦N to show the inflow from Europe and Central Asia to China;
and the latitudinal plane along 21.7◦N from 90◦to 125◦E to show
the transport to or from South Asia and Southeast Asia. The net effect of the changes in all aerosol species owing
to changes in emissions alone is an overall decrease in PM2.5
concentrations in China except for the Tibet Plateau. Over
eastern China, the projected largest decreases in PM2.5 as a
result of the future changes in emissions are 7.5–8 µg m−3
(or 20–40 % relative to the present-day values) in DJF, 1–
5 µg m−3 (or 10–30 %) in MAM and SON, and 1–3 µg m−3
(or 10–40 %) in JJA. As noted, the increase in PM2.5 over or
near the Tibet Plateau is caused by long-range transport from
South Asia. Fig. 10. 4.3
Effect of changes in both climate and
anthropogenic emissions Predicted future changes in aerosols as a consequence of fu-
ture changes in both climate and anthropogenic emissions
are summarized in Fig. 9. Concentrations of sulfate, BC, and
OC in China are predicted to decrease in all seasons under
future changes in both climate and anthropogenic emissions,
although climate change can, to some extent, offset the effect
of reductions in anthropogenic emissions on these species
(Fig. 7). In eastern China, concentrations of sulfate are pre-
dicted to decrease 0.5–3.5 µg m−3 in SON and 0.5–2 µg m−3
in other seasons, while those of BC and OC to decrease by
0.5–2 µg m−3 and 0.5–3.5 µg m−3, respectively, in all sea-
sons. indicate that changes in concentrations of these aerosols are
strongly driven by the changes in emissions. www.atmos-chem-phys.net/13/7937/2013/ The locations of the 3 vertical planes through which fluxes of
transboundary aerosols are calculated: the meridional plane along 135E from
20 to 55N to show the outflow from eastern China to the West Pacific, the
meridional plane that along 75E from 35 to 55N to show the inflow from
Europe and Central Asia to China, and the latitudinal plane along 21.7N from
90 to 125E to show the transport to or from South Asia and Southeast Asia. Fig. 10. The locations of the 3 vertical planes through which fluxes
of transboundary aerosols are calculated: the meridional plane along
135◦E from 20◦to 55◦N to show the outflow from eastern China
to the West Pacific; the meridional plane along 75◦E from 35◦to
55◦N to show the inflow from Europe and Central Asia to China;
and the latitudinal plane along 21.7◦N from 90◦to 125◦E to show
the transport to or from South Asia and Southeast Asia. 5
Simulated 2000–2050 changes in transboundary
transport of aerosols We next estimate 2000–2050 changes in aerosol fluxes into
and out of China. These fluxes of aerosols are calculated
through 3 vertical planes from the surface to 100 hPa altitude
(Fig. 10): (1) the meridional plane along 135◦E from 20◦
to 55◦N that captures the outflow from eastern China to the
western Pacific, (2) the meridional plane along 75◦E from
35◦to 55◦N that captures the inflow from Europe and Cen-
tral Asia to China, and (3) the latitudinal plane along 21.7◦N
from 90◦to 125◦E to capture the transport to or from South
Asia and Southeast Asia. The transboundary fluxes are cal-
culated within the model at every time step, and the seasonal
and annual values are presented here. For nitrate aerosol in eastern China, while climate change
exerts an effect opposite to that of changes in anthropogenic
emissions in DJF, JJA, and SON, the effect of climate change
enhances the changes due to emissions in MAM (Fig. 7). As
a result of changes in both climate and anthropogenic emis-
sions, concentrations of nitrate in eastern China are predicted
to exhibit reductions of 0.5–1 µg m−3 in DJF and increases of
0.5–4.5 µg m−3 in other seasons. The simulated 2000–2050 changes in PM2.5 are dominated
by future changes in emissions; concentrations of PM2.5 in
eastern China are simulated to decrease by 3–7.5 µg m−3
(or 10–30 % relative to the present-day values) in DJF, 1–
5 µg m−3 (or 30–40 %) in JJA, and 3–7.5 µg m−3 (or 20–
40 %) in SON. In MAM, climate change has a dominant
role in influencing the future changes in aerosols in the lower
reaches of Yangtze River, where increases of up to 1 µg m−3
in PM2.5 are simulated. H. Jiang et al.: Projected effect of 2000–2050 changes in climate and emissions on aerosol levels 7951 Fig. 11. (a) Simulated present-day mass fluxes of PM2.5 and zonal winds. Projected changes in mass fluxes of PM2.5 and zonal winds from the present
day (1996-2005) to future (2046-2055) owing to (b) climate change alone, (c)
changes in anthropogenic emissions alone and (d) changes in both climate
Fig. 11. (a) Simulated present-day mass fluxes of PM2.5 and zonal winds. Projected changes in mass fluxes of PM2.5 and zonal winds
the present day (1996–2005) to future (2046–2055) owing to (b) climate change alone, (c) changes in anthropogenic emissions alone
(d) changes in both climate and anthropogenic emissions. Mass fluxes of PM2.5 are shown by shades (units: Tg), and winds are repres
by contours (units: m s−1). Both mass fluxes and winds are those through the meridional plane along 135◦E from 20◦to 55◦N. The d
areas are statistically significant at the 95 % level, as determined by Student’s two-sample t test. Fig. 11. (a) Simulated present-day mass fluxes of PM2.5 and zonal winds. Projected changes in mass fluxes of PM2.5 and zonal winds from the present
day (1996-2005) to future (2046-2055) owing to (b) climate change alone, (c)
Fig. 11. (a) Simulated present-day mass fluxes of PM2.5 and zonal winds. Projected changes in mass fluxes of PM2.5 and zonal winds from
the present day (1996–2005) to future (2046–2055) owing to (b) climate change alone, (c) changes in anthropogenic emissions alone, and
(d) changes in both climate and anthropogenic emissions. Mass fluxes of PM2.5 are shown by shades (units: Tg), and winds are represented
by contours (units: m s−1). Both mass fluxes and winds are those through the meridional plane along 135◦E from 20◦to 55◦N. The dotted
areas are statistically significant at the 95 % level, as determined by Student’s two-sample t test. uxes of PM2.5 are shown by shades
by contours (Units: m s-1). Both mass
meridional plane along 135E from 20
cally significant at the 95% level, as
t-test. of these maximum fluxes shift from 20◦–35◦N in DJF and
MAM to 30◦–50◦N in JJA and SON, which are consistent
with the changes in westerlies (Fig. 11). Our simulated ver-
tical distributions of the strongest fluxes of aerosols agree
with those reported by Wang et al. (2009), who showed that
the transport to North America occurs mainly in the mid- to
upper troposphere. and anthropogenic emissions. H. Jiang et al.: Projected effect of 2000–2050 changes in climate and emissions on aerosol levels Mass
(Units: Tg) and winds are represente
fluxes and winds are those through th
to 55N. The dotted areas are stat
determined by the student’s two samp
outflow of SO2−
4
is simulated to peak in DJF, which results
from the simulated high concentrations of sulfate (Fig. 5)
and the strong westerlies (Fig. 11) in that season. All other
aerosol species exhibit maximum outflow in MAM, a re-
sult that agrees with the conclusions from previous stud-
ies (Holzer et al., 2005). Heald et al. (2006) and Chin et
al. (2007) reported that the export from Asia is most effi-
cient in spring with nearly all East Asian air involved in
transpacific transport. The outflow of aerosols is generally
the weakest in JJA, as reported by Holzer et al. (2005) and
Yu et al. (2008). 5.1.2
Effect of changes in climate alone Simulated future changes in seasonal and annual fluxes of
SO2−
4 , NO−
3 , NH+
4 , BC, OC, and PM2.5 through the merid-
ional plane along 135◦E are also listed in Table 3. As a re-
sult of the climate change alone, the annual fluxes of SO2−
4 ,
NO−
3 , NH+
4 , BC, OC, and PM2.5 are simulated to change by The pressure–latitude cross sections of the simulated
fluxes of PM2.5 at 135◦E are shown in Fig. 11. The maxi-
mum fluxes of aerosols are found at 500–700 hPa in DJF and
SON and at 400–600 hPa in MAM and JJA. The locations www.atmos-chem-phys.net/13/7937/2013/ Atmos. Chem. Phys., 13, 7937–7960, 2013 5.1.1
Estimated present-day outflow Simulated present-day seasonal and annual total fluxes of
SO2−
4 , NO−
3 , NH+
4 , BC, OC, and PM2.5 across the meridional
plane along 135◦E from 20◦to 55◦N are listed in Table 3. Among all aerosol species, the estimated present-day out-
flow of SO2−
4
of 5.2 Tg yr−1 across this plane is the largest,
contributing 48 % of the annual outflow of PM2.5. The esti-
mated fluxes of NO−
3 , NH+
4 , BC, and OC account for 19 %,
15 %, 5 %, and 13 % of annual outflow of PM2.5, respec-
tively. Aerosol fluxes show strong seasonal variations. The With reductions in SO2, BC, and OC in eastern China over
2000–2050 by 28.5 %, 58.6 %, and 39.8 % (Table 1), respec-
tively, annual mean concentrations of sulfate, BC, and OC
over eastern China are simulated to be reduced, respectively,
by 19.2 %, 56.4 %, and 35.9 % with future changes in emis-
sions alone whereas by 18.5 %, 56.6 %, and 36.5 % with fu-
ture changes in both climate and emissions. These results Atmos. Chem. Phys., 13, 7937–7960, 2013 www.atmos-chem-phys.net/13/7937/2013/ . Jiang et al.: Projected effect of 2000–2050 changes in climate and emissions on aerosol levels Jiang et al.: Projected effect of 2000–2050 changes in climate and emissions on aerosol levels 7952 Table 3. Simulated outflow of aerosols from eastern China through the meridional plane along 135◦E from 20◦to 55◦N. Numbers in the
parentheses are percentage changes relative to the present-day fluxes. The units are Tg season−1 for seasonal fluxes and Tg yr−1 for annual
fluxes of whole species (e.g., Tg(SO2−
4 ) season−1, Tg(SO2−
4 ) yr−1). Table 3. Simulated outflow of aerosols from eastern China through the meridional plane along 135◦E from 20◦to 55◦N. Numbers in the
parentheses are percentage changes relative to the present-day fluxes. The units are Tg season−1 for seasonal fluxes and Tg yr−1 for annual
fluxes of whole species (e.g., Tg(SO2−
4 ) season−1, Tg(SO2−
4 ) yr−1). Jiang et al.: Projected effect of 2000–2050 changes in climate and emissions on aerosol levels a Seasonal and annual total fluxes averaged over 1996–2005; b year 2050 fluxes simulated with climate change alone; c year 2050
fluxes simulated with changes in anthropogenic emissions alone; d year 2050 fluxes simulated with changes in both climate and
anthropogenic emissions; e NonL= (2050b−2000a)+(2050c−2000a)
2050d−2000a
. −4.2 %, −15.6 %, −10.1 %, 0.0 %, −4.5 %, and −7.0 %, re-
spectively, relative to the present-day values. Nitrate aerosol
outflow is projected to exhibit the largest reduction, be-
cause nitrate aerosol concentrations in China decrease signif-
icantly in a warmer climate (Fig. 7). The fluxes of all aerosol
species show reductions in all seasons except a small increase
(0.7 %) in flux of SO2−
4
in MAM. and ammonium outflow fluxes exhibit large increases owing
to the projected increases in concentrations in China (Fig. 8),
the fluxes of SO2−
4 , BC, and OC decrease, corresponding
to the future decreases in concentrations of these species
(Fig. 8). Consequently, the annual outflow of PM2.5 is esti-
mated to exhibit a modest change of −0.7 % over 2000–2050
as a result of changes in emissions alone. Jiang et al.: Projected effect of 2000–2050 changes in climate and emissions on aerosol levels Outflow from eastern China
Species
2000a (Tg)
2050b (Tg)
2050c (Tg)
2050d (Tg)
NonLe
DJF
2.12
1.99 (−6.1 %)
2.07 (−2.4 %)
1.97 (−7.1 %)
1.20
MAM
1.50
1.51 (+0.7 %)
1.59 (+6.0 %)
1.58 (+5.3 %)
1.25
SO2−
4
JJA
0.45
0.43 (−4.4 %)
0.35 (−22.2 %)
0.34 (−24.4 %)
1.09
SON
1.12
1.04 (−7.1 %)
0.94 (−16.1 %)
0.87 (−22.3 %)
1.04
Annual
5.19
4.97 (−4.2 %)
4.95 (−4.6 %)
4.76 (−8.3 %)
1.07
DJF
0.52
0.45 (−13.5 %)
0.65 (+25.0 %)
0.50 (−3.8 %)
−3.00
MAM
0.86
0.75 (−12.8 %)
0.89 (+3.5 %)
0.77 (−10.5 %)
0.89
NO−
3
JJA
0.41
0.34 (−17.1 %)
0.56 (+36.6 %)
0.46 (+12.2 %)
1.60
SON
0.32
0.24 (−25.0 %)
0.53 (+65.6 %)
0.40 (+25.0 %)
1.63
Annual
2.11
1.78 (−15.6 %)
2.63 (+24.6 %)
2.13 (+0.9 %)
9.50
DJF
0.45
0.41 (−8.9 %)
0.48 (+6.7 %)
0.44 (−2.2 %)
1.00
MAM
0.64
0.61 (−4.7 %)
0.70 (+9.4 %)
0.67 (+4.7 %)
1.00
NH+
4
JJA
0.29
0.25 (−13.8 %)
0.29 (0.0 %)
0.26 (−10.3 %)
1.33
SON
0.30
0.24 (−20.0 %)
0.35 (+16.7 %)
0.30 (0.0 %)
–
Annual
1.68
1.51 (−10.1 %)
1.82 (+8.3 %)
1.67 (−0.6 %)
3.00
DJF
0.17
0.17 (0.0 %)
0.094 (−44.7 %)
0.090 (−47.1 %)
0.95
MAM
0.21
0.21 (0.0 %)
0.15 (−28.6 %)
0.15 (−28.6 %)
1.00
BC
JJA
0.066
0.066 (0.0 %)
0.034 (−48.5 %)
0.033 (−50.0 %)
0.97
SON
0.085
0.080 (−5.9 %)
0.044 (−48.2 %)
0.041 (−51.8 %)
1.05
Annual
0.53
0.53 (0.0 %)
0.32 (−39.6 %)
0.31 (−41.5 %)
0.95
DJF
0.37
0.34 (−8.1 %)
0.24 (−35.1 %)
0.22 (−40.5 %)
1.07
MAM
0.64
0.62 (−3.1 %)
0.58 (−9.4 %)
0.57 (−10.9 %)
1.14
OC
JJA
0.17
0.17 (0.0 %)
0.12 (−29.4 %)
0.12 (−29.4 %)
1.00
SON
0.16
0.15 (−6.3 %)
0.095 (−40.6 %)
0.086 (−46.3 %)
1.01
Annual
1.34
1.28 (−4.5 %)
1.04 (−22.4 %)
1.00 (−25.4 %)
1.06
DJF
3.63
3.36 (−7.4 %)
3.53 (−2.8 %)
3.22 (−11.3 %)
0.90
MAM
3.85
3.70 (−3.9 %)
3.92 (+1.8 %)
3.73 (−3.1 %)
0.67
PM2.5
JJA
1.38
1.26 (−8.7 %)
1.35 (−2.2 %)
1.22 (−11.6 %)
0.94
SON
1.98
1.76 (−11.1 %)
1.96 (−1.0 %)
1.69 (−14.6 %)
0.83
Annual
10.84
10.08 (−7.0 %)
10.76 (−0.7 %)
9.86 (−9.0 %)
0.86
a Seasonal and annual total fluxes averaged over 1996–2005; b year 2050 fluxes simulated with climate change alone; c year 2050
fluxes simulated with changes in anthropogenic emissions alone; d year 2050 fluxes simulated with changes in both climate and
anthropogenic emissions; e NonL= (2050b−2000a)+(2050c−2000a)
2050d−2000a
. www.atmos-chem-phys.net/13/7937/2013/ Atmos. Chem. Phys., 13, 7937–7960, 2013 H. Jiang et al.: Projected effect of 2000–2050 changes in climate and emissions on aerosol leve 5.1.4
Effect of changes in both climate and
anthropogenic emissions Simulated year 2050 outflow fluxes of aerosols through the
meridional plane along 135◦E from 20◦to 55◦N with the
future changes in both anthropogenic emissions and climate
are listed in Table 3. The annual fluxes of SO2−
4 , NO−
3 , NH+
4 , Annual fluxes of SO2−
4 , NO−
3 , NH+
4 , BC, OC, and PM2.5 are
simulated to change by −4.6 %, +24.6 %, +8.3 %, −39.6 %,
−22.4 %, and −0.7 %, respectively (Table 3), as a result of
the changes in anthropogenic emissions alone. While nitrate Annual fluxes of SO2−
4 , NO−
3 , NH+
4 , BC, OC, and PM2.5 are
simulated to change by −4.6 %, +24.6 %, +8.3 %, −39.6 %, g
y
,
,
,
,
−22.4 %, and −0.7 %, respectively (Table 3), as a result of
the changes in anthropogenic emissions alone. While nitrate Atmos. Chem. Phys., 13, 7937–7960, 2013 www.atmos-chem-phys.net/13/7937/2013/ 7953 H. Jiang et al.: Projected effect of 2000–2050 changes in climate and emissions on aerosol levels H. Jiang et al.: Projected effect of 2000–2050 changes in climate and emissions on aerosol levels 5.1 % in DJF, as a result of the future stronger westerlies in
DJF (Fig. 12). In MAM, JJA, and SON, the westerlies show
reductions in wind speed around 700 hPa (Fig. 12), leading
to reductions in inflow of all aerosol species (Table 4). BC, OC, and PM2.5 are simulated to change by −8.3 %,
+0.9 %, −0.6 %, −41.5 %, −25.4 %, and −9.0 %, respec-
tively. Climate change mitigates the effects of increases in
NOx emissions on annual fluxes of NO−
3 and NH+
4 , but
slightly enhances the effects of reductions in emissions of
SO2, BC, and OC on outflow of SO2−
4 , BC, and OC. 5.2.3
Effect of changes in anthropogenic emissions
alone 4
With all aerosol species accounted for, the 2000–2050
changes in seasonal and annual outflow fluxes of PM2.5 re-
sulting from future climate alone always exceed those caused
by future changes in emissions alone (Table 3), indicating
that future climate change can be influential in estimates of
future intercontinental transport of aerosols. The annual fluxes of SO2−
4 , NO−
3 , NH+
4 , BC, OC, and PM2.5
are simulated to change by +1.7 %, +91.5 %, +39.3 %,
−28.6 %, −23.3 %, and +19.5 %, respectively (Table 4), as
a result of the future changes in anthropogenic emissions
alone. The magnitudes of changes in fluxes of NO−
3 , NH+
4 ,
BC, OC, and PM2.5 by anthropogenic emissions alone are
generally larger than those of changes by climate change
alone on either a seasonal or annual mean basis. As a re-
sult of future changes in emissions, the seasonal fluxes of
NO−
3 and NH+
4 show large increases of 68–146 % and 25–
50 %, respectively, while those of BC and OC show large
decreases of 18–30 % and 12–34 %, respectively, and the in-
flow of PM2.5 is predicted to increase by about 20 % in all
seasons (Table 4). It is of interest to examine the rate of nonlinearity of
changes in aerosol fluxes with respect to the changes in cli-
mate and emissions. The last column of Table 3 shows the
rate of nonlinearity defined as NonL = (Change in flux by cli-
mate change alone + Change in flux by changes in emissions
alone)/Change in flux by changes in both climate and emis-
sions. Values of NonL of seasonal and annual outflow aerosol
fluxes mostly deviate from 1.0 (perfect linearity), with abso-
lute values ranging from 0.67 to 9.5. 5.3.1
Present-day transport The simulated present-day seasonal and annual fluxes of
aerosols through the latitudinal plane along 21.7◦N from
90◦–125◦E are listed in Table 5. The annual fluxes of SO2−
4 ,
NO−
3 , NH+
4 , BC, OC, and PM2.5 are −0.22, −0.15, −0.09,
+0.08, +0.63, and +0.26 Tg, respectively, with the posi-
tive (or negative) values indicating northward (or southward)
transport of aerosols. The signs of the aerosol fluxes are de-
termined by the directions of winds and the simulated distri-
butions of aerosols. In DJF and SON, while southward fluxes
of all aerosol species are found in the lower troposphere over
100◦–125◦E because of the prevailing northerlies over east-
ern China, northward fluxes of aerosols are found through
the depth of the troposphere over 90◦–100◦E and in the 5.2.1
Present-day inflow Year 2050 inflow fluxes of aerosols through the meridional
plane along 75◦E calculated with the future changes in both
anthropogenic emissions and climate are listed in Table 4. The annual fluxes of SO2−
4 , NO−
3 , NH+
4 , BC, and OC are sim-
ulated to change by +0.9 %, +49.2 %, +27.9 %, −29.3 %,
and −30.0 %, respectively. Climate change mitigates the ef-
fects of increases in NOx emissions on annual fluxes of NO−
3
and NH+
4 , but enhances the effects of changes in emissions
of BC and OC. As a net result of the changes in inflow of all
aerosol species, the annual inflow of PM2.5 to western China
is projected to increase by 10.5 % over 2000–2050 with fu-
ture changes in both emissions and climate. Simulated present-day seasonal and annual fluxes of aerosols
through the meridional plane along 75◦E from 35◦to 55◦N
are listed in Table 4. On an annual basis, the estimated fluxes
of SO2−
4 , NO−
3 , NH+
4 , BC, and OC are 2.3, 0.6, 0.6, 0.1, and
0.3 Tg, respectively. The annual inflow of PM2.5 is 3.9 Tg,
which is about 35 % of the annual outflow of PM2.5 from
eastern China. The inflow of SO2−
4
peaks in DJF, when sim-
ulated SO2−
4
concentrations are high in Europe, and in MAM,
when the westerlies are strong (Fig. 12). The fluxes of NH+
4 ,
BC, OC, and PM2.5 all peak in MAM because of the domi-
nant effect of strong westerlies in this season. The inflow of
NO−
3 is largest in JJA, when simulated NO−
3 concentrations
are highest in Europe (not shown). 5.3
Transport of aerosols to/from southern China The pressure–latitude cross sections of the simulated
fluxes of PM2.5 at 75◦E are shown in Fig. 12. The fluxes of
aerosols are the largest north of 40◦N, which is the principal
predicted transport path from Europe. The strongest inflow
of all aerosol species is located at about 700 hPa altitude. 5.2.2
Effect of changes in climate alone Relative to the present-day values, the annual fluxes of
SO2−
4 , NO−
3 , NH+
4 , BC, OC, and PM2.5 through the merid-
ional plane along 75◦E from 35◦to 55◦N are simulated to
change by −0.9 %, −25.4 %, −11.5 %, −7.1 %, −6.7 %, and
−5.9 %, respectively, as a result of the climate change alone. As expected, the warmer future temperatures contribute to
large reductions of 20–29 % in estimated seasonal mean in-
flow of nitrate. The flux of SO2−
4
is simulated to increase by Atmos. Chem. Phys., 13, 7937–7960, 2013 www.atmos-chem-phys.net/13/7937/2013/ www.atmos-chem-phys.net/13/7937/2013/ H. Jiang et al.: Projected effect of 2000–2050 changes in climate and emissions on aerosol levels 7954 Table 4. Simulated inflow of aerosols to western China through the meridional plane along 75◦E from 35◦to 55◦N. Numbers in the
parentheses are percentage changes relative to the present-day fluxes. The units are Tg season−1 for seasonal fluxes and Tg yr−1 for annual
fluxes of whole species (e.g., Tg(SO2−
4 ) season−1, Tg(SO2−
4 ) yr−1). Table 4. Simulated inflow of aerosols to western China through the meridional plane along 75◦E from 35◦to 55◦N. Numbers in the
parentheses are percentage changes relative to the present-day fluxes. The units are Tg season−1 for seasonal fluxes and Tg yr−1 for annual
fluxes of whole species (e.g., Tg(SO2−
4 ) season−1, Tg(SO2−
4 ) yr−1). www.atmos-chem-phys.net/13/7937/2013/ a Seasonal and annual total fluxes averaged over 1996–2005; b year 2050 fluxes simulated with climate change alone; c year 2050 fluxes
simulated with changes in anthropogenic emissions alone; d year 2050 fluxes simulated with changes in both climate and anthropogenic
emissions; e NonL = (2050b−2000a)+(2050c−2000a)
2050d−2000a
. upper troposphere over 100◦–125◦E (Fig. 13). In MAM and
JJA, the southerlies associated with the summer monsoon
generally favor northward transport (Fig. 13). The fluxes of
aerosols across the southern boundary of China are gener-
ally much smaller than those through the eastern and western
boundaries. One exception is that the fluxes of BC and OC to
China in MAM are amplified as a result of the predominant
biomass burning in South Asia in this season (Zhang et al.,
2010b). upper troposphere over 100◦–125◦E (Fig. 13). In MAM and
JJA, the southerlies associated with the summer monsoon
generally favor northward transport (Fig. 13). The fluxes of
aerosols across the southern boundary of China are gener-
ally much smaller than those through the eastern and western
boundaries. One exception is that the fluxes of BC and OC to
China in MAM are amplified as a result of the predominant
biomass burning in South Asia in this season (Zhang et al.,
2010b). increase by 26.7 % relative to the present-day value. The per-
centage changes in seasonal fluxes are usually much larger. In DJF, the northerlies in the lower troposphere east of 100◦E
are predicted to be stronger and the southerlies west of
100◦E become weaker (Fig. 13), which lead to increases in
transport of SO2−
4 , NO−
3 , and PM2.5 from China to South
Asia by 33 %, 11 %, and 67 %, respectively. In JJA, the
southerlies associated with the summer monsoon are sim-
ulated to strengthen in the future climate and hence favor
the northward transport of aerosols. The fluxes of all aerosol
species to South Asia show reductions in SON, which can be
explained by the weaker northerlies in the future atmosphere
(Fig. 13). www.atmos-chem-phys.net/13/7937/2013/ Inflow to western China
Species
2000a (Tg)
2050b (Tg)
2050c (Tg)
2050d (Tg)
NonLe
DJF
0.78
0.82 (+5.1 %)
0.84 (+7.7 %)
0.84 (+7.7 %)
1.67
MAM
0.71
0.67 (−5.6 %)
0.73 (+2.8 %)
0.70 (−1.4 %)
2.00
SO2−
4
JJA
0.27
0.26 (−3.7 %)
0.23 (−14.8 %)
0.24 (−11.1 %)
1.67
SON
0.53
0.52 (−1.1 %)
0.53 (+0.8 %)
0.53 (+0.8 %)
−0.50
Annual
2.29
2.27 (−0.9 %)
2.32 (+1.7 %)
2.31 (+0.9 %)
1.00
DJF
0.075
0.053 (−29.3 %)
0.15 (+100.0 %)
0.10 (+33.3 %)
2.12
MAM
0.15
0.11 (−26.7 %)
0.29 (+93.3 %)
0.22 (+46.7 %)
1.43
NO−
3
JJA
0.25
0.19 (−24.0 %)
0.42 (+68.0 %)
0.34 (+36.0 %)
1.22
SON
0.11
0.088 (−20.0 %)
0.27 (+145.5 %)
0.22 (+100.0 %)
1.25
Annual
0.59
0.44 (−25.4 %)
1.13 (+91.5 %)
0.88 (+49.2 %)
1.34
DJF
0.12
0.11 (−8.3 %)
0.18 (+50.0 %)
0.17 (+41.7 %)
1.00
MAM
0.18
0.16 (−11.1 %)
0.25 (+38.9 %)
0.23 (+27.8 %)
1.00
NH+
4
JJA
0.16
0.14 (−12.5 %)
0.20 (+25.0 %)
0.18 (+12.5 %)
1.00
SON
0.15
0.13 (−13.3 %)
0.22 (+46.7 %)
0.20 (+33.3 %)
1.00
Annual
0.61
0.54 (−11.5 %)
0.85 (+39.3 %)
0.79 (+27.9 %)
1.00
DJF
0.038
0.038 (0.0 %)
0.030 (−21.1 %)
0.030 (−21.1 %)
1.00
MAM
0.045
0.043 (−4.4 %)
0.037 (−17.8 %)
0.034 (−24.4 %)
0.91
BC
JJA
0.023
0.022 (−4.3 %)
0.016 (−30.4 %)
0.015 (−34.8 %)
1.00
SON
0.030
0.029 (−3.3 %)
0.021 (−30.0 %)
0.020 (−33.3 %)
1.00
Annual
0.14
0.13 (−7.1 %)
0.10 (−28.6 %)
0.099 (−29.3 %)
1.22
DJF
0.077
0.077 (0.0 %)
0.054 (−29.9 %)
0.054 (−29.9 %)
1.00
MAM
0.11
0.10 (−9.1 %)
0.097 (−11.8 %)
0.090 (−18.2 %)
1.15
OC
JJA
0.053
0.046 (−13.2 %)
0.042 (−20.8 %)
0.036 (−32.1 %)
1.06
SON
0.056
0.052 (−7.1 %)
0.037 (−33.9 %)
0.033 (−41.1 %)
1.00
Annual
0.30
0.28 (−6.7 %)
0.23 (−23.3 %)
0.21 (−30.0 %)
1.00
DJF
1.08
1.09 (+0.9 %)
1.25 (+15.7 %)
1.20 (+11.1 %)
1.50
MAM
1.19
1.09 (−8.4 %)
1.41 (+18.5 %)
1.28 (+7.6 %)
1.33
PM2.5
JJA
0.75
0.66 (−12.0 %)
0.91 (+21.3 %)
0.81 (+8.0 %)
1.17
SON
0.87
0.82 (−5.7 %)
1.08 (+24.1 %)
1.01 (+16.1 %)
1.14
Annual
3.89
3.66 (−5.9 %)
4.65 (+19.5 %)
4.30 (+10.5 %)
1.29
a Seasonal and annual total fluxes averaged over 1996–2005; b year 2050 fluxes simulated with climate change alone; c year 2050 fluxes
simulated with changes in anthropogenic emissions alone; d year 2050 fluxes simulated with changes in both climate and anthropogenic
emissions; e NonL = (2050b−2000a)+(2050c−2000a)
2050d−2000a
. 5.3.2
Effect of changes in climate alone As a result of the future climate change alone, the changes
in annual fluxes of aerosol species are generally small ex-
cept that the annual southward flux of NO−
3 is simulated to uxes and winds are those through th
55N.
5.3.4
Effect of changes in both climate and
anthropogenic emissions The annual fluxes of SO2−
4
and NH+
4 are simulated to change
from a net southward outflow to a net northward inflow, as a
result of the changes in anthropogenic emissions over 2000–
2050 (Table 5). The annual southward flux of NO−
3 increases
by 60 %, and the annual northward fluxes of BC, OC, and
PM2.5 increase by 48 %, 14 %, and 281 %, respectively. The
annual fluxes of SO2−
4
and NH+
4 exhibit large increases in
northward transport because of the large increases in aerosol
concentrations in South Asia and Southeast Asia (Fig. 8), and
the annual inflow of BC and OC also increases because the
reductions in carbonaceous aerosol concentrations in eastern
China are projected to be larger than those in South Asia and
Southeast Asia (Fig. 8). In contrast, the annual flux of NO−
3
exhibits southward outflow because of the large increases in
NO−
3 levels in eastern China (Fig. 8). Simulated fluxes of aerosols through the latitudinal plane
along 21.7◦N from 90◦to 125◦E with the future changes
in both anthropogenic emissions and climate are listed in Ta-
ble 5. The year 2050 annual fluxes of SO2−
4 , NH+
4 , BC, OC,
and PM2.5 are simulated as northward into China, and the
annual flux of NO−
3 is southward out of China. The 2000–
2050 changes in fluxes of all aerosol species are dominated
by the contributions from changes in anthropogenic emis-
sions. However, the role of future climate change can exceed
that of future changes in emissions for the fluxes of NO−
3 in
DJF, BC in JJA, as well as OC in DJF (Table 5). Atmos. Chem. Phys., 13, 7937–7960, 2013 H. Jiang et al.: Projected effect of 2000–2050 changes in climate and emissions on aerosol levels 7955 Fig. 12. Same as Fig. 11 but mass fluxes and winds are those through the meridional plane along 75◦E from 35◦to 55◦N. Fig. 12. Same as Fig. 11 but mass fluxes and winds are those through the meridional plane along 75◦E from 35◦to 55◦N. Fig. 12. Same as Fig. 11 but mass fluxes and winds are those through the meridional plane along 75◦E fr www.atmos-chem-phys.net/13/7937/2013/ www.atmos-chem-phys.net/13/7937/2013/ Atmos. Chem. Phys., 13, 7937–7960, 2013 . Jiang et al.: Projected effect of 2000–2050 changes in climate and emissions on aerosol levels www.atmos-chem-phys.net/13/7937/2013/ H. Jiang et al.: Projected effect of 2000–2050 changes in climate and emissions on aerosol leve H. Jiang et al.: Projected effect of 2000–2050 changes in climate and emissions on aerosol levels H. Jiang et al.: Projected effect of 2000–2050 changes in climate and emissions on aerosol levels 7956 g
j
g
Fig. 13. (a) Simulated present-day mass fluxes of PM2.5 and meridional winds. Projected changes in mass fluxes of PM2.5 and meridional winds from the
present day (1996-2005) to future (2046-2055) owing to (b) climate change
alone, (c) changes in anthropogenic emissions alone, and (d) changes in both
climate and anthropogenic emissions Mass fluxes of PM
are shown by
Fig. 13. (a) Simulated present-day mass fluxes of PM2.5 and meridional winds. Projected changes in mass fluxes of PM2.5 and meridi
winds from the present day (1996–2005) to future (2046–2055) owing to (b) climate change alone, (c) changes in anthropogenic emiss
alone, and (d) changes in both climate and anthropogenic emissions. Mass fluxes of PM2.5 are shown by shades (units: Tg), and w
are represented by contours (units: m s−1). Both mass fluxes and winds are those through latitudinal plane along 21.7◦N from 90
125◦E. Positive (negative) fluxes indicate northward (southward) transport. The dotted areas are statistically significant at the 95 % leve
determined by Student’s two-sample t test. Fig. 13. (a) Simulated present-day mass fluxes of PM2.5 and meridional winds. Projected changes in mass fluxes of PM2.5 and meridional winds from the
present day (1996-2005) to future (2046-2055) owing to (b) climate change
alone, (c) changes in anthropogenic emissions alone, and (d) changes in both
Fig. 13. (a) Simulated present-day mass fluxes of PM2.5 and meridional winds. Projected changes in mass fluxes of PM2.5 and meridional
winds from the present day (1996–2005) to future (2046–2055) owing to (b) climate change alone, (c) changes in anthropogenic emissions
alone, and (d) changes in both climate and anthropogenic emissions. Mass fluxes of PM2.5 are shown by shades (units: Tg), and winds
are represented by contours (units: m s−1). Both mass fluxes and winds are those through latitudinal plane along 21.7◦N from 90◦to
125◦E. Positive (negative) fluxes indicate northward (southward) transport. The dotted areas are statistically significant at the 95 % level, as
determined by Student’s two-sample t test. H. Jiang et al.: Projected effect of 2000–2050 changes in climate and emissions on aerosol levels H. Jiang et al.: Projected effect of 2000–2050 changes in climate and emissions on aerosol levels 7957 Table 5. Simulated transport of aerosols to or from southern China through the latitudinal plane along 21.7◦N from 90◦to 125◦E. Positive
(negative) values indicate northward (southward) transport. Percentage change is listed in the parentheses as the 2050 flux has the same
sign as 2000 flux. The units are Tg season−1 for seasonal fluxes and Tg yr−1 for annual fluxes of whole species (e.g., Tg(SO2−
4 ) season−1,
Tg(SO2−
4 ) yr−1). Table 5. Simulated transport of aerosols to or from southern China through the latitudinal plane along 21.7◦N from 90◦to 125◦E. Positive
(negative) values indicate northward (southward) transport. Percentage change is listed in the parentheses as the 2050 flux has the same
sign as 2000 flux. The units are Tg season−1 for seasonal fluxes and Tg yr−1 for annual fluxes of whole species (e.g., Tg(SO2−
4 ) season−1,
Tg(SO2−
4 ) yr−1). H. Jiang et al.: Projected effect of 2000–2050 changes in climate and emissions on aerosol levels 2050d−2000a NonL =
2050d−2000a eastern China to the western Pacific (through the meridional
plane along 135◦E from 20◦to 55◦N) is simulated to be
10.8 Tg yr−1, and the annual outflow of PM2.5 is estimated
to change by −7.0 %, −0.7 %, and −9.0 %, respectively,
over 2000–2050 owing to future climate change alone, future
changes in emissions alone, and future changes in both cli-
mate emissions. Climate change is predicted to have a larger
impact on future fluxes of aerosols than changes in emis-
sions. While annual fluxes of all aerosol species show reduc-
tions by climate change alone, future increases in outflow of
nitrate and ammonium offset to a large extent the future de-
creases in outflow of sulfate, BC, and OC, leading to a small nitrate concentrations are predicted to increase in eastern
China over 2000–2050, with the largest increases of 1–
2 µg m−3 in DJF, 3.5–4.5 µg m−3 in JJA, and 2–3.5 µg m−3
in MAM and SON. The projected changes in PM2.5 owing to
the changes in emissions alone show decreases in PM2.5 con-
centrations of 1–8 µg m−3 in eastern China over 2000–2050
at a 4◦× 5◦resolution. Under the IPCC A1B scenario, future
changes in anthropogenic emissions exert a larger effect on
year 2050 PM2.5 concentrations in eastern China than does
projected future climate change. The estimated year 2050 transboundary fluxes of aerosol
species to and from China are sensitive to future changes in
climate and emissions. The present-day flux of PM2.5 from Atmos. Chem. Phys., 13, 7937–7960, 2013 shade
mass
6
Conclusions ented by contours (Units: m s 1). Both
gh latitudinal plane along 21.7N from
xes indicate northward (southward)
cally significant at the 95% level, as
t-test. changes in individual aerosol species, future PM2.5 concen-
trations in China are simulated to decrease generally, except
that increases are predicted along east and southeast coasts
of China in DJF and over a large fraction of eastern China
in MAM. The simulated climate-induced changes in PM2.5
concentrations in China are within ±2.5 µg m−3, which rep-
resent about 10–20 % of the present-day concentrations in
those regions. 90 to 125E. Positive (negative) f
transport. The dotted areas are statis
determined by the student’s two samp
We estimate changes in aerosol levels in China and the trans-
boundary transport of aerosols in and out of China over the
period 2000–2050 by using the global chemical transport
model GEOS-Chem with meteorological input from the gen-
eral circulation model GISS GCM 3 (at 4◦× 5◦resolution)
and changes in emissions based on the IPCC A1B scenario. The projected 2000–2050 change in climate alone is esti-
mated to lead to changes in seasonal mean concentrations of
individual aerosol species at 4◦× 5◦resolution over China
ranging from −1.5 to +0.8 µg m−3. As a result of these 90 to 125E. Positive (negative) f
transport. The dotted areas are statis
determined by the student’s two samp
We estimate changes in aerosol levels in China and the trans-
boundary transport of aerosols in and out of China over the
period 2000–2050 by using the global chemical transport
model GEOS-Chem with meteorological input from the gen-
eral circulation model GISS GCM 3 (at 4◦× 5◦resolution)
and changes in emissions based on the IPCC A1B scenario. As a result of the future changes in anthropogenic emis-
sions alone, concentrations of sulfate, BC, and OC are simu-
lated to decrease by 0.5–3.5 µg m−3, 0.5–2 µg m−3, and 0.5–
3.5 µg m−3, respectively, in eastern China. On the contrary, The projected 2000–2050 change in climate alone is esti-
mated to lead to changes in seasonal mean concentrations of
individual aerosol species at 4◦× 5◦resolution over China
ranging from −1.5 to +0.8 µg m−3. As a result of these www.atmos-chem-phys.net/13/7937/2013/ Atmos. Chem. Phys., 13, 7937–7960, 2013 H. Jiang et al.: Projected effect of 2000–2050 changes in climate and emissions on aerosol levels Transport to or from southern China
Species
2000a (Tg)
2050b (Tg)
2050c (Tg)
2050d (Tg)
NonLe
DJF
−0.11
−0.15 (+33.4 %)
−0.0094 (−91.5 %)
−0.047 (−57.3 %)
0.96
MAM
0.088
0.11 (+25.0 %)
0.41 (+365.9 %)
0.43 (+388.6 %)
1.01
SO2−
4
JJA
−0.011
−0.0051 (−53.6 %)
0.023 (–)
0.047 (–)
0.69
SON
−0.19
−0.16 (−15.8 %)
−0.13 (−31.6 %)
−0.11( −42.1 %)
1.13
Annual
−0.22
−0.21 (−4.5 %)
0.29 (–)
0.32 (–)
0.96
DJF
−0.047
−0.052 (+10.6 %)
−0.050 (+6.4 %)
−0.059 (+25.5 %)
0.67
MAM
0.10
0.045 (−55.0 %)
0.19 (+90.0 %)
0.045 (−55.0 %)
−0.64
NO−
3
JJA
−0.12
−0.11 (−8.3 %)
−0.31 (+158.3 %)
−0.29 (+141.7 %)
1.06
SON
−0.086
−0.069 (−19.8 %)
−0.069 (−19.8 %)
−0.050 (−41.9 %)
0.94
Annual
−0.15
−0.19 (+26.7 %)
−0.24 (+60.0 %)
−0.35 (+133.3 %)
0.65
DJF
−0.043
−0.054 (+25.6 %)
−0.0035 (−91.9 %)
−0.017 (−60.5 %)
1.10
MAM
0.066
0.055 (−16.7 %)
0.22 (+233.3 %)
0.18 (+172.7 %)
1.25
NH+
4
JJA
−0.035
−0.029 (−17.1 %)
−0.085 (+142.9 %)
−0.070 (+100.0 %)
1.26
SON
−0.073
−0.058 (−20.5 %)
−0.047 (−35.6 %)
−0.039 (−46.6 %)
1.21
Annual
−0.085
−0.086 (+1.2 %)
0.085 (–)
0.054 (–)
1.22
DJF
−0.00088
−0.0054 (+513.6 %)
0.013 (–)
0.0097 (–)
0.88
MAM
0.095
0.097 (+2.1 %)
0.11 (+15.8 %)
0.11 (+15.8 %)
1.13
BC
JJA
0.0029
0.0043 (+48.3 %)
0.0039 (+34.5 %)
0.0050 (+72.4 %)
1.14
SON
−0.016
−0.012 (−25.0 %)
−0.0033 (−79.4 %)
−0.0017 (−89.4 %)
1.17
Annual
0.081
0.084 (+3.7 %)
0.12 (+48.1 %)
0.12 (+48.1 %)
1.08
DJF
0.076
0.057 (−25.0 %)
0.090 (+18.4 %)
0.074 (−2.6 %)
2.50
MAM
0.56
0.56 (0.0 %)
0.63 (+12.5 %)
0.63 (+12.5 %)
1.00
OC
JJA
0.017
0.022 (+29.4 %)
0.0083 (−51.2 %)
0.011 (−35.3 %)
0.62
SON
−0.020
−0.012 (−40.0 %)
−0.0075 (−62.5 %)
−0.0046 (−77.0 %)
1.33
Annual
0.63
0.63 (0.0 %)
0.72 (+14.3 %)
0.71 (+12.7 %)
1.13
DJF
−0.12
−0.20 (+66.7 %)
0.040 (–)
−0.040 (−66.7 %)
1.00
MAM
0.91
0.87 (−4.4 %)
1.57 (+72.5 %)
1.40 (+53.8 %)
1.27
PM2.5
JJA
−0.14
−0.12 (−14.3 %)
−0.36 (+157.1 %)
−0.30 (+114.3 %)
1.25
SON
−0.39
−0.31 (−20.5 %)
−0.26 (−33.0 %)
−0.21 (−46.2 %)
1.17
Annual
0.26
0.24 (−7.7 %)
0.99 (+280.8 %)
0.85 (+226.9 %)
1.20
a Seasonal and annual total fluxes averaged over 1996–2005; b year 2050 fluxes simulated with climate change alone; c year 2050 fluxes simulated
with changes in anthropogenic emissions alone; d year 2050 fluxes simulated with changes in both climate and anthropogenic emissions; e
NonL = (2050b−2000a)+(2050c−2000a)
2050d−2000a
. Atmos. Chem. Phys., 13, 7937–7960, 2013 ng et al.: Projected effect of 2000–2050 changes in climate and emissions on aerosol levels H. Jiang et al.: Projected effect of 2000–2050 changes in climate and emissions on aerosol levels 7958 negative change in annual outflow of PM2.5 as a result of
changes in emissions alone. Avise, J., Chen, J., Lamb, B., Wiedinmyer, C., Guenther, A.,
Salath´e, E., and Mass, C.: Attribution of projected changes
in summertime US ozone and PM2.5 concentrations to global
changes, Atmos. Chem. Phys., 9, 1111–1124, doi:10.5194/acp-
9-1111-2009, 2009. The present-day inflow of PM2.5 aerosols from Europe and
Central Asia to western China (the fluxes through the merid-
ional plane along 75◦E from 35◦to 55◦N) is calculated to
be 3.9 Tg yr−1. Over 2000–2050, the fluxes of nitrate and
ammonium aerosols are estimated to increase largely as a
result of future changes in emissions, leading to an overall
10.5 % estimated increase in annual inflow of PM2.5 to west-
ern China as a result of future changes in both emissions and
climate. Bauer, S. E., Koch, D., Unger, N., Metzger, S. M., Shindell, D. T., and Streets, D. G.: Nitrate aerosols today and in 2030: a
global simulation including aerosols and tropospheric ozone, At-
mos. Chem. Phys., 7, 5043–5059, doi:10.5194/acp-7-5043-2007,
2007. Bey, I., Jacob, D. J., Yantosca, R. M., Logan, J. A., Field,
B. D., Fiore, A. M., Li, Q. B., Liu, H. G. Y., Mickley,
L. J., and Schultz, M. G.: Global modeling of tropospheric
chemistry with assimilated meteorology: model description
and evaluation, J. Geophys. Res.-Atmos., 106, 23073–23095,
doi: 10.1029/2001JD000807, 2001. The present-day net transport of PM2.5 aerosols across the
southern boundary (the latitudinal plane along 21.7◦N from
90◦to 125◦E) is estimated as 0.26 Tg yr−1, in which the
fluxes of sulfate, nitrate, and ammonium are southward out
of China and those of BC and OC are northward into China. Fluxes of BC and OC to China in MAM contribute to a large
fraction of the annual inflow of PM2.5, as a result of biomass
burning in South Asia in this season. The annual net inflow
of PM2.5 across the southern boundary of China is estimated
to change by −8 %, +281 %, and +227 % over 2000–2050
owing to climate change alone, changes in emissions alone,
and changes in both climate and emissions, respectively. Cao, J. J., Shen, Z.-X., Chow, J. C., Watson, J. G., Lee, S.-C.,
Tie, X.-X., Ho, K.-F., Wang, G.-H., and Han, Y.-M.: Winter
and summer PM2.5 chemical compositions in fourteen Chi-
nese cities, J. Supplementary material related to this article is
available online at: http://www.atmos-chem-phys.net/13/
7937/2013/acp-13-7937-2013-supplement.pdf. available online at: http://www.atmos-chem-phys.net/13/
7937/2013/acp-13-7937-2013-supplement.pdf. available online at: http://www.atmos-chem-phys.net/13/
7937/2013/acp-13-7937-2013-supplement.pdf. Clarke, A. D., Collins, W. G., Rasch, P. J., Kapustin, V. N.,
Moore, K., Howell, S., and Fuelberg, H. E.: Dust and pol-
lution transport on global scales: aerosol measurements and
model predictions, J. Geophys. Res.-Atmos., 106, 32555–32569,
doi:10.1029/2000jd900842, 2001. Acknowledgements. This work was supported by the Chinese
Academy of Sciences Strategic Priority Research Program Grant
No. XDA05100503, the National Natural Science Foundation of
China under grants 40775083, 40825016, and 41021004, as well
as the China Meteorological Administration special funding in
atmospheric science GYHY200906020. S. Wu acknowledges sup-
port from the US EPA STAR program (grant # 83428601). The US
Environmental Protection Agency through its Office of Research
and Development collaborated in the research described here. It
has been subjected to the US Environmental Protection Agency’s
administrative review and has been approved for publication. Day, M. C. and Pandis, S. N.: Predicted changes in sum-
mertime
organic
aerosol
concentrations
due
to
in-
creased
temperatures,
Atmos. Environ.,
45,
6546–6556,
doi:10.1016/j.atmosenv.2011.08.028, 2011. Fairlie, T. D., Jacob, D. J., and Park, R. J.: The impact of transpacific
transport of mineral dust in the United States, Atmos. Environ.,
41, 1251–1266, doi:10.1016/j.atmosenv.2006.09.048, 2007. Fu, T.-M., Cao, J. J., Zhang, X. Y., Lee, S. C., Zhang, Q., Han, Y. M., Qu, W. J., Han, Z., Zhang, R., Wang, Y. X., Chen, D., and
Henze, D. K.: Carbonaceous aerosols in China: top-down con-
straints on primary sources and estimation of secondary contri-
bution, Atmos. Chem. Phys., 12, 2725–2746, doi:10.5194/acp-
12-2725-2012, 2012. Edited by: X. H. Liu Edited by: X. H. Liu ng et al.: Projected effect of 2000–2050 changes in climate and emissions on aerosol levels Air Waste Manage. Assoc., 62, 1214–1226,
doi: 10.1080/10962247.2012.701193, 2012. Chan, C. K. and Yao, X.: Air pollution in mega cities in China,
Atmos. Environ., 42, 1–42, doi:10.1016/j.atmosenv.2007.09.003,
2008. Chang, H. H., Zhou, J. W., and Fuentes, M.: Impact of climate
change on ambient ozone level and mortality in southeast-
ern United States, Int. J. Env. Res. Pub. He., 7, 2866–2880,
doi:10.3390/ijerph7072866, 2010. Results from the present study indicate that climate change
is important for domestic air quality in China as well as long-
range transport of aerosols. Chin, Mian, Diehl, T., Ginoux, P., and Malm, W.: Intercontinental
transport of pollution and dust aerosols: implications for regional
air quality, Atmos. Chem. Phys., 7, 5501–5517, doi:10.5194/acp-
7-5501-2007, 2007. Supplementary material related to this article is H. Jiang et al.: Projected effect of 2000–2050 changes in climate and emissions on aerosol levels 7959 ity in the United States, J. Geophys. Res.-Atmos., 111, D14310,
doi:10.1029/2005jd006847, 2006. ity in the United States, J. Geophys. Res.-Atmos., 111, D14310,
doi:10.1029/2005jd006847, 2006. 2009. Lam, Y. F., Fu, J. S., Wu, S., and Mickley, L. J.: Impacts of fu-
ture climate change and effects of biogenic emissions on surface
ozone and particulate matter concentrations in the United States,
Atmos. Chem. Phys., 11, 4789–4806, doi:10.5194/acp-11-4789-
2011, 2011. Henze, D. K. and Seinfeld, J. H.: Global secondary organic aerosol
from isoprene oxidation, Geophys. Res. Lett., 33, L09812,
doi:10.1029/2006gl025976, 2006. Henze, D. K., Seinfeld, J. H., Ng, N. L., Kroll, J. H., Fu, T.-
M., Jacob, D. J., and Heald, C. L.: Global modeling of sec-
ondary organic aerosol formation from aromatic hydrocarbons:
highvs. low-yield pathways, Atmos. Chem. Phys., 8, 2405–2420,
doi:10.5194/acp-8-2405-2008, 2008. Langner, J., Engardt, M., Baklanov, A., Christensen, J. H., Gauss,
M., Geels, C., Hedegaard, G. B., Nuterman, R., Simpson, D.,
Soares, J., Sofiev, M., Wind, P., and Zakey, A.: A multi-model
study of impacts of climate change on surface ozone in Eu-
rope, Atmos. Chem. Phys., 12, 10423–10440, doi:10.5194/acp-
12-10423-2012, 2012. Hogrefe, C., Lynn, B., Civerolo, K., Ku, J. Y., Rosenthal, J., Rosen-
zweig, C., Goldberg, R., Gaffin, S., Knowlton, K., and Kinney, P. L.: Simulating changes in regional air pollution over the east-
ern United States due to changes in global and regional cli-
mate and emissions, J. Geophys. Res.-Atmos., 109, D22301,
doi:10.1029/2004jd004690, 2004. Liao, H., Chen, W.-T., and Seinfeld, J. H.: Role of climate change in
global predictions of future tropospheric ozone and aerosols, J. Geophys. Res., 111, D12304, doi:10.1029/2005jd006852, 2006. Liao, H., Henze, D. K., Seinfeld, J. H., Wu, S. L., and Mickley, L. J.:
Biogenic secondary organic aerosol over the United States: com-
parison of climatological simulations with observations, J. Geo-
phys. Res.-Atmos., 112, D06201, doi:10.1029/2006jd007813,
2007. Holzer, M., Hall, T. M., and Stull, R. B.: Seasonality and weather-
driven variability of transpacific transport, J. Geophys. Res.-
Atmos., 110, D23103, doi:10.1029/2005jd006261, 2005. Huebert, B. J., Phillips, C. A., Zhuang, L., Kjellstrom, E., Rodhe,
H., Feichter, J., and Land, C.: Long-term measurements of free-
tropospheric sulfate at Mauna Loa: comparison with global
model simulations, J. Geophys. Res.-Atmos., 106, 5479–5492,
doi:10.1029/2000jd900627, 2001. Matsui, H., Koike, M., Kondo, Y., Takegawa, N., Kita, K.,
Miyazaki, Y., Hu, M., Chang, S. Y., Blake, D. R., Fast, J. D.,
Zaveri, R. A., Streets, D. H. Jiang et al.: Projected effect of 2000–2050 changes in climate and emissions on aerosol levels G., Zhang, Q., and Zhu, T.: Spatial and
temporal variations of aerosols around Beijing in summer 2006:
model evaluation and source apportionment, J. Geophys. Res.-
Atmos., 114, D00g13, doi:10.1029/2008jd010906, 2009. Intergovernmental Panel for Climate Change (IPCC): Climate
Change 2007: The Physical Science Basis, edited by Solomon,
S., Qin, D., Manning, M., Chen, Z., Marquis, M., Averyt, K. B., Tignor, M., and Miller, H. L., Cambridge Univ. Press, Cam-
bridge, UK, 2007. Maxwell-Meier, K., Weber, R., Song, C., Orsini, D., Ma, Y.,
Carmichael, G. R., and Streets, D. G.: Inorganic composition
of fine particles in mixed mineral dust-pollution plumes ob-
served from airborne measurements during ACE-Asia, J. Geo-
phys. Res.-Atmos., 109, D19s07, doi:10.1029/2003jd004464,
2004. Jacob,
D. J. and
Winner,
D. A.:
Effect
of
climate
change
on
air
quality,
Atmos. Environ.,
43,
51–63,
doi:10.1016/j.atmosenv.2008.09.051, 2009. Jordan, C. E., Dibb, J. E., Anderson, B. E., and Fuelberg, H. E.:
Uptake of nitrate and sulfate on dust aerosols during TRACE-P,
J. Geophys. Res.-Atmos., 108, 8817, doi:10.1029/2002jd003101,
2003. Murazaki, K. and Hess, P.: How does climate change contribute to
surface ozone change over the United States?, J. Geophys. Res.-
Atmos., 111, D05301, doi:10.1029/2005jd005873, 2006. Nakicenovic, N. and Swart, R. (Eds.): Special Report on Emissions
Scenarios, Cambridge Univ. Press, New York, 570 pp., 2000. Juda-Rezler, K., Reizer, M., Huszar, P., Kr¨uger, B. C., Zanis, P.,
Syrakov, D., Katragkou, E., Trapp, W., Melas, D., Chervenkov,
H., Tegoulias, I., and Halenka, T.: Modelling the effects of cli-
mate change on air quality over Central and Eastern Europe:
concept, evaluation and projections, Clim. Res., 53, 179–203,
doi:10.3354/cr01072, 2012. Park, R. J., Jacob, D. J., Chin, M., and Martin, R. V.: Sources
of carbonaceous aerosols over the United States and implica-
tions for natural visibility, J. Geophys. Res.-Atmos., 108, 4355,
doi:10.1029/2002jd003190, 2003. Park, R. J., Jacob, D. J., Field, B. D., and Yantosca, R. M.:
Natural and transboundary pollution influences on sulfate-
nitrate-ammonium aerosols in the United States: Implica-
tions for policy, J. Geophys. Res-Atmos., 109, D15204,
doi:10.1029/2003jd004473, 2004. Katragkou, E., Zanis, P., Kioutsioukis, I., Tegoulias, I., Melas, D.,
Kr¨uger, B. C., and Coppola, E.: Future climate change impacts
on summer surface ozone from regional climate-air quality sim-
ulations over Europe, J. Geophys. Res.-Atmos., 116, D22307,
doi:10.1029/2011jd015899, 2011. Price, C. and Rind, D.: A simple lightning parameterization for cal-
culating global lightning distributions, J. Geophys. Res.-Atmos.,
97, 9919–9933, doi:10.1029/92JD00719, 1992. Koch, D., Schulz, M., Kinne, S., McNaughton, C., Spackman, J. References Guenther, A., Hewitt, C. N., Erickson, D., Fall, R., Geron, C.,
Graedel, T., Harley, P., Klinger, L., Lerdau, M., Mckay, W. A.,
Pierce, T., Scholes, B., Steinbrecher, R., Tallamraju, R., Tay-
lor, J., and Zimmerman, P.: A global-model of natural volatile
organic-compound emissions, J. Geophys. Res.-Atmos., 100,
8873–8892, 1995. Alexander, B., Park, R. J., Jacob, D. J., Li, Q. B., Yan-
tosca, R. M., Savarino, J., Lee, C. C. W., and Thiemens,
M. H.: Sulfate formation in sea-salt aerosols: constraints
from oxygen isotopes, J. Geophys. Res.-Atmos., 110, D10307,
doi:10.1029/2004jd005659, 2005. Andersson, C. and Engardt, M.: European ozone in a fu-
ture climate: importance of changes in dry deposition and
isoprene emissions, J. Geophys. Res.-Atmos., 115, D02303,
doi:10.1029/2008jd011690, 2010. Heald, C. L., Jacob, D. J., Park, R. J., Alexander, B., Fairlie, T. D., Yantosca, R. M., and Chu, D. A.: Transpacific transport of
Asian anthropogenic aerosols and its impact on surface air qual- www.atmos-chem-phys.net/13/7937/2013/ Atmos. Chem. Phys., 13, 7937–7960, 2013 H. Jiang et al.: Projected effect of 2000–2050 changes in climate and emissions on aerosol levels R., Balkanski, Y., Bauer, S., Berntsen, T., Bond, T. C., Boucher,
O., Chin, M., Clarke, A., De Luca, N., Dentener, F., Diehl, T.,
Dubovik, O., Easter, R., Fahey, D. W., Feichter, J., Fillmore,
D., Freitag, S., Ghan, S., Ginoux, P., Gong, S., Horowitz, L.,
Iversen, T., Kirkev˚ag, A., Klimont, Z., Kondo, Y., Krol, M., Liu,
X., Miller, R., Montanaro, V., Moteki, N., Myhre, G., Penner,
J. E., Perlwitz, J., Pitari, G., Reddy, S., Sahu, L., Sakamoto, H.,
Schuster, G., Schwarz, J. P., Seland, Ø., Stier, P., Takegawa, N.,
Takemura, T., Textor, C., van Aardenne, J. A., and Zhao, Y.: Eval-
uation of black carbon estimations in global aerosol models, At-
mos. Chem. Phys., 9, 9001–9026, doi:10.5194/acp-9-9001-2009, Price, H. U., Jaffe, D. A., Doskey, P. V., McKendry, I., and
Anderson, T. L.: Vertical profiles of O3, aerosols, CO and
NMHCs in the Northeast Pacific during the TRACE-P and
ACE-ASIA experiments, J. Geophys. Res.-Atmos., 108, 8799,
doi:10.1029/2002jd002930, 2003. Prospero, J. M., Savoie, D. L., and Arimoto, R.: Long-term record
of nss-sulfate and nitrate in aerosols on Midway Island, 1981–
2000: evidence of increased (now decreasing?) anthropogenic
emissions from Asia, J. Geophys. Res.-Atmos., 108, 4019,
doi:10.1029/2001jd001524, 2003. Atmos. Chem. Phys., 13, 7937–7960, 2013 H. Jiang et al.: Projected effect of 2000–2050 changes in climate and emissions on aerosol levels 7960 Pye, H. O. T., Liao, H.,Wu, S., Mickley, L. J., Jacob, D. J.,
Henze, D. K., and Seinfeld, J. H.: Effect of changes in climate
and emissions on future sulfate-nitrate-ammonium aerosol lev-
els in the United States, J. Geophys. Res.-Atmos., 114, D01205,
doi:10.1029/2008jd010701, 2009. Tie, X. X. and Cao, J. J.: Erratum to “Aerosol pollution in China:
Present and future impact on environment”, Particuology, 8, 79–
79, doi:10.1016/j.partic.2009.12.001, 2010. Unger, N., Shindell, D. T., Koch, D. M., Amann, M., Cofala, J., and
Streets, D. G.: Influences of man-made emissions and climate
changes on tropospheric ozone, methane, and sulfate at 2030
from a broad range of possible futures, J. Geophys. Res.-Atmos.,
111, D12313, doi:10.1029/2005jd006518, 2006. Qu, W. J., Arimoto, R., Zhang, X. Y., Zhao, C. H., Wang, Y. Q.,
Sheng, L. F., and Fu, G.: Spatial distribution and interannual
variation of surface PM10 concentrations over eighty-six Chinese
cities, Atmos. Chem. Phys., 10, 5641–5662, doi:10.5194/acp-10-
5641-2010, 2010. Wang, K., Zhang, Y., Jang, C., Phillips, S., and Wang, B.: Model-
ing intercontinental air pollution transport over the trans-Pacific
region in 2001 using the Community Multiscale Air Qual-
ity modeling system, J. Geophys. Res.-Atmos., 114, D04307,
doi:10.1029/2008jd010807, 2009. Racherla, P. N. and Adams, P. J.: The response of surface ozone
to climate change over the Eastern United States, Atmos. Chem. Phys., 8, 871–885, doi:10.5194/acp-8-871-2008, 2008. Wang, Y. H., Jacob, D. J., and Logan, J. A.: Global simula-
tion of tropospheric O3-Noxhydrocarbon chemistry. 1. Model
formulation, J. Geophys. Res.-Atmos., 103, 10713–10725,
doi:10.1029/98JD00158, 1998. Reuten, C., Ainslie, B., Steyn, D. G., Jackson, P. L., and McK-
endry, I.: Impact of climate change on ozone pollution in
the lower Fraser Valley, Canada, Atmos. Ocean., 50, 42–53,
doi:10.1080/07055900.2011.643444, 2012. Wang, Y. H., Shen, L., Wu, S., Mickley, L. J., He, J., and Hao,
J.: Sensitivity of surface ozone over China to 2000–2050 global
changes of climate and emissions, Atmos. Environ., 75, 374–382,
doi:10.1016/j.atmosenv.2013.04.045, 2013a. Rind, D., Lerner, J., Jonas, J., and McLinden, C.: Effects
of resolution and model physics on tracer transports in
the NASA Goddard Institute for Space Studies general cir-
culation models, J. Geophys. Res.-Atmos., 112, D09315,
doi:10.1029/2006jd007476, 2007. Wang, Y. H., Zhang, Q. Q., He, K., Zhang, Q., and Chai, L.: Sulfate-
nitrate-ammonium aerosols over China: response to 2000–2015
emission changes of sulfur dioxide, nitrogen oxides, and ammo-
nia, Atmos. Chem. Phys., 13, 2635–2652, doi:10.5194/acp-13-
2635-2013, 2013b. Rosenstiel, T. N., Potosnak, M. H. Jiang et al.: Projected effect of 2000–2050 changes in climate and emissions on aerosol levels J., Griffin, K. L., Fall, R., and
Monson, R. K.: Increased CO2 uncouples growth from iso-
prene emission in an agriforest ecosystem, Nature, 421, 256–259,
doi:10.1038/Nature01312, 2003. Steiner, A. L., Tonse, S., Cohen, R. C., Goldstein, A. H., and Harley,
R. A.: Influence of future climate and emissions on regional air
quality in California, J. Geophys. Res.-Atmos., 111, D18303,
doi:10.1029/2005jd006935, 2006. Wu, S. L., Mickley, L. J., Jacob, D. J., Logan, J. A., Yantosca, R. M.,
and Rind, D.: Why are there large differences between models in
global budgets of tropospheric ozone?, J. Geophys. Res.-Atmos.,
112, D05302, doi:10.1029/2006jd007801, 2007. Wu, S. L., Mickley, L. J., Leibensperger, E. M., Jacob, D. J., Rind,
D., and Streets, D. G.: Effects of 2000–2050 global change on
ozone air quality in the United States, J. Geophys. Res.-Atmos.,
113, D06302, doi:10.1029/2007jd008917, 2008. Streets, D. G., Bond, T. C., Carmichael, G. R., Fernandes, S. D.,
Fu, Q., He, D., Klimont, Z., Nelson, S. M., Tsai, N. Y.,Wang, M. Q., Woo, J. H., and Yarber, K. F.: An inventory of gaseous and
primary aerosol emissions in Asia in the year 2000, J. Geophys. Res.-Atmos., 108, 8809, doi:10.1029/2002jd003093, 2003. Yienger, J. J. and Levy, H.: Empirical-model of global soil-biogenic
NOx emissions, J. Geophys. Res.-Atmos., 100, 11447–11464,
doi:10.1029/95JD00370, 1995. j
Streets, D. G., Bond, T. C., Lee, T., and Jang, C.: On the future of
carbonaceous aerosol emissions, J. Geophys. Res.-Atmos., 109,
D24212, doi:10.1029/2004jd004902, 2004. Yu, H. B., Remer, L. A., Chin, M., Bian, H. S., Kleidman, R. G.,
and Diehl, T.: A satellite based assessment of transpacific trans-
port of pollution aerosol, J. Geophys. Res.-Atmos., 113, D14s12,
doi:10.1029/2007jd009349, 2008. Tagaris, E., Manomaiphiboon, K., Liao, K.-J., Leung, L. R., Woo,
J.-H., He, S., Amar, P., and Russell, A. G.: Impacts of global
climate change and emissions on regional ozone and fine partic-
ulate matter concentrations over the United States. J. Geophys. Res.-Atmos., 112, D14312, doi: 10.1029/2006JD008262, 2007. Zhang, L., Liao, H., and Li, J. P.: Impacts of Asian summer
monsoon on seasonal and interannual variations of aerosols
over eastern China, J. Geophys. Res.-Atmos., 115, D00k05,
doi:10.1029/2009jd012299, 2010a. Tai, A. P. K., Mickley, L. J., and Jacob, D. J.: Impact of 2000–2050
climate change on fine particulate matter (PM2.5) air quality in-
ferred from a multi-model analysis of meteorological modes,
Atmos. Chem. Phys., 12, 11329–11337, doi:10.5194/acp-12-
11329-2012, 2012a. www.atmos-chem-phys.net/13/7937/2013/ www.atmos-chem-phys.net/13/7937/2013/ H. Jiang et al.: Projected effect of 2000–2050 changes in climate and emissions on aerosol levels Zhang, L., Liao, H., and Li, J.: Impact of the Southeast Asian sum-
mer monsoon strength on the outflow of aerosols from South
Asia, Ann. Geophys., 28, 277–287, doi:10.5194/angeo-28-277-
2010, 2010b. Tai, A. P. K., Mickley, L. J., Jacob, D. J., Leibensperger, E. M.,
Zhang, L., Fisher, J. A., and Pye, H. O. T.: Meteorological modes
of variability for fine particulate matter (PM2.5) air quality in
the United States: implications for PM2.5 sensitivity to climate
change, Atmos. Chem. Phys., 12, 3131–3145, doi:10.5194/acp-
12-3131-2012, 2012b. Zhu, J. L., Liao, H., and Li, J. P.: Increases in aerosol concentrations
over eastern China due to the decadal-scale weakening of the
East Asian summer monsoon, Geophys. Res. Lett., 39, L09809,
doi:10.1029/2012gl051428, 2012. Atmos. Chem. Phys., 13, 7937–7960, 2013 www.atmos-chem-phys.net/13/7937/2013/
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GAMIFICAÇÃO E TRABALHO UBERIZADO NAS
EMPRESAS-APLICATIVO Uberização, gig economy, on-demand economy, economia de plataforma e crowdsourcing são exemplos de termos
usados em diversos trabalhos acadêmicos para se referir ao grande número de transformações promovidas pelas
tecnologias de comunicação e informação (doravante abreviado como “TCI”) nos universos das organizações e
do trabalho, sem que haja consenso sobre seus significados (Filgueiras & Antunes, 2020, p. 30). O termo “uber
ização” (Slee, 2017) remete diretamente à Uber, porém não se restringe a ela, sendo usado em sentido amplo
como uma tendência global que atinge ocupações com diferentes qualificações e rendimentos, materializando
processos e subjetividades associados à nova razão neoliberal do mundo (Dardot e Laval, 2016). A socióloga
Ana Claudia Moreira cunhou a expressão “uberismo” para se referir a um modelo de organização e gestão do tra
balho, tal qual taylorismo, fordismo e toyotismo, que surgiu no lastro das TCI e das plataformas (Santos, 2020). Além da Uber, são exemplos de “empresas-aplicativo” (Abílio, 2019) Loggi, iFood, Rappi e Lyft. Inicialmente as transformações promovidas pelas TCI ofereciam inúmeras oportunidades aos trabalhado
res, por exemplo, a ausência de rigidez dos empregos tradicionais, permitindo que as pessoas acumulassem
atividades e gerassem renda extra. A geração de renda aconteceria supostamente de modo divertido no tempo
livre do prestador do serviço (Stefano, 2017), ou quando aquele bem entendesse e desejasse (Valenduc, 2019),
por meio da sua atuação ou como criador, ou como parceiro da empresa-aplicativo. Outra vantagem do modelo
de plataforma é a redução da distância espacial entre as oportunidades de renda e os trabalhadores, que podem
exercer as atividades independentemente da sua localização geográfica (Kittur et al., 2013), como no caso da
plataforma de microtrabalho Amazon Mechanical Turk (Moreschi, Pereira, & Cozman, 2020). A distância tornou
-se menor também entre provedores de serviços e consumidores graças às plataformas digitais e aos aplicativos,
reduzindo preços e agilizando a prestação de uma gama enorme de serviços (Manyika et al., 2016) de transporte,
estética, limpeza e serviços gerais, entregas, entre outros. Mais vantagens figuram nesse rol, como a democratiza
ção dos meios de produção e o fomento ao neoempreendedorismo (com oportunidades para pequenos negócios,
como citam Filgueiras e Antunes, 2020). PENSATA Submetido 29.07.2020. Aprovado 05.01.2021
Avaliado pelo sistema double blind review. Editor Científico convidado: Alcides Barrichello
Versão original | DOI: http://dx.doi.org/10.1590/S0034-759020210407 Submetido 29.07.2020. Aprovado 05.01.2021 Renata Couto de Oliveira1 | renatacouto@yahoo.com | 0000-0001-5839-8814 ¹Universidade do Grande Rio, Escola De Ciências Sociais Aplicadas, Rio de Janeiro, RJ, Brasil RAE-Revista de Administração de Empresas | FGV EAESP RAE-Revista de Administração de Empresas | FGV EAESP eISSN 2178-938X PENSATA | GAMIFICAÇÃO E TRABALHO UBERIZADO NAS EMPRESAS-APLICATIVO
Renata Couto de Oliveira Renata Couto de Oliveira Renata Couto de Oliveira estruturando-se a partir de um modelo capitalista extrativista (Morrell, Espelt, & Cano, 2020). Contrastam com
as oportunidades citadas no parágrafo anterior os baixos salários e falta de autodeterminação (Schor & Eddy,
2020), além de longas jornadas de trabalho, da transferência dos custos e riscos associados às atividades para
os trabalhadores, que ainda precisam ser geridos, controlados e subordinados (Abílio, 2019) após aderirem aos
termos e condições de uso das plataformas. Em um contexto como esse, no qual fontes e estruturas de signifi
cados (como práticas, valores, rituais e hierarquias, por exemplo) são influenciados, criados ou expressos pelas
TCI (Kozinets, 2019, p. 621), a gamificação emerge como uma das ferramentas que as plataformas digitais utili
zam para controlar, gerenciar e vigiar seus “parceiros”. Nos últimos oito anos, a “gamificação” tomou as organizações, a mídia e as pesquisas acadêmicas de
assalto (e.g. Dymek & Zackariasson, 2016a). Uma busca no Google Scholar aponta cerca de 51 mil resultados
sobre o tema entre 2002 e 2020. Neste ano (2020), destacamos o trabalho de Doorn e Chen (no prelo), que versa
sobre a gamificação no contexto de duas plataformas de entrega de comida, uma chinesa e outra norte-ameri
cana; e o de Abílio, que define gamificação como a “transferência de riscos e em estímulos à produtividade, que
também são novas formas de controle sobre o trabalho” (Abílio, 2020, p. 20), uma forma-desafio lançada a quem
se arrisca trabalhando, sem nenhuma garantia, uma vez que cabe à empresa-aplicativo definir as regras do jogo
e, possivelmente, o vencedor (o que sugere que, em vez da aleatoriedade algorítmica, há uma distribuição pro
gramada de bonificações, por exemplo). O objetivo mais imediato da gamificação é promover o engajamento de
trabalhadores e consumidores por meio de desafios e competições baseados em desempenho e incentivos e,
em decorrência disso, obter melhores resultados (Dymek & Zackariasson, 2016b). A definição seminal de Deter
ding, Khaled, Nacke e Dixon (2011) inspirou autores como Woodcock e Johnson (2018) a apreenderem gamificação
como a aplicação de sistemas de jogos (competição, prêmios, quantificação do comportamento do usuário) em
domínios que não têm relação com aqueles, como no trabalho. Nesta pensata, analisamos a relação entre gamificação e trabalho uberizado no bojo das empresas-aplicativo,
plataformas digitais (Srnicek, 2017) que representam um novo modelo de negócio com infraestrutura vinculada às
TCI e aos algoritmos. PENSATA | GAMIFICAÇÃO E TRABALHO UBERIZADO NAS EMPRESAS-APLICATIVO
Renata Couto de Oliveira Partimos de uma posição crítica sobre esses temas, uma vez que a gamificação é comumente
abordada pela literatura gerencialista como uma estratégia capaz de promover engajamento e aumentar o desem
penho dos funcionários, promovendo satisfação em uma espécie de win-win situation para organizações e seus
colaboradores. Como a gamificação também apresenta grande potencial de solucionar problemas que podem ser
resolvidos influenciando a motivação e o comportamento humano (Zichermann & Cunningham, 2011), nos per
guntamos quais seriam os desdobramentos da união entre essa estratégia e o uberismo em um contexto no qual a
precariedade do trabalho se associa ao capitalismo de vigilância (Zuboff, 2015) e à governança algorítmica (Castro,
2018). Assim, visamos discutir a gamificação como uma ferramenta de gestão, controle e subordinação do traba
lho, associada também à opacidade algorítmica (Bridle, 2019), à manutenção da multidão de trabalhadores e à
figura do trabalhador just in time (Abílio, 2019). Por fim, destacaremos sucintamente algumas opções à economia
de plataforma tradicional que podem minimizar o uso da gamificação, como a possibilidade de economia de pla
taforma sustentável e o cooperativismo de plataforma (Morrell et al., 2020; Scholz, 2016; Schor & Eddy, 2020). GAMIFICAÇÃO E TRABALHO UBERIZADO NAS
EMPRESAS-APLICATIVO Apesar do entusiasmo inicial associado à autonomia, às oportunidades econômicas e à equidade (Schor
& Eddy, 2020) promovidas pelas plataformas digitais, o contexto atual, principalmente o da pandemia de Covid-
19, apontou para a dependência de alguns serviços, como o de entregas, além de mostrar que, apesar de alguns
resultados positivos, muitos trabalhadores que atuam nessas condições sofrem as consequências negativas da
economia de plataforma. Essa nova economia é capitaneada por startups que se definem como empresas de tec
nologia e intermediárias entre consumidores e produtores/prestadores de serviços (Filgueiras & Antunes, 2020), 1
© RAE | São Paulo | V. 61 | n. 4 | jul-ago 2021 | 1-10 | e2020-0762 eISSN 2178-938X PENSATA | GAMIFICAÇÃO E TRABALHO UBERIZADO NAS EMPRESAS-APLICATIVO PENSATA | GAMIFICAÇÃO E TRABALHO UBERIZADO NAS EMPRESAS-APLICATIVO
Renata Couto de Oliveira PENSATA | GAMIFICAÇÃO E TRABALHO UBERIZADO NAS EMPRESAS-APLICATIVO
Renata Couto de Oliveira Renata Couto de Oliveira são exemplos de gamificação pré-digital (Vesa & Harviainen, 2019). Por um lado, essa estratégia é exaltada como
uma solução divertida para engajar e motivar consumidores e trabalhadores (McGonigal, 2011). Assim, as estru
turas, organizações ou sistemas tornam-se mais intrinsecamente motivadores, apoiando a criação geral de valor
(Vesa, Hamari, Harviainen, & Warmelinl, 2016). Por outro lado, surgiram críticas e dúvidas sobre a gamificação,
questionando sua eficácia sem motivação preexistente (e.g. Hamari, 2013) e a duração de seu efeito em longo
prazo (e.g. Koivisto & Hamari, 2014). são exemplos de gamificação pré-digital (Vesa & Harviainen, 2019). Por um lado, essa estratégia é exaltada como
uma solução divertida para engajar e motivar consumidores e trabalhadores (McGonigal, 2011). Assim, as estru
turas, organizações ou sistemas tornam-se mais intrinsecamente motivadores, apoiando a criação geral de valor
(Vesa, Hamari, Harviainen, & Warmelinl, 2016). Por outro lado, surgiram críticas e dúvidas sobre a gamificação,
questionando sua eficácia sem motivação preexistente (e.g. Hamari, 2013) e a duração de seu efeito em longo
prazo (e.g. Koivisto & Hamari, 2014). A diferença proposta por Caillois (2001/1958) entre ludus (formas mais explícitas de jogos orientados por
regras, sem conotação negativa) e paida (jogo livre, improvisação, espontaneidade e impulsividade) orientou
algumas dessas críticas. Por exemplo, Bogost (2011) cunhou a expressão exploitationware como sinônimo de
gamificação, enquanto Escribano (2013) afirma que a gamificação não passa de uma “ditadura lúdica”. Wood
cock e Johnson (2018) destacam dois tipos distintos de gamificação: a vinda de cima (gamification-from-above),
associada ao conceito de ludus, enfatizando formas de interação e feedbacks desenhados a partir de jogos, mas
separados de seus contextos lúdicos originais, e a vinda de baixo (gamification-from-below), identificada com
contextos lúdicos associados à paida e que teriam por escopo tornar a realização do trabalho mais fácil e, em
certos momentos, servir como prática de resistência. A gamificação do trabalho parece orientá-lo através de um
viés comportamental, virtual e instrumental, tornando-o um jogo competitivo e (em tese) divertido, retribuindo
trabalhadores com recompensas de prestígio imaterial (Vesa et al., 2017), como distintivos virtuais (badges) de
excelência de serviço e de motorista divertido, como no caso da Uber (Scheiber, 2017). GAMIFICAÇÃO E PLATAFORMAS Em 2002, o termo “gamificação” surge como o processo por meio do qual métodos, metáforas, valores e atribu
tos de jogos permeiam nossa sociedade (Fuchs, 2014). Placas de funcionário do mês e programas de fidelidade 2
© RAE | São Paulo | V. 61 | n. 4 | 1-10 | e2020-0762 eISSN 2178-938X VIGILÂNCIA E GOVERNANÇA ALGORÍTMICA DO TRABALHADOR JUST IN TIME A coleta e a análise de dados devem ser entendidas como “um processo dinâmico no qual sistemas de vigilância
e criação de perfis e informações pessoais informam-se continuamente a cada nova interação entre os sistemas
e consumidores” (Pridmore & Zwick, 2011, p. 272). Como resultado, as empresas-aplicativo customizam e estru
turam o mundo de maneira pouco transparente (Morozov, 2018, p. 53), por meio da “mineração da realidade”
(reality mining, Zuboff [2015]). Extrapola-se o mero saber sobre o que as pessoas fazem todo o tempo, criando-se
a possibilidade de intervenção e alteração do comportamento de modo que “o que é real e o que é resultado
da manipulação tecno-cibernética em tempo real se torne indistinguível” (Charitsis, Zwick, & Bradshaw, 2018,
p. 822). Isso se aplica também aos “parceiros” das empresas-aplicativo, que são, ao mesmo tempo, consumi
dores das TCI empregadas por elas e trabalhadores que aderem (grifo nosso) a ela (uma vez que não é firmado
um contrato entre as partes). A operação das plataformas digitais foi viabilizada, entre outros fatores, pelo cenário tecnocultural e ope
rações associados ao capitalismo de vigilância (Zuboff, 2015), nos remetendo, assim, ao conceito de sociedade
de controle e à “implantação progressiva e dispersa de um novo regime de dominação” (Deleuze, 1992, p. 225). O capitalismo de vigilância instaura um regime institucional ubíquo, um novo tipo de mão invisível, denominado
Big Other, que aniquila as liberdades conquistadas por meio da instituição do Estado de direito, configurando
-se como um “regime de fatos independentes e independentemente controlados que suplanta a necessidade de
contratos, de governança e o dinamismo de uma democracia de mercado” (Zuboff, 2015, p. 81). O futuro adap
tado à normalização do caos e do terror é o que emerge em substituição à “comunidade de iguais vinculados
pelas leis na inevitável e, em última análise, frutífera luta humana contra a incerteza” (Zuboff, 2015, p. 81). A pre
visão de Zuboff contempla também a instauração de um sistema de conformidade baseado em recompensas e
punições que contribui para a acumulação “não apenas de capital e ativos de vigilância, mas também de direi
tos” (Zuboff, 2015, p. 83), na medida que os direitos individuais seriam tomados dos indivíduos pelo Big Other
e, posteriormente, redistribuídos unilateralmente por ele. Apesar do que afirma Zuboff (2015) sobre ausência de governança, Castro (2018) aponta “uma nova forma
de governança exercida pelas organizações através de algoritmos” (Castro, 2018, p. PENSATA | GAMIFICAÇÃO E TRABALHO UBERIZADO NAS EMPRESAS-APLICATIVO
Renata Couto de Oliveira 4 | 1-10 | e2020-0762 eISSN 2178-938X PENSATA | GAMIFICAÇÃO E TRABALHO UBERIZADO NAS EMPRESAS-APLICATIVO Renata Couto de Oliveira Renata Couto de Oliveira regulatórias (Gillespie, 2010, p. 349). Esse enquadramento é estratégico, pois posiciona as empresas-aplicativo
na busca de lucros atuais e futuros em um ponto regulatório entre as proteções legislativas que as beneficiam e
as obrigações que não as beneficiam, apresentando um imaginário cultural no qual seus serviços fazem sentido
aos seus usuários e à sociedade como um todo (Gillespie, 2010, p. 348). Assim, as plataformas estabelecem “os
próprios critérios pelos quais essas tecnologias serão julgadas” (Gillespie, 2010, p. 359), assumindo a forma de
“um arranjo progressivo e igualitário, [que promete] apoiar aqueles que a sustentam” (Gillespie, 2010, p. 350). PENSATA | GAMIFICAÇÃO E TRABALHO UBERIZADO NAS EMPRESAS-APLICATIVO
Renata Couto de Oliveira Nosso posicionamento é que a gamificação associada ao trabalho uberizado das empresas-aplicativo resulta
na intensificação e na exploração do trabalho, evidenciando a nova forma que as práticas de gestão, controle e
vigilância assumem no contexto tecnocultural. Nesse sentido, a promessa utópica da sociedade da informação
de inserção social emancipada no e pelo trabalho desmorona (Braga, 2009, p. 65). A gamificação se cristaliza
por meio da uberização do trabalho, sendo difícil identificá-la, pois ela não se materializa em um espaço dis
ciplinar (como uma fábrica). Tudo ocorre por meio dos aplicativos, com ínfimo contato humano e de maneira
automatizada. A vigilância ostensiva torna-se um elemento fundamental para a eficácia da gamificação e é via
bilizada pelas plataformas digitais, que atuam como intermediários entre a oferta de trabalho e a demanda de
serviço, exibindo tendências de monopólio decorrentes dos efeitos de rede (quanto maior o número de usuários,
mais valiosa a plataforma e melhores seus algoritmos) (Srnicek, 2017). Assim, ao pensarmos sobre gamificação,
devemos atentar ao escopo dessa estratégia vis-à-vis o processo do trabalho nas empresas-aplicativo. Sabemos que o capitalismo se reestrutura de tempos em tempos e que, desde 2008, sua última versão está
associada a uma narrativa focada na mudança e na ascensão da tecnologia, e que, desde então, vivemos numa
economia informacional que o autor denomina “economia de plataforma”, caracterizada pela extração e uso de
uma nova forma de matéria-prima: dados (Srnicek, 2017). Dizer que os dados são o petróleo do século XXI pode
ser um clichê, mas, levando em consideração a escala das transformações digitais em andamento, não podemos
subestimá-lo (Morozov, 2018, p. 8). De modo similar ao petróleo, os dados devem ser extraídos e refinados para
então serem usados. Esse processo envolve sua captação, seu registro em algum tipo de mídia material e sua
manutenção em sistemas de armazenamento maciço (Srnicek, 2017). As plataformas são projetadas para gover
nar as possibilidades de interação, sendo as regras de desenvolvimento de seus produtos e serviços definidas
pelo seu proprietário, o que indica que ela não é um espaço vazio nem apolítico (Srnicek, 2017). O próprio termo “plataforma” institui um modo de ser que sanciona um estado particular das coisas, enqua
drando discursivamente os serviços e tecnologias de empresas no contexto de demandas financeiras, culturais e 3
© RAE | São Paulo | V. 61 | n. PENSATA | GAMIFICAÇÃO E TRABALHO UBERIZADO NAS EMPRESAS-APLICATIVO
Renata Couto de Oliveira tamos, ainda, que, associada a essa instituição, está a opacidade das TCI e seus algoritmos, esses entendidos
como um conjunto de instruções para realizar uma tarefa e cada vez mais incumbidos de decisões, avaliações e
análises que impactam diretamente nossas vidas (Doneda & Almeida, 2018, p. 141). O trabalho algorítmico é tão complexo que a ele é atribuída a opacidade tecnológica, uma vez que o algo
ritmo em si é dotado de aprendizagem automática, sendo capaz de tomar sozinho a decisão “de reorganizar
seu funcionamento interno com base nos dados que está analisando” (Doneda & Almeida, 2018, p. 142). Nesse
sentido, fala-se em “opacidade dos sistemas tecnológicos” (Bridle, 2019, p. 132), ou seja, a atuação contempo
rânea da tecnologia produz efeitos no mundo real que são quase imperceptíveis a priori e, portanto, mais difíceis
de serem dimensionados por nós (Bridle, 2019, p. 137). No contexto do uberismo, é comum que trabalhadores
não apreendam o funcionamento de diversas atividades que fazem parte de suas rotinas, como o preço dinâ
mico, os desligamentos promovidos pelas plataformas, a distribuição de corridas e tarefas, entre outras (Abílio,
2019, p. 3). A presença de algoritmos nas empresas-aplicativo é explicitamente associada aos sistemas opacos
e imprevisíveis de gerenciamento e de tomada de decisão automática, substituindo supervisores e gerentes de
turno (Mason, 2019). A lógica do algoritmo é desconhecida pelos “parceiros” das plataformas, a quem só resta
especular em fóruns virtuais e em mídias sociais sobre seu funcionamento, confabulando sobre táticas para
“enganá-lo”, como por meio da interrupção do trabalho em massa visando “obrigar” o algoritmo a gerar tarifas
mais altas. Contudo, e dentro do contexto aqui observado, a tradicional técnica de interrupção do trabalho perde
a conotação de luta contra a exploração, tornando-se uma mera tentativa de gaming the game (ludibriar o jogo
algorítmico), o que dá aos trabalhadores um sentimento de controle sobre o processo de trabalho ao mesmo
tempo que não demonstra um posicionamento contra a lógica capitalista, apenas contra obstáculos dentro do
próprio jogo (Mason, 2019). É interessante pensar sobre essa colocação à luz das reivindicações dos motofretistas responsáveis pelas
paralisações realizadas no mês de julho de 2020, em meio à pandemia de Covid-19, quando os serviços de entrega
se tornaram essenciais. VIGILÂNCIA E GOVERNANÇA ALGORÍTMICA DO TRABALHADOR JUST IN TIME 169, itálico no original) que
mineram (data mining) grandes volumes de dados e metadados (daí o termo big data) capturados por meio das
atividades mediadas pelas empresas-aplicativo. Trata-se da governança algorítmica que reflete uma generali
zação dos instrumentos de gestão, criando uma espécie de governo sem governo e distanciando-se da ideia de
governo como administração estatal, privilegiando, assim, estilos de comando horizontais ou em rede (Castro,
2018, p. 169). Destacamos, ainda, que a governança algorítmica encontra esteio no ponto de vista tecnocrático,
segundo o qual “as decisões políticas baseiam-se em fatos neutros ou argumentos racionais” (Lemke, 2007, p. 54). Tal constatação nos remete aos trabalhos de Gillespie (2010) e Srnicek (2017) sobre como as plataformas se
instituem, inclusive discursivamente, como empresas de tecnologia mediadoras entre demanda e oferta. Ressal 4
© RAE | São Paulo | V. 61 | n. 4 | 1-10 | e2020-0762 eISSN 2178-938X eISSN 2178-938X UBERISMO E EXPERIMENTOS GAMIFICADOS A gamificação é uma ferramenta que consegue esconder o trabalho embaixo de camadas de desafios e brincadeiras,
nos remetendo ao conceito de playbor, neologismo que sinaliza a sobreposição entre trabalho e lazer, produção e con
sumo, capaz de tornar o trabalho tão viciante quanto jogos de videogame (Scholz, 2017). O caráter experimental das
estratégias gamificadas das empresa-aplicativos é enfatizado por autores e comentaristas: Scheiber (2017) escreve
sobre a Uber, enquanto Mason (2019) fala sobre sua experiência trabalhando para a Lyft. Scheiber (2017) é explícito
ao afirmar que a Uber está furtivamente envolvida em experimentos comportamentais para manipular seus motoris
tas em prol do crescimento corporativo. Por um lado, a empresa insiste em dizer que seus motoristas estão vinculados
por meio de contratos, sendo parceiros ou empreendedores que gozam de flexibilidade e que, por meio da plataforma,
se conectam aos consumidores que precisam de seus serviços (mediante o pagamento de uma comissão de entre
20% e 30%, segundo Rosenblat e Stark [2016]). Por outro lado, a empresa-aplicativo precisa competir com outras, o
que significa atender seus consumidores no menor prazo e com o menor custo possíveis. E, como elas não dispõem
dos meios de coerção das organizações tradicionais, a gamificação é usada para incentivar comportamentos lucrati
vos dos seus “colaboradores”, ainda que aquelas possam ser também prejudiciais aos trabalhadores. Motoristas recebem “mensagens de texto, emails, pop-ups e gráficos cuidadosamente projetados para
mantê-los atrás do volante e direcioná-los, ostensivamente, para áreas de maior demanda” (Süsser, Roessler, &
Nissenbaum, 2019, p. 8). Dessa maneira, como em jogos de videogame, os trabalhadores das plataformas são
impulsionados discretamente, resultando em mais engajamento emocional e mais investimento na finalização
de tarefas. Lembramos, ainda, que o contato com a empresa é feito majoritariamente por meio do aplicativo, sem
interação humana, viabilizando que todas as atividades sejam quantificadas e transformadas em dados que são
coletados e analisados, sugerindo, assim, a possibilidade de implementação ilimitada das estratégias gamifica
das. Elencamos abaixo exemplos dessas estratégias, lembrando que não se trata de um rol exaustivo. PENSATA | GAMIFICAÇÃO E TRABALHO UBERIZADO NAS EMPRESAS-APLICATIVO
Renata Couto de Oliveira Renata Couto de Oliveira sas on-demand. A formação de uma multidão de trabalhadores representa um novo estágio da terceirização
do trabalho, já que não existem mais subcontratados, mas uma multidão de “parceiros” que constantemente
se gerenciam e buscam se diferenciar individualmente por meio de jornadas de trabalho mais longas e assun
ção de custos maiores. Esses são os empreendedores de si, neossujeitos modulados pela “cultura de empresa”
(Dardot e Laval, 2016, p. 328) e que gerenciam o próprio trabalho de maneira subordinada (Abílio, 2019, p. 5). A governança ou gerenciamento algorítmico torna possível uma previsibilidade maior do comportamento da
multidão de trabalhadores, e é justamente essa previsibilidade que torna possível governar a massa, tradicional
mente associada à desordem (Castro, 2018). Das numerosas movimentações monitoradas pelos aplicativos e seus
algoritmos, “tiram-se pressuposições sobre padrões futuros, que se projetam sobre o presente, como seu itinerário
e guia, provocando a preempção da incerteza pela via da mensurabilidade, que por seu turno pavimenta o caminho
para a gestão do risco” (Castro, 2018, p. 175). Nesse sentido, “o capitalismo da informação visa predizer e modi
ficar o comportamento humano como um meio [de] produzir receita e controle de mercado” (Zuboff, 2015, p. 75). PENSATA | GAMIFICAÇÃO E TRABALHO UBERIZADO NAS EMPRESAS-APLICATIVO
Renata Couto de Oliveira Segundo publicação no perfil do Instagram “Treta no Trampo” (@tretanotrampo), do dia
21 de julho de 2020, “a luta é pra ganhar mais, não pra virar CLT ou placa vermelha e acabar ganhando menos. Ninguém quer cumprir hora e ter chefe.” O objetivo dos motofretistas é autonomia “pra valer”, o que possibilita
ria a negociação do preço do trabalho, afinal não é possível negociar com o aplicativo nem com o algoritmo. Isso
se evidencia por meio das punições em caso de recusa de tarefas. Os entregadores e motoristas dos aplicativos
reclamam que eles param de tocar, que perdem pontuação e eventualmente são bloqueados. Por um lado, ainda
que o desafio imposto aos trabalhadores pelo gerenciamento algorítmico seja evidente, nenhum deles deseja
ver seu trabalho regulamentado pela CLT. Por outro lado, a Reforma Trabalhista (Lei n. 13.467/2017) legalizou e
passou a fomentar o uberismo (entendido também como informalidade), por meio do reconhecimento do trabalho
intermitente (Krein, Abílio, Freitas, Borsari, & Cruz, 2018), por exemplo. Nesse sentido, além da eliminação das
garantias conquistadas por meio do Estado de direito pelo Big Other infotecnológico (Zuboff, 2015), agora o pró
prio Estado colabora para que essas garantias (entre elas, as trabalhistas) sejam apagadas da legislação vigente. O gerenciamento algorítmico desponta como uma nova faceta do mundo do trabalho, tendo como estraté
gia a gamificação e possibilitando, assim, que o trabalho esteja cada vez mais disperso e a sua gestão e controle,
cada vez mais concentrados (“organização através da dispersão”, Harvey [1992]). A dispersão é representada
pela multidão de trabalhadores, disponíveis e engajados, que aderem à empresa-aplicativo, arcam com riscos e
custos da sua atividade e não possuem nenhuma garantia, direito ou segurança (Abílio, 2019). Eles também são
denominados “trabalhadores just in time“ (Abílio, 2019, p. 4), uma vez que as empresas-aplicativo são empre 5
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Renata Couto de Oliveira Renata Couto de Oliveira dos uma técnica de gamificação (Süsser et al., 2019). Os motoristas são atraídos pela possibilidade de corridas
mais lucrativas (“preço dinâmico”), mas as chances de conseguir uma são ínfimas e extremamente imprevisí
veis, porque as áreas em destaque aparecem e desaparecem em questão de minutos (Mason, 2019). Ao que
tudo indica, a tática mantém os motoristas dirigindo para atender a demanda (Calo & Rosenblat [2017, p. 1662]
chamam essa técnica de “mecanismo isca e chibata”). A imprevisibilidade é viciante e muito explorada também
em jogos de azar para fazer com que os jogadores façam só mais uma aposta (Mason, 2019). A manutenção do trabalhador just in time ou on-demand é realizada por meio de técnicas como notifica
ções que são recebidas quando, por exemplo, estão prontos para se desconectar do aplicativo: “Tem certeza de
que deseja ficar offline? A demanda é muito alta na sua área. Ganhe mais dinheiro, não pare agora!" (Rosenblat &
Stark, 2016, p. 3768). Outra notificação comum é a que avisa sobre a proximidade de atingir uma meta de ganho
arbitrária: “Você está a US$ 10 de ganhar US$ 330!”, acompanhada por comandos logo abaixo da mensagem (e
em destaque), que oferecem duas opções ao motorista – se desconectar ou seguir dirigindo (Scheiber, 2017),
como uma tela de um jogo de videogame. Essas são “tentativas de explorar uma conhecida vulnerabilidade na
tomada de decisão – a preocupação das pessoas com metas” (Süsser et al., 2019, p. 8). Efeitos semelhantes
são obtidos por meio do recurso interativo dos aplicativos que mostram aos motoristas “o status do trabalho
(horas, ganhos, viagens, etc.) em formatos semelhantes a jogos, conhecidos por seu poder de manter jogado
res ao console e, presumivelmente, motoristas ao volante” (Süsser et al., 2019, p. 8). Uma técnica adotada pela Uber e que é considerada viciante (Mason, 2019; Scheiber, 2017; Süsser et al.,
2019) é o despacho de corridas em fila (recurso automático e padrão, que a Uber garante que pode ser desati
vado pelo motorista, porém é automaticamente reativado após cada pausa, segundo Scheiber [2017]), ou seja,
antes de terminar uma corrida, os motoristas são informados de outras solicitações, o que as torna praticamente
irresistíveis. Essa técnica é comparável àquela utilizada por serviços de streaming, como Netflix e Amazon Prime,
que promove uma nova forma de consumir denominada “binge watching” (e.g. Pittman & Sheehan, 2015, o
“maratonar séries” em português). eISSN 2178-938X © RAE | São Paulo | V. 61 | n. 4 | 1-10 | e2020-0762 UBERISMO E EXPERIMENTOS GAMIFICADOS Além disso,
chamamos atenção para a obsolescência que ronda os estudos sobre novas mídias e as TCI (Crary, 2013), o que
sinaliza a ampliação do rol de técnicas gamificadas ao longo do tempo, tornando fundamental uma investiga
ção aprofundada para entender como o universo do trabalho está sendo reconfigurado por meio da aceleração
promovida pelas TCI e as novas formas de gerenciamento e controle do trabalho que emergem nesse contexto. Além das recompensas imateriais, como os distintivos de motorista divertido (Scheiber, 2017), gráficos
elaborados, que mostram aos motoristas áreas nas quais há probabilidade de tarifas mais altas, são considera 6
© RAE | São Paulo | V. 61 | n. 4 | 1-10 | e2020-0762 eISSN 2178-938X PENSATA | GAMIFICAÇÃO E TRABALHO UBERIZADO NAS EMPRESAS-APLICATIVO PENSATA | GAMIFICAÇÃO E TRABALHO UBERIZADO NAS EMPRESAS-APLICATIVO
Renata Couto de Oliveira Renata Couto de Oliveira sentam queda na média (Mason, 2019). Como as avaliações são calculadas com base nas últimas 100 corridas,
os motoristas sentem-se obrigados a dirigir ainda mais em troca de avaliações melhores (Mason, 2019). Abílio
(2019, p. 4) aponta que as avaliações atuam como uma certificação informal que afeta a identidade profissional
do trabalhador, isto é, seu reconhecimento profissional está intimamente ligado ao seu ranqueamento ao longo
do tempo. Logo, até mesmo a possibilidade de acessar trabalhos futuros está em jogo. Os experimentos conduzidos pelas empresas-aplicativo com seus “parceiros” revelam a “vulnerabilidade
humana a formas de pensamento irracional, tendencioso e limitado, bem como tendências a rotinas compulsi
vas e até viciantes” (Süsser et al., 2019, p. 9). Mason (2019) vai mais longe, sustentando que essas empresas
on-demand adotam os mesmos elementos de empresas de apostas com o escopo de manter seus trabalhado
res conectados e disponíveis por períodos maiores, checando o aplicativo frequentemente. Em tese, a vigilância
contribui ao triangular os dados produzidos a cada interação com outros dados demográficos, formando perfis
que permitem que motoristas recebam comunicação personalizada. Contudo, existem autores (e.g. Schüll, 2014)
que defendem que o laço lúdico (ludic loop), um sentimento de imprevisibilidade que é viciante, é responsá
vel pela manutenção dos trabalhadores à disposição. Afinal, eles nunca sabem quando surgirão áreas de preço
dinâmico nem quando chegará a próxima tarefa que permitirá a conquista do bônus. Assim, os trabalhadores
são condicionados a fazer só mais uma corrida, como o jogador que precisa jogar sempre uma última partida. Existe, ao que parece, uma dimensão temporal envolvendo a gestão e controle do trabalho e que se combina
com a vigilância e o funcionamento das plataformas que merece ser investigada. Teme-se, assim, um retorno
a uma era anterior ao New Deal (Scheiber, 2017), quando vigorava uma assustadora assimetria de poder entre
organizações e trabalhadores, representada pela ausência de garantias e seguranças, viabilizando a explora
ção daqueles. Estamos diante de uma possível servidão digital, que se assemelha muito com as condições de
trabalho do século XIX (Ordaz, 2019). À guisa de conclusão, sinalizamos que o uberismo se afirma como tendência global no mundo do tra
balho (Abílio, 2019), aparecendo em outros contextos associados à gig economy, como o trabalho doméstico,
o microtrabalho e o online freelancing (Woodcock & Graham, 2020). Em todos esses cenários, a gamificação
opera, modificando a forma da gestão e controle dos trabalhadores. PENSATA | GAMIFICAÇÃO E TRABALHO UBERIZADO NAS EMPRESAS-APLICATIVO
Renata Couto de Oliveira No âmbito do trabalho uberizado, certamente a técnica promove uma nova (e
viciante) forma de trabalhar, o que diminui o tempo de espera para os consumidores enquanto passa por cima
do autocontrole dos motoristas (Scheiber, 2017). Como último exemplo, apontamos o próprio sistema de avaliações que os aplicativos usam para classi
ficar seus motoristas, associado à vigilância e ao gerenciamento do trabalhador. Além de terceirizar a função
de gerente para os consumidores (Rosenblat & Stark, 2016), criando uma economia da reputação (Slee, 2017),
as avaliações evidenciam o sistema de monitoramento constante do trabalho dos motoristas com o intuito de
identificar e criar fluxos de trabalho eficientes, tal qual na tradição taylorista (Rosenblat & Stark, 2016, p. 3772). No bojo da tecnocultura, a vigilância é a via de coleta dos dados produzidos por trabalhadores e usuários dos
aplicativos. Esses dados viabilizam que outras técnicas gamificadas sejam implementadas, evitando medidas
disciplinares diretas por meio do uso métricas semanais de desempenho, por exemplo (Rosenblat & Stark, 2016,
p. 3772). A estabilidade de emprego é ameaçada. Os trabalhadores limitam-se a especular em comunidades nas
redes sociais como essas avaliações são feitas. Algumas empresas distribuem as tarefas em faixas de horário
de alta demanda de acordo com as avaliações acumuladas. Quando a pontuação cai, as chamadas tornam-se
escassas ou os trabalhadores são desligados pela empresa-aplicativo (Ordaz, 2019). Tentando manter médias altas, os trabalhadores recorrem ao que é descrito como trabalho emocional, a
combinação de tentativas amigáveis de conversação com contato visual, visando adivinhar as preferências dos
passageiros em troca de boas avaliações em vez de gorjetas (Rosenblat & Stark, 2016, p. 3775). Além disso, o
empenho em agradar os usuários torna-se uma obsessão conforme os relatórios de avaliação chegam e apre 7
© RAE | São Paulo | V. 61 | n. 4 | 1-10 | e2020-0762 eISSN 2178-938X eISSN 2178-938X REFERÊNCIAS Abílio, L. C. (2019). Uberização: Do empreendedorismo para o
autogerenciamento subordinado. Psicoperspectivas, 18(3),
1-11. doi: 10.5027/psicoperspectivas-vol18-issue3-fulltext-1674 Review. Recuperado de https://admin.platformlabor.net/
output/labor-process-gamification-china-us-food-delivery-
platforms/Odds%20Stacked%20Against%20Workers_pre-
pub.pdf Review. Recuperado de https://admin.platformlabor.net/
output/labor-process-gamification-china-us-food-delivery-
platforms/Odds%20Stacked%20Against%20Workers_pre-
pub.pdf Abílio, L. C. (2020). Plataformas digitais e uberização:
Globalização de um Sul administrado? Contracampo, 39(1),
12-26. doi: 10.22409/contracampo.v39i1.38579 Dymek, M., & Zackariasson, P. (2016a). The business of
gamification: A critical analysis. New York, USA: Routledge. Bogost, I. (2011). Gamification is bullshit: My position statement
at the Wharton Gamification Symposium. Retrieved from
http://bogost.com/writing/blog/gamification_is_bullshit/ Dymek, M., & Zackariasson, P. (2016b). Work hard, play hard. In M. Dymek, & P. Zackariasson (eds), The business of gamification:
A critical analysis, [ePub], xi-xxi,New York, USA: Routledge. Época
Negócios. (2020). “Adeus, iFood”: Entregadores
tentam criar cooperativa para trabalhar sem patrão. Recuperado de https://epocanegocios.globo.com/Carreira/
noticia/2020/07/adeus-ifood-entregadores-tentam-criar-
cooperativa-para-trabalhar-sem-patrao.html Braga, R. (2009). A vingança de Braveman: O infotaylorismo
como contratempo. In R. Antunes, & R. Braga (Orgs.),
Infoproletários: Degradação real do trabalho virtual, 59-88
São Paulo, SP: Boitempo. Bridle, J. (2019). A nova idade das trevas: A tecnologia e o fim do
futuro. São Paulo, SP: Todavia. Escribano, F. (2013). Gamification versus ludictatorship. Revista de Comunicación, 5, 58-72. Recuperado de http://
revistadigitalis.uvic.cat/índex.php/obradigital/article/
view/22 Caillois, R. (2001). Man, play and games. Champaign, Illinois:
University of Illinois. Calo, R., & Rosenblat, A. (2017). Taking economy: Uber,
information, and power. Columbia Law Review,117(6),
1623–1690. Recuperado de https://columbialawreview.org/
content/the-taking-economy-uber-information-and-power/ Filgueiras, V., & Antunes, R. (2020). Plataformas digitais,
uberização do trabalho e regulação no capitalismo
contemporâneo. Contracampo, 39(1), 27-43. doi: 10.22409/
contracampo.v39i1.38901 Castro, J. C. L. (2018). Redes sociais como modelo de governança
algorítmica. MATRIZes, 12(2), 165-191. doi: 10.11606/
issn.1982-8160.v12i2p165-191 Fuchs, M. (2014). Predigital precursors of gamification. In M. Fuchs, S. Fizek, P. Ruffino, & N. Schrape (Eds.), Rethinking
gamification. Hybrid Publishing Lab, Centre for Digital
Cultures, United Kingdom: Lightning Source UK Ltd, 119-140. Charitsis, V., Zwick, D., & Bradshaw, A. (2018) Creating worlds
that create audiences: Theorising personal data markets in
the age of communicative capitalism. Triple C, 16(2), 820-
834. doi: 10.31269/triplec.v16i2.1041 Gillespie, T. (2010). The politics of ‘platforms’. New Media and
Society, 12(3), 347-364. doi 10.1177/1461444809342738 Hamari, J. (2013). Transforming Homo economicus into Homo
ludens: A field experiment on gamification in a utilitarian peer-
to-peer trading service. Electronic Commerce Research and
Applications, 12, 236-245. doi: 10.1016/j.elerap.2013.01.004 Crary, J. (2013). 24/7: Late capitalism and the ends of sleep. London, UK: Verso. Dardot, P., & Laval, C. (2016). PENSATA | GAMIFICAÇÃO E TRABALHO UBERIZADO NAS EMPRESAS-APLICATIVO Renata Couto de Oliveira Renata Couto de Oliveira existe e conta com o trabalho voluntário de profissionais de diversas áreas (advogados, programadores, econo
mistas, entre outros), apesar do alto custo inicial do desenvolvimento de um aplicativo simplificado (cerca de
500 mil reais, segundo site da revista Época Negócios [2020]). PENSATA | GAMIFICAÇÃO E TRABALHO UBERIZADO NAS EMPRESAS-APLICATIVO
Renata Couto de Oliveira Contudo, estudos recentes aventam
a possibilidade de uma economia de plataforma sustentável, bem como do cooperativismo de plataforma
(Morrell et al., 2020; Scholz, 2016; Schor & Eddy, 2020), contextos nos quais o uso de técnicas gamificadas
é bastante reduzido: quatro das 20 plataformas que fizeram parte do estudo de Morrell et al. (2020) usam
gamificação. Três dessas quatro plataformas são unicórnios (ou seja, startups avaliadas em 1 bilhão de dóla
res antes de abrirem seus capitais em bolsas de valores), e uma é uma plataforma com design alternativo. Além disso, duas em 20 afirmaram que seus empregados podem rejeitar tanto o gerenciamento algorítmico
quanto as técnicas gamificadas quando esses aspectos estiverem presentes (Morrell et al., 2020). Ainda, essas
duas plataformas são do tipo alternativo (ou seja, é impossível rejeitar tanto o gerenciamento algorítmico
quanto a gamificação quando se trabalha para plataformas digitais unicórnios, segundo Morrell et al. [2020]). Por seu turno, o cooperativismo de plataforma é pensado a partir dos valores da Economia Social e Solidá
ria e dos princípios do cooperativismo com o intuito de ser uma alternativa verdadeiramente colaborativa (Morrell
et al., 2020). Schor e Eddy (2020) investigaram plataformas sem fins lucrativos que visam promover benefícios
sociais e que, apesar de usarem a mesma tecnologia, em versões de baixo custo, de outras plataformas, ou não
tiveram sucesso, ou tiveram um crescimento bastante lento. De toda forma, a expectativa é que nesses modelos
a gamificação seja reduzida ou até mesmo opcional. A tentativa de criar cooperativas de entregadores no Brasil 8
© RAE | São Paulo | V. 61 | n. 4 | 1-10 | e2020-0762 eISSN 2178-938X PENSATA | GAMIFICAÇÃO E TRABALHO UBERIZADO NAS EMPRESAS-APLICATIVO Renata Couto de Oliveira Krein, J. D., Abílio, L., Freitas, P., Borsari, P., & Cruz, R. (2018). Flexibilização das relações de trabalho: Insegurança para os
trabalhadores. Revista do Tribunal Regional do Trabalho da
15ª Região, (52), 41-66. Recuperado de https://juslaboris.tst. jus.br/handle/20.500.12178/141969 Scheiber, N. (2017). How Uber uses psychological tricks to push
its drivers’ buttons. N.Y. Times. Recuperado de https://www. nytimes.com/interactive/2017/04/02/technology/uber-
drivers-psychological-tricks.html Scholz, T. (2016). Cooperativismo de plataforma: Contestando a
economia do compartilhamento corporativa. São Paulo, SP:
Autonomia Literária. Lemke,
T. (2007). An
indigestible
meal? Foucault,
governmentality and state theory. Distinktion, 8(2), 43-64. doi: 10.1080/1600910X.2007.9672946 Scholz, T. (2017). Uberworked and underpaid: How workers are
disrupting the digital economy. Cambridge, UK: Polity Press. Manyika, J., Lund, S., Bughin, S., Robinson, K., Mischke, J., & Maha
jan, D. (2016, October). Independent work: Choice, necessity, and
the gig economy. Mckinsey Institute. Retrieved from https://www. mckinsey.com/featured-insights/employment-and-growth/in
dependent-work-choice-necessity-and-the-gig-economy Schor, J. B., & Eddy, S. (2020). The just and democratic platform? Possibilities of platform cooperativism. Recuperado de
https://www.bc.edu/content/dam/bc1/schools/mcas/
sociology/pdf/connected/Platform%20Possibilities%20
March%201%202020.pdf Mason, S. (2019). Chasing the pink. Logic, 6. Recuperado de
https://logicmag.io/play/chasing-the-pink Schüll, N. D. (2014). Addiction by design: Machine gambling in
Las Vegas. Princeton, USA: Princeton University Press. McGonigal, J. (2011). Reality is broken: Why games make us
better and how they can change the world. New York, USA:
Penguin Books. Slee, T. (2017). Uberização: A nova onda do trabalho precarizado. São Paulo, SP: Editora Elefante. Moreschi, B., Pereira, G., & Cozman, F. G. (2020). The Brazilian
workers in Amazon Mechanical Turk: Dreams and realities of
ghost workers. Contracampo, 39(1), 46-64. doi: 10.22409/
contracampo.v39i1.38252 Srnicek, N. (2017). Platform capitalism [ePub]. Cambridge, UK:
Polity Press. Stefano, V. De. (2017). Labour is not a technology: Reasserting
the declaration of Philadelphia in times of platform-work and
gig-economy. IUSLabor, 2, 1-16. Recuperado de https://core. ac.uk/download/ pdf/155003521.pdf Morozov, E. (2018). Big Tech: A ascensão dos dados e a morte da
política. São Paulo, SP: Ubu Editora Morrell, M. F., Espelt, R., & Cano, M. R. (2020). Sustainable
platform economy: Connections with the sustainable
development goals. Sustainability, 12(18), 7640. doi:
10.3390/su12187640 Süsser, D., Roessler, B., & Nissenbaum, H. (2019). Online
manipulation: Hidden influences in a digital world. Georgetown
Law Techonology Review, 4(1), 1-45. Recuperado de https://
georgetownlawtechreview.org/online-manipulation-hidden-
influences-in-a-digital-world/GLTR-01-2020/ Ordaz, P. (2019). Os entregadores de comida são reféns
do seu ‘like’. Recuperado de https://brasil.elpais.com/
brasil/2019/01/23/economia/1548260634_440077.html Valenduc, G. (2019). New form of work and employment in the
digital economy. In A. Serrano-Pascual, & M. REFERÊNCIAS A nova razão do mundo: Ensaio
sobre a sociedade neoliberal. São Paulo, SP: Boitempo. Harvey, D. (1992). A condição pós-moderna: Uma pesquisa sobre
as origens da mudança cultural. São Paulo, SP: Loyola. Deleuze, G. (1992). Conversações, 1972-1990. São Paulo, SP:
Editora 34. Kittur, A., Nickerson, J. V., Bernstein, M., Gerber, E., Shaw, A.,
Zimmerman, J., Lease, M., & Horton, J. (2013, February 23-27). The future of crowd work. Proceedings of the ACM Conference
on Computer Supported Coooperative Work, San Antonio, USA. Recuperado de https:// hci.stanford.edu/publications/2013/
CrowdWork/futureofcrowdwork-cscw2013.pdf Deterding, S., Khaled, R., Nacke, L. E., & Dixon, D. (2011). Gamification: Toward a definition. Recuperado de http://
gamication-research.org/wp-content/uploads/2011/04/02-
Deterding-Khaled-Nacke-Dixon.pdf Doneda, D., & Almeida, V. A. F. (2018). O que é a governança
de algoritmos? In F. Bruno, B. Cardoso, M. Kanashiro, L. Guilhon, & L. Melgaço (Orgs.), Tecnopolíticas da vigilância:
Perspectivas da margem. São Paulo, SP: Boitempo. Koivisto, J., & Hamari, J. (2014). Demographic differences in
perceived benefits from gamification. Computer in Human
Behavior, 35, 179-188. doi: 10.1016/j.chb.2014.03.007 Doorn, N. Van, & Chen, J. Y. (2020, no prelo). Odds stacked
against workers: Labor process gamification on Chinese
and American food delivery platforms. Socio-Economic Kozinets, R. V. (2019). Consuming tecnocultures: An extended
JCR curation. Journal of Consumer Research, 46, 620-627. doi:
10.1093/jcr/ucz034 © RAE | São Paulo | V. 61 | n. 4 | 1-10 | e2020-0762 eISSN 2178-938X PENSATA | GAMIFICAÇÃO E TRABALHO UBERIZADO NAS EMPRESAS-APLICATIVO Renata Couto de Oliveira Jespen (Eds.),
The deconstruction of employment as a political question. Brussels, Belgium: Palgrave Macmillan, 63-80. Pittman, M., & Sheehan, K. (2015). Sprinting a media marathon:
Uses and gratifications of binge-watching television through
Netflix. First Monday, 20(10). doi:10.5210/fm.v20i10.6138 Vesa, M., Hamari, J., Harviainen, J. T., & Warmelink, H. (2017). Computer Games and Organization Studies. Organization
Studies, 38(2), 273–284. doi: 10.1177/0170840616663242 Pridmore, J., & Zwick, D. (2011). Editorial: Marketing and the
rise of commercial consumer surveillance. Surveillance and
Society, 8(3), 269-277. Recuperado de https://ojs.library. queensu.ca/index.php/surveillance-and-society/article/
view/4163/4165 Vesa, M., & Harviainen, J. T. (2019). Gamification: Concepts,
consequences, and critiques. Journal of Management Inquiry,
28(2), 128-130. doi: 10.1177/1056492618790911 Woodcock, J. & Graham, M. (2020). The Gig Economy: A critical
introduction [ePub]. Cambridge, UK: Polity Press. Rosenblat, A., & Stark, L. (2016). Algorithmic labor and
information asymmetries: A case study of Uber’s drivers. International Journal of Communication, 10, 3758-3784. Recuperado
de
https://ijoc.org/index.php/ijoc/article/
view/4892/1739 Woodcock, J., & Johnson, M. R. (2018). Gamification: What it is,
and how to fight it. The Sociological Review, 66(3), 542-558. doi: 10.1177/0038026117728620 Santos, J. V. (2020). Uberismo e gaificação: Transformações do
mundo do trabalho reveladas na greve dos entregadores. Instituto Humanitas Unisinos. Recuperado de http://www. ihu.unisinos.br/159-noticias/entrevistas/601125-uberismo-
e-gamificacao-transformacoes-do-mundo-do-trabalho-
reveladas-na-greve-dos-entregadores-entrevista-especial-
com-ana-claudia-moreira-cardoso Zichermann, G., & Cunningham, C. (2011). Gamification by
design: implementing game mechanics in web and mobile
apps. Canada: O’Reilly Media, Inc. Zuboff, S. (2015). Big Other: Surveillance capitalism and the
prospects of an information civilization. Journal of Information
Technology, 30(1), 75-89. doi: 10.1057/jit.2015.5 Zuboff, S. (2015). Big Other: Surveillance capitalism and the
prospects of an information civilization. Journal of Information
Technology, 30(1), 75-89. doi: 10.1057/jit.2015.5 PENSATA | GAMIFICAÇÃO E TRABALHO UBERIZADO NAS EMPRESAS-APLICATIVO Renata Couto de Oliveira Renata Couto de Azevedo de Oliveira trabalhou na pesquisa, na redação e na revisão final do manuscrito deste
ensaio teórico. CONTRIBUIÇÃO DA AUTORA Renata Couto de Azevedo de Oliveira trabalhou na pesquisa, na redação e na revisão final do manuscrito deste
ensaio teórico. Renata Couto de Azevedo de Oliveira trabalhou na pesquisa, na redação e na revisão final do manuscrito deste
ensaio teórico. © RAE | São Paulo | V. 61 | n. 4 | 1-10 | e2020-0762 eISSN 2178-938X 10
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https://europepmc.org/articles/pmc4014551?pdf=render
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Quality of Obstetric Referral Services in India's JSY Cash Transfer Programme for Institutional Births: A Study from Madhya Pradesh Province
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Abstract This is an open-access article distributed under the terms of the Creative Commons Attribut
unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. pyright: 2014 Chaturvedi et al. This is an open-access article distributed under the terms of the Creative Commons Attribution
restricted use, distribution, and reproduction in any medium, provided the original author and source are credited. Funding: This work was supported by EU FP 7 grant to project MATIND. Support was also received from Swedish Research Council. The funders had no role in
study design, data collection and analysis, decision to publish, or preparation of the manuscript. Competing Interests: The authors have declared that no competing interests exist. * E-mail: sarikabharat2005@gmail.com Quality of Obstetric Referral Services in India’s JSY Cash
Transfer Programme for Institutional Births: A Study
from Madhya Pradesh Province Quality of Obstetric Referral Services in India’s JSY Cash
Transfer Programme for Institutional Births: A Study
from Madhya Pradesh Province Sarika Chaturvedi1,2*, Bharat Randive1,3, Vishal Diwan1,2,4, Ayesha De Costa2 Sarika Chaturvedi
, Bharat Randive
, Vishal Diwan
, Ayesha De Costa
1 Department of Public Health and Environment, R D Gardi Medical College, Ujjain, India, 2 Department of Public Health Sciences, Karolinska Institutet, Stockholm,
Sweden, 3 Department of Public Health and Clinical Medicine, Umea University, Umea, Sweden, 4 International Centre for Health Research, R D Gardi Medical College,
Ujjain, India and Environment, R D Gardi Medical College, Ujjain, India, 2 Department of Public Health Sciences, Karolinska Institutet, Stockholm
Health and Clinical Medicine, Umea University, Umea, Sweden, 4 International Centre for Health Research, R D Gardi Medical College Abstract Background: India launched JSY cash transfer programme to increase access to emergency obstetric and neonatal care
(EmONC) by incentivising in-facility births. This increased in-facility births from 30%in 2005 to 73% in 2012 however, decline
in maternal mortality follows a secular trend. Dysfunctional referral services can contribute to poor programme impact on
outcomes. We hence describe inter- facility referrals and study quality of referral services in JSY. Methods and Results: Women accessing intra natal care (n = 1182) at facilities (reporting .10 deliveries/month, n = 96)
were interviewed in a 5 day cross sectional survey in 3 districts of Madhya Pradesh province. A nested matched case control
study (n = 68 pairs) was performed to study association between maternal referral and adverse birth outcomes. There were
111 (9.4%) in referrals and 69 (5.8%) out referrals. Secondary level facilities sent most referrals and 40% were for conditions
expected to be treated at this level. There were 36 adverse birth outcomes (intra partum and in-facility deaths). After
matching for type of complication and place of delivery, conditional logistic regression model showed maternal referral at
term delivery was associated with higher odds of adverse birth outcomes (OR- 2.6, 95% CI: 1.0–6.6 p = 0.04). Maternal death
record review (April 10–March 12) was conducted at the CEmOC facility in one district. Spatial analysis of transfer time from
sending to the receiving CEmOC facility among in-facility maternal deaths was conducted in ArcGIS10 applying two hours
(equated to 100 Km) as desired transfer time. There were 124 maternal deaths, 55 of which were among mothers referred in. Buffer analysis revealed 98% mothers were referred from ,2 hours. Median time between arrival and death was 6.75 hours. Conclusions: High odds of adverse birth outcomes associated with maternal referral and high maternal deaths despite
spatial access to referral care indicate poor quality of referral services. Editor: Hamid Reza Baradaran, Iran University of Medical Sciences, Iran (Islamic Republic Of) Received October 9, 2013; Accepted April 11, 2014; Published May 8, 2014 turvedi et al. This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits
tion, and reproduction in any medium, provided the original author and source are credited. Copyright: 2014 Chaturvedi et al. Study site and context The study was conducted in Madhya Pradesh (MP) province in
central India. MP has a population of 72 million, 70% of which is
rural [16]. It has relatively poor health indicators compared to the
rest of the country (Table 1). The public sector, through which the
JSY is implemented, is the dominant provider of obstetric services
in the province. The private sector is relatively small and
concentrated in urban areas. Despite the criticality of obstetric referral services for effective
EmONC and reductions in maternal and neonatal mortality, no
studies have examined the functioning of these, especially in the
context of the JSY program in India. Questions that remain
unanswered are about the processes and characteristics of referral
like proportion of mothers participating in the program that are
referred, indications for which they are referred, facility levels from
(and to) which referrals are made, transport used for referral,
outcomes of delivery in referred mothers and their newborns. Importantly the quality of referral services in the program also
needs study. Thus the objectives of this study were (1) to describe
the inter-facility obstetric referrals in the JSY cash transfer
programme in terms of (a) the proportion of mothers referred (b)
referral indications (c) referral patterns and (d) delivery outcomes,
and (2) to study the quality of referral services in the JSY by
examining (a) association between maternal referral and birth
outcomes and (b) spatial access to CEmOC among mothers who
were referred to and subsequently died at a CEmOC facility. The province is divided into fifty independent administrative
districts. Each district has approximately a million people and a
separate district health department that oversees health facilities,
health workers and program implementation within its boundar-
ies. Three districts were purposively selected for this study to
reflect different levels of maternal mortality, institutional delivery
proportions, and heterogeneity in socio demographic profiles and
variations in geographical parts of the province. (Table 1). The JSY: In MP, the JSY provides a cash transfer to all mothers
(,31 USD if rural, 22 USD if urban) conditional on delivering in
public health institutions. Delivery care in public institutions is
formally free of charge. All public health facilities, regardless of the
level of functionality are eligible for the JSY i.e. they provide the
cash incentive to mothers delivering there. Introduction neonatal mortality by promoting in-facility delivery. The criteria
for women to qualify as beneficiaries, as well as the size of the cash
transfer, vary between provinces of the Indian Union [5]. The
program has thus far had 54 million beneficiaries. National
surveys [6] [7] have documented a steep increase in institutional
delivery proportions since the JSY began- from 30% in 2005 to
73% in 2012 [8].Studies published to date have failed to detect an
effect of the JSY on reduction in maternal [9] [10] and neonatal
mortality [11]. Maternal mortality is considered to be the greatest health
inequity of the 21stcentury [1]. It continues to be a problem largely
for poor women in low and middle income countries (LMICs).Five
obstetric complications cause over two thirds of maternal deaths
[2].While most fatal complications cannot be prevented or
predicted, they can be effectively treated if women have access
to good quality emergency obstetric care (EmOC). Given that
most maternal deaths occur during labour, delivery and the first
24 hours post partum, an effective intra partum care strategy
including EmOC services has been identified as a priority to
reduce maternal deaths[3] [4]. Effective referral services are central to a program like the JSY,
which aims to provide EmOC care to save lives. It is known that
reductions in maternal mortality and morbidity are not possible
without an effective referral system for obstetric complications
[12].Obstetric complications are unpredictable and offer a short
time window to start medical care, failing which they can be fatal. The capacity of different tiers of public sector health facilities (that
are all also JSY institutions) to function as EmONC facilities is India, which contributes to a fifth of all maternal deaths,
adopted an intra-partum care strategy, under its Janani Suraskha
Yojana (JSY) program. The JSY, launched in 2005, is a cash
transfer paid to women when they give birth in a health facility. The objective of the JSY has been to reduce maternal and May 2014 | Volume 9 | Issue 5 | e96773 May 2014 | Volume 9 | Issue 5 | e96773 PLOS ONE | www.plosone.org 1 Quality of Referral Services in JSY, India sending and receiving facilities in the JSY program is shown in
Figure 1. sending and receiving facilities in the JSY program is shown in
Figure 1. Introduction varied, with some being competent Comprehensive emergency
obstetric and newborn care (CEmONC)facilities, while others
function at less than Basic EmONC (BEmONC) levels. Given this
variation, it is all the more important that an effective referral
system is in place to facilitate effective first line management at the
first facility a mother attends, and efficient transfer to more
comprehensive care facilities when complications may necessitate
this. A dysfunctional referral system can contribute to a poor
program impact on maternal and neonatal mortality outcomes. Study site and context The program has raised
institutional birth proportion in MP from 30% in 2005 to 81% in
2010[17].Thus far, 7 million women have been beneficiaries of the
program across the province [18].Apart from the cash incentive to
mothers, under the JSY programme; the government also provides
a cash incentive to rural female health volunteers called ASHAs
(Accredited Social Health Activists) to escort women to institutions
for delivery. Large investments are underway in a number of LMICs to
strengthen their capacities to provide EmOC and achieve MDGs
4 and 5, however research into the functioning of the referral
services for EmOC in these areas is limited [13]. This study of
referral services for EmOC in the JSY in India has implications for
the JSY program as well as for other low middle income settings
working to strengthen EmOC to achieve their MDGs. y
The public health system and referrals: The public healthcare
delivery system is organised in three tiers comprising Primary
Health Centres (PHCs), Community Health Centres (CHCs) at
secondary level and tertiary District Hospitals (DHs). The PHCs
are expected to provide normal delivery care and referrals when
there are complications; the CHCs are expected to provide
specialist services, and some of these are designated as First
Referral Units (FRUs) providing Caesarean section while the
district hospitals are expected to be tertiary care facilities handling
complicated cases. Although varying by district size, on average
each district has about 40 PHCs, 6–9 CHCs and one DH. While
this hierarchy of healthcare facilities exists, patients can choose to
access any level of care directly, without moving through the
hierarchy. There is no formal preferential treatment for referred
cases. Ideally when patients are referred from one facility to Study Framework The term referral is often used to indicate an advice given by a
health worker to seek care at higher level facility, whether followed
or not [14]. In this study, within the context of the JSY program,
we used the term referral to mean movement of women seeking
intra-natal care from one health facility to another, because of an
inability to receive the necessary obstetric care at the first facility
attended. We used the referral chain model proposed by Jahn et
al[15]. The model conceptualises referrals as composed of three
main components- sender, transport and receiver. Although the
importance of the family or village level in the referral chain in
Jahn’s model cannot be denied, we limited this study to referrals
between facilities, as this is relevant in the context of the JSY. An
adaptation of Jahn’s model of the referral chain that focuses on the Figure 1. Model of referral chain, adapted from Jahn A and De Brouwer V 2001. doi:10.1371/journal.pone.0096773.g001 Figure 1. Model of referral chain, adapted from Jahn A and De Brouwer V 2001. doi:10.1371/journal.pone.0096773.g001 May 2014 | Volume 9 | Issue 5 | e96773 PLOS ONE | www.plosone.org 2 Quality of Referral Services in JSY, India Table 1. Profile of study districts.** Health/Development indicators
District 1
District 2
District 3
Madhya Pradesh
India
Maternal mortality ratio*
415
386
206
277
212
Neonatal mortality rate
46
65
32
43
33
Literacy (%)
69
67
74
74
74
Institutional delivery (%)
58
72
81
76
73
Human development Index
0.5
0.4
0.6
-
Population(million)
1
1
1.9
72
1000
*MMR estimates are regional;
** Most recent figures available at time of district selection. Source-Annual Health Survey and Census of India 2011, Registrar General of India, Government of India;,Government of India; Human Development Indices of districts
of MP 2001. doi:10.1371/journal.pone.0096773.t001 e at time of district selection. nd Census of India 2011, Registrar General of India, Government of India;,Government of India; Human Development Indices of district complications including Caesarean section and blood transfusion. Maternal death records are required to be maintained at all health
facilities in a prescribed format by the government. These records
(Apr 2010–Mar2012) were studied at the CEmOC facility to
extract data regarding deaths among those mothers referred into
this hospital for obstetric care and subsequently died there. In
particular data on sending facility locations, delivery details, cause
of death, and times of arrival and death were extracted. The two
main variables of interest were (a) spatial access measured by travel
time between the sending facility and the receiving CEmOC
facility and (b) time between the mother’s arrival at the CEmOC
facility and death. All sending and the receiving facility were geo-
positioned onto a digitised map of the district. The distance
between the sending and receiving facilities was converted into
travel time assuming the average speed of a van in the study area is
50 km/hour. This average for van speed was based on informa-
tion provided by key informants including nursing staff and
ambulance drivers in the study district. Travel time between
sending and the receiving facility (the district hospital) was
categorised into ,1 hour, between 1and 2 hours and .2 hours. Time between arrival and death was derived from the medical
record entries. another, a referral slip is to be sent with the patient and a duplicate
record is maintained at the sending facilities, although this is not
always done in practice. There is no reply form or information
sent back from the receiving facility to the sending facility on the
case referred. The MP provincial government operates a transport
system called Janani Express (JE)[19] (started 2006) to transport
pregnant mothers to/from or between health facilities. The JE
service is formally free of charge. Data collection Cross sectional survey. A list of delivery facilities along with
the average number of deliveries each facility performed was
obtained from the district health office in the three districts. The
facilities in three study districts- both public and private that
performed 10 or more deliveries a month were invited to
participate in a cross sectional survey. At the time of the survey,
researchers visiting each facility also enquired with facility
personnel about availability of other delivery centres in the
vicinity. This way snowballing was used to complete the list of
delivery facilities. Trained women research assistants visited each
study facility for five consecutive days. All women admitted or
referred into a facility for intra natal or early post natal care were
interviewed to gather data on socio demographic profile, delivery
and referral details. During the same five day period details of
obstetric referrals sent out from study facilities were obtained by
meeting the nursing staff soon after the referral. The survey was
done during February 2012 through to April 2013. Data on
reasons for referral were sought from the referral slips and by
meting nursing staff at facilities while data on other variables were
obtained from mothers interviewed. The description of inter-
facility referrals and the nested case control study draw on this
survey data. Ethics statement. All the study participants in the survey
provided written informed consent to participate. Consent was
administered in the local language. The study was approved by the
Institutional Ethics Committee of the R D Gardi Medical College,
MP, India. Study design The objectives of this paper were addressed through different
studies. The first objective to describe the inter facility referrals was
studied using a cross sectional survey of mothers delivering under
the JSY program. The quality of referral services is studied in two
ways (a) by using a nested matched case control design to examine
association between maternal referral and birth outcomes, and (b)
a retrospective maternal death record review to examine spatial
access to CEmOC. Analysis To describe inter facility referrals, we determined the propor-
tion of mothers referred for intra partum care, among those who
accessed the study facilities for delivery care during the 5 study
days. Referral pathways of mothers who were referred were traced
and analysed by facility levels to produce referral patterns. Descriptive statistics were used to analyse data on time spent at
facilities in the referral chain, referral indications, distance
travelled, transport used and delivery outcomes. In the matched case control design, cases were women who
delivered at term but had adverse birth outcome defined as intra
partum foetal death or in-facility neonatal death within 48 hours
post partum. Controls were women who delivered at term and had
live neonates at 48 hours post partum matched individually to
cases for the type of obstetric complication and place of delivery. The exposure of interest was maternal referral. Types of
complications matched included (1) haemorrhage (2) pre eclamp-
sia or eclampsia (3) obstructed labour (4) infection and (5) indirect Record review. Data for our spatial analysis was sourced
from maternal death records maintained at the only Comprehen-
sive Emergency Obstetric Care (CEmOC) facility in district 1. This facility is the only one that provides services for obstetric May 2014 | Volume 9 | Issue 5 | e96773 PLOS ONE | www.plosone.org May 2014 | Volume 9 | Issue 5 | e96773 3 Quality of Referral Services in JSY, India Table 2. Study facilities by level and distribution of mothers who accessed intra-partum care at these levels. Facility levels/type
No of facilities (%)
No of mothers accessed care (%)
Primary
47 (49)
203 (17)
Secondary
24 (25)
493 (42)
Tertiary
3 (3)
362 (31)
Private
22 (23)
124 (10)
Total
96 (100)
1182 (100)
doi:10.1371/journal.pone.0096773.t002 In keeping with our objective of studying referrals, we included
180 mothers (111 mothers who were referred into the study
facilities and the 69 who were referred out from the study facilities)
in this part of study. Of the referred in mothers, 60% belonged to
families living below the poverty line; 35% had a caesarean section
delivery. Only 4% were grand mutiparas. causes (anaemia). The second matching criterion was place of
delivery. This was chosen to limit differences in case management
and quality of care received. Each case was matched to two
controls. Analysis Odds ratio and 95% confidence intervals were calculated
using conditional logistic regression to study association of referral
with birth outcomes controlling for other potential confounders. Referral indications. For the 180 referred mothers, pro-
longed labour (obstruction/malposition) was the most common
reason (39%) for referral followed by leaking (13%), haemorrhage
(8%) and pre/eclampsia (7%). Importantly, facility dysfunction-
ality that included non availability of staff, or power and water
shortages at sending facilities was a reason for referral in 7% cases;
all such sending facilities were primary or secondary level ones. Referral indications by level of sending facilities are presented in
Table 3. Of the referrals from the CHC level over one third (40%)
were for prolonged labour and a fifth were for leaking membranes,
both are conditions ideally expected to be managed at the CHC
level. Referral indications. For the 180 referred mothers, pro-
longed labour (obstruction/malposition) was the most common
reason (39%) for referral followed by leaking (13%), haemorrhage
(8%) and pre/eclampsia (7%). Importantly, facility dysfunction-
ality that included non availability of staff, or power and water
shortages at sending facilities was a reason for referral in 7% cases;
all such sending facilities were primary or secondary level ones. A spatial analysis of transfer time from sending to the receiving
CEmOC facility among in-facility maternal deaths was conducted. The CEmOC facility and all sending facilities from where the
deceased mothers were referred to the CEmOC facility in District
1 were plotted on the map. Buffers of a radius of 50 km (equated
to one hour travel time) and 100 km (equated to two hours travel
time) were constructed around the CEmOC facility. We used the
two hour travel time for categorisation since a travel time of two
hours to a CEmOC facility is considered a standard for adequate
spatial access to EmOC[20] [21]. Hence deaths among mothers
who were referred to CEmOC facility from a facility located
within the 2 hour buffer indicated poor quality referral services,
either at the sender or receiver levels or at both these levels in the
referral chain. Time spent at the CEmOC facility before death was
used to assess care at the receiver level facility. Characteristics of referrals. Of all the referrals, 97% were
made prior to delivery. Analysis There were 2% referrals that were made
directly from the facility entrance without any examination or
treatment, 38% after examination, and 60% were admitted into
the sending facility before being referred (median duration of
admission = 4.5 hours). A referral slip was given to 72% referred
mothers. The referral slip mainly contained patient name, date
and the facility to which she was referred. Two thirds (63%) of
inter facility transfers used the JE transport. The average inter
facility travel time was 1.25 hours. y
Quantitative data were analysed in STATA. Spatial analysis
was conducted using ArcGIS 10. Results Objective 1: To describe inter facility referrals in the JSY
Study facilities and mothers. The facility survey yielded a
97% response rate resulting in 96 facilities included in the study. The study facilities by levels of care are presented in Table 2. All
the private facilities surveyed provided Caesarean section and have
been categorised separately as they are not JSY program facilities. All the three district hospitals provided Caesarean section, while
none of the CHCs (secondary level) except one in District 3 did so. For all primary and secondary level facilities, the respective
District Hospitals were the referral centres of first choice equipped
with blood and obstetric surgery facilities. The average distance to
these higher centres was 47 km (IQR 25–63 km). All facilities had
24 hour seven days a week access to free Janani Express van for
referral transportation. The distribution of mothers who accessed
intra-partum care at these facilities during the 5 day study period is
presented in Table 2. Referral pattern. The referral patterns for referred in and
referred out mothers are presented separately below. Of the total
111 referred in mothers, 98 were referred once, 11 were referred
twice and two were referred thrice resulting in a total of 126 inter
facility referrals among the referred in mothers. As seen in Figure 3, in the first referral, sending facilities for
mothers referred in were secondary level CHCs in 62% of cases
and primary levels in 26% of cases. Of mothers referred from both
these levels, 70% went to tertiary level receiving facilities in the
public sector. This pattern depicted in Figure 3 below shows that
the tertiary level facilities receive most referrals, while the
secondary level facilties receive very few referrals at all. In all 13
(12%) mothers who had been referred once required a further
referral, half of whom went to a private facility, indicating greater
involvement of the private sector in higher order referrals. As seen in Figure 3, in the first referral, sending facilities for
mothers referred in were secondary level CHCs in 62% of cases
and primary levels in 26% of cases. Of mothers referred from both
these levels, 70% went to tertiary level receiving facilities in the
public sector. This pattern depicted in Figure 3 below shows that
the tertiary level facilities receive most referrals, while the
secondary level facilties receive very few referrals at all. Discussion In the matched design when examined separately, odds for intra
partum foetal deaths were higher (OR = 3.1, 95% CI: 1.3–8.7)
than those for early neonatal death (OR = 1.3, 95% CI: 0.3–
4.9).When association of referral with intra partum foetal deaths
was examined in the conditional logistic regression model,
maternal referral had four times higher odds of intra partum
foetal deaths (OR = 4, 95% CI 1.2–13.8) and the type of provider
showed a protective effect – such deaths were less likely in
deliveries conducted by doctors than those conducted by nursing
personnel or other unqualified staff (OR = 0.15). Results In all 13
(12%) mothers who had been referred once required a further
referral, half of whom went to a private facility, indicating greater
involvement of the private sector in higher order referrals. A total of 1182 mothers arrived at the 96 study facilities for
delivery care during the 5 day survey period. Of these, 1071 came
directly from home while 111(9.4%) came on referral from
another facility (Figure 2). Of the 1182 mothers who arrived at the
study facilities, 69 (5.8%) mothers were referred out for higher care
while 1113 were admitted and received delivery care in study
facilities. All the 111 mothers who arrived on referral into study
facilities completed their care there, none were referred further on. Referral patterns for the 69 mothers who were referred out
reveal the same pattern as above –secondary level facilities (CHCs)
were the common senders and tertiary level facilities (DHs) were
the common intended receivers of referrals. About half the
referrals from primary level were sent directly to tertiary level. Referrals were rarely sent from public to private facilities, while
few referrals were sent to the medical college. The referral patterns
of these 69 inter facility referrals are shown in Figure 4. May 2014 | Volume 9 | Issue 5 | e96773 PLOS ONE | www.plosone.org 4 Quality of Referral Services in JSY, India Figure 2. Mothers who reached study facilities for intra-partum care by referral status. doi:10.1371/journal.pone.0096773.g002 Figure 2. Mothers who reached study facilities for intra-partum care by referral status. doi:10.1371/journal.pone.0096773.g002 Table 6 presents the age, parity, and causes of deaths for the 55
referred mothers. The buffer analysis of travel time between
sending facilities and the CEmOC facility (receiver) is shown in
Figure 5. It reveals that for 54 maternal deaths (98%) the sending
facilties were located within a two hour buffer from CEmOC
facility indicating good geographic access. The median time
between arrival of mothers at the CEmOC facility and death was
6.75 hours (IQR-2.1–32 hours). Delivery outcomes. Outcomes of delivery among mothers
referred out during the study period are not known, we present
here outcomes for all mothers admitted at study facilities
(n = 1113). There were no maternal deaths while 36 adverse birth
outcomes (intra partum foetal deaths and early in-facility neonatal
deaths) occurred including two in preterm deliveries. Discussion Association
between
maternal
referral
and
birth
outcomes. The median age of cases (n = 34) was 22 years and
that of controls (n = 68) was 23 years. When compared to controls,
more cases belonged to families living below the poverty line (65%
vs 41%) and received a referral (50% vs 25%p,0.05) An equal
proportion(32%) in the two groups were illiterate and 50% of the
cases and 44% of controls were primiparous.(Table 4). Global maternal and neonatal health outcomes could be
significantly improved if ways of overcoming barriers to wide use
of effective interventions including EmONC are in place,
especially in low income settings. Conditional cash transfers are
an increasingly popular mechanism to address the demand side
barriers to utilisation of services. The JSY cash transfer program in
India has sharply increased the utilisation of institutional care for
delivery and thus is assumed to have increased access to EmONC. In order to ensure access to EmONC, a well functioning referral
system is a critical more so when demand has been inflated
through financial incentives and different levels of facilities in the
program are known to have different functional capacities with
regard to EmONC services. By systematically studying the referral
services under the JSY, we identify the current gaps that need to
be addressed to ensure access to effective EmONC under the JSY. This also provides lessons for policy makers interested in adopting
CCTs, especially for attaining MDGs 4 and 5. In the matched design, odds of adverse birth outcomes were
higher in mothers referred for obstetric care (OR = 2.3 (95% CI:
1.1–5) than those not referred. When potential confounding from
age, education, parity, poverty, antenatal care, and provider at
delivery was controlled in the conditional logistic regression model,
the odds of adverse birth outcomes among women who were
referred remained significantly higher(OR = 2.6, 95% CI: 1.0–6.6
p = 0.04)(Table 5). Results The mothers
whose infants had adverse birth outcomes had spent a median
time of 2 hours at the sending facility. Deaths despite access to referral facilities indicate poor
quality referral services Our findings are in concordance with
a recent study at a tertiary care hospital in urban India that reports
lack of care before referral is a predictor of neonatal mortality
[22]. A recent multi-country cohort study which included India
reports most still borns were fresh (not macerated), born at term
deliveries and had normal birth weight (.2500 gm), indicating
compromised intra partum care and high proportion of potentially
preventable still births in LMICs[23]. Also our finding of a
protective effect of deliveries conducted by doctors compared to
other staff suggests need for further exploration into competence of
other staff at providing intra-partum care, and could be a possible
reason for the bypassing of lower and mid level facilities. Most
maternal deaths among referred mothers who died at CEmOC
facility in our study were due to haemorrhage. Mothers with
haemorrhage face a risk of death within 2 hours after the onset of
the
complication
in
the
absence
of
medical
treatment
[24][25].Since these mothers were referred from a facility that
should be able to provide first line management and died at a
facility equipped to treat haemorrhage, it is possible that these
mothers did not receive basic essential care like intra venous
oxytocin and intra venous fluids at the sending facility prior to
referral. Besides lack of care at the sending facilities, there are
possibly problems in appropriate management of haemorrhage at
the CEmOC facility, given that mothers spent a median of
6.75 hrs there before death. This long interval between arrival of
referred mothers and their death at the CEmOC facility is Although we found obstructed labour to be the commonest
indication for referral, haemorrhage and eclampsia were the
leading causes of deaths among referred mothers indicating that
inefficiencies in management are more likely in these cases. Increased risk of in-facility mortality in women with haemorrhage
and prolonged labour, and if they are referred from another
facility has been reported from a cluster randomised trial in Mali
[26]. It is important to note that time to death after onset of
complication in absence of appropriate medical care is relatively
shorter in haemorrhage - 2 hours than in obstructed labour
(12 hours) [20]. Our findings hence indicate inability at providing
a
rapid
response
in
life
threatening
conditions,
especially
haemorrhage, and compromise in the quality of care at the
receiving CEmOC facility. Deaths despite access to referral facilities indicate poor
quality referral services A recent multi-country cohort study which included India
reports most still borns were fresh (not macerated), born at term
deliveries and had normal birth weight (.2500 gm), indicating
compromised intra partum care and high proportion of potentially
preventable still births in LMICs[23]. Also our finding of a
protective effect of deliveries conducted by doctors compared to
other staff suggests need for further exploration into competence of
other staff at providing intra-partum care, and could be a possible
reason for the bypassing of lower and mid level facilities. Most
maternal deaths among referred mothers who died at CEmOC
facility in our study were due to haemorrhage. Mothers with
haemorrhage face a risk of death within 2 hours after the onset of
the
complication
in
the
absence
of
medical
treatment
[24][25].Since these mothers were referred from a facility that
should be able to provide first line management and died at a
facility equipped to treat haemorrhage, it is possible that these
mothers did not receive basic essential care like intra venous
oxytocin and intra venous fluids at the sending facility prior to
referral. Besides lack of care at the sending facilities, there are
possibly problems in appropriate management of haemorrhage at
the CEmOC facility, given that mothers spent a median of
6.75 hrs there before death. This long interval between arrival of
referred mothers and their death at the CEmOC facility is indicative of critical delays in providing adequate emergency care,
leading to deaths. the study area. In a separate study (unpublished), we found that
nurse birth attendants at facilities included in the present study
had poor competence at diagnosing and initiating first line
management of obstetric complications. Such compromise in role
of
sending
facilities
in
the
referral
system
could
lead
to
deterioration of the condition and negatively influence outcomes. While the purpose of referrals is to increase likelihood of better
birth outcomes, the result from our matched case control study
show referral was associated with worse birth outcomes even after
controlling for complications and other confounders. Although we
could not account for the severity of the complication and are
limited by of sample size and diagnostic accuracy, our findings
indicate that use of referral services did not ensure access to
appropriate life saving care. Deaths despite access to referral facilities indicate poor
quality referral services The high numbers of maternal deaths inspite of access to a
functioning CEmOC facility under the JSY scheme indicate
ineffective referral services at one or more of the levels in the
referral chain. This could result from multiple causes as shown in
Jahn et al’s model for referral services in Figure 1, however issues
at receiving facility (and possibly) the sending facilities in our study
appear more important than those related to transport as most
mothers had arrived from facilities within the optimal two hour
travel time. Availability of free transport services and the
reasonably good condition of major roads in the study district
(as found by our research team that travelled on these roads for the
survey of health facilities) make problems with transport less likely
in this context. Delay in timely recognition of the condition at the
sending facility could be an important reason contributing to
ineffective referral services and ultimately morbidity/mortality in Spatial access to CEmOC among mothers who were
referred to and subsequently died at CEmOC facility. The
single CEmOC facility in District 1 conducted 10474 deliveries
during the two study years (April 2010 to March 2012). There
were 124 maternal deaths in the facility during this period. Of the
124 maternal deaths, 55 (44%) were among mothers who were
referred to the CEmOC facility from another sending facility. These 55 deaths and were included in this part of the study,
excluding the rest. Most referrals were from CHCs (Figure 5). Referrals were also received from other tertiary level facilities in
neighbouring districts. Spatial access to CEmOC among mothers who were
referred to and subsequently died at CEmOC facility. The
single CEmOC facility in District 1 conducted 10474 deliveries
during the two study years (April 2010 to March 2012). There
were 124 maternal deaths in the facility during this period. Of the
124 maternal deaths, 55 (44%) were among mothers who were
referred to the CEmOC facility from another sending facility. These 55 deaths and were included in this part of the study,
excluding the rest. Most referrals were from CHCs (Figure 5). Referrals were also received from other tertiary level facilities in
neighbouring districts. May 2014 | Volume 9 | Issue 5 | e96773 May 2014 | Volume 9 | Issue 5 | e96773 PLOS ONE | www.plosone.org 5 Quality of Referral Services in JSY, India Table 3. Reasons for referral by sending facility levels. Deaths despite access to referral facilities indicate poor
quality referral services Reason for referral
PHC
CHC
DH
Private
Total
%
Prolonged labour
23
42
3
2
70
38.9
Leaking
2
20
0
2
24
13.3
Haemorrhage
6
7
1
0
14
7.8
Pre Eclampsia/Eclampsia
2
7
2
2
13
7.2
Bad Obstetric History
6
3
1
0
10
5.5
Primiparity
4
1
0
1
6
3.3
Anaemia
1
4
0
0
5
2.8
Foetal distress
1
4
0
0
5
2.8
Twins
1
3
0
0
4
2.2
Retained placenta
0
1
0
0
1
0.5
Other reasons(medical)
2
8
1
0
11
6.1
Facility dysfunctionality
8
5
0
0
13
7.2
Not mentioned
2
1
0
1
4
2.2
Total
58
106
8
8
180
100
doi:10.1371/journal.pone.0096773.t003 Reason for referral
PHC
CHC
DH
Private
Total
%
Prolonged labour
23
42
3
2
70
38.9
Leaking
2
20
0
2
24
13.3
Haemorrhage
6
7
1
0
14
7.8
Pre Eclampsia/Eclampsia
2
7
2
2
13
7.2
Bad Obstetric History
6
3
1
0
10
5.5
Primiparity
4
1
0
1
6
3.3
Anaemia
1
4
0
0
5
2.8
Foetal distress
1
4
0
0
5
2.8
Twins
1
3
0
0
4
2.2
Retained placenta
0
1
0
0
1
0.5
Other reasons(medical)
2
8
1
0
11
6.1
Facility dysfunctionality
8
5
0
0
13
7.2
Not mentioned
2
1
0
1
4
2.2
Total
58
106
8
8
180
100
doi:10.1371/journal.pone.0096773.t003 doi:10.1371/journal.pone.0096773.t003 the study area. In a separate study (unpublished), we found that
nurse birth attendants at facilities included in the present study
had poor competence at diagnosing and initiating first line
management of obstetric complications. Such compromise in role
of
sending
facilities
in
the
referral
system
could
lead
to
deterioration of the condition and negatively influence outcomes. While the purpose of referrals is to increase likelihood of better
birth outcomes, the result from our matched case control study
show referral was associated with worse birth outcomes even after
controlling for complications and other confounders. Although we
could not account for the severity of the complication and are
limited by of sample size and diagnostic accuracy, our findings
indicate that use of referral services did not ensure access to
appropriate life saving care. Our findings are in concordance with
a recent study at a tertiary care hospital in urban India that reports
lack of care before referral is a predictor of neonatal mortality
[22]. Deaths despite access to referral facilities indicate poor
quality referral services Our finding is in agreement with conclusions of a systematic
review of ‘third delay’ to explore reasons for maternal deaths
despite institutional care by Knight et al that highlights how a
focus on patient side delays can conceal that many health facilities
in low income settings are yet unable to effectively treat serious
obstetric complications [27]. Findings similar to ours are reported
from other high maternal mortality regions- a maternal death
inquiry in African region[28] and a study in Ghana[29] reported
that a large part of avoidable maternal deaths were due to
problems in managing emergencies at hospitals. Dogba et al in a
study of maternal referral system in Kayes, Mali show that that
maternal-newborn survival in the referral system is influenced by
combined effects of point of care, the skill configuration of CHC
personnel and distance travelled [30]. Improvement in performance at referral facilities under the JSY
is essential for access to EmONC to be effective. Besides death
reviews that are recently being emphasised under the JSY in India,
routine measures like number of deliveries with adverse outcomes,
number of such events per delivery and severity of outcomes could
be useful [31] as also near miss audits and hospital standardised
mortality rates[32]. May 2014 | Volume 9 | Issue 5 | e96773 PLOS ONE | www.plosone.org PLOS ONE | www.plosone.org 6 Quality of Referral Services in JSY, India Figure 3. Referrals by facility levels among referred in mothers. (Arrows point to receiving facilities, encircled numbers on arrows indicate
numbers of mothers who went to the receiving facility.)
doi:10.1371/journal.pone.0096773.g003 Figure 3. Referrals by facility levels among referred in mothers. (Arrows point to receiving facilities, encircled numbers on arrows indicate
numbers of mothers who went to the receiving facility.)
doi:10.1371/journal.pone.0096773.g003 Figure 3. Referrals by facility levels among referred in mothers. (Arrows point to receiving facilities, encircled numbers on arrows indicate
numbers of mothers who went to the receiving facility.)
doi:10.1371/journal.pone.0096773.g003 Dysfunctional secondary level facilities and overcrowding
at tertiary level facilities facilities [35]. Another noteworthy example in this regard comes
from the UK where hospitals had ‘functional splits’- complicated
cases were treated in separate wards by specially trained senior
providers while others cared for non-complicated births [36], as
also in a hospital in Nepal[37]. The referral patterns and indications in our study show
secondary level facilities in the JSY scheme merely serve as
sending facilities. They received very few referrals and were unable
to handle obstetric complications- 40% referrals from CHCs were
for obstructed labour. The practice of direct referrals sent from
primary to tertiary referral level facilities and not to mid level
facilities as found by us, was also reported over decade ago by a
study from India [33], and more recently from Tanzania [34]. Perceived poor quality of care at bypassed facilities was an
important reason for the bypassing behaviour. In the present study
context, where most mid (secondary) level facilities lack the ability
to provide even basic EmOC, patient interests are best served by
direct referrals made to tertiary level facilities. This puts an
additional burden on the higher level facilities compromising their
quality of care. Preferential treatment to referred cases is
mentioned as one of the influencing factors at receiving level in
Jahn’s model. A system of triage at receiving facilties to identify
mothers requiring emergency care and those requiring additional
monitoring would be beneficial. A study from Rajasthan, India
reports use of colour coded cards sent with patients referred for
EmOC helped in seizing immediate attention of staff at referral Provider practices regarding referral Although we found referral slips were provided to most referred
mothers, there was no mention of adequate details of treatment
provided and progress of the labour. Our findings indicate lack of
adequate communication between sending and receiving facilities. Authors of a recent maternal death enquiry in a district of
Madhya Pradesh report that staff refrain from intervening in
complicated cases and attempt to evade responsibility by referring
out mothers with complications. It is likely that staff fear being
blamed by patients’ families and questioned by higher authorities
in the event of adverse outcomes at their facility premises. [38]. Such practices place women at further risk of death in multiple
transits as has been reported by George et al from a south Indian
province [39]. Although we found referral slips were provided to most referred
mothers, there was no mention of adequate details of treatment
provided and progress of the labour. Our findings indicate lack of
adequate communication between sending and receiving facilities. Authors of a recent maternal death enquiry in a district of
Madhya Pradesh report that staff refrain from intervening in
complicated cases and attempt to evade responsibility by referring
out mothers with complications. It is likely that staff fear being
blamed by patients’ families and questioned by higher authorities
in the event of adverse outcomes at their facility premises. [38]. Such practices place women at further risk of death in multiple
transits as has been reported by George et al from a south Indian
province [39]. The referrals sent from district hospitals in our study were for
conditions that ordinarily ought to be managed there. Though
referrals sent out from district hospitals were few in number, this is PLOS ONE | www.plosone.org May 2014 | Volume 9 | Issue 5 | e96773 7 Figure 4. Referrals by facility levels among referred out mothers. doi:10.1371/journal.pone.0096773.g004
Quality of Referral Services in JSY, India Quality of Referral Services in JSY, India Figure 4. Referrals by facility levels among referred out mothers. doi:10.1371/journal.pone.0096773.g004 Weak monitoring and accountability measures concerning as it indicates failure to provide required care at the
highest centres for the JSY program in the district. Such patients
are usually sent to medical colleges for critical care; which then
does not necessarily remain free of cost to users as intended by the
JSY program. Provider practices regarding referral In our setting, referrals from district hospitals
possibly happen when either an obstetrician or an anaesthetist is
not available because precarious human resources do not allow
adequate cover when obstetricians are deputed to conduct
sterilisations in various facilities or are on leave. Our findings indicate that there are inefficiencies in the referral
services studied and that these are complex, multi factorial and
demand a systemic approach. The inefficiencies this study finds
could possibly stem from a varying mix of incompetence of
providers at sending facilities at recognition and stabilisation of
obstetric emergencies, lack of motivation of providers to perform
to the best of their abilities contributing to phase III delays (delays
in receiving appropriate care on reaching a health facility [40]), a
lack of monitoring of referral services and poor accountability of
the system to the users. Although all these elements have not been Table 4. Descriptive data for cases and controls. Characteristic
Cases (n = = 34)
Controls (n = 68)
Age in years, median (range)
22 (18–35)
23 (18–40)
Below poverty line*
65%
41%
Illiterate
32%
32%
Referred*
50%
25%
Primiparous
50%
44%
Caesarean section delivery
15%
28%
ANC visits ,2
38%
25%
Delivery care by doctor
21%
30%
*Difference between cases and controls significant P,0.05. doi:10.1371/journal.pone.0096773.t004
PLOS ONE | www plosone org
8
May 2014 | Volume 9 | Issue 5 | e96773 Table 4. Descriptive data for cases and controls. May 2014 | Volume 9 | Issue 5 | e96773 PLOS ONE | www.plosone.org Quality of Referral Services in JSY, India Table 5. Output of conditional logistic regression for association between maternal referral and adverse birth outcomes. Variable
Odds ratio (95% CI)
P value
Maternal referral
2.61 (1.08; 6.6)
0.04
Age
1.83 (0.60, 5.51)
0.28
Education
1.2 (0.43–3.43)
0.70
Below poverty line
2.06 (0.80–5.31)
0.13
Parity
0.63 (0.19–2.02)
0.43
ANC visit
1.19 (0.57, 2.48)
0.63
Provider
0.30 (0.07, 1.25)
0.10
doi:10.1371/journal.pone.0096773.t005 Table 5. Output of conditional logistic regression for association between maternal referral and adverse birth outcomes. Table 5. Output of conditional logistic regression for association between maternal referral and adverse birth outcomes. doi:10.1371/journal.pone.0096773.t005 documented [13].Suggested methods of monitoring referrals
include use of specific comparable indicators for referral service,
conducting audits [42][43] and GIS modelling combined with
population data[44]. Conclusions To the best of our knowledge, this is the first study of referral
services in the context of the JSY in India. We report on important
aspects that have thus far remained under researched. This paper
demonstrates how a simple GIS method - buffer analysis of
transfer time among deaths in obstetric referrals can be used as a
tool to assess quality of referral services. Acknowledgments We acknowledge Dr J P Muliyil for advice with statistical analysis. We
thank to our colleagues Sayyed Ali, Dr Manish Singh, Zia Ur Rehman for
research assistance, Dr Yogesh Sabde for data base management and the
MATIND study team in Ujjain for their cooperation. We thank all study
participants for their interest and participation. We thank Raven Joanna
for critical comments on an earlier version of this manuscript. We thank
the three anonymous peer reviewers for their comments and suggestions. Acknowledgements are due to National Rural Health Mission, Govern-
ment of Madhya Pradesh. Birth weight and congenital anomalies could be possible
confounders not considered in our case control study; however
we were limited by inability to obtain reliable data on these
variables and suggest interpretation of our findings in this
consideration. Also our study has wide CIs because of small
numbers and our focus being inter facility referrals, we have not
studied the family/community level in the referral chain. Our
sample had 34 cases and 68 controls. Given that referrals were
50% in cases and 25% in controls, our study had a power of 47%
at alpha = 0.05. Therefore our results should be interpreted with
this caution. Methodological discussion and limitations First, the delivery outcomes of mothers referred out from study
facilities are not known. However the pattern is unlikely to be very
different from those of mothers referred into study facilities and
included in our study. Secondly, it could be argued that findings
could vary at different times and in different settings. Although
generalizability of our findings is limited, we believe that the key
action areas we draw up are likely to be similar in other low
income settings. For the spatial analysis, our assumption of van
speed of 50 km/hour and hence 100 km distance being the
equivalent to 2 hours of travel time, was arrived at from the
triangulation of information from van drivers, nurses and our own
experience of using these roads. Even if one was to assume this
speed to be less or more by 10 km/hour, our results remain
unchanged. In this part of our study on in -facility maternal deaths
among users of referral services; it is not known if mothers arrived
early on onset of complication or not and what modes of transport
were used. We would argue though that once the mothers reach a
health facility, the responsibility for care rests with the services
including referral services and not with the users. This is in line
with Knight et al who caution against shifting the blame to users in
situations when facilities are dysfunctional. Fourth, the staff at
participating facilities could have reported reasons for referral
differently leaving a potential for misclassification of referral
indications in our descriptive results, although this non-differential
does not affect results from our matched case control design. q
y
The JSY cash transfer intervention is currently implemented
through facilities that are not backed by good quality referral
services. Hence these facilities fail to provide the life saving care
essential for achievement of the program goals to reduce maternal
and neonatal mortality. Our findings call for attention of policy
makers and managers of the JSY program to monitoring
effectiveness of referral services. An urgent improvement in
referral system by ensuring first line care before referral, care
during transfer, appropriate and preferential treatment to referred
cases at referral facilities besides strengthening sub optimally
performing facilities to function at desired levels is recommended
Countries interested in raising demand for services by way of
conditional cash transfer schemes should necessarily ensure a
strong supply side prior to adopting JSY like schemes. EmONC in the context of a CCT programme for institutional
delivery care. EmONC in the context of a CCT programme for institutional
delivery care. Provider practices regarding referral Our findings highlight the need to institute
effective data recording on referrals and appropriate monitoring
mechanisms to support improvement in the referral process while
reemphasising the criticality of effective referral services for explored in our study, overall it shows weaknesses in the referral
system in the JSY and calls for measures to improve the
functioning of these critical elements. It is important to emphasise
what Murray et al. [41] include in their requisites for successful
referral system- supervision and accountability of providers
performance and the capacity to monitor effectiveness. The need
to improve monitoring of referral services in developing contexts is Figure 5. Buffer analysis of distance between CEmOC facility and facilities that referred the 55 mothers who died at CEmOC facility. (Circles in the figure are buffers with radius of 50 Km and 100 Km around the CEmOC facility.)
doi:10.1371/journal.pone.0096773.g005 Figure 5. Buffer analysis of distance between CEmOC facility and facilities that referred the 55 mothers who died at CEmOC facility. (Circles in the figure are buffers with radius of 50 Km and 100 Km around the CEmOC facility.)
doi:10.1371/journal.pone.0096773.g005 May 2014 | Volume 9 | Issue 5 | e96773 PLOS ONE | www.plosone.org PLOS ONE | www.plosone.org 9 9 Quality of Referral Services in JSY, India Table 6. Details of in-facility maternal deaths who were referred to CEmOC facility (n = 55). Details of mothers who were referred to CEmOC facility and died (n = 55)
Median age
25years (Range 19–35)
Primiparous
26 (47%)
Death
Before delivery
16 (29%)
Post abortion
2 (4%)
After Vaginal delivery
27 (49%)
After C section
10 (18%)
Cause of death
Haemorrhage/Anaemia
25 (45%)
Hypertensive disorders
15 (27%)
Sepsis
6 (11%)
Obstructed labour
6 (11%)
Indirect causes
3 (4%)
Mothers who were referred from facilities ,2 hr distance from CEmOC facility
54 (98%)
Mothers who were referred from facilities ,1 hr distance from CEmOC facility
45(82%)
Median time between arrival and death at CEmOC facility
6.75 Hours (IQR-2.1–32)
doi:10.1371/journal.pone.0096773.t006 doi:10.1371/journal.pone.0096773.t006 EmONC in the context of a CCT programme for institutional
delivery care. References 1. World Health Organisation (2012) WHO, UNICEF, UNFPA, World Bank
estimates-Trends in Maternal Mortality:1990 to 2010, World Health Organi-
zation, Geneva. 23. McClure EM, Pasha O, Goudar SS, Chomba E, Graces A, et al. (2011)
Epidemiology of still birth in low-middle income countries: A global network
study. Acta Obstet Gynecol Scand 90(12): 1379–1385. y
y
(
)
24. AbouZahr C (1998) Antepartum and postpartum haemorrhage. Chapter
4.Murray C, Lopez A, editors. Health dimensions of sex and reproduction.Bos-
ton: Harvard School of Public. 2. Khan KS, Wojdyla D, Say L, Gu¨lmezoglu AM, Van Look PF (2006) WHO
analysis of causes of maternal death: a systematic review. Lancet 367: 1066–
1074. 25. Khan RU, El-Rafaey H (2006) Pathophysiology of post partum haemorrhage
and third stage of labour Chapter 8. B-Lynch C, Keith LG, Lalonde AB,
Karoshi M, A textbook of post partum haemorrhage. London: Sapiens
publishing.pp 62–69. 3. Campbell O, Graham WJ (2006) Lancet Maternal Survival Series Steering
Group. Strategies for reducing maternal mortality: Getting on with what works. Lancet, 368:1284–99. 4. Paxton A, Maine D, Freedman L, Fry D, Lobis S (2005) The evidence for
emergency obstetric care. Int J Gynaecol Obstet 88: 181–193. 26. Ndour C, Dossou Gbe´te´ S, Bru N, Abrahamowicz M, Fauconnier A, et al. (2013) Predicting in-hospital maternal mortality in senegal and mali. PLoS One
8: e64157. g
y
y
5. Ministry of Health and Family Welfare (2006) Janani Suraksha Yojana: Revised
Guidelines for implementation. Government of India, New Delhi. 5. Ministry of Health and Family Welfare (2006) Janani Suraksha Yo Guidelines for implementation. Government of India, New Delhi 27. Knight HE, Self A, Kennedy SH (2013) Why are women dying when they reach
hospital on time? A systematic review of the ‘third delay’. PLoS One 8: e63846. 6. United Nations Population Fund–India (2009) Concurrent assessment of Janani
Suraksha Yojana (JSY) in selected states: Bihar, Madhya Pradesh,Orissa,
Rajasthan, Uttar Pradesh. Uniited Nations Population Fund–India, New Delhi. 28. National committee on confidential enquiries into maternal deaths (2000) A
review of maternal deaths in South Africa during 1998. South Afr Med J 90(4):
367–73. j
p
7. National Health Systems Resource Centre (2011) Programme evaluation of the
Janani Suraksha Yojana, Ministry of Health and Family welfare, Government of
India, New Delhi. 29. Ansong-Tornui J, Amar-Klemensu M, Arhinful D, Penfold S, Hussein J (2007)
Hospital based maternity care in Ghana: Findings of a confidential enquiry into
maternal deaths. References Ghana Med J 41(3): 125–32. 8. Registrar General of India (2013) Special bulletin of maternal mortality in India
2010–12. New Delhi: Government of India. 30. Dogba M, Fournier P, Dumont A, Zunzunegui MV, Tourigny C, et al. (2011)
Mother and newborn survival according to point of entry and type of human
resources in a maternal referral system in Kayes (Mali). Reprod Health 8: 13. 9. Lim SS, Dandona L, Hoisington JA, James SL, Hogan MC, et al. (2010) India’s
Janani Suraksha Yojana, conditional cash transfer programme to increase births
in health facilities: an impact evaluation. Lancet 375: 2009–2023. 31. Mann S, Pratt S, Gluck P, Nielssen P, Reisser D (2006) Assessing quality in
obstetrical care: Development of standardized measures. Journal on Quality and
Patient Safety 32(9): 497–505. 10. Randive B, Diwan V, De Costa A (2013) India’s Conditional Cash Transfer
Programme (the JSY) to Promote Institutional Birth: Is There an Association
between Institutional Birth Proportion and Maternal Mortality? PLoS One 8:
e67452. 32. Ploemacher J, Israe¨ls AZ, van der Laan DJ, de Bruin A (2013) [Standardised in-
hospital mortality decreasing over time]. Ned Tijdschr Geneeskd 157: A5267. 11. Powell-Jackson T (2011) Financial Incentives in Health: New Evidence from
India’s Janani Suraksha Yojana. Available at http://dx.doi.org/10.2139/ssrn. 1935442 Accessed Oct 8, 2013. 33. Gupta J, Gupta H (2000) Perceptions of and constraints upon pregnancy-related
referrals in rural Rajasthan, India. Health Serv Manage Res 13: 6–15. referrals in rural Rajasthan, India. Health Serv Manage Res 13: 12. Murray SF, Davies S, Phiri RK, Ahmed Y (2001) Tools for monitoring the
effectiveness of district maternity referral systems. Health Policy Plan 16: 353–
361. 34. Kruk ME, Mbaruku G, McCord CW, Moran M, Rockers PC, et al. (2009)
Bypassing primary care facilities for childbirth: A population based study in rural
Tanzania. Health Policy and Planning 24:279–288. 13. Hussein J, Kanguru L, Astin M, Munjanja S (2012) The effectiveness of
emergency obstetric referral interventions in developing country settings: a
systematic review. PLoS Med 9: e1001264. 35. Jaimala H (1996) Perceptions and constraints of pregnancy related referrals in
rural Rajasthan. The Journal of Family welfare 42(1): 24–29. 36. Hundley VA, Cruickshank FM, Lang GD, Glazener CM, Milne JM, et al. (1994)
Midwife managed delivery unit: a randomised controlled comparison with
consultant led care. BMJ 309: 1400–1404. y
14. World Health Organisation (1994) Mother baby package: Implementing safe
motherhood in countries. References Practical Guide: Maternal Health and Safe
Motherhood Programme. Division of Family Health. Geneva. J
37. Rana T, Rajopadhyaya R, Bajracharya B, Karacharya M, Osrin D (2003)
Comparison of midwife-led and consultant-led maternity care for low risk
deliveries in Nepal. Health Policy and Planning 18(3): 330–37. 15. Jahn A, de Brouwere V (2001) Referral in pregnancy and childbirth: concepts
and strategies. In. Safe motherhood strategies: a review of the evidence. Edited by
Brouwere V, van Leberghe W. Antwerp: ITG press. 38. Sri B, Naidu S, Khanna R (2012) An investigation of maternal deaths following
public protests in a tribal district of Madhya Pradesh, Central India. Reproductive Health Matters 20(39):11–20. ,
g
p
p
16. Registrar General of India (2012) Census of India 2011. Government of India,
New Delhi. 17. United Nations Children Fund (2011) Coverage evaluation survey report 2009. Accessed online from http://www.unicef.org/india/MP_Fact_Sheet.pdf Oct8,
2013. 39. George A (2007) Persistence of high maternal mortality in Koppal district,
Karnataka, India: observed service delivery constraints. Reprod Health Matters
15: 91–102. 18. National Rural Health Mission (2013) Ministry of Health and Family welfare
Government of India, New Delhi. Available online at http://nrhm.gov.in/
images/pdf/mis-report/March-2013/2High_Focus_NonNE_States_as_on_31. 03.2013.pdf Accessed Oct 8,2013. 40. Thhadeus S, Maine D (1994) Too far to walk: maternal mortality in context. Soc
Sc Med 38(8):1091–1110. ( )
41. Murray SF, Pearson SC (2006) Maternity referral systems in developing
countries: current knowledge and future research needs. Soc Sci Med 62: 2205–
2215. 19. National Rural Health Mission (2006) Government of Madhya Pradesh. http://
www.indiagovernance.gov.in/files/gkc_oneworld_janani_express_yojana.pdf
Accessed online Oct 8, 2013. 42. Strand RT, de Campos PA, Paulsson G, de Oliveria J, Bergstorm S (2009) Audit
of referrals of obstetric emergencies in Angola: A tool for assessing quality of
care. Afr J Reprod Health: 13(2):75–85. 20. World Health Organisation (2009) Monitoring emergency obstetric care: A
handbook. Geneva. p
( )
43. Kongnyuy EJ, Mlava G, van den Broek N (2008) Criteria-based audit to
improve a district referral system in Malawi: a pilot study. BMC Health Serv Res
8: 190. 21. National Rural Health Mission (2010) Operational guidelines on maternal and
newborn health. Ministry of Health and Family Welfare. New Delhi. newborn health. Ministry of Health and Family Welfare. New D 44. Bailey PE, Keyes EB, Parker C, Abdullah M, Kebede H, et al. (2011) Using a
GIS to model interventions to strengthen the emergency referral system for
maternal and newborn health in Ethiopia. Author Contributions Conceived and designed the experiments: SC BR. Performed the
experiments: SC. Analyzed the data: SC BR. Contributed reagents/
materials/analysis tools: VD ADC. Wrote the paper: SC ADC. May 2014 | Volume 9 | Issue 5 | e96773 PLOS ONE | www.plosone.org 10 Quality of Referral Services in JSY, India Quality of Referral Services in JSY, India References Int J Gynaecol Obstet 115: 300–309. 22. Narang M, Kaushik JS, Sharma AK, Faridi MM (2013) Predictors of mortality
among the neonates transported to referral centre in Delhi, India. Indian J Public
Health 57: 100–104. May 2014 | Volume 9 | Issue 5 | e96773 PLOS ONE | www.plosone.org 11
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English
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Panorama da pesquisa sobre tratamento e reúso de efluentes da indústria de antibióticos
|
Saúde em Debate
| 2,019
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cc-by
| 8,613
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1 Fundação Oswaldo Cruz
(Fiocruz), Escola Nacional
de Saúde Pública Sergio
Arouca (Ensp) – Rio de
Janeiro (RJ), Brasil.
ac.limarocha@gmail.com 165 165 REVIEW | REVISÃO This article is published in Open Access under the Creative Commons Attribution
license, which allows use, distribution, and reproduction in any medium, without
restrictions, as long as the original work is correctly cited. Panorama da pesquisa sobre tratamento e reúso de efluentes da
indústria de antibióticos Antônio Carlos de Lima Rocha1, Débora Cynamon Kligerman1, Jaime Lopes da Mota
Oliveira1 Antônio Carlos de Lima Rocha1, Débora Cynamon Kligerman1, Jaime Lopes da Mota Oliveira1 DOI: 10.1590/0103-11042019S312 ABSTRACT This work carried out an integrative review of scientific articles indexed between
2007 and 2017 in different databases on treatment and reuse of effluents from the antibiotic
industry. Thirty-one articles were found and only four addressed effluent reuse, and one used
a full-scale treatment system. Most of these studies were conducted in Asia, with emphasis on
China. In Brazil, which is one of the largest producers and consumers of drugs in the world, this
type of research is still incipient. The most commonly found processes were oxidative advanced
processes that showed greater efficiency in removing antibiotics, but may generate by-products,
which might pose an even greater risk depending on the substance formed. Biological processes
must first be acclimated to antibiotics in order not to be impacted, however, the release of these
resistant microorganisms into the water bodies also presents an environmental risk. Biological
integrated membrane systems were also very efficient, but attention should be given to the risk
in the final destination of these membranes that were able to retain those compounds. Overall,
further studies on this approach are needed to reduce the risks of developing multi-resistant
microorganisms in the environment. KEYWORDS Drug industry. Anti-bacterial agents. Industrial effluent treatment. Drug resistance,
bacterial. Wastewater use. KEYWORDS Drug industry. Anti-bacterial agents. Industrial effluent treatment. Drug resistance,
bacterial. Wastewater use. RESUMO Este trabalho realizou uma revisão integrativa de artigos científicos indexados entre
2007 e 2017 em diferentes bases de dados sobre o tratamento e o reúso de efluentes provenien-
tes da indústria de antibióticos. Foram encontrados 31 artigos, sendo que somente 4 abordaram
o reúso de efluente, e 1 utilizou um sistema de tratamento em escala real. A maior parte desses
estudos foi realizado na Ásia, com destaque para a China. Observa-se que, no Brasil, que é um
dos grandes produtores e consumidores de fármacos do mundo, esse tipo de pesquisa ainda é in-
cipiente. Os processos mais encontrados foram os oxidativos avançados que mostraram maior
eficiência na remoção de antibióticos, mas podem gerar subprodutos, o que pode representar um
risco ainda maior dependendo da substância formada. Os processos biológicos devem ser primei-
ramente aclimatados aos antibióticos para não serem impactados, entretanto, a liberação desses SAÚDE DEBATE | RIO DE JANEIRO, V. 43, N. ESPECIAL 3, P. 165-180, DEZ 2019 SAÚDE DEBATE | RIO DE JANEIRO, V. 43, N. ESPECIAL 3, P. 165-180, DEZ 2019 Rocha ACL, Kligerman DC, Oliveira JLM 166 micro-organismos resistentes no corpo receptor também apresenta um risco ambiental. Os siste-
mas integrados de membranas ao biológico também foram bem eficientes, mas atenta-se ao risco
na destinação final dessas membranas que foram capazes de reter esses compostos. No geral, são
necessários mais estudos sobre essa abordagem para reduzir os riscos no desenvolvimento de
micro-organismos multirresistentes no meio ambiente. micro-organismos resistentes no corpo receptor também apresenta um risco ambiental. Os siste-
mas integrados de membranas ao biológico também foram bem eficientes, mas atenta-se ao risco
na destinação final dessas membranas que foram capazes de reter esses compostos. No geral, são
necessários mais estudos sobre essa abordagem para reduzir os riscos no desenvolvimento de
micro-organismos multirresistentes no meio ambiente. PALAVRAS-CHAVE Indústria farmacêutica. Antibacterianos. Tratamento de efluentes indus-
triais. Farmacorresistência bacteriana. Uso de águas residuárias. PALAVRAS-CHAVE Indústria farmacêutica. Antibacterianos. Tratamento de efluentes indus-
triais. Farmacorresistência bacteriana. Uso de águas residuárias. Introduction and treatment lies with the generator. This
effluent may be discharged into the public
collection system or into receiving bodies as
defined during the environmental licensing of
the company3. It is noteworthy that effluents
from the pharmaceutical industry may pose
risks to human health4-6. The increased con-
sumption of pharmaceutical products and the
incentive to expand the pharmaceutical park
lead to a greater generation of effluents with
drug waste7-9. In the modern concept, sanitation includes
water supply, waste management (solid, liquid
and/or gaseous), urban drainage, rational
use of the soil and control of communicable
diseases. Such actions are essential for the
physical, mental and social well-being of the
population1. Thus, the non-accomplishment
of any of these actions may result in damage to
human and environmental health. An impor-
tant component with direct effects on human
health is the collection and treatment of efflu-
ents. Brazil has alarming values in relation to
this component: in 2017, the Country collected
74% of the sewage generated and treated only
46%, which totals 4.2 billion m³ of untreated
domestic sewage being discarded in the dif-
ferent water sources2. The Brazilian pharmaceutical industry
presents financial profits superior to the other
producing activities, having only the auto-
mobile industry ahead. The pharmaceutical
sector obtained, in 2018, a 6.1% production
growth compared to 201710. Such a produc-
tive result is due to the fact that Brazil has
recorded an accumulated increase of 10.8%
in the consumption of pharmaceutical prod-
ucts between 2014 e 2018, with an estimated
growth of 15% to 18% until 2023. This brings
the Country from the seventh placing on the
world drug market in 2018 to the fifth in the
list of the 20 largest drug users in the world
as shown in chart 111. The collection and treatment of domestic
effluents is the responsibility of the public
authorities, and may be granted to a private
company, but supervised by the control agen-
cies. A very critical type of effluent and that
deserves attention is the industrial one, in
which the responsibility for its collection SAÚDE DEBATE | RIO DE JANEIRO, V. 43, N. ESPECIAL 3, P. 165-180, DEZ 2019 167 Overview of research on the treatment and reuse of effluents from the antibiotics industry rt 1. Introduction 165-180, DEZ 2019 Rocha ACL, Kligerman DC, Oliveira JLM 168 seas and coastal areas that may have been
developed by the presence of antibiotics
from effluent disposal18-20. of modern humanity. It is noteworthy that,
among human activities, the industrial
sector is considered the third largest con-
sumer of water resources in the world30. The effluent of the pharmaceutical industry
is normally composed of wastewater from the
production lines, waste from production and
leftovers of substances removed from machin-
ery and equipment. It has specific character-
istics that can vary depending on the products
that are manufactured by the industrial unit. The effluent generated by the production of
antibiotics may carry residues of the active
substance. In this way, this residue must first
go through a process of inactivation or elimina-
tion of this active principle to prevent it from
being carried into the environment. In the pharmaceutical industry, water
must have purity levels appropriate to its
multiple uses. Water used in production,
for example, must be treated at the level
of purified water; while other support
sectors, such as utility units, control labo-
ratories, and research and development
sectors, require different levels of water
quality30,31. Therefore, the importance of
water resources management in the phar-
maceutical industry is highlighted. Effective integrated water management
(water consumed and effluent generated)
in the industry can reduce the risk of en-
vironmental pollution and contribute to
lower water consumption. One way to
reduce water consumption in the industrial
sector is to reuse treated effluents. While
the petrochemical and food sectors are
already doing a lot of work on this topic,
little is known about this practice in the
pharmaceutical industry30. On the other
hand, the pharmaceutical industry must
be aware of the risk of this reuse to public
health and productive activity. Different processes may be used for the
treatment of pharmaceutical industrial ef-
fluents. Among the most widespread and least
expensive technologies, biological processes
stand out22, but the efficiency of these pro-
cesses in degrading these compounds may be
questionable. In some cases, it is necessary to
use other processes combined with biologi-
cal processes, such as physical and chemical
processes. Chemical and physicochemical
processes are more efficient than biological
processes in the removal of refractory sub-
stances such as drugs23. Introduction Ranking of the 20 countries with higher spending on medicines in relation to the United States of America showing
il’s growth estimate from 2013 to 2023 Chart 1. Ranking of the 20 countries with higher spending on medicines in relation to the United States of America showing
Brazil’s growth estimate from 2013 to 2023
2013
2018
2023
Ranking
Country
Ranking
Country
Ranking
Country
1º
USA
1º
USA
1º
USA
2º
China
2º
China
2º
China
3º
Japan
3º
Japan
3º
Japan
4º
Germany
4º
Germany
4º
Germany
5º
France
5º
France
5º
Brazil
6º
Italy
6º
Italy
6º
Italy
7º
United Kingdom
7º
Brazil
7º
France
8º
Brazil
8º
United Kingdom
8º
United Kingdom
9º
Spain
9º
Spain
9º
India
10º
Canada
10º
Canada
10º
Spain
11º
India
11º
India
11º
Canada
12º
South Korea
12º
South Korea
12º
Russia
13º
Australia
13º
Russia
13º
South Korea
14º
Russia
14º
Australia
14º
Turkey
15º
Mexico
15º
Mexico
15º
Argentina
16º
Saudi Arabia
16º
Poland
16º
Australia
17º
Poland
17º
Turkey
17º
Mexico
18º
Belgium
18º
Saudi Arabia
18º
Poland
19º
Netherlands
19º
Argentina
19º
Saudi Arabia
20º
Switzerland
20º
Belgium
20º
Vietnam
Source: IQVIA, 201911. Source: IQVIA, 201911. Among the most commonly used drugs,
antibiotics stand out. According to the World
Health Organization (WHO) report, in 2016
alone the Brazilian population consumed
22.75 daily doses of antibiotics per thousand
inhabitants12. The WHO also points out that
among the 65 countries in the world, Brazil
is ranked 19th in the antibiotic consumption
ranking and the highest among the countries
of the Americas12. developing some resistance to antibiotics,
requiring the development of new sub-
stances or their combined use13-15. There
is also a warning about the development
of multi-resistant microorganisms that has
become a concern today. As a result, WHO
has been searching for new antibiotics to
prevent populations from dying again from
previously controlled infections16. If nothing
is done, it is estimated that 10 million
people could die from a disease caused by
multi-resistant microorganisms by 205017. Environmental studies have been raising
evidence of increased antimicrobial resis-
tance by microorganisms found in rivers, The high consumption of antibiotics
is due to the fact that this medicine has
given the population a new hope against
various diseases. However, microorganisms
can adapt to environmental conditions, SAÚDE DEBATE | RIO DE JANEIRO, V. 43, N. ESPECIAL 3, P. Introduction Activated charcoal
adsorption, acid or alkaline hydrolysis and
ozone oxidation are examples of promising
processes in the removal and/or degradation
of drug wastes24. Reuse modalities may be adopted accord-
ing to the need of the industry. Indirect reuse
is the most common, in which treated ef-
fluents are thrown into rivers and lakes and,
subsequently, captured, treated and used. Direct reuse is related to the use of effluents
from one particular activity in another with
lower requirements. In general, it is very
common the reuse of industrial effluents
in towers of cooling, gardening, washing
of patios and sidewalks, water for toilets
and in the activities of civil construction. For more specific uses of the industry, as in
the manufacturing process itself, such ef-
fluents shall undergo treatment appropriate
to the quality required for their application,
observing the risks that this practice may
have32-34. Therefore, effluent treatment The level of treatment to be adopted by
the industry is associated with the legal
release requirements and the desired quality
standard of the treated effluent24. In rela-
tion to the Brazilian regulation regarding
the launch of drugs in the environment,
there is a need for its suitability, mainly due
to new evidences of effects on wild biota
and men25,26. However, the countries of the
European Union already have standardiza-
tion for the subject27-29. Another important component in sanita-
tion actions is water supply. Scarcity and low
water availability represent the challenges SAÚDE DEBATE | RIO DE JANEIRO, V. 43, N. ESPECIAL 3, P. 165-180, DEZ 2019 169 Overview of research on the treatment and reuse of effluents from the antibiotics industry the term ‘reuse’ was excluded as it did not
aggregate any results. efficiency should be evaluated for different
types of reuse, especially those containing
drug wastes35. After the recovery of the publications,
a screening process was performed from
the reading of the title and the summary,
adopting as inclusion criterion the presence
of data on ‘treatment of industrial effluents
from the production of antibiotics’. Despite
the use of the filters offered by the data-
bases, books, opinion articles and patent
were observed, which were also removed
after detailed reading of the title and the
summary. A second evaluation was per-
formed with the help of the Zotero Program
Standalone® for the exclusion of duplicate
references. Introduction At the end of this screening, the
articles were fully read, being excluded,
restricted or paid access articles or, still,
that presented divergent information to the
object of this study. In view of this, this article brings an in-
tegrative literature review on the studies
performed in the treatment of effluents in
the pharmaceutical industry of antibiotics
and on the possibility of reuse of this treated
effluent. Methodology This article was elaborated through an in-
tegrative literature review36-38. Inclusion
criteria for this review were indexed articles
written in Portuguese, English or Spanish,
from 2007 to 2017, retrieved from the search
for descriptors and keywords in the Science
Direct, Scopus, Web of Science, PubMed
and Virtual Health Library (VHL) data-
bases through the website of the Journal
of the Coordination for the Improvement
of Higher Education Personnel (Capes). Results From the search criteria and the filters used in
the databases, 400 references were cataloged
as shown in figure 1. By reading the title and
the summary of these articles, 341 articles that
had divergent themes from the one proposed
in this paper were excluded. Of the remaining
59, 15 were in duplicate and were excluded
(figure 1B), thus, leaving 44 articles. Finally,
with the full reading, only 31 articles were
selected (figure 1C). From the selection of descriptors and
keywords, the retrieval of references in the
indexed databases was performed by two
forms of search. The first was composed
of the terms ‘antibiotic’ AND ‘wastewater
treatment’ OR ‘industrial effluents treatment’
OR ‘industrial waste’ AND ‘recycling’ OR
‘reuse’ which are vocabularies controlled by
DeCS and MeSH. These indices were used
in all search bases except PubMed, where SAÚDE DEBATE | RIO DE JANEIRO, V. 43, N. ESPECIAL 3, P. 165-180, DEZ 2019 SAÚDE DEBATE | RIO DE JANEIRO, V. 43, N. ESPECIAL 3, P. 165-180, DEZ 2019 170 Rocha ACL, Kligerman DC, Oliveira JLM Figure 1. Path used for integrative review. (A) shows how was the recovery of articles based on descriptors using the VHL (Virtual
Health Library) bases, Science Direct, Scopus, Web of Science and PubMed; (B) screening from the reading of the title and the
abstract of the articles obtained as well as the removal of duplicate articles; (C) shows the exclusion from the full reading of the
articles selected ((“antibiotic”) AND (wastewater
treatment” OR “industrial efuent
treatment” OR “industrial waste”)
AND (“recycling” OR “reuse”))
((“antibiotic”) AND (wastewater
treatment” OR “industrial efuent
treatment” OR “industrial
waste”) AND (“recycling”))
BVS
26
Science
Direct
33
Scopus
Recovery of references
134
Where:
Title,
abstract and
Subject
Period:
2007 to 2017
Language:
English
Type of Document:
Original articles
or of Review
Where:
Title,
abstract and
Keywords
Period:
2007 to 2017
Language:
English
Type of Document:
Original articles
or of Review
Where:
Title,
abstract and
Keywords
Period:
2007 to 2017
Language:
English
Type of Document:
Original articles
or of Review
Web of
Science
29
Where:
Topic
Period:
2007 to 2017
Language:
Portuguese, English
and Spanish
Type of Document:
Original articles
or of Review
Pub Med
178
Where:
All Fields
When:
2007 to 2017
Language:
Portuguese, English
and spanish
Type of Document:
Original articles
or of Review
A
Screening:
Reading of Titles and Abstracts
Full Reading of Articles
44 Articles
Duplicate removal
07
19
12
21
03
26
12
166
25
109
BVS
Science
Direct
Scopus
44 Articles
Web of
Science
Pub Med
B
C
Included
31
Excluded
13
Source: Rocha39. Of the works found on this subject, most
were carried out in China (17 articles), fol-
lowed by India (4), France and Iran (2 each);
and Brazil, Spain, Finland, Israel, Malaysia
and Portugal (1 each), as shown in figure 2. From the categorization of effluent treatment
processes, 9 articles that addressed biological
processes were found: where 4 referred to
strictly biological processes – 3 for activated
sludge and 1 for anaerobic reactors; 4 inte-
grated the biological with the physical using
membranes; and 1 associated the biological
system with the chemical by biocatalysis, as
shown in figure 3. SAÚDE DEBATE | RIO DE JANEIRO, V. 43, N. ESPECIAL 3, P. 165-180, DEZ 2019 ((“antibiotic”) AND (wastewater
treatment” OR “industrial efuent
treatment” OR “industrial waste”)
AND (“recycling” OR “reuse”))
((“antibiotic”) AND (was
treatment” OR “industrial
treatment” OR “indus
waste”) AND (“recycli
BVS
26
Science
Direct
33
Scopus
Recovery of references
134
Where:
Title,
abstract and
Subject
Period:
2007 to 2017
Language:
English
Type of Document:
Original articles
or of Review
Where:
Title,
abstract and
Keywords
Period:
2007 to 2017
Language:
English
Type of Document:
Original articles
or of Review
Where:
Title,
abstract and
Keywords
Period:
2007 to 2017
Language:
English
Type of Document:
Original articles
or of Review
Web of
Science
29
Where:
Topic
Period:
2007 to 2017
Language:
Portuguese, English
and Spanish
Type of Document:
Original articles
or of Review
Pub Med
178
Where:
All Field
When:
2007 to
Languag
Portugu
and spa
Type of
Origina
or of Re
A A Full Reading of Articles
44 Articles
C
Included
31
Excluded
13 Screening:
Reading of Titles and Abstracts
Duplicate removal
07
19
12
21
03
26
12
166
25
109
BVS
Science
Direct
Scopus
44 Articles
Web of
Science
Pub Med
B
Source: Rocha39. C Source: Rocha39. Of the works found on this subject, most
were carried out in China (17 articles), fol-
lowed by India (4), France and Iran (2 each);
and Brazil, Spain, Finland, Israel, Malaysia
and Portugal (1 each), as shown in figure 2. From the categorization of effluent treatment
processes, 9 articles that addressed biological processes were found: where 4 referred to
strictly biological processes – 3 for activated
sludge and 1 for anaerobic reactors; 4 inte-
grated the biological with the physical using
membranes; and 1 associated the biological
system with the chemical by biocatalysis, as
shown in figure 3. SAÚDE DEBATE | RIO DE JANEIRO, V. 43, N. ESPECIAL 3, P. 165-180, DEZ 2019 171 Overview of research on the treatment and reuse of effluents from the antibiotics industry Figure 2. Geographical distribution of the 31 articles that were reviewed after the application of all screening tools Figure 2. Geographical distribution of the 31 articles that were reviewed after the application of all screening tools
Finland
1 Article
Spain
1 Article
France
2 Articles
Iran
2 Articles
Portugal
1 Article
Brazil
1 Article
Israel
1 Article
China
17 Articles
Malaysia
1 Article
India
4 Articles
Source: Rocha39. Figure 3. SAÚDE DEBATE | RIO DE JANEIRO, V. 43, N. ESPECIAL 3, P. 165-180, DEZ 2019 Categorization according to the types of treatment systems applied in the article found by process: biological,
physical, chemical, oxidative advanced and oxidative Finland
1 Article Source: Rocha39. Figure 3. Categorization according to the types of treatment systems applied in the article found by process: biological,
physical, chemical, oxidative advanced and oxidative Figure 3. Categorization according to the types of treatment systems applied in the article found by process: biologica
physical, chemical, oxidative advanced and oxidative Categorization of approaches
31 articles
Biological
Process
Activated
Sludge Method
03
Adsorption
Method
08
Osmosis
Method
01
Membrane
Bioreactor
Method
(MBR)
02
Separation
Method with
Ionic Solution
01
Biocatalysis
Method
01
Adsorption
and Foaming
Agent
Separation
Method
01
Anaerobic
Stabilization
Method in
Fluidized Bed
01
Membrane
Bioreactor
(MBR) and
Nanofiltration
Method
02
Potassium
Ferrate
Association with
Ultrasound
Method
01
Photo Method –
Fenton
04
Photocatalysis
Method
04
Fenton
Method
02
Photo Method -
Fenton
Associated
with IBR
01
Fenton Method
Associated with
Coagulation
and
Sedimentation
01
Fenton
Method with
H2O2 and O3
Association
01
Polychromatic
UV Oxidation
Method
01
Physical
Process
Chemical
Processes
Advanced
Oxidative
Processes
Oxidative
Processes
Source: Rocha39. Source: Rocha39. SAÚDE DEBATE | RIO DE JANEIRO, V. 43, N. ESPECIAL 3, P. 165-180, DEZ 2019 Rocha ACL, Kligerman DC, Oliveira JLM 172 Of the other works, only 1 article used
exclusively physical process by reverse
osmosis, 10 articles used physicochemi-
cal processes, 8 of adsorption, 1 of sepa-
ration by foaming agent and adsorption
and 1 of separation using ionic solution. Of
the articles found that used the oxidative
processes, 1 was by the potassium ferrate
oxidation method with ultrasound and 1 by
the polychromatic UV oxidation. Among the
13 articles that tested Advanced Oxidative
Processes (POA) in their work, 11 were ex-
clusive to POA, of these, 2 by the Fenton
method, 4 by photo-Fenton, 1 by hydrogen
peroxide and 4 by photocatalysis. In addi-
tion, 2 articles used POA associated with
other types of processes: one used Fenton
associated with coagulation/sedimentation
and the other applied photo-Fenton with
immobilized biomass biological reactor. and the United States have shown the im-
portance of monitoring these residues26. In
addition, rules and procedures reinforce the
care these nations require to prevent their
water resources from containing these types
of waste43,44. However, even on this subject,
there is little research in Brazil26. SAÚDE DEBATE | RIO DE JANEIRO, V. 43, N. ESPECIAL 3, P. 165-180, DEZ 2019 The POA, followed by membranes isolated
or integrated to biological systems (Membrane
Bioreactors – MBR), were the most cited in
the articles found. The purely biological pro-
cesses appeared in four works found. In fact,
the most widely used treatment processes,
whether for domestic or industrial wastewa-
ter, are biological ones. While the activated
sludge system serves most of the Brazilian
population, anaerobic reactors are the most
used in the industrial sector. However, there
is doubt as to whether the biological process
is effective in removing/degrading antibiot-
ics. Mechanisms for the elimination/removal
of effluent antibiotic residues by biological
processes may occur by incorporation of the
compounds into the sludge biomass (sorption)
or by biodegradation45. It is also noteworthy that only four studies
were obtained that addressed the possibility
of reuse of these effluents. All of these studies
found used POA as an alternative treatment. Abassi et al.46 observed that the presence
of ampicillin, amoxicillin and ciprofloxacin
wastes in the industrial effluent caused a re-
duction in the concentration of microorgan-
isms in the activated sludge process. Discussion Most of the work on treating effluent from
antibiotic production occurred in China. This
result may express a marked economic expan-
sion after its commercial opening, besides
the need to adapt to patent laws that allowed
the reproduction of various industrialized
products, including drugs. This economic
evolution covered the pharmaceutical sector,
mainly in the field of active pharmaceutical
production40-42. Other data that draw at-
tention refer to the fact that 25 works were
developed in Asia, 5 in Europe and only 1 in
the Americas. Considering the level of pro-
duction and consumption of drugs that has
been reflected worldwide, there should be
more studies on this approach, especially in
Brazil and the United States. On the other
hand, studies on the occurrence of drugs in
surface water and drinking water in Europe The acclimatization or prolonged exposure
of antibiotic residues to microorganisms may
increase their resistance to these compounds,
improving their ability to degrade these sub-
stances, as compared to Industrial and Sanitary
Effluent Treatment Plants containing fluoro-
quinolone-based antibiotics45-47. However,
this procedure can be a risk, as these micro-
organisms present in this sludge can carry this
resistance to the environment. It is also em-
phasized that this acclimatization is not a guar-
antee that these microorganisms can develop
the biodegradability of these compounds. Saravanne and Sundararaman48 used MBR
with acclimatized biomass to treat cephalexin
residues, and this resulted in the generation of
7 7-amino-3-desacetoxy cephalosporanic acid SAÚDE DEBATE | RIO DE JANEIRO, V. 43, N. ESPECIAL 3, P. 165-180, DEZ 2019 173 Overview of research on the treatment and reuse of effluents from the antibiotics industry The phase transfer of the contaminant can
also be observed in oxidation processes using
medium support, such as in the application
of photocatalysis in support medium for the
removal of oxytetracycline63, tetracycline64
and deoxytetracycline65. This process did not
present the complete elimination of antibiot-
ics, however, photocatalysis without medium
support has degraded 100% of antibiotic resi-
dues65. On the other hand, the protolithic oxi-
dation requiring only the light source was not
efficient for sulfamethoxazole, oxytetracycline
and ciprofloxacina66 elimination. and phenylacetic acid metabolites. Another
alternative tested in the MBR study was the
addition of enzymes to favor the degradation
of antibiotics. However, besides the high cost,
this procedure may not be effective for a broad
spectrum of antibiotics45. Discussion The degradation of drug wastes by biologi-
cal processes presents better performance
when associated with other processes, such
as oxidative or physical. Sistori et al.49 had an
effective reduction in the concentration of na-
lidixic acid of the effluent using Immobilized
Biomass Reactors associated with photo-Fen-
ton. However, this process generated metabo-
lites compounds with higher toxic potential
and could be a risk to aquatic ecosystems. Wang et al.50 used MBR with nanofiltration
and observed a decrease in the concentra-
tion of spiramycin, being related to the mass
transfer from the liquid phase to solid phase
retained in the membrane, which also occurs
in the osmosis treatment system. Despite the
good efficiency observed by studies using
membrane processes, a transfer of these
wastes is observed, so, there is a demand for
the proper treatment of these membranes50-52. Oxidative processes may also be integrated
with physical or chemical agents, such as the
study by Zhang et al.67 who tested potassium
ferrate with ultrasound for the degradation of
sulfadiazine, sulfamazine and sulfamethoxa-
zole. However, this process was not as effec-
tive for the complete elimination of these
compounds. Many authors cite that POA are the most
promising for drug waste degradation because
they are capable of generating free radicals
(●OH) that have high oxidative potential. However, many of the articles found in this
search show that these processes and their
associations did not achieve a 100% reduc-
tion in antibiotic concentration. The following
methods were found: Fenton for removal of
amoxicillin56, cefpirome, latamofex, aztreo-
nam, cefoperazone, cefatrizine, propylene
glycol, ceftazidime68 and sulfamethoxazole69;
photo-Fenton associated with an iron and
cerium heterogeneous catalyst in the presence
of hydrogen peroxide under the irradiation of
ultraviolet light for the removal of tetracycline
in effluent70; and electro-photo-Fenton, elec-
tro-Fenton ultraviolet irradiation to degrade
tetracycline71. It is also worth mentioning the
application of Fenton associated with hydro-
gen peroxide and ozone that contributed to
the complete degradation of sulfamethoxazole,
sulfadimethoxine, sulfamethazine, erythromy-
cin and tylosin tartrate72. All these processes, in
addition to not completing the complete min-
eralization of antibiotics, cite the formation of Extraction processes adopting nonpolar
or foam phases that favor the removal by
liquid-liquid processes were also found in
this search. Almeida et al.53 analyzed the po-
tential for removal of fluoroquinolones from
the addition of an ionic solution to the effluent. Discussion The difference in polarity between these solu-
tions (extractor and effluent) caused antibiotic
residues to be removed from the effluent to
the extractor solution. Kou et al.54 used flo-
tation coupled with adsorption separation
for streptomycin removal (recovery). Other
authors have also tested adsorption processes
for the removal of antibiotic residues such as
dioxicycline55; amoxicillin56; gatifloxacin57;
cephalexin, cephradine58, sulfamethoxazole59;
tetracycline60,61 and ciprofloxacin62. The en-
vironmental and financial cost of transferring
phase contaminants can be extremely high due
to the need for other processes that effectively
degrade waste in these new matrices. SAÚDE DEBATE | RIO DE JANEIRO, V. 43, N. ESPECIAL 3, P. 165-180, DEZ 2019 Rocha ACL, Kligerman DC, Oliveira JLM 174 treated by the pharmaceutical industry. This
fact may be related to the sanitary require-
ments for water use in this industrial typol-
ogy75. However, other studies that apply the
reuse of effluents in various industrial types
are observed, being at the discretion of each
manufacturing unit the best way to apply the
reuse practice. Effluent reuse is reported in
industrial activities that, due to quality criteria,
are not incorporated into the product, and
effluent reuse is more frequent after specific
treatment in cooling towers and boilers76-79. other compounds (degradation by-products)
that may have toxic characteristics or express
similar resistance to the original compound73. Of the 31 articles recovered, only 2 pre-
sented techniques capable of completely elimi-
nating the antibiotic residues tested56,73, 27
demonstrated some level of removal and 2
were not efficient. The studies that carried out
the association between the biological system
by sludge activated with other processes
presented good efficiency in the removal of
antibiotics, which shows that this path can
be quite promising. The plastic recycling industry is able to
reuse 100% of the generated effluents. These
effluents from the prewash and washing of
plastics and sanitary sewage are directed to the
wastewater treatment system, and the treated
effluent is added to rainwater precipitated
over the industry, which feeds the production
process80. Likewise, the textile industry is
also able to reuse its effluents from the ef-
fluent aftertreatment by advanced oxidative
process81. Effluent reuse is already practiced
even in the food production industry82-84. Discussion In
addition to industrial processes, other seg-
ments also already perform the practice of
reuse, as the International Airport of Rio de
Janeiro, in which the treated effluents are di-
rected to the cooling towers, reducing monthly
consumption of up to 33 thousand m³ of water. Therefore, further studies are needed on the
reuse of effluents mainly treated in the phar-
maceutical industry. One noteworthy observation is that only
one article was performed in a full-scale treat-
ment system, demonstrating that some of the
methods tested by other studies may undergo
considerable variations when submitted to
larger scales. From the analysis of these results, there is a
need for urgent standardization measures for
the release of effluents containing antibiotics. In addition, greater encouragement should
be given to research and implementation of
effective methods to reduce the risk of en-
vironmental contamination by these wastes
in alignment with the emergency situation
presented by WHO. It is noteworthy that, in 2015, the WHO
called on all countries to draw up National
Action Plans to Contain Antimicrobial
Resistance; and, in 2018, Brazil published its
plan with the collaboration of the Ministry
of Health and Welfare. It is emphasized that
this plan is close to the current environmen-
tal demand of the implementation of reverse
logistics for antibiotics, not addressing the
problem of liquid effluent from industrial
pharmaceutical production74. Final considerations From this review, it can be concluded that, in
these ten years of research, few studies have
been found on treatment of effluents from the
antibiotic industry, especially in countries with
higher drug consumption and production. While China is emerging in research on this
subject, Brazil, which rises in the ranking of
pharmaceutical industries, generated little
knowledge with this approach. Of the 31 references retrieved by the inte-
grative review, only 4 evaluated the possibility
of reuse of treated effluents from antibiotic
production. These studies used as a treatment
method the Fenton/coagulation/sedimenta-
tion68 association, photolysis66 and MBR with
nanofiltration50,51. Therefore, there are a small
number of works seeking the reuse of effluents It is noteworthy that less than 5% of the SAÚDE DEBATE | RIO DE JANEIRO, V. 43, N. ESPECIAL 3, P. 165-180, DEZ 2019 175 Overview of research on the treatment and reuse of effluents from the antibiotics industry discarded as solid residues in the membranes. This same observation should be made to the
processes of adsorption by activated carbon. studies found were developed in full-scale
systems, which is a negative result since only
in this way it is possible to understand the
behavior of antibiotics in treatment systems
already installed. This review shows that research on the
use of effluents in pharmaceutical industries
is still in its infancy; especially on antibiotic
producers. The 21st century will be marked
by the challenge of water scarcity; and one of
the ways to alleviate this problem is the reuse
of water and effluent in producing activities
such as industrial. The most tested processes for antibiotic
removal/degradation were the advanced
oxidative processes (35%) followed by the
physical-chemical processes (32%) and, lastly,
the strictly biological ones (13%). It is notewor-
thy that many works used combined processes,
including obtaining good efficiencies in rela-
tion to the isolated systems. The systems with
the worst performance were strictly biological,
while the advanced oxidative processes were
the best. Few works used systems strictly of
membranes (3%), but, yes, with the combina-
tion to the biological system (MBR) in which
they had good removal efficiencies. Finally, in Brazil, there are no legal limits
for the release of effluents with antibiotic
residues in the environment. However, this
practice poses a risk to environmental health
and may favor the development of multi-re-
sistant bacteria. *Orcid (Open Researcher
and Contributor ID). Collaborators One of the problems for biological systems
is the impact of these pollutants on sludge
microfauna, because, once acclimatized, they
can carry this resistance to antibiotics to the
environment. When well adjusted, advanced
oxidative processes promote good efficiency
in the degradation of antibiotics, however, they
can generate unknown byproducts or even
with higher toxic potential than the original
pollutant. Thus, an assessment of the toxicity
and possible effects of these by-products on
aquatic ecosystems is required. On the other
hand, membrane systems are efficient in re-
moving these compounds that are retained
in the membrane; with this, a transfer of
these pollutants is observed, which are then Rock ACL (0000-0001-7243-7832)* contrib-
uted substantially to the design, planning,
data analysis and interpretation, drafting
and critical review of the content, as well as
the approval of the final version of the manu-
script. Kligerman DC (0000-0002-7455-7931)*
contributed substantially to the design, plan-
ning, analysis and interpretation of the data
and revision of the manuscript. Oliveira JLM
(0000-0002-0361-3457)* contributed sub-
stantially to the design, planning, analysis and
interpretation of the data and revision of the
manuscript. s SAÚDE DEBATE | RIO DE JANEIRO, V. 43, N. ESPECIAL 3, P. 165-180, DEZ 2019 176 Rocha ACL, Kligerman DC, Oliveira JLM References sil: formas de articulação e implicações para o SNI
em saúde. Rev Bras Inov. 2013; 12(2):251-282. sil: formas de articulação e implicações para o SNI
em saúde. Rev Bras Inov. 2013; 12(2):251-282. 1. Brasil. Medida Provisória nº 868 de 27 de dezembro
de 2018. Atualiza o marco legal do saneamento bá-
sico e altera a Lei nº 9.984, de 17 de julho de 2000,
e dá outras providencias. [internet]. Diário Oficial
da União. 28 Dez 2018. [acesso em 2019 jan 19]. Dis-
ponível em: http://www.planalto.gov.br/ccivil_03/_
Ato2015-2018/2018/Mpv/mpv868.htm. 1. Brasil. Medida Provisória nº 868 de 27 de dezembro
de 2018. Atualiza o marco legal do saneamento bá-
sico e altera a Lei nº 9.984, de 17 de julho de 2000,
e dá outras providencias. [internet]. Diário Oficial
da União. 28 Dez 2018. [acesso em 2019 jan 19]. Dis-
ponível em: http://www.planalto.gov.br/ccivil_03/_
Ato2015-2018/2018/Mpv/mpv868.htm. 10. Instituto Brasileiro de Geografia e Estatística. Indi-
cadores. Pesquisa Industrial Mensal. Produção Físi-
ca Brasil 2018. [internet]. Rio de Janeiro: IBGE; 2019. [acesso em 2019 mar 25]. Disponível em: https://bi-
blioteca.ibge.gov.br/visualizacao/periodicos/228/
pim_pfbr_2018_dez.pdf. 2. Brasil. Ministério do Desenvolvimento Regional. Se-
cretaria Nacional de Saneamento – SNS. Diagnóstico
dos Serviços de Água e Esgoto 2017. [internet]. Bra-
sília, DF: MDR; 2019. [acesso 2019 mar 11]. Disponí-
vel em: http://www.snis.gov.br/diagnostico-agua-e-
-esgotos/diagnostico-ae-2017. 2. Brasil. Ministério do Desenvolvimento Regional. Se-
cretaria Nacional de Saneamento – SNS. Diagnóstico
dos Serviços de Água e Esgoto 2017. [internet]. Bra-
sília, DF: MDR; 2019. [acesso 2019 mar 11]. Disponí-
vel em: http://www.snis.gov.br/diagnostico-agua-e-
-esgotos/diagnostico-ae-2017. 11. IQVIA Institute for Human Data Science . The Glo-
bal Use of Medicine in 2019 and Outlook to 2023: Fo-
recasts and Areas to Watch [internet]. EUA: IQVIA;
2019. [acesso em 2019 fev 25]. Disponível em: https://
www.iqvia.com/institute/reports/the-global-use-of-
-medicine-in-2019-and-outlook-to-2023. 3. Hammer MJ. Water and wastewater technology. 3. ed. Englewood Cliffs: Prentice Hall; 1996. 12. World Health Organization. Report on sur-
veillance of antibiotic consumption: 2016-2018
early implementation [internet]. Geneva:WHO;
2018. [acesso em 2019 fev 22]. Disponível em:
https://apps.who.int/iris/ bitstream/hand
le/10665/277359/9789241514880-eng.pdf. 4. Monteiro SC, Boxal L. Occurrence and Fate of Human
Pharmaceuticals in the Environment. In: Reviews of
Environmental Contamination and Toxicology. Re-
views of Environmental Contamination and Toxico-
logy, vol 202. New York: Springer; 2010. p. 53-154. 5. Sangion A, Gramatica P. Hazard of pharmaceuticals
for aquatic environment: Prioritization by structu-
ral approaches and prediction of ecotoxicity. Envi-
ron Int. 2016; (95):131-143. 13. García-Rey C, Martín-Herrero J E, Baquero F. References Ranking
and prioritization of environmental risks of pharma-
ceuticals in surface waters. Regul Toxicol Pharma-
col. 2004; 39(2):158-183. 29. European Commission. Decision 2015/495/EC of 20
March 2015 establishing a watch list of substances for
Union-wide monitoring in the field of water policy
pursuant to Directive 2008/105/EC of the Europe-
an Parliament and of the Council [internet]. Official
Journal of the European Union. 24 Mar 2015. [aces-
so em 2018 fev 20]. Disponível em: http://data.eu-
ropa.eu/eli/dec_impl/2015/495/oj. 29. European Commission. Decision 2015/495/EC of 20
March 2015 establishing a watch list of substances for
Union-wide monitoring in the field of water policy
pursuant to Directive 2008/105/EC of the Europe-
an Parliament and of the Council [internet]. Official
Journal of the European Union. 24 Mar 2015. [aces-
so em 2018 fev 20]. Disponível em: http://data.eu-
ropa.eu/eli/dec_impl/2015/495/oj. 20. Baquero F, Martínez JL, Cantón R. Antibiotics and
antibiotic resistance in water environments. Curr
Opin Biotechnol. 2008; 19(3):260-5. 21. Giordano G, Surerus V. Efluentes Industriais – Estu-
do de Tratabilidade. Rio de Janeiro: Publit; 2015. 22. Guimarães JR, Maniero MG. Tratamento de água e
efluentes líquidos. In: Rosa AH. Fraceto LF, Moschi-
ni-Carlos V. Meio ambiente e sustentabilidade. Porto
Alegre: Bookmam; 2009. p. 322-345. 30. Andrade BAS, Lacerda PSB, Oliveira JLM. Viabili-
dade técnica de reúso de efluente gerado do sistema
de osmose reversa em uma indústria farmacêutica. Rev Ambient Água [internet]. 2017 [acesso em 2019
fev 19]; 12(5):694-707. Disponível em: http://dx.doi. org/10.4136/ambi-agua.1980. 30. Andrade BAS, Lacerda PSB, Oliveira JLM. Viabili-
dade técnica de reúso de efluente gerado do sistema
de osmose reversa em uma indústria farmacêutica. Rev Ambient Água [internet]. 2017 [acesso em 2019
fev 19]; 12(5):694-707. Disponível em: http://dx.doi. org/10.4136/ambi-agua.1980. 23. Almeida E, Assalin MR, Rosa MA. Tratamento de
efluentes industriais por processos oxidativos na pre-
sença de ozônio. Quím Nova. 2004; 27(5):818-824. 31. Franco L, Bilotta P. Implantação de um Laborató-
rio de Análise da Qualidade da Água e Efluentes de
uma Indústria Farmacêutica. Rev Gest Indus. 2014;
10(2):393-405. 24. Caldwell DJ, Mertens B, Kappler K, et al. A risk-ba-
sed approach to managing active pharmaceutical in-
gredients in manufacturing effluent. Environ Toxi-
col Chem. 2016; 35(4):813-822. 32. Sindicato da Indústria da Construção Civil no Esta-
do de São Paulo. Manual de Conservação e reúso de
Água em Edificações. São Paulo: SINDUSCON; 2005. 25. Blair BD, Crago JP, Hedman CJ, et al. References Anti-
biotic consumption and generation of resistance in
Streptococcus pneumoniae: the paradoxical impact
of quinolones in a complex selective landscape. Clin. Microbiol Infect. 2006; 12(3):55-66. 6. Wang J, Wang S. Removal of pharmaceuticals and
personal care products (PPCPs) from wastewater: a
review. J Environ Manage. 2016; (182):620-640. 14. Collignon C, Uroz S, Turpault MP, et al. Seasons di-
fferently impact the structure of mineral weathering
bacterial communities in beech and spruce stands. Soil Biol Biochem. 2011; 43(10):2012-2022. 7. Moraes DSL, Jordao BQ. Degradação de recursos hí-
dricos e seus efeitos sobre a saúde humana. Rev Saú-
de Pública. 2002; 36(3):370-374. 15. Walsh CT, Timothy WA. Prospects for new antibio-
tics: a molecule-centered perspective. J Antibiot. 2014; 67(1):7-22. 8. Cordi L, Assalin MR, Diez MC, et al. Montagem, par-
tida e operação de um sistema de lodos ativados para
o tratamento de efluentes: parâmetros físico-químicos
e biológicos. Rev Eng Ambiental. 2008; 5(1):97-115. 16. World Health Organization. Antimicrobial resistan-
ce: global report on surveillance. [internet]. Geneva:
WHO; 2014. [acesso em 2019 jan 21]. Disponível em:
https://www.who.int/drugresistance/documents/
surveillancereport/en/. 9. Gadelha CAG, Vargas MA, Maldonado JMS, et al. O
Complexo Econômico-Industrial da Saúde no Bra- SAÚDE DEBATE | RIO DE JANEIRO, V. 43, N. ESPECIAL 3, P. 165-180, DEZ 2019 Overview of research on the treatment and reuse of effluents from the antibiotics industry 177 27. European Commission. Directive 2000/60/EC of the
European Parliament and of the Council of 23 Octo-
ber 2000. Establishing a Framework for Communi-
ty Action in the Field of Water Policy [internet]. Ofi-
cial Journal European Union. 22 Dez 2000. [acesso
em 2018 fev 20]. Disponível em: http://data.europa. eu/eli/dir/2000/60/oj. 17. O’Neill J, Davies S, Rex J, et al. Review on antimicro-
bial resistance, tackling drug-resistant infections glo-
bally: final report and recommendations. [internet]. London:Wellcome Open Res; 2016. [acesso em 2019
jan 4]. Disponível em: https://amr-review.org/sites/de-
fault/files/160518_Final%20paper_with%20cover.pdf. 18. Halling-Sorensen B, Nielsen N S, Lanzky PF, et al. Occurrence, fate and effects of pharmaceutical subs-
tances in the environment - A review. Chemosphe-
re.1998; 36(2):357-394. 28. European Commission. Directive 2013/39/EU of the Eu-
ropean Parliament and of the Council of 12 August 2013
amending Directives 2000/60/EC and 2008/105/EC as
regards priority substances in the field of water policy
[internet]. Official Journal of the European Union. 24
Dez 2013. [acesso em 2018 fev 20]. Disponível em: ht-
tps://eur-lex.europa.eu/eli/dir/2013/39/oj. 19. Sanderson H, Johnson DJ, Reitsma T, et al. References Evaluation of
a model for the removal of pharmaceuticals, perso-
nal care product, and hormones from wastewater. Sci Total Environ. 2013; 444:515-21. 33. Mierzwa JC, Rodrigues LB, Silva M. Manual de
Conservação e Reúso de Água na Indústria [in-
ternet]. Rio de Janeiro: Sistema FIRJAN; 2015. [acesso em 2018 fev 20]. Disponível em: http://
www.firjan.org.br/data/pages/2C908CE9215B0
DC4012164A77509221B.htm. 26. Cunha DL, Silva SMC, Bila DM, et al. Regulamen-
tação do estrogênio sintético 17α-etinilestradiol em
matrizes aquáticas na Europa, Estados Unidos e Bra-
sil. Cad. Saúde Pública. 2016; 32(3):1-13. SAÚDE DEBATE | RIO DE JANEIRO, V. 43, N. ESPECIAL 3, P. 165-180, DEZ 2019 178 Rocha ACL, Kligerman DC, Oliveira JLM 34. Eslamian A, Eslamian F, Eslamian S. Water Reuse
Guidelines for Industry. In: Eslamian S. Urban Wa-
ter Reuse Handbook, Boca Raton, Flórida: CRC Press. 2016. p. 187-194. cionais e nacionais sobre gestão de medicamentos
e de seus resíduos. Ciênc. Saúde Colet. [internet]. [acesso em 2019 abr 15]. Disponível em: http://www. cienciaesaudecoletiva.com.br/artigos/revisao-dos-
-dispositivos-legais-e-normativos-internacionais-
-e-nacionais-sobre-gestao-de-medicamentos-e-de-
-seus-residuos/16331?id=16331. 35. Melo SAS, Trovó AG, Bautitz IR, et al. Degradação de
fármacos residuais por processos oxidativos avança-
dos. Quím Nova. 2009; 32(1):188-197. 45. De Cazes M, Abejón R, Belleville M-P, et al. Membra-
ne Bioprocesses for Pharmaceutical Micropollutant
Removal from Waters. Membranes. 2014; 4(4):692-
729. 36. Cooper HM. Integrating research: Applied social
research methods series. A guide for literature re-
views. 2. ed. Thousand Oaks, CA, US: Sage Publica-
tions; 1989. 46. Abbassi BE, Saleem MA, Zytner RG, et al. Antibio-
tics in wastewater: Their degradation and effect on
wastewater treatment efficiency. J Food Agric Envi-
ron. 2016; 14(3-4):95-9. 37. Souza MT, Silva MD, Carvalho R. Revisão Integrati-
va: o que é e como fazer. Einstein. 2010; 8(supl1):102-
106. 38. Dyniewicz AM. Metodologia da pesquisa em saúde
para iniciantes. 2. ed. São Caetano do Sul: Difusão;
2009. 47. Marathe NP, Shetty SA, Shouche YS, et al. Limited
Bacterial Diversity within a Treatment Plant Recei-
ving Antibiotic-Containing Waste from Bulk Drug
Production. PLoS ONE. 2016; 11(11):e0165914. 39. Rocha ACL. Principais processos de tratamento de
efluentes da produção de antibióticos e seu poten-
cial reuso na indústria farmacêutica. 82 f. [disserta-
ção]. Rio de Janeiro: Escola Nacional de Saúde Pú-
blica Sergio Arouca, Fundação Oswaldo Cruz; 2018. 48. Saravanane R, Sundararaman S. Effect of loading rate
and HRT on the removal of cephalosporin and their
intermediates during the operation of a membrane
bioreactor treating pharmaceutical wastewater. En-
viron Technol. tetracycline antibiotics removal from aqueous solu-
tion. Chem Eng J. 2013; 223(100):678-87. selected antibiotics removal from synthetic pharma-
ceutical wastewater. Iranian J Environ Health Sci
Eng. 2012; 9(1):19. 62. Wang F, Yang B, Wang H, et al. Removal of ciproflo-
xacin from aqueous solution by a magnetic chitosan
grafted graphene oxide composite. J Mol Liq. 2016;
(222):188-194. 53. Almeida HFD, Freire MG, Marrucho IM. Improved
extraction of fluoroquinolones with recyclable io-
nic-liquid-based aqueous biphasic systems. Green
Chem. 2016; 18(9):2717-2725. 63. Priya B, Shandilya P, Raizada P, et al. Photocatalytic
mineralization and degradation kinetics of ampicillin
and oxytetracycline antibiotics using graphene sand
composite and chitosan supported BiOCl. J Mol Ca-
tal Chem. 2016; (423):400-413. 54. Kou Q-Y, Li J, Zhao B, et al. Recovery of streptomycin
sulfate from the wastewater using foam fractionation
coupled with adsorption separation for reusing so-
dium dodecyl sulfate. J Chem Technol Biotechnol. 2015; 90(5):874-879. 64. Li W, Li T, Li G, et al. Electrospun H4SiW12O40/
cellulose acetate composite nanofibrous membrane
for photocatalytic degradation of tetracycline and
methyl orange with different mechanism. Carbo-
hydr Polym. 2017; 168:153-162. 55. Li J, Ng DHL, Ma R, et al. Eggshell membrane-deri-
ved MgFe2O4 for pharmaceutical antibiotics removal
and recovery from water. Chem Eng Res Des. 2017;
126:123-133. 65. Chen M, Chu W. Degradation of antibiotic norfloxa-
cin in aqueous solution by visible-light-mediated C-
-TiO2 photocatalysis. J Hazard Mater. 2012; 15(219-
220):183-189. 56. Pachauri P, Falwariya R, Vyas S, et al. Removal of
amoxicillin in wastewater using adsorption by pow-
dered and granular activated carbon and oxidation
with hydrogen peroxide. Nat Environ Pollut Tech-
nol. 2009; 8(3):481-488. 66. Avisar D, Lester Y, Mamane H. pH induced polychro-
matic UV treatment for the removal of a mixture of
SMX, OTC and CIP from water. J Hazard Mater. 2010; 175(1-3):1068-1074. 57. Yao H, Lv Z, Zhou Y, et al. Experiment of gatifloxa-
cin adsorption by sludge activated carbon. J Residu-
als Sci Technol. 2009; 6(4):171-177. 58. Li S, Yang Q, Ye Y. Preparation of activated carbon
from herbal residues and kinetics of cephalosporin
antibiotic adsorption in wastewater. Bio Resources. 2017; 12(2):2768-2779. 67. Zhang Y, Marrs CF, Simon C, et al. Wastewater tre-
atment contributes to selective increase of antibiotic
resistance among Acinetobacter spp. Sci Total Envi-
ron. 2009; 407(12):3702-3706. 68. Xing Z-P, Sun D-Z. Treatment of antibiotic fermen-
tation wastewater by combined polyferric sulfate co-
agulation, Fenton and sedimentation process. J Ha-
zard Mater. 2009; 168(2-3):1264-1268. 59. Han X, Liang C, Li T, et al. References 2009; 30(10):1017-22. 40. Ding J, Xue Y, Liang H, et al. From imitation to inno-
vation: A study of China’s drug R&D and relevant na-
tional policies. J. Technol. Manag Innov. 2011; 6(2):1-
13. 49. Sirtori C, Zapata A, Oller I, et al. Decontamination
industrial pharmaceutical wastewater by combining
solar photo-Fenton and biological treatment. Water
Res. 2009; 43(3):661-8. 41. Chitour H-L. Big Pharma in China - the driving for-
ces behind their success - A qualitative analysis. Chi-
nese Stud. 2013; 2(4):169-1773. 50. Wang J, Li K, Wei Y, et al. Performance and fate of
organics in a pilot MBR-NF for treating antibiotic
production wastewater with recycling NF concen-
trate. Chemosphere. 2015; 121:92-100. 42. Delgado IG. Política industrial para os setores farma-
cêutico, automotivo e têxtil na China, Índia e Brasil. Brasília, DF: Instituto de Pesquisa Econômica Apli-
cada; 2015. 51. Wang J, Wei Y, Li K, et al. Fate of organic pollutants
in a pilot-scale membrane bioreactor-nanofiltration
membrane system at high water yield in antibio-
tic wastewater treatment. Water Sci Technol. 2014;
69(4):876-81. 43. Bila DM, Dezotti M. Fármacos no meio ambiente. Quím. Nova. 2003; 26(4):523-530. 44. Oliveira NB, Kligerman DC, Lacerda P, et al. Revi-
são dos dispositivos legais e normativos interna- 52. Gholami M, Mirzaei R, Kalantary RR, et al. Perfor-
mance evaluation of reverse osmosis technology for SAÚDE DEBATE | RIO DE JANEIRO, V. 43, N. ESPECIAL 3, P. 165-180, DEZ 2019 179 Overview of research on the treatment and reuse of effluents from the antibiotics industry tetracycline antibiotics removal from aqueous solu-
tion. Chem Eng J. 2013; 223(100):678-87. tetracycline antibiotics removal from aqueous solu-
tion. Chem Eng J. 2013; 223(100):678-87. Simultaneous removal of
cadmium and sulfamethoxazole from aqueous so-
lution by rice straw biochar*. J Zhejiang Univ Sci B. 2013; 14(7):640-649. 60. Acosta R, Fierro V, Martinez de Yuso A, et al. Te-
tracycline adsorption onto activated carbons produ-
ced by KOH activation of tyre pyrolysis char. Che-
mosphere. 2016; (149):168-176. 69. Dehghani S, Jonidi Jafari A, Farzadkia M, et al. Sulfo-
namide antibiotic reduction in aquatic environment
by application of fenton oxidation process. Iranian
J Environ Health Sci Eng. 2013; 10(1):29. 61. Liu M, Hou L, Yu S, et al. MCM-41 impregnated with
A zeolite precursor: Synthesis, characterization and 70. Ya-ping Z, Cheng-guang J, Ran P, et al. Heteroge-
neous photo-assisted Fenton catalytic removal of SAÚDE DEBATE | RIO DE JANEIRO, V. 43, N. ESPECIAL 3, P. 165-180, DEZ 2019 180 Rocha ACL, Kligerman DC, Oliveira JLM tetracycline using Fe-Ce pillared bentonite. J Cent
South Univ. 2014; 21(1):310-316. 78. Mujeriego R, Asano T. Tratamento avançado em es-
gotos, água recuperada e reúso. Water Sci. and Te-
chn. 1999; 40:1-9. 71. Liu S, Zhao X, Sun H, et al. The degradation of te-
tracycline in a photo-electro-Fenton system. Chem
Eng J. 2013; (231):441-448. 79. Mancuso PC, Santos HF. Reúso de água. São Paulo:
Manole; 2003. 72. Lin AY-C, Lin C-F, Chiou J-M, et al. O3 and O3/H2O2
treatment of sulfonamide and macrolide antibiotics
in wastewater. J Hazard Mater. 2009; 171(1-3):452-
458. 80. Bordonalli ACO, Mendes CGN. Reúso de água em in-
dústria de reciclagem de plástico tipo PEAD. Eng Sa-
nit Ambient. 2009; 14(2):235-244. 81. Nagel-Hassemer M, Coral LA, Lapolli FR, et al. Pro-
cesso UV/H2O2 como pós-tratamento para remoção
de cor e polimento final em efluentes têxteis. Quím
Nova. 2012; 35(5):900-9004. 73. Deschamps E, Vasconcelos O, Lange L, et
al.Management of effluents and waste from phar-
maceutical industry in Minas Gerais, Brazil. Braz J
Pharm Sci. 2012; 48(4):727-736. 82. Casani S, Rouhany M, Knochel S. A discussion pa-
per on challenges and limitations to water reuse
and hygiene in the food industry. Water Res. 2005;
39(6):1134-46. 74. Brasil. Ministério da Saúde. Agência Nacional de
Vigilância Samitária. Plano de Ação da Vigilância
Sanitária em Resistência aos Antimicrobianos [in-
ternet]. Brasília, DF: Anvisa; 2018. [acesso em 2019
mar 3]. Disponível em http://portal.anvisa.gov.br/
documents/3487091/3697444/Plano+de+a%C-
3%A7%C3%A3o+da+vigil%C3%A2ncia+sanit%C3
%A1ria/09f85d62-bc23-4ccf-8c86-0a6431a355f9. 83. Vourch M, Alannec B, Chaufer B, et al. Treatment
of dairy industry wastewater by reverse osmosis for
water reuse. Desalination. 2008; 219(1-3):190-202. 84. tetracycline antibiotics removal from aqueous solu-
tion. Chem Eng J. 2013; 223(100):678-87. Suárez A, Fidalgo T, Riera FA. Recovery of dairy in-
dustry wastewaters by reverse osmosis. Production
of boiler water, Sep Purif Technol. 2014; (133):204-
211. 84. Suárez A, Fidalgo T, Riera FA. Recovery of dairy in-
dustry wastewaters by reverse osmosis. Production
of boiler water, Sep Purif Technol. 2014; (133):204-
211. 75. Linninger AA, Chakraborty A, Colberg RD. Plan-
ning of waste reduction strategies under uncertain-
ty, Comp. Chem. Eng. 2000; 24(2-7):1043-1048. 76. Asano T. Planning and implementation of water reu-
se projects. Water Sci. and Techn. 1991; 24(9):1-10. 85. Carvalho DD, Machado BJF. Reúso de efluentes em
torres de resfriamento-estudo conceitual: Aeropor-
to Internacional do Rio de Janeiro. Acta Scient Te-
chnol. 2010; 32(3):295-302. 77. Crook J, Surampalli RY. Water reclamation and reuse
criteria in the U.S. Water Sci. and Techn. 1996; 33(10-
11):451-462.
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Arabidopsis leucine-rich repeat extensin (LRX) proteins modify cell wall composition and influence plant growth
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BMC plant biology
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Arabidopsis leucine-rich repeat extensin (LRX) proteins
modify cell wall composition and influence plant growth Arabidopsis leucine-rich repeat extensin (LRX) proteins
modify cell wall composition and influence plant growth
Christian Draeger, Tohnyui Ndinyanka Fabrice, Emilie Gineau, Gregory
Mouille, Benjamin M. Kuhn, Isabel Moller, Marie-Therese Abdou, Beat Frey,
Markus Pauly, Antony Bacic, et al. Christian Draeger, Tohnyui Ndinyanka Fabrice, Emilie Gineau, Gregory
Mouille, Benjamin M. Kuhn, Isabel Moller, Marie-Therese Abdou, Beat Frey,
Markus Pauly, Antony Bacic, et al. To cite this version: Christian Draeger, Tohnyui Ndinyanka Fabrice, Emilie Gineau, Gregory Mouille, Benjamin M. Kuhn,
et al.. Arabidopsis leucine-rich repeat extensin (LRX) proteins modify cell wall composition and
influence plant growth. BMC Plant Biology, 2015, 15, 10.1186/s12870-015-0548-8. hal-01204198 RESEARCH ARTICLE Open Access © 2015 Draeger et al. This is an Open Access article distributed under the terms of the Creative Commons Attribution License
(http://creativecommons.org/licenses/by/4.0), which permits unrestricted use, distribution, and reproduction in any medium,
provided the original work is properly credited. The Creative Commons Public Domain Dedication waiver (http://
creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated. HAL Id: hal-01204198
https://hal.science/hal-01204198v1
Submitted on 28 May 2020 L’archive ouverte pluridisciplinaire HAL, est
destinée au dépôt et à la diffusion de documents
scientifiques de niveau recherche, publiés ou non,
émanant des établissements d’enseignement et de
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archive for the deposit and dissemination of sci-
entific research documents, whether they are pub-
lished or not. The documents may come from
teaching and research institutions in France or
abroad, or from public or private research centers. Draeger et al. BMC Plant Biology (2015) 15:155
DOI 10.1186/s12870-015-0548-8 Abstract Background: Leucine-rich repeat extensins (LRXs) are extracellular proteins consisting of an N-terminal leucine-rich
repeat (LRR) domain and a C-terminal extensin domain containing the typical features of this class of structural
hydroxyproline-rich glycoproteins (HRGPs). The LRR domain is likely to bind an interaction partner, whereas the
extensin domain has an anchoring function to insolubilize the protein in the cell wall. Based on the analysis of the
root hair-expressed LRX1 and LRX2 of Arabidopsis thaliana, LRX proteins are important for cell wall development. The importance of LRX proteins in non-root hair cells and on the structural changes induced by mutations in LRX
genes remains elusive. Results: The LRX gene family of Arabidopsis consists of eleven members, of which LRX3, LRX4, and LRX5 are
expressed in aerial organs, such as leaves and stem. The importance of these LRX genes for plant development and
particularly cell wall formation was investigated. Synergistic effects of mutations with gradually more severe growth
retardation phenotypes in double and triple mutants suggest a similar function of the three genes. Analysis of cell
wall composition revealed a number of changes to cell wall polysaccharides in the mutants. Conclusions: LRX3, LRX4, and LRX5, and most likely LRX proteins in general, are important for cell wall development. Due to the complexity of changes in cell wall structures in the lrx mutants, the exact function of LRX proteins remains
to be determined. The increasingly strong growth-defect phenotypes in double and triple mutants suggests that the
LRX proteins have similar functions and that they are important for proper plant development. Keywords: Arabidopsis, Cell wall development, Cell wall structures, LRR-extensin, LRX Arabidopsis leucine-rich repeat extensin
(LRX) proteins modify cell wall composition
and influence plant growth Christian Draeger1,8, Tohnyui Ndinyanka Fabrice1, Emilie Gineau3,4, Grégory Mouille3, Benjamin M. Kuhn2,
Isabel Moller5,7, Marie-Therese Abdou1, Beat Frey6, Markus Pauly2, Antony Bacic5 and Christoph Ringli1* * Correspondence: chringli@botinst.uzh.ch
1Institute of Plant Biology, University of Zürich, Zollikerstr. 107, Zürich 8008,
Switzerland
Full list of author information is available at the end of the article Results LRR-extensin (LRX) proteins are extracellular proteins
found in different plant species [17, 18]. LRX proteins
contain an N-terminal LRR domain with 10 complete
LRRs, and a C-terminal extensin domain with (Ser-
Hyp4)-containing repetitive motifs typical for this class
of HRGPs [19, 20]. While the LRR domain is well con-
served among LRX proteins, the extensin domain is vari-
able [17]. Many structural cell wall proteins, including
extensins, are able to covalently crosslink in the cell wall
and thereby influence mechanical properties [21–23]. For LRX1 of Arabidopsis thaliana, it was shown that the
extensin domain crosslinks to cell wall components to
anchor/insolubilize the protein and possibly properly
position the LRR domain in the extracellular matrix [24,
25]. Expression of a truncated version of LRX1 lacking
the extensin domain induces a dominant negative effect,
resulting in an lrx1-like defect in root hair development. This suggests that the LRR domain binds and titrates
out the interaction partner of the endogenous LRX1
and, hence, implies a binding partner of the LRR domain
[24], the nature of which remains elusive. LRX3, LRX4, and LRX5 are conserved LRR-extensin proteins
LRX3, LRX4, and LRX5 proteins show the typical structure
of leucine-rich repeat (LRR)-extensins (LRXs), including an
N-terminal LRR domain and a C-terminal extensin (HRGP)
domain. The N-terminal LRR domain is preceded by a
domain that is variable amongst LRX proteins, while a Cys-
rich hinge region separates the LRR and the extensin do-
mains (Fig. 1a). An alignment of the LRR domains under-
lines the high degree of similarity between the three LRX
proteins with 95% (LRX3 compared to LRX4), 86% (LRX3
compared to LRX5), and 85% (LRX4 compared to LRX5)
(Additional file 1). As expected, the proteins encoded by
the paralogous genes LRX3 and LRX4 [17] show the highest
level of identity. By contrast, the extensin domain is much
more variable amongst the three proteins, with a length of
only 90 amino acids in LRX4 versus 367 and 445 amino
acids in LRX3 and LRX5, respectively. The last 30 amino
acid residues in all three proteins, however, show 75% iden-
tity (Additional file 1). The extensin domain contains the
Ser-Hyp4 motif characteristic for this HRGP family. The
tremendous length differences amongst the extensin do-
mains are not necessarily indicative of functional differ-
ences since the extensin domains of LRX1 and LRX2 are
functionally interchangeable despite limited homology [26]. Background structures by integrating new material, modifying linkages,
and adjusting the composition of the cell wall [1]. Interfer-
ing with either the biosynthesis or post deposition modifi-
cation of cell wall components causes changes in cell wall
structure/organisation, which can influence cell growth
processes, as exemplified by a number of cell wall mutants
of Arabidopsis thaliana that show changes in cell morph-
ology (for review, see [2]). Characteristic features of plants are cell walls that not only
protect each individual cell but also strongly influence
plant development. While cell growth is driven by turgor
pressure, expansion of the primary cell wall, which resists
turgor pressure, is the rate limiting step. The primary cell
wall is composed of complex interlinked networks, mainly
composed of cellulose, non-cellulosic and pectic polysac-
charides such as xyloglucan and heteroxylans, and also
structural cell wall proteins. Cell wall expansion therefore
requires a constant rearrangement of these supramolecular Plants have developed a sophisticated system to monitor
cell wall formation in order to respond to changes in cell
wall composition [2–5]. Genetic approaches have led to the
identification of a number of receptor-like transmembrane
proteins that perceive signals from the cell wall and trans-
duce them to the cytoplasm. Wall-associated kinases have a
cytoplasmic kinase domain and an extracellular domain * Correspondence: chringli@botinst.uzh.ch
1Institute of Plant Biology, University of Zürich, Zollikerstr. 107, Zürich 8008,
Switzerland
Full list of author information is available at the end of the article Draeger et al. BMC Plant Biology (2015) 15:155 Page 2 of 11 changes in cell wall structures and composition induced
by mutations in LRX genes. Root hairs present a sub-
optimal cell type for these analyses due to their low
abundance and atypical (for plant cells) tip growing
mode of expansion. LRX3, LRX4, and LRX5, in contrast,
are all expressed in roots and shoots, and cluster together
in a phylogenetic tree based on amino acid homology of
the encoded LRR domain. LRX3 and LRX4 are paralogs
and share an almost identical expression profile [17]. To-
gether, it can be hypothesized that these three LRX pro-
teins have similar functions in overlapping tissues. that can bind pectin, and serve functions in pathogen re-
sponse as well as regulation of osmotic pressure [6–9]. Background THESEUS1 encodes a CrRLK-like receptor kinase that
monitors changes in the cell wall caused by a reduced cellu-
lose content and induces secondary changes in the cell wall
such as lignin deposition [10, 11]. Leucine-rich repeat (LRR) proteins have been identi-
fied in a number of systems to act as interaction part-
ners in either a signaling cascade or as modulators of
protein activity. Polygalacturonase inhibitors (PGIPs)
specifically bind polygalacturonases, thereby inhibit their
enzymatic function, and thus influence the turnover of
pectic polysaccharides [12]. Pathogen-recognizing dis-
ease resistance proteins often contain an LRR domain
which is thought to interact with a pathogen-induced
molecule [13]. On the other hand, the brassinosteroid
and auxin binding proteins BRI and TIR1 harbour LRR
domains [14, 15], revealing the broad chemical spectrum
of potential binding partners of LRR domains. Out of
over 200 LRR-receptor proteins encoded in Arabidopsis,
some have been shown to be important for cell wall de-
velopmental processes. FEI1 and FEI2 influence cell wall
function and cell growth properties by affecting cell wall
composition [16]. In this work, the characterization of LRX3, LRX4, and
LRX5 is described. Single, double, and triple mutants
established using T-DNA insertion mutants reveal syner-
gistic mutant phenotypes, suggesting a similar function
of these three LRX genes. The changes in cell wall com-
position observed in the mutant lines compared to the
wild type indicate that LRX proteins indeed have a func-
tion in cell wall formation. The lack of these proteins in-
duces not only changes in cell wall structures but also
strongly affects plant development implying that LRX
proteins have an important function during cell (wall)
development. Results The Arabidopsis genome codes for a family of eleven
LRX-type proteins. LRX1 and LRX2 are paralogous genes
and are predominantly expressed in root hairs where
they function synergistically during cell development. lrx1 lrx2 double mutants show a severe defect in root
hair cell wall structures and growth, suggesting a role of
LRX1 and LRX2 in cell wall formation [24, 26]. To bet-
ter understand the function of LRX proteins during cell
wall development, it is desirable to characterize the Mutations in LRX genes cause alterations in plant
development Mutations in LRX genes cause alterations in plant
development Mutations in LRX genes cause alterations in plant
development The importance of LRX3, LRX4, and LRX5 was investigated
by the identification and analysis of T-DNA insertion Draeger et al. BMC Plant Biology (2015) 15:155 Page 3 of 11 Fig. 1 Protein structure of LRX3, LRX4, and LRX5 and gene expression. a Leucine-rich repeat extensin (LRX) proteins consist of a signal peptide
for protein export (black), followed by a variable domain, nine complete leucine-rich repeats (LRR, grey), a Cys-rich hinge region (dotted), and a
C-terminal extensin domain (dark grey) that show the typical Ser-Hyp4 motifs of hydroxyproline-rich glycoproteins. Numbers indicate amino
acid positions, arrowheads the positions corresponding to the T-DNA insertions in the identified mutants. b RT-PCR on total RNA extracted from
wild-type and mutant seedlings with gene-specific primers for each of the three LRX genes and ACTIN2 as an internal control Fig. 1 Protein structure of LRX3, LRX4, and LRX5 and gene expression. a Leucine-rich repeat extensin (LRX) proteins consist of a signal peptide
for protein export (black), followed by a variable domain, nine complete leucine-rich repeats (LRR, grey), a Cys-rich hinge region (dotted), and a
C-terminal extensin domain (dark grey) that show the typical Ser-Hyp4 motifs of hydroxyproline-rich glycoproteins. Numbers indicate amino
acid positions, arrowheads the positions corresponding to the T-DNA insertions in the identified mutants. b RT-PCR on total RNA extracted from
wild-type and mutant seedlings with gene-specific primers for each of the three LRX genes and ACTIN2 as an internal control of the triple mutant suggests a synergistic activity of all
three LRX genes during plant development. This syner-
gistic effect was particularly detectable in root develop-
ment where the lrx3 lrx4 double mutant and the lrx5
single mutant showed a root length similar to the wild
type whereas the lrx3 lrx4 lrx5 triple mutant roots were
much shorter (Fig. 2a). The increasingly severe impair-
ment of plant growth was observed also at older stages
of development of the lrx3 lrx4, and lrx3 lrx4 lrx5 mu-
tants compared to the wild type, exemplified by the re-
duction in rosette leave size (Fig. 2b; Additional file 2B). Scanning electron microscopic analysis revealed a sinu-
ous cotyledon surface in the double mutant that was not
observed in the wild type. This effect was even more
pronounced in the triple mutant lines, where crater-like
structures developed with occasional cracks in the epi-
dermal cell layer (Fig. 2c). Mutations in LRX genes cause alterations in plant
development The same phenotype in the
epidermal surface was also observed in rosette leaves
(Additional file 2C). It is important to note that the lrx5
single mutant was comparable to the wild type at all
stages of development and only in combination with the
lrx3 lrx4 mutations conferred an exaggerated growth de-
fect indicative of a synergistic interaction between the
LRX genes. mutants. One mutant line was identified for each of the
LRX genes (Salk_094400, GABI_017A08, and Salk_013968
for LRX3, LRX4, and LRX5, respectively) in which the cod-
ing region is interrupted (Fig. 1a). Since LRX3 and LRX4
are highly homologous paralogs [17] and thus likely to be
functionally redundant, mutant analysis mainly focused on
the lrx3 lrx4 double mutant and the lrx3 lrx4 lrx5 triple
mutant. Homozygous mutants were obtained in all cases. To assess whether the mutant lines indeed fail to express
the mutated genes, RT-PCR was performed on total RNA
isolated from homozygous mutant seedlings. No RT-PCR
product was obtained from any of the three mutant loci
(Fig. 1b), confirming that the T-DNA insertions block gene
expression and that the mutants most likely represent
knock-out alleles. Since all three genes are expressed in seedlings and
mature plants [17], both developmental stages were ana-
lyzed to identify potential mutant phenotypes. At the
seedling stage, both double and triple mutant seedlings
had smaller cotyledons. This phenotype was more pro-
nounced in the triple mutant, where cotyledons were
also less epinastic than in either the wild type or the lrx3
lrx4 double mutant (Fig. 2a). Later during seedling de-
velopment, the difference between the wild type, lrx3
lrx4 double, and lrx3 lrx4 lrx5 triple mutant was readily
detectable in terms of size and shape, excluding that the
mutants just grow slower than the wild type (Additional
file 2A). Since the lrx5 single mutant development was
comparable to the wild type, the aggravated phenotype Complementation of the lrx mutants To confirm that the aberrant growth phenotypes ob-
served in the lrx3 lrx4 and lrx3 lrx4 lrx5 mutants were
induced by the T-DNA insertions, complementation Page 4 of 11 Draeger et al. BMC Plant Biology (2015) 15:155 Fig. 2 Mutations in LRX genes cause aberrant plant growth. a Cotyledons of 7 days-old seedlings are gradually smaller in the lrx3 lrx4 double
mutant and the lrx3 lrx4 lrx5 triple mutant compared to the wild type (Col). Roots of the same seedlings are significantly shorter in the lrx3 lrx4
lrx5 triple mutant. Error bars shown in the graph represent standard errors. Significance was tested by T-test; n ≥14, *: P < 0.05. b Mature plants of
double and triple mutants reveal a reduction in growth compared to wild-type plants, whereas the lrx5 single mutant grows comparable to the
wild type. c Sinuous structures were observed in double and triple mutant cotyledons with occasional cracks (arrows) in the epidermis of the
triple mutant. Bars: A = 0.5 mm; B = 10 mm; C = 100 μm Fig. 2 Mutations in LRX genes cause aberrant plant growth. a Cotyledons of 7 days-old seedlings are gradually smaller in the lrx3 lrx4 double
mutant and the lrx3 lrx4 lrx5 triple mutant compared to the wild type (Col). Roots of the same seedlings are significantly shorter in the lrx3 lrx4
lrx5 triple mutant. Error bars shown in the graph represent standard errors. Significance was tested by T-test; n ≥14, *: P < 0.05. b Mature plants of
d
bl
d
i l
l
d
i
i
h
d
ild
l
h
h l 5 i
l
bl
h Fig. 2 Mutations in LRX genes cause aberrant plant growth. a Cotyledons of 7 days-old seedlings are gradually smaller in the lrx3 lrx4 double
mutant and the lrx3 lrx4 lrx5 triple mutant compared to the wild type (Col). Roots of the same seedlings are significantly shorter in the lrx3 lrx4
lrx5 triple mutant. Error bars shown in the graph represent standard errors. Significance was tested by T-test; n ≥14, *: P < 0.05. b Mature plants of
double and triple mutants reveal a reduction in growth compared to wild-type plants, whereas the lrx5 single mutant grows comparable to the
wild type. c Sinuous structures were observed in double and triple mutant cotyledons with occasional cracks (arrows) in the epidermis of the
triple mutant. Complementation of the lrx mutants Bars: A = 0.5 mm; B = 10 mm; C = 100 μm experiments were performed. To this end, it was attempted
to clone the wild-type copies of LRX3, LRX4, and LRX5. All three DNA constructs, however, were unstable in
several different E. coli strains grown under different
conditions. Most frequently, the extensin-coding region
was truncated and could therefore not be propagated. Previous experiments had shown that extensin domains
are interchangeable between different LRX proteins. The lrx1 root hair mutant phenotype can be complemented with chimeric proteins containing the extensin domain
of either LRX1 or LRX2 [26]. Therefore, the genomic
clones of LRX3 and LRX4 containing the sequences of the
promoter to the Cys-rich hinge domain-coding sequence
(located in between the LRR- and extensin domains;
Fig. 1a) were amplified and fused with the extensin-coding
sequence and the terminator of LRX1. The resulting
chimeric complementation constructs were referred to as
LRX3:LRR3-EXT1 and LRX4:LRR4-EXT1, respectively. For Draeger et al. BMC Plant Biology (2015) 15:155 Page 5 of 11 reduced content in Rha and Gal in both mutants
whereas Man increased in the triple mutant compared
to the wild type. Similar to Man, lignification is in-
creased in the triple mutant (Fig. 4a). In extracts of stem
tissue, most sugars showed a significant (T-test, P < 0.05)
increase in the double but not the triple mutant com-
pared to the wild type (Fig. 4b). Even though the in-
crease in lignin content in the mutants did not fulfill our
criteria of significance, we still visualized lignification on
stem sections. In agreement with the observed reduction
in overall plant growth, cross-sections of the mutants
were smaller in diameter than the wild type, which was
also reflected by smaller cell sizes, and this effect was
stronger in the triple mutant (Table 1). Compared to the
wild type, the lignin-staining ring of (inter-)fascicular
cells of the mutants covered a larger fraction of the en-
tire stem section (Fig. 4c). To quantify this observation,
the thickness of the interfascicular lignified ring was
measured and compared to the full diameter. This con-
firmed that the lignified ring in relation to the stem
diameter is larger in the mutants than in the wild type
(Table 1). LRX5, this alternative cloning approach was also unsuc-
cessful and thus, we abandoned complementation of the
lrx5 mutation. LRX3:LRR3-EXT1 and LRX4:LRR4-EXT1 were success-
fully transformed into the lrx3 lrx4 double mutant. CoMPP analysis of lrx mutants Based on previous work, LRX proteins are assumed to
have a role in cell wall development [24, 26]. Therefore,
the composition and structures of wild-type and mutant
cell walls were analyzed using various approaches. In a
first step, the neutral sugar monosaccharide composition
of cell wall material of the mutants and the wild type
was performed. Analysis of rosette leaf alcohol insoluble
residue (AIR) revealed a significantly (T-test, P < 0.05) y
To analyze the polysaccharide composition of the cell
wall of the double and the triple mutant in more detail,
a high-throughput characterization using Comprehen-
sive Microarray Polymer Profiling (CoMPP; [27]) on ros-
ette leaf and stem extracts was performed. Cell walls
were sequentially extracted with diamino-cyclo-hexane-
tetra-acetic acid (CDTA) and NaOH, to extract pectins
and non-cellulosic polysaccharides, respectively, spotted
on microarrays, and the intensity of the spot signals
was quantified. CoMPP revealed significant changes in
the relative intensities of JIM13 (recognizes arabinogalactan-
proteins [AGPs]), JIM20 (recognizes extensins), LM11 (rec-
ognizes xylan), and LM13 (recognizes arabinan) (Table 2,
Additional file 3). Samples extracted with CDTA and la-
beled with JIM13, JIM20, and LM13 revealed a reduc-
tion by up to one third in epitope detection levels. Leaf
samples extracted with NaOH showed a reduced LM11
epitope intensity close to one half in the double mutant
and a somewhat less in the triple mutant (Fig. 4a). LM13 (arabinan) epitopes were reduced up to 74% in
lrx3 lrx4 plants and up to 90% in lrx3 lrx4 lrx5 mutants. The differential labelling observed between the wild
type and the mutants does not systematically fit with
the
altered
monosaccharide
composition
observed
(Fig. 4)—for example in the case of some epitopes such
as LM13 arabinan, this antibody will bind to only a sub-
set of all arabinose-containing polymers in the cell
walls. Together, these analyses confirm that the muta-
tions lead to a modification of cell wall compositions in
different organs. Fig. 3 Mutations in LRX genes cause dwarfism. As exemplified by
the lrx3 and lrx4 mutations, single mutants grow similar to the wild
type whereas the lrx3 lrx4 double mutant shows severely reduced
growth that is alleviated by the LRX3 and LRX4 complementation
constructs. Bar = 10 mm. Fig. 3 Mutations in LRX genes cause dwarfism. Complementation of the lrx mutants By
contrast, transformation of the lrx3 lrx4 lrx5 triple mu-
tant resulted in poor seed set from which no transgenic
seed could be recovered. Hence, complementation ex-
periments were limited to the double mutant. Trans-
genic lines segregating in the T2 generation 3:1 for the
selectable marker were analyzed using plant height as
the parameter for complementation. While the lrx3 lrx4
double mutant develops shorter inflorescences compared
to the wild type or either of the single mutants, comple-
mentation with either LRX3:LRR3-EXT1 or LRX4:LRR4-
EXT1 resulted in alleviation of the reduced plant height
phenotype (Fig. 3), suggesting that the chimeric comple-
mentation constructs encode functional proteins and
that the double mutant phenotype is indeed caused by
the mutations in LRX3 and LRX4. CoMPP analysis of lrx mutants As exemplified by
the lrx3 and lrx4 mutations, single mutants grow similar to the wild
type whereas the lrx3 lrx4 double mutant shows severely reduced
growth that is alleviated by the LRX3 and LRX4 complementation
constructs. Bar = 10 mm. Draeger et al. BMC Plant Biology (2015) 15:155 Page 6 of 11 Fig. 4 Cell wall composition analysis. Cell wall material was extracted from rosette leaves a and stem tissue b and monosaccharides were
quantified. Error bars shown in the graph represent standard errors. Significance was tested by T-test; n = 3, *P < 0.05. c The degree of lignification
was visualized in stem cross section using Wiesner staining. Bar = 500 μm. Fig. 4 Cell wall composition analysis. Cell wall material was extracted from rosette leaves a and stem tissue b and monosaccharides were
quantified. Error bars shown in the graph represent standard errors. Significance was tested by T-test; n = 3, *P < 0.05. c The degree of lignification
was visualized in stem cross section using Wiesner staining. Bar = 500 μm. Fig. 4 Cell wall composition analysis. Cell wall material was extracted from rosette leaves a and stem tissue b and monosaccharides were
quantified. Error bars shown in the graph represent standard errors. Significance was tested by T-test; n = 3, *P < 0.05. c The degree of lignification
was visualized in stem cross section using Wiesner staining. Bar = 500 μm. LRX3, LRX4, and LRX5 support this proposed function
since mutations in these genes lead to aberrant cell wall
composition. The alterations ultimately impact cell growth
properties, resulting in generally reduced plant growth. The repetitive nature of the extensin-coding region of
LRX genes made the cloning strategy difficult, in particu-
lar of LRX5, which we were unable to clone and utilize for
complementation experiments. For LRX3 and LRX4,
chimeric constructs containing the LRX1 extensin-coding
region had to be used. This resulted in functional proteins,
consistent with the previous domain swap experiments,
which showed that the extensin domains of LRX1 and
LRX2 are interchangeable [26]. The complementation of
the lrx3 lrx4 double mutant with LRX3 and LRX4 com-
bined with the analysis of the double/triple mutants pro-
vide good evidence that the mutant phenotypes observed Discussion Compensatory changes
might depend on the severity of defects in cell wall for-
mation, which would explain the observation of certain
changes in stem tissue only in the lrx3 lrx4 double mu-
tant but not the lrx3 lrx4 lrx5 triple mutant. Reducing
cellulose content by the procuste1 or fei1 fei2 mutants
causes an increase in lignin content [16, 33]. Other
changes than a reduction in cellulose content may also
induce increased lignification, as the level of cellulose is
not affected by the lrx mutations, yet lignification is ele-
vated in rosette leaves. In stems, the fraction of the lig-
nin ring relative to the stem diameter is increased. This,
however, is not reflected by an altered lignin content,
suggesting that the distribution of lignin is modified. Xy-
lan is associated with cellulose and mainly found in sec-
ondary cell walls. In CoMPP experiments, the binding of
the anti-xylan antibody LM11 is decreased in leaf tissue. The LM11 antibody recognizes β1-4 linked Xyl and also
arabinoxylan [34]. The xylan backbone is frequently
substituted with side chains of either glucuronic acid
(GlcA) or methyl-GlcA, and a reduction in these substi-
tutions changes xylan structure and can cause a dwarf
growth phenotype [35]. Modified antibody labelling
might be induced by either changes in the overall xylan
structure or epitope accessibility. Future experiments
with a variety of anti-xylan antibodies might provide bet-
ter information on the potential changes in the xylan
structure induced by the lrx mutations. are indeed caused by the mutations in these three LRX
genes. Even though complementation of the lrx5 mutant
was not possible due to technical difficulties, the synergis-
tic effect of lrx5 and lrx3 lrx4 in the context of the lrx3
lrx4 lrx5 triple mutant implies comparable activities of the
affected proteins. p
Several different cell wall structures are modified in
the lrx3 lrx4 double and lrx3 lrx4 lrx5 triple mutants. Also, these changes differ between rosette leaves and
stem tissue. Rosette leaves show reduced levels of the
monosaccharides Rha and Gal. In stem tissue, an in-
crease in most neutral sugars was found for the lrx3 lrx4
double mutant. Since Rha and Gal are found in pectin,
tissues with a high proportion of pectin-rich primary cell
walls [28], such as rosette leaves, are more likely to re-
veal a difference in pectin content. Discussion Leucine-rich repeat extensins (LRX) are extracellular
proteins involved in cell wall assembly. This assumption
was based on the previous characterization of mutants
of the Arabidopsis LRX1 and LRX2 that revealed a defect
in the cell wall ultrastructure [24, 26]. The analysis of Table 1 Quantification of stem diameter and degree of
lignification in stem cross-sections Table 1 Quantification of stem diameter and degree of
lignification in stem cross-sections
Genotype
Stem diameter
[mm]
Lignin ring
[mm]
% of ring to
diameter
col
1.81
0.11
6
lrx3 lrx4
1.34 *
0.10
7.5 *
lrx3 lrx4 lrx5
1.01 *
0.09 *
9 *
Sections at the base were used for analysis. Significance was tested by T-test;
n ≥15, *: significantly different from the wild type (col), P < 0.01 Sections at the base were used for analysis. Significance was tested by T-test;
n ≥15, *: significantly different from the wild type (col), P < 0.01 Draeger et al. BMC Plant Biology (2015) 15:155 Page 7 of 11 Table 2 Glycome profiling of selected cell wall polysaccharide epitopes performed on cell wall extracts
Wash-ing
Mutant
Organ
JIM13 (AGP)
JIM20 (extensin)
LM11 (xylan)
LM13 (arabinan)
CDTA
wt
stem
90.04 ± 8.62
85.59 ± 8.41
97.44 ± 2.55
lrx3 lrx4
stem
78.78 ± 0.48
75.97 ± 2.22
92.50 ± 2.05
lrx3 lrx4 lrx5
stem
66.16 ± 13.46
58.93 ± 6.98
66.14 ± 4.35
NaOH
wt
leaf
95.54 ± 3.86
lrx3 lrx4
leaf
40.20 ± 2.80
lrx3 lrx4 lrx5
leaf
58.68 ± 16.16
wt
stem
49.91 ± 16.50
lrx3 lrx4
stem
13.41 ± 7.81
lrx3 lrx4 lrx5
stem
5.22 ± 5.17
Only significant differences between wild type and mutants are shown. Values are mean signal intensities ± standard deviation of three independent extracts. Detailed data is shown in the Additional file 3 ng of selected cell wall polysaccharide epitopes performed on cell wall extracts
Organ
JIM13 (AGP)
JIM20 (extensin)
LM11 (xylan)
LM13 (arabinan provide an explanation for the observed divergence in
structural adaptation of cell walls of leaf and stem tissues
to mutations in lrx3, lrx4, and lrx5. Alternatively,
changes in the composition of the cell wall can trigger a
number of additional, secondary modifications as an at-
tempt of the plant to directly compensate for alterations
in the extracellular matrix [11]. Discussion Interestingly, LM13,
which binds longer oligoarabinosides thought to be part
of the pectin fraction, gives a strongly reduced signal
in stems but not rosette leaf extracts. Since this is not
reflected in a reduced Ara content, Ara-containing
structures not detected by LM13 are probably also
modified. In stems, the LM13 epitope is mostly abun-
dant in epidermal walls and implicated in responses to
mechanical stress [29, 30]. It is likely that the changes in
cell wall structures affect the mechanical properties in
the stem, which in turn also modifies the accumulation
of LM13-detected pectic arabinan. In rosette leaf cell
walls of the mutants, mannose is the only neutral sugar
that shows an increase in abundance in lrx mutants. Mannose forms several types of mannan polymers which
represent hemicelluloses that are particularly abundant
in secondary cell walls and woody tissue [31, 32]. In the
lrx3 lrx4 lrx5 triple mutant, however, a change in man-
nan and lignin is not found in stem but only in rosette
leaves. Whether the increase of mannose and lignin in
rosette leaves is based on a common regulation remains
to be shown. The anti-extensin antibody JIM20 also shows a reduc-
tion in labelling in the mutants compared to the wild-
type. The Arabidopsis genome contains over 20 genes
that encode extensin proteins [36], a number of which
are expressed in stem tissue. The contribution of each of Depending on the cellular function, tissues respond
differently to changes in growth properties. This would Draeger et al. BMC Plant Biology (2015) 15:155 Page 8 of 11 these proteins to JIM20 labelling is not known. Hence, it
is possible that the absence of the three LRX proteins
causes a reduction in labelling since they all represent
potential epitopes of JIM20. Extensins belong to the
class of HRGPs and are known to influence physical
properties of cell walls by their ability to form an insolu-
bilized, covalent network in cell walls [37–39]. Root hair
formation appears to be particularly sensitive to changes
in this protein network since interfering with proline
hydroxylation of extensins causes defects in root hair de-
velopment [40]. RSH/EXT3 has been shown to be im-
portant for cell wall formation during cytokinesis. With
its propensity to self-aggregate, RSH/EXT3 has been
proposed to form a scaffold for the deposition of new
cell wall material [36, 41]. Conclusions The numerous changes in cell wall structures found in
the lrx mutants reflects a general problem in the analysis
of cell wall mutants: the difficulty to distinguish between
primary effects of the mutations under investigation and
the secondary effects induced by the plant with the aim
of compensating the primary changes. In the cesa6
mutant procuste1, at least some of the compensatory
changes in cell wall structures are induced by the
receptor-kinase THESEUS1, which plays a role in cell
wall integrity sensing. The the1 mutation blocks com-
pensatory modifications, resulting in a partial suppres-
sion of the procuste1 mutant phenotype [10]. It will be
interesting to see whether some of the cell wall modifi-
cations observed in the lrx mutants are also induced by
THESEUS1 and thus whether the introduction of the
the1 mutation in the lrx mutant background might help
identifying the primary changes induces by the muta-
tions in LRX genes. LRX3, LRX4, and LRX5 are homologous LRR-extensin
proteins found in overlapping tissues and have similar
functions. Mutations in these lrx genes induce growth
phenotypes implying that LRX proteins are indispensable
for proper plant development. Since LRX proteins localize
to the cell wall, the identification of numerous changes in
cell wall structures of lrx3, lrx4, and lrx5 mutant lines sup-
port the assumption that LRX proteins are involved in cell
wall development. Additional analyses are necessary to
unravel the exact function of LRX proteins in this process. Discussion In the context of LRX pro-
teins, however, the extensin domain appears to have an
anchoring function. The insolubilization of LRX1 is not
a default reaction but developmentally regulated. Also,
overexpression of the extensin domain of LRX1 does not
alleviate the lrx1 root hair formation defect, suggesting
that LRX proteins are not primarily reinforcing the cell
wall but the extensin domain might rather position the
protein within the cell wall [24, 25]. component and thus serve in establishing a membrane-cell
wall signaling continuum with the goal of controlling the
deposition of new cell wall material. This would provide an
alternative explanation for the pleiotropic changes in cell
wall structure and composition observed in the lrx
mutants. Alternatively, the LRR domain of LRX proteins
might influence extracellular enzymatic activity. One class
of LRR-containing proteins known to bind and inhibit
cell wall degrading enzymes are endopolygalacturonase-
inhibiting proteins (PGIPs) which are involved in plant de-
velopment as well as pathogen defense [42, 43]. The LRR
domain of these proteins contains eleven repeats, which is
very similar to the ten and a half repeats of LRX proteins
[17]. Whether this reflects a functional similarity is not yet
clear, particularly since the LRR domains of LRXs and
PGIPs share limited sequence homology. Hence, LRX pro-
teins might be involved in either the regulation of enzym-
atic activities in the cell wall or the recruitment of enzymes
to the appropriate location in the cell wall. It can be specu-
lated that the function of LRX proteins is related to pec-
tins, since mutations modifying pectin structures were
found to suppress the lrx1 root hair phenotype [44, 45]. Plant material and growth
ld For experiments wild-type Arabidopsis thaliana (ecotype
Col-0) and the mutants lrx3 (At4g13340; Salk_094400),
lrx4 (At3g24480; GABI_017A08), and lrx5 (At4g18670;
Salk_013968) were used. T-DNA insertions are located
752 bp, 1173 bp and 898 bp downstream of the start
codon in lrx3, lrx4, and lrx5, respectively. The changes in cell wall structures observed in the
lrx3 lrx4 and lrx3 lrx4 lrx5 mutants do not lead to a
conclusive picture on the function of LRX proteins dur-
ing cell wall formation. The interaction partner of LRX
proteins would be very informative in this context but
remains currently unknown. LRX proteins do not appear
to serve as transmembrane receptor proteins since they
lack a transmembrane domain. On the other hand, they
are anchored in the cell wall via their extensin domain
[24, 25]. The identification of the interacting partner(s)
should provide a better picture on the orientation of
the LRR domain of LRX proteins. Hypothetically, the
LRR domain might interact with a membrane-bound Seeds were obtained from the NASC European Arabi-
dopsis stock center. Seeds were surface sterilized (1%
sodium hypochlorite, 0.03% TritonX-100) and stratified
2–4 days at 4 °C. Seeds were plated on 1/2 Murashige
and Skoog medium (0.6% phytagel (Sigma), 2% sucrose)
and grown in growth chambers with 16 h light, 8 h dark
cycles at 22 °C. Pavement cell analysis and SEM analysis y
y
Imprinting of pavement cells was done following Horigu-
chi et al. [49] and observed with a Zeiss AX10 microscope. Scanning Electron Microscope (SEM) analysis of cotyle-
dons and rosette leaves was done as described by Baum-
berger et al. [26]. Additional files Additional file 1: Alignment of LRX3, LRX4 and LRX5 proteins. Alignment of the full-length proteins by ClustalW revealed high Additional file 1: Alignment of LRX3, LRX4 and LRX5 proteins. Alignment of the full-length proteins by ClustalW revealed high
homology in the N-terminal variable domain as well as the leucine-rich
repeat domain (flanked by arrowheads). The extensin domains are very
different between the proteins, except the last 35 amino acids which are
again well conserved. The Pro residues encoded in the extensin domain
are posttranslationally modified to Hyp. Identical, conserved, and similar
positions in the alignment are indicated by asterisks, colons, or single
dots, respectively. Accession numbers The accession numbers of the genes analyzed in this study
are as follows: LRX3: At4g13340; LRX4: At3g24480; LRX5:
At4g18670. DNA primers, constructs and plant transformation For the complementation constructs LRX3:LRR3 EXT1
and LRX4:LRR4 EXT1, the promoter and coding sequence Page 9 of 11 Draeger et al. BMC Plant Biology (2015) 15:155 described in [50]. Quantification was done with biological
triplicates and the average values and standard errors are
indicated in the graphs. encoding the hinge region of LRX3 and LRX4 were ampli-
fied by PCR with the following primers to introduce a PstI
site at the 3′ end coding for the hinge region: LRX3F: 5′-TC
ATATGTGCTGTAGATGATTGGG-3′; LRX3R: 5′-CTG
CAGTTTACCGGCGGACGAGACAAAAACG-3′; LRX4F:
5′-ACCCTCTAGCCTTTATATATTTATAG-3′; LRX4R:
5′-CTGCAGTCCACCGAAGGCCGTGACAAGAAAG-3′. The PCR fragments were cloned into the pSC PCR
cloning vector (Stratagene) and correct clones were cut
out by ApaI/PstI and cloned into a vector containing
the LRX1 extensin-coding region and terminator [26]
opened with the same enzymes. For plant transform-
ation the constructs were cloned into pBART27 [46, 47]
with NotI and plants were transformed and T1 transfor-
mants selected as described [48]. T2 seeds obtained
from the primary transformants were sterilized and
sown on BASTA plates and resistant seedlings were
transferred to soil for propagation. encoding the hinge region of LRX3 and LRX4 were ampli-
fied by PCR with the following primers to introduce a PstI
site at the 3′ end coding for the hinge region: LRX3F: 5′-TC
ATATGTGCTGTAGATGATTGGG-3′; LRX3R: 5′-CTG
CAGTTTACCGGCGGACGAGACAAAAACG-3′; LRX4F:
5′-ACCCTCTAGCCTTTATATATTTATAG-3′; LRX4R:
5′-CTGCAGTCCACCGAAGGCCGTGACAAGAAAG-3′. The PCR fragments were cloned into the pSC PCR
cloning vector (Stratagene) and correct clones were cut
out by ApaI/PstI and cloned into a vector containing
the LRX1 extensin-coding region and terminator [26]
opened with the same enzymes. For plant transform-
ation the constructs were cloned into pBART27 [46, 47]
with NotI and plants were transformed and T1 transfor-
mants selected as described [48]. T2 seeds obtained
from the primary transformants were sterilized and
sown on BASTA plates and resistant seedlings were
transferred to soil for propagation. Comprehensive microarray polymer profiling (CoMPP)
and monosaccharide analysis Preparation of AIR (alcohol insoluble residue) was done
as follows: Plant materials (stem and rosette leaves of
adult plants) were ground in liquid nitrogen, washed
with 80% EtOH three times and subsequently washed in
100% acetone, and CoMPP was performed as described
in Moller et al. [27]. Quantification was done with bio-
logical triplicates and the average values and standard
deviations are indicated in the tables. Monosaccharide composition and linkage analysis of
polysaccharides The analyses of polysaccharides were performed on an
AIR prepared as follows. One hundred mg (FW) of
ground rosette leaf or stem tissue of adult plants were
washed twice in 4 volumes of absolute ethanol for
15 min, then rinsed twice in 4 volumes of acetone at
room temperature for 10 min and left to dry under a
fume hood overnight at room temperature. Neutral
monosaccharide composition analysis was performed on
5 mg of dried AIR after hydrolysis in 2.5 M TFA for
1.5 h at 100 °C as described in [50]. To determine the
cellulose content, the residual pellet obtained after the
monosaccharide analysis was rinsed twice with ten vol-
umes of water and hydrolysed with H2SO4 as described
[51]. The released glucose was diluted 500 times and then
quantified using an HPAEC-PAD chromatography as Lignin quantification and visualization One hundred mg (FW) of dry ground leaf were washed
twice in 3 mL of water at 80 °C for 15 min, twice in
3 mL of ethanol at 80 °C for 15 min and once in 3 mL
acetone at room temperature for 10 min and left to dry
under a fume hood overnight at room temperature. The
following protocol is adapted from Fukushima and Hat-
field [52]. Lignin from the prepared cell wall residue was
solubilized in 1 mL of acetyl bromide solution (acetyl
bromide/acetic acid (1/3, V/V)) in a glass vial at 55 °C
for 2.5 h under shaking. Samples was then let to cool
down at room temperature and 1.2 mL of NaOH 2 M/
Acetic acid (9/50 V/V) was added in the vial. One hun-
dred μL of this sample was transferred in 300 μL of
0.5 M hydroxylamine chlorhydrate and mixed with
1.4 mL of acetic acid. The A280 absorbance of the sam-
ples was measured. Lignin content was calculated using
the following formula: %lignin = 100 x (A280 x V reac-
tion x V dilution) / (20 x V sample solution x m sample
in mg). In stem cross-sections lignin was visualized by
Wiesner staining. Quantification was done with bio-
logical triplicates and the average values and standard
errors are indicated in the graphs. References References
1. Cosgrove DJ. Growth of the plant cell wall. Nature Rev Mol Cell Biol. 2005;6(11):850–61. 2. Wolf S, Hematy K, Hoefte H. Growth control and cell wall signaling in plants. In: Merchant SS, editor. Annual Review of Plant Biology, Vol 63, vol. 63. 2012. p. 381–407. 3. Seifert GJ, Blaukopf C. Irritable walls: The plant extracellular matrix and
signaling. Plant Physiol. 2010;153(2):467–78. 4. Ringli C. Monitoring the Outside: Cell Wall-Sensing Mechanisms. Plant
Physiol. 2010;153(4):1445–52. 5. Tsang DL, Edmond C, Harrington JL, Nuehse TS. Cell wall integrity controls root
elongation via a general 1-aminocyclopropane-1-carboxylic acid-dependent,
ethylene-independent pathway. Plant Physiol. 2011;156(2):596–604. 6. Wagner TA, Kohorn BD. Wall-associated kinases are expressed throughout
plant development and are required for cell expansion. Plant Cell. 2001;13(2):303–18. 7. Brutus A, Sicilia F, Macone A, Cervone F, De Lorenzo G. A domain swap
approach reveals a role of the plant wall-associated kinase 1 (WAK1) as a
receptor of oligogalacturonides. Proc Natl Acad Sci U S A. 2010;107(20):9452–7. 8. Kohorn BD, Kobayashi M, Johansen S, Riese J, Huang LF, Koch K, et al. An
Arabidopsis cell wall-associated kinase required for invertase activity and cell
growth. Plant J. 2006;46(2):307–16. 1. Cosgrove DJ. Growth of the plant cell wall. Nature Rev Mol Cell Biol. 2005;6(11):850–61. 1. Cosgrove DJ. Growth of the plant cell wall. Nature Rev Mol Cell Biol. 2005;6(11):850–61. 27. Moller I, Sorensen I, Bernal AJ, Blaukopf C, Lee K, Obro J, et al. High-
throughput mapping of cell-wall polymers within and between plants using
novel microarrays. Plant J. 2007;50(6):1118–28. 2. Wolf S, Hematy K, Hoefte H. Growth control and cell wall signaling in plants. In: Merchant SS, editor. Annual Review of Plant Biology, Vol 63, vol. 63. 2012. p. 381–407. 28. Willats WGT, McCartney L, Mackie W, Knox JP. Pectin: cell biology and
prospects for functional analysis. Plant Mol Biol. 2001;47(1-2):9–27. 3. Seifert GJ, Blaukopf C. Irritable walls: The plant extracellular matrix and
signaling. Plant Physiol. 2010;153(2):467–78. 29. Verhertbruggen Y, Marcus SE, Chen J, Knox JP. Cell wall pectic arabinans
influence the mechanical properties of Arabidopsis thaliana inflorescence
stems and their response to mechanical stress. Plant Cell Physiol. 2013;54(8):1278–88. 4. Ringli C. Monitoring the Outside: Cell Wall-Sensing Mechanisms. Plant
Physiol. 2010;153(4):1445–52. 5. Tsang DL, Edmond C, Harrington JL, Nuehse TS. Cell wall integrity controls root
elongation via a general 1-aminocyclopropane-1-carboxylic acid-dependent,
ethylene-independent pathway. Plant Physiol. 2011;156(2):596–604. 30. Competing interests 14. He ZH, Wang ZY, Li JM, Zhu Q, Lamb C, Ronald P, et al. Perception of
brassinosteroids by the extracellular domain of the receptor kinase BRI1. Science. 2000;288(5475):2360–3. The authors declare that they have no competing interests. Author details
1 Wolf S, Hematy K, Hoefte H. Growth control and cell wall signaling in plants. In: Merchant SS, editor. Annual Review of Plant Biology, Vol 63, vol. 63. 2012. p. 381–407. 3. Seifert GJ, Blaukopf C. Irritable walls: The plant extracellular matrix and
signaling. Plant Physiol. 2010;153(2):467–78. 4. Ringli C. Monitoring the Outside: Cell Wall-Sensing Mechanisms. Plant
Physiol. 2010;153(4):1445–52. 5. Tsang DL, Edmond C, Harrington JL, Nuehse TS. Cell wall integrity controls root
elongation via a general 1-aminocyclopropane-1-carboxylic acid-dependent,
ethylene-independent pathway. Plant Physiol. 2011;156(2):596–604. 6. Wagner TA, Kohorn BD. Wall-associated kinases are expressed throughout
plant development and are required for cell expansion. Plant Cell. 2001;13(2):303–18. 7. Brutus A, Sicilia F, Macone A, Cervone F, De Lorenzo G. A domain swap
approach reveals a role of the plant wall-associated kinase 1 (WAK1) as a
receptor of oligogalacturonides. Proc Natl Acad Sci U S A. 2010;107(20):9452–7. 8. Kohorn BD, Kobayashi M, Johansen S, Riese J, Huang LF, Koch K, et al. An
Arabidopsis cell wall-associated kinase required for invertase activity and cell
growth. Plant J. 2006;46(2):307–16. Additional file 2: Growth defect phenotypes of the lrx mutants. (A) Additional file 2: Growth defect phenotypes of the lrx mutants. (A)
While the wild type and lrx5 single mutant are comparable in size, the
double and triple mutant seedlings grow gradually smaller, indicating a
synergistic interaction between the lrx mutations. (B) Rosette leaves of
the mutants also show a gradually reduced leave area compared to the
wild type. Error bars shown in the graphs represent standard errors. Significance was tested by T-test; n=6, *: P<0.05. (C) Compared to the
even surface of wild-type (Col) rosette leaves, double and triple mutants
frequently developed uneven, sinuous surfaces with occasional cracks
(arrows) in the epidermis of the triple mutant. Bars: A= 5 mm; B= 10 mm;
C= 300 μm. Additional file 3: Glycome profiling of selected cell wall
polysaccharide epitopes. Biological triplicates of cell wall extracts of the
wild type, the lrx3 lrx4, and the lrx3 lrx4 lrx5 mutants were washed with Page 10 of 11 Draeger et al. BMC Plant Biology (2015) 15:155 9. He ZH, He DZ, Kohorn BD. Requirement for the induced expression of a cell
wall associated receptor kinase for survival during the pathogen response. Plant J. 1998;14(1):55–63. either CDTA or NaOH and epitope abundance was measured by
quantification of antibody binding and expressed here as relative spot
intensity (corrected to 100). The monoclonal antibodies used and bound
epitopes are listed. The upper half of the table represents the mean
values of technical triplicates of each extract, the lower half lists the
standard deviation in the technical triplicates. either CDTA or NaOH and epitope abundance was measured by
quantification of antibody binding and expressed here as relative spot
intensity (corrected to 100). The monoclonal antibodies used and bound
epitopes are listed. The upper half of the table represents the mean
values of technical triplicates of each extract, the lower half lists the
standard deviation in the technical triplicates. 10. Hematy K, Sado PE, Van Tuinen A, Rochange S, Desnos T, Balzergue S, et al. A receptor-like kinase mediates the response of Arabidopsis cells to the
inhibition of cellulose synthesis. Curr Biol. 2007;17(11):922–31. 11. Doblin MS, Johnson KL, Humphries J, Newbigin EJ, Bacic A. Are designer
plant cell walls a realistic aspiration or will the plasticity of the plant’s
metabolism win out? Curr Op Biotech. 2014;26:108–14. Authors’ contributions 15. Dharmasiri N, Dharmasiri S, Estelle M. The F-box protein TIR1 is an auxin
receptor. Nature. 2005;435(7041):441–5. CD performed the genetics and morphological analysis. TNF performed
morphological analyses and, with BMK, IM, and EG, was involved in cell
wall analyses. MTA performed RT-PCR experiments. BF performed the elec-
tron microscopic analysis. GM, MP, and AB designed experiments. CR conceived the study and wrote the manuscript. 16. Xu SL, Rahman A, Baskin TI, Kieber JJ. Two leucine-rich repeat receptor
kinases mediate signaling, linking cell wall biosynthesis and ACC synthase in
Arabidopsis. Plant Cell. 2008;20(11):3065–79. 17. Baumberger N, Doesseger B, Guyot R, Diet A, Parsons RL, Clark MA, et al. Whole-genome comparison of leucine-rich repeat extensins in Arabidopsis
and rice: a conserved family of cell wall proteins form a vegetative and a
reproductive clade. Plant Physiol. 2003;131:1313–26. Funding 19. Cassab GI. Plant cell wall proteins. Annu Rev Plant Physiol Plant Mol Biol. 1998;49:281–309. g
Australian Research Council through a grant to the ARC CoE in Plant Cell
Walls to AB and IM; Swiss National Science Foundation Grants Nr. 122157
and 138472 and the Swiss SystemsX/MechanX initiative to CD, TNF, and CR. 20. Lamport DTA, Kieliszewski MJ, Chen Y, Cannon MC. Role of the extensin
superfamily in primary cell wall architecture. Plant Physiol. 2011;156(1):11–9. Acknowledgments We would like to thank Anja Meury-Bechtel for excellent technical assistance. The antibodies were kindly provided by Prof. J.P. Knox, University of Leeds. We would like to thank Anja Meury-Bechtel for excellent technical assistance. The antibodies were kindly provided by Prof. J.P. Knox, University of Leeds. 18. Ringli C. The role of extracellular LRR-extensin (LRX) proteins in cell wall
formation. Plant Biosystems. 2005;139:32–5. Abbreviations
HRGP H d 12. Devoto A, Clark AJ, Nuss L, Cervone F, DeLorenzo G. Developmental and
pathogen-induced accumulation of transcripts of polygalacturonase-
inhibiting protein in Phaseolus vulgaris L. Planta. 1997;202(3):284–92. HRGP: Hydroxyproline-rich glycoprotein; LRX: Leucine-rich repeat extensin;
LRR: Leucine-rich repeat; PGIP: Polygalacturonase inhibitor; AGP: Arabinogalactan
protein; AIR: Alcohol insoluble residue; CoMPP: Comprehensive microarray
polymer profiling; CDTA: Diamino-cyclo-hexane-tetra-acetic acid. 13. Boller T, Felix G. A renaissance of elicitors: perception of microbe-associated
molecular patterns and danger signals by pattern-recognition receptors. Annu Rev Plant Biol. 2009;60:379–406. Author details
1 21. Bradley DJ, Kjellbom P, Lamb CJ. Elicitor and wound-induced oxidative
cross-linking of a proline-rich plant-cell wall protein: a novel, rapid defense
response. Cell. 1992;70(1):21–30. 1Institute of Plant Biology, University of Zürich, Zollikerstr. 107, Zürich 8008,
Switzerland. 2Department of Plant and Microbial Biology, UC Berkeley,
Berkeley, CA 94720, USA. 3INRA, Institut Jean-Pierre Bourgin, UMR1318 Saclay
Plant 22. Held MA, Tan L, Kamyab A, Hare M, Shpak E, Kieliszewski MJ. Di-isodityrosine
is the intermolecular cross-link of isodityrosine-rich extensin analogs cross-linked
in vitro. J Biol Chem. 2004;279(53):55474–82. Sciences, Versailles 78026, France. 4AgroParisTech, Institut Jean-Pierre Bourgin,
UMR1318 Saclay Plant Sciences, Versailles 78026, France. 5ARC Centre of
Excellence in Plant Cell Walls, School of Botany, the University of Melbourne,
Parkville, Victoria 3010, Australia. 6Swiss Federal Research Institute WSL,
Birmensdorf 8903, Switzerland. 7Current address: The New Zealand Institute
for Plant & Food Research Limited, Auckland 1142, New Zealand. 8Current
address: Thermo Fisher Scientific, Neuhofstrasse 11, 4153, Reinach, Switzerland. Sciences, Versailles 78026, France. 4AgroParisTech, Institut Jean-Pierre Bourgin,
UMR1318 Saclay Plant Sciences, Versailles 78026, France. 5ARC Centre of
Excellence in Plant Cell Walls, School of Botany, the University of Melbourne,
Parkville, Victoria 3010, Australia. 6Swiss Federal Research Institute WSL, 23. Showalter AM, Keppler B, Lichtenberg J, Gu D, Welch LR. A bioinformatics
approach to the identification, classification, and analysis of hydroxyproline-rich
glycoproteins. Plant Physiol. 2010;153(2):485–513. glycoproteins. Plant Physiol. 2010;153(2):485–513. Birmensdorf 8903, Switzerland. 7Current address: The New Zealand Institute
for Plant & Food Research Limited, Auckland 1142, New Zealand. 8Current
address: Thermo Fisher Scientific, Neuhofstrasse 11, 4153, Reinach, Switzerland. 24. Baumberger N, Ringli C, Keller B. The chimeric leucine-rich repeat/extensin
cell wall protein LRX1 is required for root hair morphogenesis in Arabidopsis
thaliana. Genes Dev. 2001;15(9):1128–39. 25. Ringli C. The hydroxyproline-rich glycoprotein domain of the Arabidopsis
LRX1 requires Tyr for function but not for insolubilization in the cell wall. Plant J. 2010;63(4):662–9. 25. Ringli C. The hydroxyproline-rich glycoprotein domain of the Arabidopsis
LRX1 requires Tyr for function but not for insolubilization in the cell wall. Plant J. 2010;63(4):662–9. Received: 8 December 2014 Accepted: 11 June 2015 Received: 8 December 2014 Accepted: 11 June 2015 26. Baumberger N, Steiner M, Ryser U, Keller B, Ringli C. Synergistic interaction
of the two paralogous Arabidopsis genes LRX1 and LRX2 in cell wall
formation during root hair development. Plant J. 2003;35(1):71–81. References
1. Cosgrove DJ. Growth of the plant cell wall. Nature Rev Mol Cell Biol. 2005;6(11):850–61. 2. Draeger et al. BMC Plant Biology (2015) 15:155 elongation specifically in roots and dark-grown hypocotyls of Arabidopsis. Plant Cell. 2000;12(12):2409–23. elongation specifically in roots and dark-grown hypocotyls of Arabidopsis. Plant Cell. 2000;12(12):2409–23. 34. McCartney L, Marcus SE, Knox JP. Monoclonal antibodies to plant cell wall
xylans and arabinoxylans. J Histochem Cytochem. 2005;53(4):543–6. 35. Lee C, Teng Q, Zhong R, Ye Z-H. Arabidopsis GUX proteins are glucuronyltransferases
responsible for the addition of glucuronic acid side chains onto xylan. Plant
Cell Physiol. 2012;53(7):1204–16. 36. Cannon MC, Terneus K, Hall Q, Tan L, Wang YM, Wegenhart BL, et al. Self-assembly of the plant cell wall requires an extensin scaffold. Proc Natl
Acad Sci U S A. 2008;105(6):2226–31. 37. Fry SC. Isodityrosine, a new cross-linking amino acid from plant cell-wall
glycoprotein. J Biochem. 1982;204:449–55. 38. Brisson LF, Tenhaken R, Lamb C. Function of oxidative cross-linking of
cell-wall structural proteins in plant-disease resistance. Plant Cell. 1994;6(12):1703–12. 39. Brady JD, Sadler IH, Fry SC. Pulcherosine, an oxidatively coupled trimer of
tyrosine in plant cell walls: Its role in cross-link formation. Phytochem. 1998;47(3):349–53. 40. Velasquez SM, Ricardi MM, Dorosz JG, Fernandez PV, Nadra AD, Pol-Fachin L,
et al. O-glycosylated cell wall proteins are essential in root hair growth. Science. 2011;332(6036):1401–3. 41. Hall Q, Cannon MC. The cell wall hydroxyproline-rich glycoprotein RSH is
essential for normal embryo development in Arabidopsis. Plant Cell. 2002;14(5):1161–72. 42. De Lorenzo G, D’Ovidio R, Cervone F. The role of polygalacturonase-inhibiting
proteins (PGIPS) in defense against pathogenic fungi. Annu Rev Phytopathol. 2001;39:313–35. 43. Spadoni S, Zabotina O, Di Matteo A, Mikkelsen JD, Cervone F, De Lorenzo G,
et al. Polygalacturonase-inhibiting protein interacts with pectin through a
binding site formed by four clustered residues of arginine and lysine. Plant
Physiol. 2006;141(2):557–64. 44. Diet A, Link B, Seifert GJ, Schellenberg B, Wagner U, Pauly M, et al. The
Arabidopsis root hair cell wall formation mutant lrx1 is suppressed by
mutations in the RHM1 gene encoding a UDP-L-rhamnose synthase. Plant
Cell. 2006;18(7):1630–41. 45. Leiber RM, John F, Verhertbruggen Y, Diet A, Knox JP, Ringli C. The TOR
pathway modulates the structure of cell walls in Arabidopsis. Plant Cell. 2010;22(6):1898–908. 46. Stintzi A, Browse J. The Arabidopsis male-sterile mutant, opr3, lacks the
12-oxophytodienoic acid reductase required for jasmonate synthesis. Proc Natl Acad Sci U S A. 2000;97(19):10625–30. 46. Stintzi A, Browse J. The Arabidopsis male-sterile mutant, opr3, lacks the
12-oxophytodienoic acid reductase required for jasmonate synthesis. Proc Natl Acad Sci U S A. 2000;97(19):10625–30. 47. References Verhertbruggen Y, Marcus SE, Haeger A, Verhoef R, Schols HA, McCleary BV,
et al. Developmental complexity of arabinan polysaccharides and their
processing in plant cell walls. Plant J. 2009;59(3):413–25. 6. Wagner TA, Kohorn BD. Wall-associated kinases are expressed throughout
plant development and are required for cell expansion. Plant Cell. 2001;13(2):303–18. 31. Handford MG, Baldwin TC, Goubet F, Prime TA, Miles J, Yu XL, et al. Localisation and characterisation of cell wall mannan polysaccharides in
Arabidopsis thaliana. Planta. 2003;218(1):27–36. 7. Brutus A, Sicilia F, Macone A, Cervone F, De Lorenzo G. A domain swap
approach reveals a role of the plant wall-associated kinase 1 (WAK1) as a
receptor of oligogalacturonides. Proc Natl Acad Sci U S A. 2010;107(20):9452–7. 32. Northcote DH. Chemistry of the plant cell wall. Annu Rev Plant Biol. 1972;23:113–32. 8. Kohorn BD, Kobayashi M, Johansen S, Riese J, Huang LF, Koch K, et al. An
Arabidopsis cell wall-associated kinase required for invertase activity and cell
growth. Plant J. 2006;46(2):307–16. 33. Fagard M, Desnos T, Desprez T, Goubet F, Refregier G, Mouille G, et al. PROCUSTE1 encodes a cellulose synthase required for normal cell Page 11 of 11 Draeger et al. BMC Plant Biology (2015) 15:155 Draeger et al. BMC Plant Biology (2015) 15:155 Gleave AP. A versatile binary vector system with a T-DNA organizational
structure conducive to efficient integration of cloned DNA into the plant
genome. Plant Mol Biol. 1992;20(6):1203–7. 47. Gleave AP. A versatile binary vector system with a T-DNA organizational
structure conducive to efficient integration of cloned DNA into the plant
genome. Plant Mol Biol. 1992;20(6):1203–7. 48. John F, Philipp M, Leiber RM, Errafi S, Ringli C. Ubiquitin-Related Modifiers of
Arabidopsis thaliana Influence Root Development. PLoS One. 2014;9(1):22. 48. John F, Philipp M, Leiber RM, Errafi S, Ringli C. Ubiquitin-Related Modifiers of
Arabidopsis thaliana Influence Root Development. PLoS One. 2014;9(1):22. 49. Horiguchi G, Fujikura U, Ferjani A, Ishikawa N, Tsukaya H. Large-scale histological
analysis of leaf mutants using two simple leaf observation methods:
identification of novel genetic pathways governing the size and shape
of leaves. Plant J. 2006;48(4):638–44. 50. Harholt J, Jensen JK, Sorensen SO, Orfila C, Pauly M, Scheller HV. Arabinan
deficient 1 is a putative arabinosyltransferase involved in biosynthesis of
pectic arabinan in Arabidopsis. Plant Physiol. 2006;140(1):49–58. 51. Updegraff DM. Semimicro determination of cellulose in biological materials. Analyt Biochem. 1969;32(3):420–4. 52. Fukushima RS, Hatfield RD. Extraction and isolation of lignin for utilization as
a standard to determine lignin concentration using the acetyl bromide
spectrophotometric method. J Agri Food Chem. 2001;49(7):3133–9. Draeger et al. BMC Plant Biology (2015) 15:155 Submit your next manuscript to BioMed Central
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Potencialidades fitoquímicas do melão (Cucumis melo L.) na região Noroeste do Rio Grande do Sul - Brasil
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Revista brasileira de plantas medicinais
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Recebido para publicação em 30/08/2001
Aceito para publicação em 26/04/2012 Potencialidades fitoquímicas do melão (Cucumis melo L.) na região Noroeste do Rio
Grande do Sul – Brasil. Key words: Cucumis melo L., phytochemical analysis, juice content. Potencialidades fitoquímicas do melão (Cucumis melo L.) na região Noroeste do Rio
Grande do Sul – Brasil. MULLER, N.G. 1*; FASOLO, D.2; PINTO, F.P 1;BERTÊ, R.1; MULLER, F.C. 1
1URI, Departamento de Ciências Biológicas, C. postal 464, 98802- 470, Santo Ângelo-Brasil; 2URI Depto. de
Ciências da Saúde; *nil@urisan.tche.br MULLER, N.G. 1*; FASOLO, D.2; PINTO, F.P 1;BERTÊ, R.1; MULLER, F.C. 1
1URI, Departamento de Ciências Biológicas, C. postal 464, 98802- 470, Santo Ângelo-Brasil; 2URI Depto. de
Ciências da Saúde; *nil@urisan.tche.br RESUMO: O melão (Cucumis melo L.) é uma fruta muito apreciada por suas qualidades e sua
produção vem crescendo e ganhando espaço no mercado nacional e internacional. Em regiões
como o Noroeste do Rio Grande do Sul, destaca-se como uma nova alternativa de renda para vários
agricultores. Neste contexto, o presente trabalho teve como objetivo analisar o potencial fitoquímico
de alguns cultivares de melão da região Noroeste do Rio Grande do Sul. A análise fitoquímica
utilizando como farmacógeno as folhas, foi realizada para a verificação da presença de metabólitos
secundários, tais como: saponinas, cumarinas, cardiotônicos, cianogenéticos, alcalóides, taninos,
antraquinonas, flavonoides, e óleos voláteis. Também foi avaliado o teor de suco a partir dos frutos. Dentre os cinco cultivares analisados, Gaúcho, Imperial, Hy Mark, Magelan, e Cantaloupe, o cultivar
Gaucho apresentou a maior variedade em metabólitos secundários. Na avaliação do teor de suco
a cultivar Magelan se destacou em comparação às demais cultivares testadas. Palavras-chave: Cucumis melo L., análise fitoquímica, teor de suco. ABSTRACT: Phytochemical potentialities of melon (Cucumis melo L.) in the northwest
region of Rio Grande do Sul - Brazil. The melon (Cucumis melo L.) is a fruit highly appreciated
for its qualities and its production has been growing and gaining space in the national and in
the international market. In regions like the northwest of Rio Grande do Sul - Brazil, it stands
out as a new income alternative for farmers. In this context, this study aimed to analyze the
phytochemical potential of some melon cultivars in the northwest region of Rio Grande do
Sul. The phytochemical analysis, using the leaves as pharmacogen, was performed to verify
the presence of secondary metabolites such as saponins, coumarins, cardiac glycosides,
cyanogenetic glicosides, alkaloids, tannins, anthraquinones, flavonoids and volatile oils. The
juice content from the fruits was also evaluated. Among the five analyzed cultivars, Gaucho,
Imperial, Hy Mark, Magelan and Cantaloupe, cultivar Gaucho had the greatest variety of
secondary metabolites. In the assessment of the juice content, cultivar Magelan was superior
compared to the remaining tested cultivars. 194 194 MATERIAL E MÉTODO MATERIAL E MÉTODO sendo atualmente uma das atividades que mais gera
emprego e contribui com o superávit da balança
comercial no Brasil (Oliveira et al., 2005). O período de realização deste trabalho
contemplou os meses de janeiro e fevereiro de
2008, na Região Noroeste do Rio Grande do Sul. As diversas cultivares de melão foram coletadas
em diferentes municípios da região, selecionados
aleatoriamente. As amostras representam dois
grupos: Cucumis melo L. var. cantaloupensis Naudin
– cultivar do tipo Gaúcho e Cucumis melo L. var. reticulatus - cultivares do tipo Cantaloupe, Imperial,
Magelan e Hy Mark, as quais foram coletadas na
fase em que o fruto encontrava-se maduro, com a
casca amarelada. Atualmente, a produção de frutíferas como
o meloeiro, vem crescendo e ganhando espaço
em várias regiões. No Noroeste do Rio Grande do
Sul, por exemplo, diversos tipos de agricultores
familiares encontram dificuldade de viabilizar suas
unidades produtivas num prazo mais ou menos
curto (Dudermel et al., 1993; Noronha, 2005). Nesse
contexto, a fruticultura constitui uma alternativa
com elevado potencial de retorno econômico para
estas famílias e consequentemente para região,
destacando a produção de melão por parte de
alguns produtores. Após a coleta, as amostras foram
depositadas em sacos de papel Kraft, devidamente
etiquetadas e identificadas, e encaminhadas ao
Laboratório de Botânica da Universidade Regional
Integrada do Alto Uruguai e das Missões (URI),
campus de Santo Ângelo, para identificação das
espécies. As exsicatas foram preparadas com
material in natura recém colhido, ainda antes
da formação do fruto, quando em plena fase de
floração. O ramo florido foi colocado em uma prensa
com papel jornal por sete dias, efetuando-se a
substituição por outro papel diariamente. Decorrido
o período de desidratação, o material foi fixado
com agulha e linha em cartolina, identificado e
depositado no HPBR - Herbário Balduíno Rambo
da Universidade Regional Integrada do Alto Uruguai
e Missões (URI) – Campus Erechim. Neste as
exsicatas foram registradas com os seguintes
números 11.271, 11.272, 11.273, 11.307 e 11.308. Os frutos produzidos possuem forma,
tamanho e coloração variáveis, contendo de 200 a
600 sementes, possuindo casca lisa ou levemente
enrugada. O meloeiro é uma planta anual, herbácea,
com número de hastes ou ramificações variáveis
dependendo da cultivar, e considerado um fruto não-
climatério; as folhas são alternadas e simples. Sua
polinização é feita por insetos, principalmente por
abelhas. O sistema radicular é bastante ramificado
e pouco profundo. INTRODUÇÃO No que se refere às exportações, o Brasil é o sexto
maior do mundo; foi introduzido pelos imigrantes
europeus, inicialmente cultivado no Rio Grande do
Sul (Grangeiro et al., 2002). Originário da região central da Ásia e
da África, o melão (Cucumis melo L.) pertence à
família das Cucurbitáceas. Fruto tropical de alto
valor comercial, apreciado por suas características
peculiares, tanto no mercado interno, quanto no
externo, os melões nobres (“cantaloupes”) são os
preferidos pelo mercado norte americano devido ao
sabor, coloração, valor nutritivo (fonte de vitamina
A) e uniformidade (Boas et al., 1998; Silva, 2001). O destaque da produção do melão na Região
Nordeste do Brasil, acompanha o desenvolvimento
da fruticultura que vem ao longo das últimas duas
décadas substituindo as atividades agrícolas
tradicionais no sertão, como o cultivo de feijão,
algodão e milho. Isto se dá pela produção de frutos
proporcionar maiores lucros, ocasionando outras
oportunidades de crescimento para os produtores, O melão é uma das olerícolas mais
populares do mundo, sendo a China o maior
produtor responsável por 35% da produção mundial. Rev. Bras. Pl. Med., Campinas, v.15, n.2, p.194-198, 2013. 195 MATERIAL E MÉTODO Sendo originário de regiões
tropicais, as condições de clima quente e umidade
relativa baixa favorecem o melhor desenvolvimento
das plantas propiciando a alta produtividade e frutos
de excelente qualidade (Grangeiro et al., 2002). Composto basicamente de água e
sendo pouco calórico, o melão é uma fruta muito
refrescante, podendo ser indicado para vários
tipos de dietas alimentares, como para regimes
de emagrecimento e para o restabelecimento de
doentes em convalescença (Silva, 2001). Assim,
a recomendação da introdução do consumo de
frutas na dieta alimentar e na cura de determinadas
doenças requer maiores pesquisas acerca de
suas potencialidades fitoquímicas, fornecendo
importantes parâmetros do material vegetal e
auxiliando na descoberta de compostos bioativos
em frutíferas. As folhas e frutos foram retirados em
diversos exemplares situados ao longo da área de
cultivo, objetivando formar uma amostragem de
maior representatividade de cada cultivar (Bôas et
al., 2002). As folhas foram submetidas à secagem
à sombra em ambiente arejado e protegido de
insetos. A análise fitoquímica através de métodos
clássicos de caracterização (Tabela 1), utilizando
como farmacógeno as folhas, e a avaliação do teor
de suco, obtido a partir dos frutos, foram realizadas
no Laboratório de Farmacognosia da Universidade
Regional Integrada do Alto Uruguai e das Missões
(URI) – Campus Santo Ângelo. Os componentes bioativos presentes na
biodiversidade podem fornecer produtos de grande
importância econômica. Dentre eles destacam-se
os fitoterápicos e os fitofármacos originados dos
recursos genéticos vegetais (Simões et al., 2007). Para determinar o teor de suco, os frutos
foram medidos, pesados e posteriormente triturados
em um liquidificador. Filtrou-se o suco em um tecido
duplo de algodão, para obter-se apenas o líquido,
livre da presença da polpa. Utilizou-se um fruto
maduro e inteiro, selecionado aleatoriamente como
amostra. O teor de suco foi obtido pela equação
abaixo (Boâs et al., 2002): Os princípios ativos são compostos
químicos naturalmente produzidos pelas plantas
para protegê-las contra vírus, fungos e podem ser
benéficas quando ingeridas pelos humanos através
da alimentação de frutas e verduras, por exemplo,
prevenindo determinadas doenças. Neste contexto,
o presente trabalho teve por objetivo avaliar o
potencial fitoquímico e o teor de suco de diferentes
cultivares de melão produzido na região Noroeste
do Rio Grande do Sul (Simões et al., 2007). Rev. Bras. Pl. Med., Campinas, v.15, n.2, p.194-198, 2013. 196 Metabólitos Secundários
Metodologia utilizada
Referência
Óleos voláteis
Extração em aparelho de Clevenger. Farm. Bras. IV (1988)
Flavonóides
Reações: Shinoda, Hidróxidos Alcalinos e UV. MATERIAL E MÉTODO Simões et al. (2004)
Alcalóides
Reagentes: Mayer, Dragendorff e Bouchardat. Costa (2002)
Heterosídeos Cardiotônicos
Reações: Kedde, Baljet, Liebermann-Burchard
e Keller-Kiliani. Macek et al. (1972)
Cumarinas
Fluorescência no UV
Costa (2002)
Saponinas
Determinação do índice de espuma. Farm. Bras. IV (1988)
Taninos
Reações: Gelatina 2,5%, Acetato de Chumbo,
Sulfato de Quinina e Acetato de Cobre. Simões et al. (2004)
Antraquinonas
Reação de Bornträger
Costa (2000)
Cianogenéticos
Teste com papel picrossódico
Costa (2000)
TABELA 1. Métodos utilizados para a análise fitoquímica. Metabólitos Secundários
Metodologia utilizada
TABELA 1. Métodos utilizados para a análise fitoquímica. Simões et al. (2004)
Costa (2000)
Costa (2000) RESULTADOS E DISCUSSÃO reações com acetato de chumbo e acetato de cobre
para todas as cultivares avaliadas (Tabela 2). Estes
compostos estão relacionados principalmente por
sua propriedade adstringente. Além disso, promovem
efeitos antidiarréico, antisséptico, antimicrobiano e
protegem as plantas contra ataques de herbívoros
e microrganismos; são utilizados na tanagem
(curtimento) do couro, de onde surgiu a nomenclatura
desta classe de metabólitos (Monteiro, 2005). Dentre as cultivares testadas nenhuma
indicou a presença de óleos voláteis. Não existem
relatos na literatura quanto à presença ou ausência
de óleos voláteis nas folhas do melão para que se
pudesse fazer uma análise comparativa. Os óleos
voláteis são misturas complexas de substâncias
voláteis, geralmente odoríferas e líquidas, também
chamados de óleos essências ou essências. Sua
principal característica é a volatilidade (Simões et al.,
2002). Alguns óleos essenciais são conhecidos por
suas propriedades antioxidantes, sendo de grande
aplicação na indústria farmacêutica, de cosméticos
e na produção de alimentos (Yunes & Cechinel
Filho, 2007). Em relação aos alcalóides, nenhuma das
cultivares analisadas neste estudo apresentou
positividade nos testes realizados (Tabela 2),
possivelmente, por serem substâncias de distribuição
restrita. As antraquinonas, além de serem
consideradas corantes naturais também apresentam
propriedades laxativas. Após realizada a reação de
Bornträger, pôde-se observar a ausência destas
substâncias em todo material amostrado (Tabela 3). Em relação à determinação de saponinas,
as cultivares Gaúcho e Magelan apresentaram
resultados positivos, destacando a maior quantidade
destes compostos na cultivar Gaúcho (Tabela 2). As
saponinas apresentam propriedades detergentes
e emulsificantes, e também são empregadas na
indústria farmacêutica por suas propriedades
expectorante, diurética e antiinflamatória (Simões
et al., 2002). Dentre as cultivares analisadas, a do tipo
Cantaloupe apresentou uma positividade mais
acentuada em relação à presença de compostos
flavonoídicos (Tabela 3) em comparação com as
outras, que também demonstraram possuir estes
compostos. Os flavonóides são substâncias que
apresentam inúmeras propriedades, dentre elas Amplamente encontrados no reino vegetal,
os taninos apresentaram resultado positivo nas Rev. Bras. Pl. Med., Campinas, v.15, n.2, p.194-198, 2013. Cultivar
Saponinas
Taninos
Alcalóides
Acetato de
Sulfato de Gelatina
Acetato de
Mayer Bouchardat
Dragendorf
chumbo
Quinina
cobre
Gaúcho
++
+
-
-
+
-
-
-
Imperial -
+
-
-
+
-
-
-
Cantaloupe
-
+
-
-
+-
-
-
-
Magelan
+
+
-
-
+-
-
-
-
Hy Mark
-
+
-
-
+
-
-
-
TABELA 2. Avaliação da presença de saponinas, taninos e alcalóides. RESULTADOS E DISCUSSÃO * (+) Presença do metabólito; (-) Ausência do metabólito; (+-) Presença reduzida do metabólito; (++) Presença acentuada do metabólito. TABELA 2. Avaliação da presença de saponinas, taninos e alcalóides. Rev. Bras. Pl. Med., Campinas, v.15, n.2, p.194-198, 2013. 197 podemos citar a anti-inflamatória, antimicrobiana,
antifúngica e antioxidante (Longhini, 2007). l Os compostos cianogenéticos e os
cardiotônicos são encontrados com maior facilidade
em plantas que apresentam potencial tóxico, sendo
mais difíceis de serem encontrados em frutíferas
justamente por sua toxicidade. Os resultados
mostraram ausência destes compostos para todas
as cultivares (Tabela 4) com apenas uma pequena
exceção em relação ao teste de Liebermann-
Burchard, o qual apresentou positividade reduzida
para a cultivar Gaúcho. Entretanto, como a
reação de Liebermann-Burchard é característica
para detectar núcleos esteroidais e triterpênicos,
este resultado possivelmente está relacionado à
presença do núcleo das saponinas, detectadas
anteriormente para esta cultivar. Os flavonóides são compostos amplamente
distribuídos no reino vegetal, representados por
diferentes classes de substâncias, sendo as
flavonas um dos mais abundantes, possuindo
atividades anticancerígenas, além de atuarem em
processos reguladores do metabolismo. Encontram-
se em abundância em várias espécies de frutas
e hortaliças, sendo assim, a sua ingestão pode
ser benéfica na proteção contra a incidência de
diferentes tipos de câncer (Chitarra, 2005). O interesse econômico dos flavonóides
também é decorrente da sua propriedade corante,
pois são considerados os pigmentos naturais mais
abundantes no reino vegetal, contribuindo no que
se refere à atratividade dos alimentos utilizados na
dieta (Simões et al., 2002). O maior teor de suco foi obtido com a cultivar
Magelan, seguido da Imperial e Cantaloupe (Figura
1). O melão Gaúcho, com menor representatividade,
ainda demonstrou proporcionar maior quantidade de
suco que a cultivar Hy Mark, sendo este último mais
indicado para o consumo in natura, em pedaços. Os melões Gaúcho e Imperial possuem entre
os seus compostos fitoquímicos as cumarinas (Tabela
3), substâncias encontradas predominantemente
em angiospermas. Possivelmente não foi possível
identificar a presença de cumarinas em todas as
cultivares, por estas serem pertencentes à família
Cucurbitácea, a qual não possui destaque na
literatura dentre as famílias que apresentam maior
número de relatos de compostos cumarínicos. Estas
substâncias, pelo seu odor, são muito utilizadas nas
indústrias de domissanitários e cosméticos (Simões
et al., 2002). Com base na análise fitoquímica, a cultivar
que apresentou maior variedade em metabólitos
secundários foi o Melão Gaúcho, com presença
de saponinas, taninos, flavonóides, cumarinas e
cardiotônicos. AGRADECIMENTOS NORONHA, A.D.H. O desenvolvimento da agricultura
de Eugênio de Castro: Análise e recomendações de
políticas. 2005. Dissertação (Mestrado – Programas de
Pós-graduação da CAPES) UNIJUÍ, Ijuí. Ao CNPq pelo auxílio financeiro, a URI
– Campus Santo Ângelo pela disponibilidade dos
laboratórios e aos produtores pelo apoio na doação
das cultivares. Ao CNPq pelo auxílio financeiro, a URI
– Campus Santo Ângelo pela disponibilidade dos
laboratórios e aos produtores pelo apoio na doação
das cultivares. OLIVEIRA, A.M.; GURGEl, A.F.; LIMA, L.C.R. Diagnóstico
do agronegócio do melão (Cucumis melo L.) produzido
em Mossoró/RN: estudo de caso em três empresas
produtoras. Holos. v.2, p.27-36, 2005. RESULTADOS E DISCUSSÃO V.28, n.5, p.892-96, 2005. RESULTADOS E DISCUSSÃO Neste contexto, deve-se levar em
consideração alguns fatores que podem influenciar
na composição qualitativa e quantitativa dos
metabólitos secundários, como a colheita, o clima
e a época da realização do experimento (Oliveira, Cultivar
Antraquinonas Flavonóides
Cumarinas
Shinoda
Hidróxidos Alcalinos
UV
Gaúcho
-
-
+-
+-
+
Imperial
-
-
+
+-
++
Cantaloupe
-
-
+
+
-
Magelan
-
-
+
+-
-
Hy Mark
-
-
+-
+-
-
TABELA 3. Avaliação da presença de antraquinonas, flavonóides e cumarinas. * (+) Presença do metabólito; (-) Ausência do metabólito; (+-) Presença reduzida do metabólito; (++) Presença acentuada do metabólito. TABELA 3. Avaliação da presença de antraquinonas, flavonóides e cumarinas. Cultivar
Cianogenéticos
Cardiotônicos
Liebermann-Burchard
Kedde
Baljet
Keller-Kiliani
Gaúcho
-
+-
-
-
-
Imperial
-
-
-
-
-
Cantaloupe
-
-
-
-
-
Magelan
-
-
-
-
-
Hy Mark
-
-
-
-
-
TABELA 4. Avaliação da presença de cianogenéticos e cardiotônicos. *(-) Ausência do metabólito; (+-) Presença reduzida do metabólito. TABELA 4. Avaliação da presença de cianogenéticos e cardiotônicos. Rev. Bras. Pl. Med., Campinas, v.15, n.2, p.194-198, 2013. Rev. Bras. Pl. Med., Campinas, v.15, n.2, p.194-198, 2013. Rev. Bras. Pl. Med., Campinas, v.15, n.2, p.194-198, 2013. 198 198
FIGURA 1. Comparação do teor de suco das diferentes cultivares analisadas. Teor de suco
Cultivar
Teor (%)
Hy Mark
Gaúcho
Cantaloupe
Imperial
Magelan
85
80
75
70
65
60 FIGURA 1. Comparação do teor de suco das diferentes cultivares analisadas. 1998). Como exemplo desses fatores podemos citar
perdas quantitativas como na redução no peso do
alimento, por perda de água ou perda de matéria
seca, manuseio inadequado e perdas acidentais. Já
nas perdas qualitativas, verificamos os padrões de
qualidade, incluindo perdas no sabor, deterioração
na textura e aparência (Chitarra, 2005). 1988. 1320p. GRANJEIRO, L.C.; CECÍLIO FILHO, A.B.; BRAZ, L.T.;
GONÇALVES, F.C. Cultivo de melão amarelo. Jaboticabal: Cecílio Filho, A. B., 2002. 30p. LONGHINI, R.; RAKSA, S.M.; OLIVEIRA, A.C.P.;
SVIDZINSKI, T.E.; FRANCO, S.L. Obtenção de extratos
de própolis sob diferentes condições e avaliação
de sua atividade antifúngica. Revista Brasileira de
Farmacognosia. V.17, n.3, p.388-95, 2007. Novos experimentos fitoquímicos
são necessários em frutíferas, como o melão,
por exemplo, pois poucas informações sobre
determinadas espécies são encontradas na
literatura. MACEK, K. Pharmaceutical Applications of Thin-Layer
and Paper Chromatography. Amsterdam: Elsevier
Publishing Company, 1972. 744p. MONTEIRO, J.M.; ALBUQUERQUE, U.P.; ARAÚJO,
E.L. Taninos: uma abordagem da química a ecologia. Química Nova. REFERÊNCIAS OLIVEIRA, F. Farmacognosia. São Paulo: Editora
Atheneu, 1998. 412p. BOAS, E.V.B.V.; CHITARRA, A.B.; MENEZES, J.B. Modificações dos componentes de parede celular do
melão Orange Flesh submetido a tratamento pós-colheita
com cálcio. Brazilian Archives of and Tecnology, v.41,
n.4, p.467-74, 1998. SILVA, S.P. Frutas no Brasil. São Paulo: Nobel, 2001. 230p. SIMÕES, C.M.O.; SCHENKEL, E.P.; GOSMANN, G.;
MELLO, J.C.P.; MENTZ, L.A.; PETROVICK, P.R. Farmacognosia: da planta ao medicamento. 4.ed. Porto
Alegre/Florianópolis: UFRGS Editora/ Editora da UFSC,
2002. 833p. BÔAS, R.L.V.; MORAES, M.H.; ZANINI, J.R.; PAVANI, L.C.;
CAMARGO, D.A.; DUENHAS, L.H. Teores de nutrientes
na folha, qualidade do suco e massa seca de raízes de
laranja “valência” em função da irrigação e fertirrigação. Revista Brasileira de Fruticultura, v.24, n.1, p.231-35,
2002. SIMÕES, C.M.O.; SCHENKEL, E.P.; GOSMANN, G.;
MELLO, J.C.P.; MENTZ, L.A.; PETROVICK, P.R. Farmacognosia: da planta ao medicamento. 5ª. ed. Porto Alegre/ Florianópolis: UFRGS Editora/ Editora da
UFSC, 2004. CHITARRA, M.I.F. Pós-colheita de frutas e hortaliças:
fisiologia e manuseio. Lavras: UFLA, 2005. 785p. SIMÕES, C.M.O.; SCHENKEL, E.P.; GOSMANN, G.;
MELLO, J.C.P.; MENTZ, L.A.; PETROVICK, P.R. Farmacognosia: da planta ao medicamento. 6ª. ed. Porto Alegre/ Florianópolis: UFRGS Editora/ Editora da
UFSC, 2007. 1104p. COSTA, A.F. Farmacognosia. Lisboa: Fundação Calouste
Gulbenkian, 2000. 992p. COSTA, A.F. Farmacognosia. Lisboa: Fundação Calouste
Gulbenkian, 2002. 1117p. p
DUDERMEL, T.; BASSO, D.; LIMA, A.P. A Política Agrícola
e Diferenciação da Agricultura no Noroeste do RS. Ijuí: UNIJUÍ. 1993. YUNES, R.A.; CECHINEL, F.V. Química de produtos
naturais, novos fármacos e a moderna farmacognosia. Itajaí: UNIVALI, 2007. 303p. FARMACOPÉIA Brasileira. 4. ed. São Paulo: Atheneu, Rev. Bras. Pl. Med., Campinas, v.15, n.2, p.194-198, 2013.
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Toward a club of carbon markets
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Climatic Change (2017) 144:81–95
DOI 10.1007/s10584-015-1506-z Climatic Change (2017) 144:81–95
DOI 10.1007/s10584-015-1506-z Toward a club of carbon markets N. Keohane1 & A. Petsonk1 & A. Hanafi1 Received: 16 March 2015 /Accepted: 11 September 2015 /Published online: 15 October 2015
# The Author(s) 2015. This article is published with open access at Springerlink.com Abstract This paper proposes the creation of a club of carbon markets (CCM), to promote
deep reductions in greenhouse gas emissions by supporting the development, harmonization,
and increased ambition of domestic carbon markets. To achieve its aims, the club would
establish common or reciprocal standards for environmental market infrastructure, transpar-
ency and environmental integrity; offer mutual recognition of members’ emissions units; allow
participating jurisdictions to share experience and gain assistance in building institutional
capacity; and promote domestic and cross-border investment in low-carbon development. Using a suite of incentives, including some from the trade arena, a club of carbon markets
could serve as a powerful attractive nucleus for broadening the participation of jurisdictions in
climate mitigation, much as the General Agreement on Tariffs and Trade (GATT) served as the
nucleus for broadening trade in products and services. A carbon markets club could be
launched under UNFCCC auspices, but a more promising avenue might be to pursue the
creation of the CCM as a complement to but outside the UN talks. This article is part of a Special Issue on “Alternate Structures for Global Climate Action: Building Blocks
Revisited” edited by Richard B. Stewart and Bryce Rudyk. 1
Environmental Defense Fund, New York, NY, USA * A. Hanafi
ahanafi@edf.org
N. Keohane
nkeohane@edf.org
A. Petsonk
apetsonk@edf.org 1 We use the term “carbon markets” to refer generally to greenhouse gas emissions trading (or “cap and trade”)
programs.
2 See, e.g., Van Asselt (2014), Victor (2007, 2013), Stewart et al. (2013), Oppenheimer and Petsonk (2004), and
Pizer (2007).
3 For early focus on markets, see Stewart et al. (1996, UNCTAD/GDS/GFSB/Misc.1); UNCTAD (1996,
UNCTAD/GDS/GFSB/Misc.2). For more recent discussion of linking emission trading systems, see, e.g.,
Bodansky et al. (2014); Green et al. (2014).
4 Prof. William Nordhaus has recently proposed a similar “carbon pricing club” approach for harmonized carbon
taxes (Nordhaus 2015). 1 Introduction With the impacts of climate change already evident and atmospheric concentrations of
greenhouse gases continuing to rise, the scientific and economic case for climate action is
overwhelming (IPCC 2014). Because it is a global challenge, international cooperation to curb
emissions is needed. Indeed, an extensive climate change “regime complex” has emerged
comprising a wide range of initiatives and institutions aimed at reducing emissions (Keohane This article is part of a Special Issue on “Alternate Structures for Global Climate Action: Building Blocks
Revisited” edited by Richard B. Stewart and Bryce Rudyk. * A. Hanafi
ahanafi@edf.org
N. Keohane
nkeohane@edf.org
A. Petsonk
apetsonk@edf.org 82 Climatic Change (2017) 144:81–95 and Victor 2011), including the United Nations Framework Convention on Climate Change
(UNFCCC), ratified by 196 countries; “minilateral” efforts such as the Climate and Clean Air
Coalition to Reduce Short-Lived Climate Pollutants, launched in 2012, with 45 country
partners and 56 non-state partners; and bilateral efforts such as the November 2014 United
States-China announcement. Yet these efforts have yielded neither emission reductions nor climate finance at the scale
and pace required. While a growing number of jurisdictions are implementing emission trading
programs to cap and reduce greenhouse gas emissions, no part of the current regime complex
has capitalized on these efforts to promote the broader expansion and coordination of such
policies. It is a premise of this paper that mobilizing markets much more broadly, through well-
designed emission trading programs that place durable, declining limits on emissions, will be
critical to drive large-scale emissions reductions, spur the development and deployment of
clean technologies, and channel necessary investment into low carbon development. To that end, we propose a club of carbon markets (CCM).1 The club’s goal would be to
promote deep reductions in emissions by supporting the development, harmonization, and
increased ambition of domestic carbon markets, including in fast-growing economies. Mem-
bers would establish harmonized or reciprocal standards for monitoring and reporting emis-
sions, accounting, transparency, and environmental integrity; create a shared market
infrastructure to support the mutual recognition of emissions units; share experience and
cooperate in building institutional capacity; and work jointly to further the ability of these
markets to promote domestic and cross-border investment in low-carbon technologies. 1 Introduction Our proposal joins a rich and growing literature on plurilateral climate governance in a
fragmented or “bottom-up” world.2 Within that literature, a number of commentators have
contemplated linking carbon markets.3 What distinguishes our proposal is the focus on carbon
markets as a means of boosting ambition and participation in climate action, and the close
attention to the formation of a plurilateral club to foster them. 4 While club members would enjoy the intrinsic benefits of linkage, we see the CCM as much
more than a set of linking arrangements. We envision a CCM in the mold of plurilateral
institutions, in areas such as trade and security, which jurisdictions have joined because the benefits
of membership justified the disciplines that membership imposed. Just as the General Agreement
on Tariffs and Trade (GATT) served as the nucleus for broadening participation and ambition in the
multilateral system of trade in products and services, the CCM could serve as a crucial and
powerful attractive nucleus for broadening participation and ambition in climate mitigation. By establishing a stable institutional structure with harmonized rules and procedures, the
CCM could provide greater incentives for climate policy durability over time and encourage
greater investment in low-carbon development in participating jurisdictions. Through mutual
provision of technical support and capacity-building, along with a ready-made market infra-
structure, the CCM could reduce new members’ transactions costs in setting up emission
trading programs. The reputational benefits of membership could provide incentives for newly Climatic Change (2017) 144:81–95 83 joining jurisdictions to be more ambitious in their mitigation efforts. And perhaps most
importantly, since club members would have an incentive to ensure credible carbon “curren-
cies” among participants and avoid “carbon inflation,” the CCM could generate mutual
pressure for greater ambition in future commitments. joining jurisdictions to be more ambitious in their mitigation efforts. And perhaps most
importantly, since club members would have an incentive to ensure credible carbon “curren-
cies” among participants and avoid “carbon inflation,” the CCM could generate mutual
pressure for greater ambition in future commitments. Although in principle a CCM could be formed inside the UNFCCC, creating the club
outside the UN climate talks would likely be nimbler and more efficient, and could invite
participation not only by national and regional jurisdictions, but also subnationals (e.g. states
and provinces). 1 Introduction The relevant qualification would be a jurisdiction’s capacity to ensure com-
pliance with its domestic emissions limits and required carbon market infrastructure. While a club approach appears to be a more promising avenue than the UNFCCC for
plurilateral cooperation on carbon markets—and indeed for greater ambition on climate—it is
not a panacea. Each carbon market must first learn to “walk” before it can “run,” let alone run a
relay race; particularly in developing countries, the initial focus must be on building institutional
capacity to implement markets successfully, rather than quickly attempting to link with other
markets. Differences in jurisdiction-specific political, financial, regulatory, technical, and cultural
contexts will complicate club formation. Despite these obstacles, however, it would surely be
easier to reach agreement on the infrastructure and standards for a common carbon market among
the subset of jurisdictions with a keen interest in carbon markets. With over 50 jurisdictions
implementing or beginning to implement carbon markets, such a club’s time may have arrived. The next section briefly reviews the rationale for our focus on carbon markets. Section 3
presents key functions and provisions of a CCM. Section 4 considers participation and
incentives: who would join, and why? Section 5 explores antecedents, drawing particularly
on trade and security. Section 6 explores the potential relationship of the CCM to the
UNFCCC. Section 7 concludes. 5 Keohane 2009. See also Wiener (1999). 2 Why carbon markets The economic rationale for market-based instruments, including emission trading, is well-
established (Baumol and Oates 1988). Market-based instruments are cost-effective: in theory,
they achieve a given level of emissions reduction at least cost. By putting a price on emissions
(whether directly as a tax or fee, or indirectly through an emissions market), market-based
instruments force individual actors to internalize the cost of their pollution, which would
otherwise be external to their decision-making. These instruments give all polluters an
economic incentive to reduce emissions, spurring innovators to come up with better, cheaper,
faster ways of reducing emissions, and rewarding less and less pollution. And systems that
allow firms to “bank” reductions for later use provide an incentive for early reductions. A standard result from economic theory is that if the benefits and costs of abatement were
known and fixed, “price” instruments (such as carbon taxes) and “quantity” instruments
(emission trading) would be essentially equivalent; a robust academic economics literature
considers the theoretical case when abatement costs are uncertain (Weitzman 1974; Newell
and Pizer 2003; but see Keohane 2009). Practical experience, meanwhile, suggests a number of advantages for emission trading
over a carbon tax, especially in a “bottom-up” international context.5 Climate policy objectives
are often framed in terms of limiting emissions, facilitating their translation into quantity 84 Climatic Change (2017) 144:81–95 targets (caps). Emission trading also provides a readier basis for cost-effective emissions
reductions in a “bottom-up” world. Efficient allocation of abatement effort requires that the
marginal abatement cost—that is, the cost of the last ton of emissions reduction—be equal
across jurisdictions. (Otherwise, the same amount of abatement could be achieved at lower
cost by shifting effort from high-marginal-cost jurisdictions to those with lower marginal
costs.) Under emission trading, this “equimarginal” condition can be achieved directly, through
linking: trading will equate the carbon price, and therefore the marginal abatement cost, across
any two fully-integrated, linked markets (in the absence of exogenously introduced limits on
trading). In contrast, equalizing the marginal abatement cost in a tax system requires explicit
coordination—“top-down” multilateral negotiation—to set a common tax. Such coordination
has been unavailing even in the economically integrated European Union. g
y
g
p
Emission trading systems have worked well in practice. Perhaps the best-studied market-
based policy is the U.S. sulfur dioxide trading program created by the 1990 Clean Air Act
Amendments (Ellerman et al. 6 See United States Environmental Protection Agency, “NOx Budget Trading Program,” http://www2.epa.gov/
airmarkets/nox-budget-trading-program.
7 The jurisdictions include the 28 Member States of the EU plus Norway, Lichtenstein, and Iceland; Switzerland;
New Zealand; Kazakhstan; Korea; California; Quebec; the nine states in the Regional Greenhouse Gas Initiative;
Tokyo; and seven Chinese cities and provinces with pilot emission trading systems in place.
8 See, e.g., Dudek et al. (1998). 9 See Pizer and Yates (2014). 2 Why carbon markets 2000); other successful applications include the phasedown of
leaded gasoline in the United States (Newell and Rogers 2007), the control of nitrous oxides in
the eastern U.S.,6 and the implementation of the Montreal Protocol on the Ozone Layer (Stavins
2003). More recently, the European Union’s Emission Trading System (EU-ETS) has achieved
its targets and successfully reduced emissions, although a deep recession, a host of complemen-
tary energy policies, and the lack of demand from other jurisdictions for offset credits has
contributed to lower-than-expected allowance prices (Convery and Redmond 2013). Meanwhile,
California’s carbon market has performed well since it began operating in 2013, and has
established a linkage with Quebec. All told, more than 50 national and subnational jurisdictions
with nearly one billion inhabitants have launched emission trading programs.7 The experience of the 1997 Kyoto Protocol is instructive—both for its failings and for its
positive lessons. The Protocol placed legally binding caps on the emissions of more than thirty
industrialized countries for the years 2008–2012 and established international market-based
flexibility mechanisms to aid their achievement. The Protocol’s failure to include all major
emitters under its emissions caps, and the hurdles it erected to broadening participation,
contributed to opposition in the U.S. Senate (it was never submitted to that body for consent
to U.S. ratification), and ultimately undermined its effectiveness in reducing global emissions. Nonetheless, the Protocol provided positive lessons on policy design. Key system design
elements,8 many of which are also incorporated in the EU-ETS, include: &
Absolute, legally binding multi-year emissions budgets; &
Transactions limited to approved types of emissions units; &
Standardized, serialized, vintaged, fungible emissions units denominated in tonnes of CO2-eq;
&
Transparent reporting of emissions; &
Transparent tracking and reporting of emission unit transactions, including explicit re-
quirements that transfers of emissions allowances be subtracted from the transferor’s
emissions budget account and added to the transferee’s; &
Transparent tracking and reporting of emission unit transactions, including explicit re-
quirements that transfers of emissions allowances be subtracted from the transferor’s
emissions budget account and added to the transferee’s; &
Accountability for emissions as compared with units held; Climatic Change (2017) 144:81–95 85 &
“Banking,” i.e., the ability to carry surplus reductions forward from one commitment
period to a subsequent period; and &
“Banking,” i.e., the ability to carry surplus reductions forward from one commitment
period to a subsequent period; and &
Stringent, specified consequences for non-compliance. 2 Why carbon markets While the Kyoto Protocol was the archetype of a “top-down” multilateral climate treaty,
these design features holds useful lessons for market-based policies in a “bottom-up” world. 3 A new infrastructure: forming the club of carbon markets In a “bottom-up” climate architecture, individual jurisdictions establish their own domestic
climate policies, including emission trading programs. A core purpose of the CCM would be
to fulfill the functions necessary to link carbon markets across member jurisdictions, encourage
new jurisdictions to join, and ultimately increase ambition. In particular, the CCM would need
to create the conditions for mutual recognition of emission units among members; maintain the
market infrastructure necessary for trading; establish clear criteria for membership; and inform
assessments of mitigation effort and ambition among prospective and current members. 3.2 A shared carbon market infrastructure A second core function of the CCM would be to maintain the shared carbon market
infrastructure necessary for trading. Thus the CCM would establish either a common registry
of emissions units, or a formal means of communication among member registries, in order to
facilitate the tracking of emissions units from their creation (either as allowances under a cap or
as offset credits) to their retirement. To avoid “double-claiming” of reductions, the CCM
would establish double-entry bookkeeping rules to ensure that all units, whether offset credits
or allowances, transferred from one jurisdiction, are subtracted from the transferor’s unit
account. In addition, the CCM (or a third party designated by the CCM to act on behalf of its
members) could perform other market functions such as administering common allowance
auctions, maintaining allowance accounts for regulated entities, and even overseeing and
operating a “reserve” of allowances to be released into the market if prices rise above certain
thresholds. While these functions could in principle be provided through bilateral linkages, the CCM
would take advantage of economies of scale in establishing a common carbon market
infrastructure. 3.1 Mutual recognition on the basis of harmonized standards At the core of the CCM would be mutual recognition of carbon emissions units among
members. By joining the CCM, each jurisdiction would agree to allow entities with compli-
ance obligations under its domestic carbon market to meet those obligations using emission
units issued by any other member jurisdiction in good standing. To promote the fungibility of emission units, the CCM would establish and maintain
harmonized standards among its members. For example, the CCM would provide a common
emissions accounting framework to ensure that “a tonne is a tonne,” including mutually agreed
procedures for monitoring, reporting, and verification (MRV) of emissions. The CCM would
also ensure the harmonization of rules governing the creation and use of “offset credits” for
verified reductions outside of capped sectors. Mutual recognition need not require that members adopt identical regulations. Even
California and Quebec, which have linked their markets to an unprecedented degree, are
developing separate offset protocols. To ensure flexibility while also providing clear guide-
lines, club members might agree on a “minimum list” of regulatory design features or
parameters that were essential for membership; a “negative list” of design features or param-
eters that would be ruled out; a “positive list” of features that would be automatically accepted;
and perhaps a final category of design features that would require case-by-case judgment by
existing members based on an agreed set of high-level principles. The CCM could provide routine, periodic review of member jurisdictions to ensure that
they observed the agreed standards and guidelines. Such a review process could draw on
precedents for policy surveillance in the IMF, OECD, and other institutions (Aldy 2014). Anticipating that political and economic circumstances might alter the willingness of member
jurisdictions to stay in the CCM, the CCM would also need to identify rules for exit, including
the treatment of banked allowances. 9 Climatic Change (2017) 144:81–95 86 3.3 Criteria for membership Since the CCM would not be a treaty, participants could include sub-national jurisdic-
tions such as states and provinces, as well as nations. The key requirement would not
be “capacity to treat” but capacity to administer a market—i.e., establish an emissions
cap, issue and accept emissions units, require compliance, and penalize non-
compliance. Minimum eligibility criteria for membership in the CCM could include: &
Emission targets defined as emissions budgets over some minimum duration, e.g. a
decade, covering all or a significant portion of a jurisdiction’s emissions of one or more
greenhouse gases, denominated in tonnes of CO2 or CO2-eq.; &
Emission targets defined as emissions budgets over some minimum duration, e.g. a
decade, covering all or a significant portion of a jurisdiction’s emissions of one or more
greenhouse gases, denominated in tonnes of CO2 or CO2-eq.; &
The use of emission trading to meet the cap; &
The use of emission trading to meet the cap; &
Jurisdictional law requiring covered entities to comply; clear, sufficient penalties for non-
compliance; and institutional capacity to enforce the cap; and &
A commitment to transparent monitoring, reporting, and verification of emissions and
transactions. That the CCM would not be structured as a formal treaty might also increase the potential
for eventual U.S. participation. In the postwar period from 1946 to 2006, 94 % of international
agreements negotiated by the United States were “executive agreements,” implemented under
existing authorities and never submitted to the Senate for advice and consent under Article II
of the Constitution (Krutz and Peake 2009). In line with this trend, U.S. participation
(including by U.S. states) might be more likely if a CCM were constituted not as a treaty,
but as a voluntary association among jurisdictions with the capacity to administer their own
internal markets, specifying obligations congruent with authorities afforded to the U.S. Executive Branch and the U.S. states by virtue of the Constitution and already-enacted
legislation. Climatic Change (2017) 144:81–95 87 3.4 Mitigation effort and ambition To assure the environmental integrity of emissions units, CCM members would need to tackle the
thorny challenge of assessing the stringency of each other’s emission caps—both at the time a
prospective member applied to join (or, for founding members, at the time of the CCM’s creation),
and periodically thereafter to ensure that participating jurisdictions remained “in good standing.” For prospective members, a natural approach might be to conduct a case-by-case review
(and negotiation) of the emission targets proposed by the jurisdiction, much as applicants to the
WTO must negotiate a schedule of tariff bindings.10 Another model of case-by-case review is
the process established by the UNFCCC’s 2013 Warsaw Framework for Reducing Emissions
from Deforestation and Degradation (REDD), under which Parties may propose REDD
reference levels, submit those for independent technical expert review, and respond to the
published results of the review. In either case, the CCM could oversee the process of gathering
and disseminating information on prospective members. Information relevant to an assessment
of ambition would include mitigation policies and accounting rules, including the treatment of
direct and indirect emissions from capped sectors and procedures to address potential emis-
sions leakage. To encourage broad membership, the CCM might offer consultations to
jurisdictions whose initial applications were rejected. Once having joined, member jurisdictions could be subject to periodic assessments to
ensure that they maintained or increased the ambition of their targets, as part of the routine
policy surveillance mentioned above. Such a routine review would help to guard against the
perverse incentive that might otherwise exist for jurisdictions—having linked with each
other—to loosen their targets in order to improve their emission units “balance of trade.”11 To help inform both ex ante and ex post reviews, the CCM might develop a set of metrics
for assessing “comparability of effort.” A range of approaches has been suggested in the
literature, including evaluating targets on the basis of percentage reductions below historical or
projected baselines, taking into account differing national circumstances; comparing targets to
modeled emission trajectories consistent with a specified level of overall ambition; and
estimating mitigation costs.12 4 Incentives to participate Crucial to the effectiveness of the CCM approach is the creation of incentives to encourage
jurisdictions to join—and having joined, to comply with the obligations of membership. We
envision the CCM as a true “club” in the economic sense: that is, a voluntary group whose
members share a set of benefits from which non-members are excluded (Buchanan 1965). _
_
_
_
p _
11 See, e.g., Green, Sterner, and Wagner, supra.
12 12 See, e.g., Aldy and Pizer (2014); Aldy et al. (2015); and Climate Action Tracker, http://climateactiontracker.
org/indcs.html. 10 See World Trade Organization, Handbook on Accession to the WTO, chapter 4, https://www.wto.org/engl
thewto_e/acc_e/cbt_course_e/c4s6p1_e.htm.
11 10 See World Trade Organization, Handbook on Accession to the WTO, chapter 4, https://www.wto.org/english/
thewto_e/acc_e/cbt_course_e/c4s6p1_e.htm.
11 See, e.g., Green, Sterner, and Wagner, supra.
12 See, e.g., Aldy and Pizer (2014); Aldy et al. (2015); and Climate Action Tracker, http://climateactiontracker.
org/indcs.html. 10 See World Trade Organization, Handbook on Accession to the WTO, chapter 4, https://www.wto.org/english/
thewto_e/acc_e/cbt_course_e/c4s6p1_e.htm.
11 See, e.g., Green, Sterner, and Wagner, supra. _
_
_
_
p _
11 See, e.g., Green, Sterner, and Wagner, supra.
12 13 Republic of South Africa National Treasury, “South Africa’s Policy Interaction Experience,” Presentation to
the Partnership for Market Readiness (March 2013), www.thepmr.org/system/files/documents/Policy%
20Mapping%20II_South%20Africa_0.pdf
14 See Aldy, “The crucial role of policy surveillance in international climate policy,” supra. 4.1 Benefits from linkage By enabling trading of carbon units among a set of jurisdictions, the CCM would secure a
range of benefits associated with linkage, including lower overall abatement costs (the 88 Climatic Change (2017) 144:81–95 broader trading area provides greater heterogeneity, lowering the cost of emissions reduc-
tions), potentially greater price stability (assuming that price shocks are at least partially
uncorrelated across jurisdictions), and greater market liquidity. These benefits are likely to
be particularly attractive for “small” jurisdictions, or those dominated by a handful of
emitters. While a small economy could face significant allowance price uncertainty in an
independent domestic market, it could be more certain of prices with plurilateral linkages. Access to a larger market could also be significant for jurisdictions with only a handful of
major emitters. For example, South Africa’s public utility, Eskom, generates over 90 % of
the country’s electricity—making it a near-monopolist in South Africa, but a price taker in
a potential CCM.13 As in any trade relationship, other benefits of linkage would vary. Jurisdictions with
relatively abundant low-cost abatement opportunities would value the access to jurisdictions
where demand for those is strong. At the same time, higher-cost jurisdictions might be
attracted by the opportunity to meet compliance obligations by financing lower-cost abatement
opportunities elsewhere—while being assured by the cap that the resulting emissions reduc-
tions would be “real and additional.” 4.2 Reduced barriers to policy adoption The CCM could help prospective and existing members by lowering barriers to estab-
lishing carbon markets or improving the efficacy of existing systems. Jurisdictions with
less experience in designing and implementing environmental markets could access
capacity-building assistance, technical expertise and analytical support. Jurisdictions
without capacity or infrastructure to meet CCM membership criteria might be able to
gain recognition as “Observer” or “Affiliated” members with the intention of joining
later. pp g
_
_ p
14 See Aldy, “The crucial role of policy surveillance in international climate policy,” supra. 4.4 Information exchange, institutional capacity-building, and policy coordinatio Visits to observe market infrastructure and implementation, periodic membership meetings,
and other information-sharing programs would enable CCM members to share experiences
and deepen market ties. Prospective members might be invited to participate in some of these,
which might also be facilitated by coordination with other complementary capacity building
initiatives, including the World Bank’s Partnership for Market Readiness. 4.5 Enhanced access to low-carbon investment capital CCM membership could help participating jurisdictions attract low-carbon investment. That is
because the key entry requirement for CCM membership—a well-designed cap and trade
program—also enhances the returns from investments in emissions reductions. Mutual recog-
nition and fungibility of emission units could help participating firms access capital in other
member jurisdictions and manage risk. CCM membership would also provide a strong signal
not only of a jurisdiction’s commitment to reducing emissions, but also its institutional
capacity to provide a stable environment for low-carbon investment. Indeed, political leaders
focused on strengthening climate action might make membership a criterion for investment
decisions by export–import banks, overseas development institutions, pension or sovereign
wealth funds, or other large public investors. 4.6 Reputational benefits Enhanced international recognition, strengthened strategic alliances, improved interaction
with regional partners, greater credibility in economic transactions, or better negotiating
leverage in the UNFCCC might motivate new jurisdictions to join the CCM.15 Cultural
and/or political affinities (e.g., the opportunity to learn from high-profile China or Cali-
fornia carbon markets) might also lead jurisdictions to perceive it in their self-interest to
join the CCM. 15 See Hathaway (2007); Rose and Spiegel (2009). 4.3 Enhanced transparency and MRV Scholars have long highlighted the need for transparent and rigorous monitoring, reporting,
and verification (MRV) of emissions. Improved MRV helps jurisdictions understand the scope
of the climate challenge, develop strategies to address it, and assess the extent to which policy
interventions are succeeding. Robust MRV boosts public and private actors’ confidence in
low-carbon investment—particularly when supported with a long-term governmental commit-
ment to keep reducing emissions. The CCM could offer policy and technical support to improve members’ and prospective
members’ domestic MRV. Such assistance would be in the self-interest of all members, since it
would bolster market integrity, enhancing the value of club membership (even for those not
receiving such support). Again, useful analogs can be found in the work of the IMF and WTO
to assist members in building technical capacity and improving standards for data collection
and analysis.14 Climatic Change (2017) 144:81–95 89 4.7 Safe harbor from potential trade measures on carbon-intensive products Just as Parties to the Montreal Protocol on the Ozone Layer prohibited trade in ozone-
depleting substances (ODS) with non-Parties, various jurisdictions that have adopted or
are considering carbon emissions limits have considered how to address leakage of
emissions. “Border carbon adjustments” (BCAs)—requiring importers of carbon-
intensive products (e.g., steel or aluminum) from jurisdictions without comparable emis-
sions limits to purchase emissions allowances comparable to those required for domestic
producers—have been discussed in the EU and elsewhere, and were included in proposed
U.S. climate legislation in 2009. While a number of technical issues would arise in
determining the exact form of any BCA, a growing body of legal analysis argues that
appropriately-designed BCAs could be consistent with WTO rules (Horn and Mavroidis
2010; WTO and UNEP 2009). If jurisdictions with emissions limits decide to impose BCAs on carbon-intensive imports,
they would likely make exceptions for jurisdictions with comparably stringent climate policies. 90 Climatic Change (2017) 144:81–95 In such a scenario, it would be natural for CCM members to exempt each other from BCAs, on
the grounds that participation in the CCM met the condition of “comparability.” Such safe
harbor could represent a powerful additional “club benefit” to joining the CCM. And as the
CCM expanded, it would not only increase trade in carbon emissions units and reduce cross-
border leakage, but also contribute to freer trade in other goods and services by widening the
circle of countries that could claim exemption from BCAs. 4.9 Exclusion of non-members To ensure that these benefits are exclusive to jurisdictions in the CCM “club,” members
would agree not to accept emission units from, or allow the transfer of units to, any
jurisdiction outside of the CCM (unless all CCM members agreed to accept units from
that jurisdiction). Such an approach would create strong incentives for jurisdictions
with domestic market-based programs to conform to or exceed minimum CCM mem-
bership criteria, to attract greater interest in linkage and investment from other
jurisdictions. Again, the Montreal Protocol provides a model. Its Parties barred trade in ODS with non-
Parties unless the non-Parties had adopted comparable measures. That provision created
market-pull for more ratifications, better MRV, and a strong market force for the development
of low-ODS alternatives (Petsonk 1990; See also Shepherd 2014)—exactly the dynamic that
the CCM would seek to replicate in carbon markets. Such a “free-trade area for carbon” should not raise any tensions with the WTO: we agree
with the prevailing view that carbon emission units are neither products nor services and thus
are not directly subject to WTO disciplines.16 4.8 CCM secretariat A small CCM secretariat might strengthen general coordination, facilitate exchange of infor-
mation, and provide a clearinghouse for institutional capacity-building. Considering analogies
in the trade field among others, the secretariat might also house analytical capacity to
undertake expert review of the policies in member jurisdictions, facilitate access to indepen-
dent expertise, assess conformance with the membership criteria, and promote transparency in
monitoring, reporting, and verification. As the CCM developed, the secretariat might also
facilitate deeper coordination among CCM members—for example through centralized trans-
action logs, model contracts, uniform contract codes, harmonized registries, shared “strategic
allowance reserves” that could be tapped in the event of unexpectedly high prices, or common
mechanisms for settling disputes. 16 For a full discussion of the trade implications of our CCM proposal, see Keohane and Petsonk (2015). See also
UNCTAD (1996, UNCTAD/GDS/GFSB/Misc. 2) at 11; Petsonk (1999). This discussion of the origins of the GATT draws on Irwin et al. (2009).
18 We are indebted to Prof. Robert Keohane for suggestions on this section, and to Ms. Lindsay Brewer for
research and suggestions. Materials in this section are drawn in part from MCTR Frequently Asked Questions,
http://www.mtcr.info/english/FAQ-E.html.
19 See Zaborsky (2004). 5.1 First lesson: start small, and use market access as an attractant “Start small” emerges from the history of the modern trade regime.17 The origins of the GATT
can be traced to the bilateral negotiations between the United States and the United Kingdom
over the Atlantic Charter, issued in August 1941, and the Mutual Aid Agreement of the
following year. In 1945, as part of negotiations on a postwar American loan, the two countries
hammered out a joint commercial policy agreement on a range of issues including tariffs,
subsidies, and import quotas, to serve as the basis for multilateral negotiations on tariff
reductions. Following a suggestion by Canada, those negotiations were to start among a
“nuclear” group of fifteen countries. In parallel, the U.S. proposed a larger UN conference
to establish an International Trade Organization (ITO). By October 1947, the “nuclear”
group—now numbering 23 countries, and meeting in Geneva—reached a General Agreement
on Tariffs and Trade (GATT), even as they and others prepared to negotiate a charter for the
larger organization. The failure of the United States to ratify the 1948 Havana Charter in effect
doomed the ITO. But because the smaller GATT included provisions for it to take effect even if
the ITO didn’t, the GATT was able to form an economic nucleus, using market access to
attract, over time, broad multilateral participation in trade liberalization and tariff reduction. The “start small” theme also emerges in the development of the Missile Technology Control
Regime (MTCR), which started in 1987 as an informal political agreement among G-7
countries to limit the risks of proliferation of weapons of mass destruction (WMD).18 The
MTCR provides guidelines for export license controls on missile and space technologies and
products. Although the MTCR, being voluntary, lacks penalties for noncompliance, under U.S. law the U.S. government may (and in some cases must) impose sanctions on individuals,
companies, or governments that export controlled items in violation of the guidelines. Sanc-
tions include cutting off bilateral aid or arms sales for up to two years (Arms Control
Association 2012). The MCTR has grown to some 34 members, with participating nations
gravitating to it in part because of the perception that adherence brings market access.19 5 Antecedents The development of the CCM might draw on lessons from other plurilateral regimes. Here we
draw three lessons for club development from the fields of trade and security. 91 Climatic Change (2017) 144:81–95 5.1 First lesson: start small, and use market access as an attractant 17 This discussion of the origins of the GATT draws on Irwin et al. (2009).
18 20 See “Market and Non-Market Mechanisms,” UNFCCC, http://unfccc.int/cooperation_support/market_and_
non-market_mechanisms/items/7551.php; Lima Call for Climate Action, Decision 1/CP.20 para. 19(a)(v)
(December 2014). 5.2 Second lesson: choose a legal architecture that facilitates participation The GATT, as an “agreement” among “contracting parties” (rather than a treaty), could be
implemented by the U.S. Executive Branch, using its existing legal authorities. While the
GATT eventually provided the basis for the much broader and more formal WTO, it might
never have gotten off the ground in the first place had it not enabled immediate U.S. participation by working within executive authorities. (The very broad Havana Charter likely
would have necessitated Congressional action, but was never submitted to the Congress
precisely because such approval was unlikely.) Similarly, the MTCR is an informal “under-
standing” based on voluntary participation, which allowed it to start promptly with U.S. participation and has facilitated broader membership since. The history of both regimes thus suggests that a CCM could start promptly and attract
eventual U.S. national participation if it were formed as a voluntary association of jurisdic-
tions, with obligations that could be met by the U.S. Executive Branch under contemporaneous 92 Climatic Change (2017) 144:81–95 domestic law, and thus not require ratification under Article II of the U.S. Constitution. In the
case of the CCM, such a voluntary approach would also facilitate a prompt start by allowing
subnational jurisdictions to participate. 5.3 Third lesson: seek critical mass The GATT 1947, and the MTCR, both started small but with a critical mass of relevant actors
(producers and consumers) in their respective fields. That “critical mass” enabled them to exert
further market pull to broaden membership. The recent history of multilateral trade negotiations
offers similar lessons. In the trade arena, prior to 1994, trade negotiations proceeded along the
approach of a “Single Undertaking”, in which nothing is agreed until everything is agreed—
multilaterally. (The UNFCCC largely follows that approach.) The result has been that in recent
times, those least interested in trade liberalization have exercised hold-out power. Multilateral
trade liberalization has sputtered. In contrast, more progress has been made through the WTO’s
de facto embrace of “less-than-all” agreements on information technology products, telecom-
munications, and financial services, where entry into force is contingent on accession by
participants constituting “critical mass” (e.g. 90 % of covered trade.) These recent successes
in trade negotiations demonstrate the power of starting small, while seeking critical mass. The importance of reaching critical mass can be seen in environmental agreements as well. For example, the Montreal Protocol on the Ozone Layer, which froze and phased out
consumption of ODS, entered into force when eleven nations representing two-thirds of global
calculated ODS consumption had ratified the Protocol—making it economically unattractive
for the remaining one-third of ODS consumers to ramp up their own production of ODS. Following this model, the CCM might focus on securing the participation of jurisdictions
comprising a significant share (perhaps a majority?) of suppliers and demandeurs in extant
cap-and-trade markets. The goal would be to limit the opportunity for a country outside the
club to act as a large supplier of low-quality emission units, undermining the environmental
integrity of the club. p
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23 The November 2014 U.S.-China joint climate announcement and September 2015 joint presidential statement
both illustrate this dynamic. See “U.S.-China Joint Announcement on Climate Change,” White House Office of
the Press Secretary, https://www.whitehouse.gov/the-press-office/2014/11/11/us-china-joint-announcement-
climate-change; “U.S.-China Joint Presidential Statement on Climate Change,” White House Office of the
Press Secretary, https://www.whitehouse.gov/the-press-office/2015/09/25/us-china-joint-presidential-statement-
climate-change. 21 Examples include the International Carbon Action Partnership (ICAP) the Asia-Pacific Carbon Markets
Roundtable; the “Under 2 MOU” initiative launched by the State of California; the Governors Forest and
Climate Task Force C40 Cities Climate Leadership Group; and the World Bank’s Partnership for Market
Readiness.
22 6 The CCM and the UNFCCC In principle, a CCM could be formed under the auspices of the UNFCCC, either through
negotiations under the “Framework for Various Approaches” or by building on the 2014
decision of the Conference of the Parties to organize technical expert meetings to “[s]upport
the accelerated implementation of policy options and enhanced mitigation action, including
through international cooperation.”20 In this scenario, the UNFCCC itself could provide some of the functions of the CCM (e.g., a common market infrastructure), and might “take note” of a
deeper plurilateral agreement on carbon markets reached by a subset of like-minded jurisdic-
tions. In practice, however, the COP may not be able to agree more than minimal accounting
standards to avoid double-claiming of transferred units. Alternatively, the CCM could develop wholly outside the UNFCCC, as a free-standing
building block that complements the UNFCCC’s high-visibility platform. Here, the examples Climatic Change (2017) 144:81–95 93 of the GATT, which developed in parallel with efforts to create a larger, more ambitious
International Trade Organization, and the MTCR, whose initial membership of seven countries
has grown to more than 30, might be instructive. Building on these models, the convening
could be done by states, jurisdictions, or non-state actors. It could build on efforts already
undertaken by national and subnational jurisdictions, particularly those interested in market-
based environmental policy.21 The “platform for a strategic dialogue” on carbon markets
included in the 2015 G7 Leaders’ Communique could also provide a basis for initial
discussions around a CCM.22 In turn, the CCM could facilitate both the achievement of members’ UNFCCC mitigation
obligations and the UNFCCC’s transparency objectives. Since CCM membership would be
conditional upon robust MRV commitments from members, the CCM would create strong
incentives for jurisdictions with domestic market-based programs to ensure rigorous and
transparent measurement and reporting in order to attract greater interest in linkage and
investment from other jurisdictions. 22 See https://www.g7germany.de/Content/DE/_Anlagen/G8_G20/2015-06-08-g7-abschluss-eng.pdf.
23 6.1 Role of the UNFCCC in enhancing market coordination Even if the CCM were formed outside of the Framework Convention, individual nations’
ongoing work to draft, and later finalize, their post-2020 mitigation commitments as part of
any Paris agreement could provide a boost to the CCM’s genesis and illustrate a potential
“middle way” forward. Buttressed by the technical expert meetings on international cooper-
ative approaches established by the 2014 Lima Call for Climate Action, the submission of
national commitments provides an opportunity for any market-interested country to indicate
the preliminary criteria that external emission units must meet to be accepted for compliance in
its domestic system. Such public transparency could also aid other nations keen to design their
own compatible domestic systems, and thus could help guide the development and future
membership of a carbon markets club. Indeed, among those “intended nationally determined
contributions” for the post-2020 period submitted by June 2015, Switzerland, Mexico, Nor-
way, and Lichtenstein indicated their desire to use carbon markets to fulfill their pledges and
articulated preliminary criteria for emissions units they would consider eligible for trading. Of course, the CCM would need to be consistent with Parties’ obligations under the
UNFCCC, including any agreement reached under UNFCCC auspices in Paris in 2015. The
Paris talks, and the UNFCCC itself, will continue to have important roles to play. The
UNFCCC gives a voice and standing to virtually every country in the world—even the least
developed and most vulnerable—on a critical global issue. It also creates a platform (and an
obligation) for countries to announce commitments, helping to drive ambition at the national
level.23 94 Climatic Change (2017) 144:81–95 In this context, it is important to note that UNFCCC Parties retain full authority to use
domestic emissions markets to fulfill any commitments they might make. Moreover, existing
UNFCCC provisions make clear that UNFCCC Parties also retain full authority to link their
markets with similar markets created and administered by other Parties.24 In other words, no
additional multilateral authority would be needed for UNFCCC Parties to fulfill their com-
mitments under a Paris agreement through a CCM In this context, it is important to note that UNFCCC Parties retain full authority to use
domestic emissions markets to fulfill any commitments they might make. 6.1 Role of the UNFCCC in enhancing market coordination Moreover, existing
UNFCCC provisions make clear that UNFCCC Parties also retain full authority to link their
24 In this context, it is important to note that UNFCCC Parties retain full authority to use
domestic emissions markets to fulfill any commitments they might make. Moreover, existing UNFCCC provisions make clear that UNFCCC Parties also retain full authority to link their
markets with similar markets created and administered by other Parties.24 In other words, no
additional multilateral authority would be needed for UNFCCC Parties to fulfill their com-
mitments under a Paris agreement through a CCM. 7 Conclusion Market mechanisms such as emission trading systems can play a key role in driving emissions
reductions and low carbon investment at a scale and pace needed to meet the urgent challenge
of climate change. To that end, this paper has proposed a new addition to the existing “regime
complex” on climate change: a Club of Carbon Markets. By establishing a common market
infrastructure based on mutual recognition of carbon emission units, with standards to promote
transparency and environmental integrity, the CCM could facilitate ambitious emissions
reductions and mobilize significant low-carbon investment. Properly designed, the CCM could
attract participation by offering carbon market linkage, informational and reputational benefits,
and increased trade and investment flows. While the club could conceivably be formed under the auspices of the UNFCCC, it need
not be. We envision the CCM emerging out of plurilateral agreement among carbon market
jurisdictions, following the model of the GATT and recent arms control agreements. The CCM
seeks to emulate a lesson from those and other examples: To encourage ambition and
cooperation in the multilateral arena, create an institution that jurisdictions want to join. Acknowledgments We are grateful to Frank Convery, Jos Cozijnsen, Janneke de Vries, Jill Duggan, Dan
Dudek, Ruben Lubowski, Robert Keohane, Michael Oppenheimer, Bryce Rudyk, José Eduardo Sanhueza, Dick
Stewart, Maja Valstar, Gernot Wagner, three anonoymous referees, members of the E15 Expert Working Group
on Climate Change and Trade, and participants at workshops hosted by NYU, Columbia, Harvard, Duke, and
OECD/IDDRI/ICTSD. Lindsay Brewer and Daniel Francis provided able research and administrative assistance. Open Access This article is distributed under the terms of the Creative Commons Attribution 4.0 International
License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and repro-
duction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a
link to the Creative Commons license, and indicate if changes were made. 24 See, e.g., UNFCCC Articles 3.3, 7.2(c), and 12.8, which expressly recognize Parties’ sovereign right to
cooperate to reduce emissions. References J Money Credit Bank 41(2–3):337–363 Rose AK, Spiegel MM (2009) Noneconomic engagement and international exchange: the case of environmental
treaties. J Money Credit Bank 41(2–3):337–363
Sh
h d W (2014) A
d i
h 800
d
ill
h
d
i h
i
i i
b
d Shepherd W (2014) Accommodating the 800-pound gorilla: how trade with non-parties provisions can broa
American participation in the 2015 climate agreement. Environ Law Report 44:10044 p
p
g
p
Stavins RN (2003) Experience with market-based environmental policy instruments. In: Maler KG, Vincent JR
(eds) Handbook of environmental economics. Elsevier, New York Stavins RN (2003) Experience with market-based environmental policy i
(eds) Handbook of environmental economics. Elsevier, New York book of environmental economics. Elsevier, New Yor Stewart RB, Wiener JB, Sands P (1996) Legal issues presented by a pilot international greenhouse gas trading
system. United Nations, Geneva Stewart R, Oppenheimer M, Rudyk B (2013) Building blocks for global climate protection. Stanf Environ Law J
32(2):341–392 UNCTAD (1996) A pilot greenhouse gas trading system: the legal issues. United Nations, Geneva
V
A
l H (2014) Th f
i
f l b l li
d UNCTAD (1996) A pilot greenhouse gas trading system: the legal issues. United Nations, Geneva
Van Asselt H (2014) The fragmentation of global climate governance: consequences and management of regime
interactions. Edward Elgar, Cheltenham (
)
p
g
g
g y
g
,
Van Asselt H (2014) The fragmentation of global climate governance: consequences and management of regime
interactions Edward Elgar Cheltenham Van Asselt H (2014) The fragmentation of glo
interactions. Edward Elgar, Cheltenham Van Asselt H (2014) The fragmentation of global climate governance: consequences and management o
interactions. Edward Elgar, Cheltenham interactions. Edward Elgar, Cheltenham Victor D (2007) Fragmented carbon markets and reluctant nations: implications for the design of effective architec-
tures. In: Aldy JE, Stavins RN (eds) Architectures for agreement. Cambridge University Press, New York tor D (2007) Fragmented carbon markets and reluctant nations: implications for the design of effective architec- Victor D (2007) Fragmented carbon markets and reluctant nations: implications for the design of effective architec-
tures. In: Aldy JE, Stavins RN (eds) Architectures for agreement. Cambridge University Press, New York
Vi t
DG (2013) Gl b l
i
idl
k C
b id
U i
it P
C
b id tures. In: Aldy JE, Stavins RN (eds) Architectures for agreement. References Aldy JE (2014) The crucial role of policy surveillance in international climate policy. Clim Chang 126(3–4):279–
292 Aldy JE, Pizer WA (2014) “Comparability of effort in international climate policy architecture,” Harvard Project
on Climate Agreements Discussion Paper 14–62 (January 2014) Aldy, Pizer, Akimoto K (2015) “Comparing emission mitigation effort,” Duke Environmental and Energy
Economics Working Paper EE 15–02 (June 2015) Arms Control Association (2012) The missile technology control regime at a glance, http://www.armscontrol.org/
factsheets/mtcr Baumol WJ, Oates WE (1988) The theory of environmental policy, 2nd edn. Cambridge University Press, New York 24 See, e.g., UNFCCC Articles 3.3, 7.2(c), and 12.8, which expressly recognize Parties’ sovereign right to
cooperate to reduce emissions. Climatic Change (2017) 144:81–95 95 Bodansky D, Hoedl S, Metcalf G, Stavins R (2014) “Facilitating linkage of heterogeneous regional, national, and
sub-national climate policies through a future international agreement,” Harvard Project on International
Climate Agreements Discussion Paper (September 2014) g
p
(
p
)
Buchanan JM (1965) An economic theory of clubs. Econ New Series 32(125):1–14 Convery FJ, Redmond L (2013) The European Union emission trading scheme: issues in allowance price support
and linkage. Ann Rev Resour Econ 5:301–324 Dudek D et al (1998) Market mechanisms & global climate change: an analysis of policy instruments. Pew
Center on Global Climate Change Ellerman AD, Joskow PL, Schmalensee R, Montero J-P, Bailey EM (2000) Markets for clean air: the U.S. Acid
Rain Program. Cambridge University Press, New York Rain Program. Cambridge University Press, New York Green J, Sterner T, Wagner G (2014) A balance of bottom-up and top-down in linking climate policies. Nat C
Chang 4:1064–1067 g
Hathaway O (2007) Why do countries commit to human rights treaties? J Confl Resolut 588:597–613 Horn H, Mavroidis PC (2010) “Border carbon adjustments and the WTO” Centre for Economic Policy Researc
manuscript, http://econ-law.se/Papers/BTA%2014%20March%202010-1.pdf Intergovernmental Panel on Climate Change (IPCC) (2014) Climate change 2014: synthesis report Irwin DA, Mavroidis PC, Sykes AO (2009) The Genesis of the GATT. Cambridge University Press, Irwin DA, Mavroidis PC, Sykes AO (2009) The Genesis of the GATT. Cambridge University Press, New York
K
h
NO (2009) C
d t d
h bilit t d
i
t d bl
it t
t l U S
h
R Irwin DA, Mavroidis PC, Sykes AO (2009) The Genesis of the GATT. Cambridge University Press, New York
Keohane NO (2009) Cap and trade, rehabilitated: using tradable permits to control U.S. greenhouse gases. References Rev
Environ Econ Policy 3:42–62 ,
,
y
(
)
g
y
,
Keohane NO (2009) Cap and trade, rehabilitated: using tradable permits to control U.S. greenhouse gases. R
Environ Econ Policy 3:42–62 y
Keohane N, Petsonk A (2015) Creating a club of carbon markets: Implications of the trade system (International
Center for Trade and Sustainable Development E-15 Project) (ICTSD) Keohane RO, Victor DG (2011) The regime complex for climate change. Perspect Polit 9:7–23 Krutz GS, Peake JS (2009) Treaty politics and the rise of executive agreements. Michigan University Press, Ann Newell RG, Pizer WA (2003) Regulating stock externalities under uncertainty. J Environ Econ Manag 45:416–4 Newell RG, Rogers K (2007) The market-based lead phasedown. In: Freeman J, Kolstad C (eds) Moving to market
environmental regulation: lessons from twenty years of experience. Oxford University Press, New York, pp 173– environmental regulation: lessons from twenty years of experience. Oxford University Press, New York, pp 173–193
Nordhaus W (2015) Climate clubs: overcoming free-riding in international climate policy. Am Econ Rev 105(4):
1339–1370 g
y y
p
y
pp
Nordhaus W (2015) Climate clubs: overcoming free-riding in international climate policy. Am Econ Rev 105(4):
1339–1370 Oppenheimer M, Petsonk A (2004) Reinvigorating the Kyoto System, and beyond: maintaining the fundamental
architecture, meeting long-term goals. In: “Post-Kyoto architecture: toward an L20?” Commissioned
Briefing Notes for the CIGI/CFGS L20 Project, Council on Foreign Relations g
j
g
Petsonk A (1990) The role of the United Nations Environment Programme (UNEP) in the development of
international environmental law. Am U J Intl Law Pol 5:351 Petsonk A (1990) The role of the United Nations Environment
international environmental law. Am U J Intl Law Pol 5:351 Petsonk A (1999) The Kyoto protocol and the WTO: integrating greenhouse gas emissions allowance trading
into the global marketplace. Duke Env Law Policy Forum 10:185 Petsonk A (1999) The Kyoto protocol and the WTO: integrating gre
into the global marketplace. Duke Env Law Policy Forum 10:185 Pizer WA (2007) Practical global climate policy. In: Aldy JE, Stavins RN (eds) Architectures for agreement. Cambridge University Press, New York Pizer WA, Yates AJ (2014) “Terminating links between emission trading programs,” National Bureau of
Economic Research Working Paper No. 20393 (August 2014) Rose AK, Spiegel MM (2009) Noneconomic engagement and international exchange: the case of environmen
treaties. References Cambridge University Press, New York Victor DG (2013) Global warming gridlock. Cambridge University Press, Cambridge Weitzman ML (1974) Prices vs. quantities. Rev Econ Stud 41(4):477–491 (
)
q
( )
Wiener JB (1999) Global environmental regulation: instrument choice in legal context. Yale Law Rev 1 Wiener JB (1999) Global environmental regulation: instrument choice in legal context. Yale Law Rev 108:677
WTO, UNEP (2009) Trade and climate change. WTO Publications, Geneva
Zaborsky V (2004) Does China belong in the missile technology control regime? posted on Arms Control Today g
g
WTO, UNEP (2009) Trade and climate change. WTO Publications, Geneva
Zaborsky V (2004) Does China belong in the missile technology control regime? posted on Arms Control Today WTO, UNEP (2009) Trade and climate change. WTO Publications, Genev Zaborsky V (2004) Does China belong in the missile technology control regime?, posted on Arms Control
(October 2004), https://www.armscontrol.org/act/2004_10/Zaborsky Zaborsky V (2004) Does China belong in the missile technology control regi
(October 2004), https://www.armscontrol.org/act/2004_10/Zaborsky
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https://www.emerald.com/insight/content/doi/10.1108/QROM-01-2020-1884/full/pdf?title=when-cooperation-turns-ugly-exploring-the-dark-side-of-social-capital
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When cooperation turns ugly: exploring the dark side of social capital
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Qualitative research in organizations and management
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Abstract Purpose – This article explores theoretical assumptions regarding negative consequences of social capital
in the empirical case of a failed cooperation project, and how these consequences are related to processes
involving people, structures and environments. Design/methodology/approach – The article is based on a case study of a cooperation project within
municipal labor market services. The methodology followed a theorizing process, where data were collected
through ethnographical methods and analyzed in relation to existing concepts from theories describing
negative effects of social capital and shadow organizing. Findings – The results highlight how the development of negative social capital in the project can be
understood through three relational processes, namely the social dynamics of insulation, homogenization and
escalating commitment. The authors conclude that the quality of social capital is conditional upon complex
interactions within social structures. Moreover, the results highlight the importance of studying organizing
practices outside explicit structures, in order to identify the development of non-canonical practices and their
consequences. q
Practical implications – Organizing cooperation projects that aim to bridge professional competencies or
organizational boundaries have to be attentive toward informal organizing practices which if remaining
unrecognized may grow and threaten the original intentions. Originality/value – The study makes a theoretical contribution by combining a shadow organizing approach
with literature on social capital. This combination proves especially useful for analyzing how organizational
dynamics can influence the development of social capital into producing negative effects. Keywords Social capital, Shadow organizing, Cooperation, Social dynamics, Sweden
h Keywords Social capital, Shadow organizing, Cooperation, Social dynamics, Sweden
Paper type Research paper Paper type Research paper When cooperation turns ugly:
exploring the dark side of
social capital Received 27 January 2020
Revised 26 August 2020
4 December 2020
9 March 2021
Accepted 21 April 2021 Christian Stahl
Department of Behavioural Sciences and Learning, Link€oping University,
Link€oping, Sweden and HELIX Competence Centre, Link€oping University, Link€oping, Sweden HELIX Competence Centre, Link€oping University, Link€oping, Sweden The current issue and full text archive of this journal is available on Emerald Insight at:
https://www.emerald.com/insight/1746-5648.htm The current issue and full text archive of this journal is available on Emerald Insight at:
https://www.emerald.com/insight/1746-5648.htm Qualitative Research in
Organizations and Management:
An International Journal
Vol. 17 No. 5, 2022
pp. 1-18
Emerald Publishing Limited
1746-5648
DOI 10.1108/QROM-01-2020-1884 When cooperation turns ugly:
exploring the dark side of
social capital
Lena Strindlund and Madeleine Abrandt Dahlgren
Department of Medical and Health Sciences, Link€oping University,
Link€oping, Sweden, and When
cooperation
turns ugly Exploring the dark side of social capital p
g
p
Social capital has been discussed for decades with some variations in definitions and
applications. The historical roots of the concept can be traced back to fundamental
sociological notions of social cohesion, socialization and stratification. One of the first modern
theorists that used social capital as a term was Bourdieu, who described it as a resource based
on a person’s membership in social networks and groups and the gains this could bring in
terms of recognition and social benefits (Bourdieu, 1986). Since then, social capital has become
an increasingly popular concept and applied across a variety of disciplines and research
fields (Rostila, 2010; Woolcock, 2010; Kwon and Adler, 2014). Most commonly, these modern
adaptations use it as a positive characteristic of social groups, e.g. for studying the amount of
support or cohesion, in many studies related to various forms of outcomes, such as health
(Szreter and Woolcock, 2004; Oksanen et al., 2008). Empirical studies using the term in this
way generally conclude that social capital is positively related to health outcomes, which is at
least partly a consequence of how it is conceptualized and operationalized, leaving little room
for exploring potentially negative effects (Szreter and Woolcock, 2004). For instance, in a
widely used measure of social capital in workplace settings, the concept is operationalized in
exclusively positive terms (Kouvonen et al., 2006). Portes (1998) argues that we tend to have a bias toward seeing good things coming out of
sociability, but that we need to emphasize the negative sides in order not to promote
networks, social control and collective sanctions as unequivocal blessings and in order to
provide serious sociological analyses rather than moralizing statements. In this article, we
theorize social capital as primarily related to groups and as a neutral concept which may have
positive or negative effects. In this vein, we argue that for scholars taking a sociological
perspective, the notion of a “dark side” to social capital should be quite uncontroversial, as
this perspective proposes that the positive or negative consequences of social bonds vary
according to the situation (Portes, 1998). Acknowledging potential negative effects of social
capital are, hence, a way of returning the concept to its roots, rather than considering it as a
genuinely positive resource and as a remedy for various problems. Introduction
hi To achieve purposeful cooperation between professionals from different organizations, it is
crucial to secure trusting relationships. The importance of trust and adequate structural
prerequisites has been emphasized in multiple theoretical and empirical studies of
interorganizational cooperation. (de Rijk et al., 2007; Stahl, 2010; Stahl et al., 2017) Theories
on cooperation often point out the complexities in attaining such conditions, and some © Lena Strindlund, Madeleine Abrandt Dahlgren and Christian Stahl. Published by Emerald Publishing
Limited. This article is published under the Creative Commons Attribution (CC BY 4.0) licence. Anyone
may reproduce, distribute, translate and create derivative works of this article (for both commercial and
non-commercial purposes), subject to full attribution to the original publication and authors. The full
terms of this licence may be seen at http://creativecommons.org/licences/by/4.0/legalcode
€ y
p
g
y
g
Funding for this study was provided by the Coordination Association in Central €Osterg€otland. The funder had no influence over the study design, analysis or the conclusions. authors have even recommended against engaging in cooperative initiatives unless deemed
unavoidable (Huxham, 2003). (
,
)
In the research on trust and interorganizational relations, the extent of social capital
within the relationships has been identified as a key aspect in explaining how well
cooperation goals are achieved (Nahapiet and Ghoshal, 1998; Tsai and Ghoshal, 1998). The
literature on social capital is vast, and it is commonly described as a positive resource in
various interpersonal and community-based relationships (Szreter and Woolcock, 2004;
Woolcock, 2010). However, a “dark side” of social capital has also been identified, i.e. how
close relationships may also function to be excluding and destructive toward those not
included in the group (Gargiulo and Benassi, 1999; Pillai et al., 2017). Such negative effects
have received less focus in empirical research. 2 2 p
The purpose of this article is twofold: (1) to contribute to the understanding of negative
consequences of social capital in interorganizational cooperation between public
organizations by exploring theoretical assumptions in the empirical case of a failed
cooperation project, and (2) how these consequences are related to processes involving people,
structures and environments. Exploring the dark side of social capital The potential negative effects of social capital seem to be
more commonly found in closed or isolated networks, which may exclude outsiders, lead to
unequal distribution of social resources (Rostila, 2010) and limit connections to outside
influences which may result in intolerance and discrimination (van Deth and Zmerli, 2009). The “dark side” of social capital has been explored in empirical studies across a variety of
settings in which researchers examine, for example, adolescent drinking (Martins et al., 2017),
sports (Whittaker and Holland-Smith, 2016; Brown, 2018), finance (Carrera et al., 2017), or
mental health problems and alienation in workplaces (Zhang et al., 2016; Sakuraya et al.,
2017). Portes identifies at least four negative consequences of social capital: “exclusion of
outsiders, excess claims on group members, restrictions on individual freedoms, and
downward leveling norms” (Portes, 1998, p. 15) and gives examples of social contexts with
high levels of social capital which have obvious negative consequences, such as Mafia
families, prostitution rings and youth gangs, which are strongly embedded in social
structures. Social capital is, hence, indifferent to the underlying values of a group (van Deth
and Zmerli, 2009) and functions as a “sociological superglue” (Putnam, 2000, p. 23). 3 y
(
,
)
The “dark side” of social capital has been explored in empirical studies across a variety of
settings in which researchers examine, for example, adolescent drinking (Martins et al., 2017),
sports (Whittaker and Holland-Smith, 2016; Brown, 2018), finance (Carrera et al., 2017), or
mental health problems and alienation in workplaces (Zhang et al., 2016; Sakuraya et al.,
2017). Portes identifies at least four negative consequences of social capital: “exclusion of
outsiders, excess claims on group members, restrictions on individual freedoms, and
downward leveling norms” (Portes, 1998, p. 15) and gives examples of social contexts with
high levels of social capital which have obvious negative consequences, such as Mafia
families, prostitution rings and youth gangs, which are strongly embedded in social
structures. Social capital is, hence, indifferent to the underlying values of a group (van Deth
and Zmerli, 2009) and functions as a “sociological superglue” (Putnam, 2000, p. 23). ,
)
g
p g
(
,
, p
)
For the topic of the current article, we found a review of empirical evidence of negative
effects of social capital in organizations and management (Pillai et al., 2017) to be particularly
instructive. When
cooperation
turns ugly Exploring the dark side of social capital A third variety, linking social capital
(vertical relationships between people interacting across gradients in society) was introduced
later (Szreter and Woolcock, 2004). The potential negative effects of social capital seem to be
more commonly found in closed or isolated networks, which may exclude outsiders, lead to
unequal distribution of social resources (Rostila, 2010) and limit connections to outside
influences which may result in intolerance and discrimination (van Deth and Zmerli, 2009). The “dark side” of social capital has been explored in empirical studies across a variety of
settings in which researchers examine, for example, adolescent drinking (Martins et al., 2017),
sports (Whittaker and Holland-Smith, 2016; Brown, 2018), finance (Carrera et al., 2017), or
mental health problems and alienation in workplaces (Zhang et al., 2016; Sakuraya et al.,
2017). Portes identifies at least four negative consequences of social capital: “exclusion of
outsiders, excess claims on group members, restrictions on individual freedoms, and
downward leveling norms” (Portes, 1998, p. 15) and gives examples of social contexts with
high levels of social capital which have obvious negative consequences, such as Mafia
families, prostitution rings and youth gangs, which are strongly embedded in social
structures. Social capital is, hence, indifferent to the underlying values of a group (van Deth
and Zmerli, 2009) and functions as a “sociological superglue” (Putnam, 2000, p. 23). dimension of social capital, while trust represents the cognitive dimension (Nahapiet and
Ghoshal, 1998). Social resources, which are products of networks and trust and hence the
actual “capital”, may be collective or individual and be expected to lead to different returns,
either instrumental (such as economic, political or social gains), or expressive (such as
physical or mental health benefits, based on the emotional support social capital may bring). Other scholars have suggested different typologies of social capital, where an influential
distinction was made by Gitell and Vidal (1998) between bonding social capital (horizontal
relations of trust and reciprocity between individuals with similar social identities at the same
hierarchical level) and bridging social capital (horizontal relations between persons at the
same hierarchical level from different backgrounds). A third variety, linking social capital
(vertical relationships between people interacting across gradients in society) was introduced
later (Szreter and Woolcock, 2004). Exploring the dark side of social capital Social capital may be argued to have both individual and collective dimensions (Harpham
et al., 2002; Rostila, 2010; Kwon and Adler, 2014). Social capital fundamentally consists of
formal or informal social networks (that may be open or closed), social trust (that may be
strong or weak depending on the strength of the networks) and social resources, which are
derived from the previous two aspects (Rostila, 2010). Networks represent the structural dimension of social capital, while trust represents the cognitive dimension (Nahapiet and
Ghoshal, 1998). Social resources, which are products of networks and trust and hence the
actual “capital”, may be collective or individual and be expected to lead to different returns,
either instrumental (such as economic, political or social gains), or expressive (such as
physical or mental health benefits, based on the emotional support social capital may bring). Other scholars have suggested different typologies of social capital, where an influential
distinction was made by Gitell and Vidal (1998) between bonding social capital (horizontal
relations of trust and reciprocity between individuals with similar social identities at the same
hierarchical level) and bridging social capital (horizontal relations between persons at the
same hierarchical level from different backgrounds). A third variety, linking social capital
(vertical relationships between people interacting across gradients in society) was introduced
later (Szreter and Woolcock, 2004). The potential negative effects of social capital seem to be
more commonly found in closed or isolated networks, which may exclude outsiders, lead to
unequal distribution of social resources (Rostila, 2010) and limit connections to outside
influences which may result in intolerance and discrimination (van Deth and Zmerli, 2009). dimension of social capital, while trust represents the cognitive dimension (Nahapiet and
Ghoshal, 1998). Social resources, which are products of networks and trust and hence the
actual “capital”, may be collective or individual and be expected to lead to different returns,
either instrumental (such as economic, political or social gains), or expressive (such as
physical or mental health benefits, based on the emotional support social capital may bring). Other scholars have suggested different typologies of social capital, where an influential
distinction was made by Gitell and Vidal (1998) between bonding social capital (horizontal
relations of trust and reciprocity between individuals with similar social identities at the same
hierarchical level) and bridging social capital (horizontal relations between persons at the
same hierarchical level from different backgrounds). Exploring the dark side of social capital The review focuses primarily on the context of firms, and how social capital
relates to several organizational outcomes, such as innovation, organizational cultures,
organizational inertia, performance, decision effectiveness, and the acquisition, creation and
transfer of knowledge. Pillai et al. identify six types of negative effects of social capital, which
are all based on dysfunctional social identification processes: (1) dilution of the dialectical process; (2) inhibition of individual learning; (3) groupthink; (4)
postponement of structural adjustments; (5) non-rational escalation of commitment; and (6) blurring
of firms’ boundaries (10, p. 98). In their review and the following theoretical development of the concept, Pillai et al. argue that
social identification processes are divided into structural, relational and cognitive aspects,
where a strong social capital within a group will effectively block external impulses through
shared sense-making and confirmation bias (Pillai et al., 2017). Such groupthink processes
will isolate a group to become a closed information-processing unit that fuels uniformity of
beliefs and exaggerates the group’s internal bonds, which may cause over-commitment and
justification of previous decisions, as well as polarization in relation to other groups. This is
also a reason, Pillai et al. argue, that managers tend to not shut down projects which they have
invested in. Introducing new decision-makers at points where the future of a project is to be
decided is hence an effective method to reduce commitment to failing projects (Pillai et al.,
2017). Negative effects of social capital may appear only late in a social process, where it is
possible to have a positive development which morphs into more intense and closed
networks, thus shifting from the “bright” to the “dark” side. It is difficult to break strong
social ties which may lead to a relational inertia where the same contacts are repeatedly used by habit, serving as a filter that isolates practices from new possibilities (Gargiulo and
Benassi, 1999). The possible gains of social networks hence come with a risk of negative
effects. This focus of social capital as a changing quality of social contexts also raises the
question of the mechanisms involved where a situation characterized by mutual trust and
consensus turns into its opposite. In such negative circumstances, particular mechanisms
determine how conflicts occur and how these interact with social identification processes. While the review of Pillai et al. Exploring the dark side of social capital mainly focused on private business contexts, the types of social
identifications and group processes described could be expected to translate well to other
types of organizations, although it is likely that any kind of organizational context will have
its own influence over how such processes occur and develop. Our study focuses particularly
on how negative social capital develops in cooperative projects between public organizations. 4 4 To add to the theories of negative effects of social capital, we have also identified a
complementarytheoretical metaphor,namely thatofshadow organizing. Thismetaphor enables
exploring organizing as intra-relating processes and to focus on what happens in the interstices
between intentional and unintentional organizing actions (Gherardi et al., 2017). The “shadow”
is a symbol of what is obscured, and which can only be seen by looking past the obvious and
focusing on what is hidden. In this article, we have used this metaphor as an organizing tool to
guide the discussion of the results, which are related to three concepts from this theory:
productivity, liminality and secrecy. Productivity is illustrated “through the image of the forest
and its sheltered spaces in penumbra”; liminality is seen “through the image of a liminal, grey
zone between canonical and non-canonical practices”; secrecy captures “the organizational
secrecy kept in-between the sayable and the unsayable” (Gherardi et al., 2017, p. 7). Methods The methodological process for this article was inspired by Hammond’s (2018) and
Swedberg’s (2012) perspectives on theorizing. Theorizing is described as a process driven by
identification of interesting problems and a motivation to solve them (Hammond, 2018). The
analysis builds on a rich ethnographic material, which provides an authentic
contextualization of the theoretical assumptions. Empirical context: a Swedish cooperation project
The empirical context for our analysis is a cooperation project within municipal labor market
services in a medium-sized Swedish city. Sweden is internationally renowned for its
consensus-driven policies, with processes for resolving conflicts in the labor market as a prime
example. In Swedish studies of cooperation practices between authority actors, consensus has
been identified as a starting point for actors when engaging in joint projects, although such
preconceptions may be put to the test by interorganizational dynamics or systems not
designed for joint action (Stahl et al., 2011). Sweden is an interesting empirical context for
exploring the “dark side” of social capital, since there may be an expectation for actors to share
a basic level of social capital in the drive for consensus, and that the people involved in projects
organized by authorities could be expected to adhere to project guidelines. The project studied here was organized through a coordination association, which is an
interorganizational structure that is co-owned by municipalities, county councils, the
Swedish Social Insurance Agency and Public Employment Services (Stahl, 2010). The project
aimed to support teenagers and young adults to participate in the labor market, and the
original intention was for the project to function as an arena where the involved authorities
could direct them to appropriate support. The project was staffed with personnel from each of
the authorities who were meant to work part time in their regular organization and part time
in the project to facilitate interorganizational contacts. It was started in 2015 and closed
before its allotted time in 2017. The project was followed using an interactive research approach, which included a learning evaluation (Svensson et al., 2009) to inform the
development of the project. p
p
j
In a previous analysis (Strindlund et al., 2020) we outlined four organizational conditions
that influenced the development of the project, namely communication, structure, trust and
steering. Our previous results identified how flaws in these conditions shaped two different
perceptions of the project, where a coordination rationality (i.e. When
cooperation
turns ugly Methods that the project should aim for
increased interorganizational contacts and a steady flow of participants through the project)
clashed with an empowerment rationality (i.e. that the project should focus on working
closely with fewer participants). In this article, we focus on how the organizing in the project,
viewed from a processual and relational perspective involving people, structures and
environments, can be theorized (Czarniawska, 2008). For this analysis, we make use of
theories from the literature on social capital and place this within a shadow organizing
framework (Gherardi et al., 2017) in order to illuminate that which takes place underneath the
explicit project organization. 5 Data collection
Th fi
b
i The first basic step of theorizing suggested by Swedberg is to observe and choose something
interesting. In order to theorize a phenomenon, one needs to observe the phenomenon and see
it for oneself, preferable through field studies (Swedberg, 2012). The data consisted of
ethnographical material collected by the first author from spring 2017 to November 2018
through observations, focus groups, interviews and document studies in line with
recommendations for ethnographic studies (Hammersley, 2018). In total, more than 70
observations, nine focus group interviews and 34 interviews were carried out by the first
author. Data from observations and informal interviews were documented in field notes and
the interviews were recorded and transcribed verbatim. Table 1 presents a compilation of the
data collection, comprising methods, interviewees, focus and structure, documentation
strategy, timing and numbers. In summary, the data collection met the recommendations of
theorizing, namely, to observe and stay in the context of discovery and develop tacit
knowledge of the phenomenon by collecting strong and nuanced descriptions. Data analysis
h 2017)
No.1: 2 focus
groups, 9
informants
No. 2: 2 focus
groups, 11
informants
Focus group
interviews with staff
members external to
the project
Expectations and
perceptions of the
project and how
cooperation and
communication
between the actors
worked
Transcribed
verbatim
Development
phase
(September–
October 2016)
5 focus groups
with a total of
22 informants
Document studies
Studies of various
written documents
such as project plan,
project application,
e-mail conversations
etc. Written documents
and e-mail
conversations
During all
phases
>40 documents
Formal interviews
with actors in the
project organization
(Project group
members and
Their perceptions of
the project and reasons
for closing down
Transcribed
verbatim
Closing down
phase (April–
June 2017)
17 interviews
(9 project group
members and 8
steering group
members)
Table 1. QROM
17,5
6 Documenting meetings
and developments in
the project, who is
doing and saying what,
what questions are
being raised, etc. 6 6 Everything related to
the project, from
smaller to bigger issues Informal interviews
with actors in the
project organization
Everything related to
the project, from
smaller to bigger issues
Written down field
notes and
reflections from
various informal
conversations
During all
phases
>50 occasions
Focus group
interviews with
project staff
members at two
occasions
No. 1: Expectations
related to the project
and perceptions of the
project’s aim and goal
and their own role
No. 2: Describing
perceptions of the
program theory of the
project
Transcribed
verbatim
No. 1: Beginning
of development
phase (Jan. 2016)
No. 2: The end of
development
phase (Jan. 2017)
No.1: 2 focus
groups, 9
informants
No. 2: 2 focus
groups, 11
informants
Focus group
interviews with staff
members external to
the project
Expectations and
perceptions of the
project and how
cooperation and
communication
between the actors
worked
Transcribed
verbatim
Development
phase
(September–
October 2016)
5 focus groups
with a total of
22 informants
Document studies
Studies of various
written documents
such as project plan,
project application,
e-mail conversations
etc. Written documents
and e-mail
conversations
During all
phases
>40 documents
Formal interviews
with actors in the
project organization
(Project group
members and
Steering group
members)
Their perceptions of
the project and reasons
for closing down
Transcribed
verbatim
Closing down
phase (April–
June 2017)
17 interviews
(9 project group
members and 8
steering group
members)
Table 1. Data analysis
h The next step of theorizing (Swedberg, 2012) is to name and formulate the central concept. The three authors gathered in several analysis sessions all contributing with different
perspectives and pre-knowledge of the project and the theories. The first author had first-
hand experience of collecting the data, the second author contributed with the shadow
organizing perspective and the third author with social capital theory. The analysis started from the six types of negative effects of social capital identified by
Pillai et al. (2017): dilution of the dialectical process, inhibition of individual learning,
groupthink, postponement of structural adjustments, non-rational escalation of commitment,
and blurring of firms’ boundaries. These served as an entrance-point for analyzing the
material. Thereafter, the data, consisting of short notes based on the total ethnographic
material such as quotations from interviews and reflections formulated in field notes, were
mapped onto the effects identified above by the first author using an Excel spreadsheet. The
data were analyzed by all three authors together searching for patterns and common
denominators. As a further analytical step, the material was analyzed and rearranged in
relation to and cross-tabulated with the concepts of bonding, bridging and linking social
capital. The general goal of theorizing is to come up with new ideas. This aspect, abduction, is
defined as “observing a fact and then professing to say what idea it was that gave rise to that
fact” (Swedberg, 2012). Abduction has both a logical and an innovative character and the
quality lies in its “means-of-inferencing”. It is a sensible and scientific form of interference Data collection
Focus
Documentation
Time point
Numbers
Weekly
observations of
project staff
meetings and
monthly
observations of
steering group
meetings
Documenting meetings
and developments in
the project, who is
doing and saying what,
what questions are
being raised, etc. Continuous field
notes and written
down reflections
During all
phases
>70 occasions
Informal interviews
with actors in the
project organization
Everything related to
the project, from
smaller to bigger issues
Written down field
notes and
reflections from
various informal
conversations
During all
phases
>50 occasions
Focus group
interviews with
project staff
members at two
occasions
No. 1: Expectations
related to the project
and perceptions of the
project’s aim and goal
and their own role
No. 2: Describing
perceptions of the
program theory of the
project
Transcribed
verbatim
No. 1: Beginning
of development
phase (Jan. 2016)
No. 2: The end of
development
phase (Jan. Focus group
interviews with
project staff
members at two
occasions Focus group
interviews with staff
members external to
the project Data analysis
h Overview of the
empirical data intended to help researchers to be able to make new discoveries in a logically and
methodologically ordered way (Reichertz, 2007). It is a reflexive and iterative process, where
the theoretical concepts and the empirical study stimulate the next step in the theorizing
process, namely, to build out the theory. This step aims to give form to the central concepts by
outlining the structure of the phenomenon (Swedberg, 2012). In our study, this was done by
analyzing how the negative effects of social capital unfolded, which we describe through
three distinct social dynamics, namely: insulation, homogenization and escalating
commitment. These dynamics comprise our main analytical contribution, which were
identified inductively from the empirical material, where the labels were inspired by the
descriptions of negative effects of social capital identified by Pillai et al. (2017). The labeling When
cooperation
turns ugly When
cooperation
turns ugly was hence done through an iterative process where theoretical concepts were adapted to suit
the specific empirical context. The negative effects identified in the social capital literature
where interleaved with these social dynamics; specific effects do not map into specific phases
but come into all three dynamics in different ways, where these effects are described in the
results as they appear in the social dynamics described. The metaphor of shadow organizing,
finally, added a terminology for the organizational context and for describing the milieu in
which negative effects of social capital could develop (Buch, 2020; Gherardi et al., 2017). An
overview of the theoretical concepts used in the analytical process is presented in Figure 1. The purpose of the analysis was to explore how the theoretical concepts could make sense
of the data from the empirical case and what the case could contribute to the existing theories. This is the last step in the theorizing process: complete the tentative theory, including the
explanation (Swedberg, 2012) which is summarized in the conclusions, where we outline the
development of negative effects as a highly dynamic and non-linear process. For this step,
the theoretical metaphor shadow organizing was useful for contextualizing the analysis. Figure 1.
Concepts used in the
analysis, and the
resulting three social
dynamics Figure 2.
The project idea, as
described in
documentation and
interviews Results To understand the results and how the social dynamics developed, we will start with
presenting the founder’s and the financier’s view of the project, as conveyed in project
documentation and in interviews. In their view, illustrated in Figure 2, the project was
intended to enhance collaboration and contribute to optimal use of the welfare system by
creating an arena for coordinating services. The cooperative arena, i.e. the project, is here Figure 1. Concepts used in the
analysis, and the
resulting three social
dynamics
Figure 2. The project idea, as
described in
documentation and
interviews Figure 1. Concepts used in the
analysis, and the
resulting three social
dynamics illustrated as a circle in which representatives from each of the participating actors each
represent their respective organization. The representatives would divide their work hours
between the project and the home organizations (i.e. the organization that the person
originally worked in), thereby having a central, linking function, acting as knowledge
brokers. The idea was that this project structure would facilitate project staff to gain access to
each actor’s resources and internal activities and also contribute to increase the knowledge in
the home organization concerning the other actors’ legal frameworks and cultures. The
project staff was to represent their home organizations and contribute with their specific
professional competence. However, this original idea was not clearly communicated to the
project team or to cooperative actors (i.e. the organizations that were to cooperate with the
project). Instead, the project group developed an independent organization with the aim to
empower individuals. 8 8 p
This development became a hotbed for negative effects of social capital, where our
analysis presents how this unfolded through three different intra-relational processes,
namely the social dynamics of insulation, homogenization and escalating commitment. The social dynamics of insulation Early in the project, the project group began to distance themselves from their organizational
environment and to focus on developing internal cohesion rather than fostering links with the
surrounding organizations. This process served to insulate the group from external influence
and strengthened the project group’s steering of the project in a different direction than that
of the original idea. This development was driven by strong individuals in the project group
wanting to build a project with an empowerment-inspired approach. g
p
j
p
p
pp
This insulation process pushed the focus of the group inward regarding the project
group’s identification process, where this involved distancing themselves from their home
organizations. This is illustrated in the first phase in Figure 3, insulation, as creating a bubble
around the project group to protect and insulate themselves. The one-directional arrows
illustrate the lack of information from the project to the surrounding actors, and the thick line
illustrates how this barrier prevents external information or influences from reaching the
project. Representatives from external organizations experienced how communication
attempts failed, both concerning getting information from the project as well as reaching the
project. No, it has been very quiet, there has been very little information (. . .) And so we have been standing
here knocking on the door, failing to reach them. (Representative Municipal Labor Market Unit) Figure 3. The three social
dynamics identified in
the study Figure 3. The three social
dynamics identified in
the study Figure 3. The three social
dynamics identified in
the study When
cooperation
turns ugly When
cooperation
turns ugly When describing the insulation process retrospectively, actors in the steering group used the
metaphor of a “bubble”. This corresponds with the picture of the project as an isolated
environment. However, unlike a bubble, it is neither transparent nor easy to break. Instead,
the bubble membrane grew thicker to become an insulation barrier against the cooperative
actors. This bubble that this project group went into, it was like, it shut others out (...) it would have been
easier to punch the bubble if it had been transparent and you could see how things were in day-to-day
practice. (Steering group member) 9 The insulation process was enforced by a strong identification process where the project
group focused on branding the project as special and identified themselves through this
uniqueness. This involved spending excessive amounts of time and money on creating a logo,
producing marketing materials such as brochures, pencils and sweaters and requesting
project-specific e-mail addresses instead of their regular organizational addresses. All these
activities served to highlight the uniqueness of the project. The bubble creation puts a lot of focus on the internal bonding process in the group and
created a strong sense of “us and them”. The orientation toward empowerment methods also
stressed the use of the group as a tool, rather than promoting coordination with other actors. This inward movement could be seen in the project group’s daily work, where they engaged
in various group exercises to tighten the ties within the group, which also contributed to
creating a distance from the home organizations. The insulation was strengthened further by structural aspects concerning location and
time. The project group was placed in their own office with limited physical access to the
home organizations. In this sense, the project group became both isolated from and insulated
against their environment. Instead of enabling access points, the project group focused on
creating a non-authority-like environment, both for the youths and themselves, further
distancing the project from the home organizations. This process of creating a home-like
environment was described by a representative from the steering group as a “cozy-cozy”
process, interpreted as a strategy to distance the project from the alleged hard and stressful
environments in the home organizations. The organization of work hours also contributed to
the insulation, as some group members managed to abandon the original idea of sharing their
hours between the project and the home organizations and instead spent all their work hours
in the project. This limited knowledge exchange further increased the insulation effect. The social dynamics of homogenization The social dynamics of homogenization Gradually, the group members began to lose their original identities as representatives for
each participating organization and to assimilate into the new project identity. Based on the
original idea, the staff members were to contribute each participating actor’s unique
competence and resources to the project. Instead, the project developed into an independent
unit with group members striving for homogeneous views instead of diversity. This process
is illustrated in the second phase in Figure 3, homogenization, with the group members (the
small circles in the middle) losing their affiliation pattern and assimilating into a new common
identity. The communication between the organizations is illustrated as a dotted line to
indicate its sporadic character. The process is aptly described by a project group member as
the project having created “a world of its own”. Just as in the social dynamic of insulation, the homogenization process was related to
social identification. The project group sought homogeneity in the project concerning
everything from identification attributes to roles. Work clothes with the project logo and the
use of empowerment-oriented expressions strengthened the project members’ identification
with the project and further enforced the “us and them” feeling. Instead of affirming differences and using the various competencies in the group, in line with the original project
idea, they focused on developing work methods where everyone would do everything,
regardless of profession and affiliation. This social identification process meant the group
members relinquished their affiliation to their home organizations in favor of the project
identity, which was strongly criticized by steering group representatives. differences and using the various competencies in the group, in line with the original project
idea, they focused on developing work methods where everyone would do everything,
regardless of profession and affiliation. This social identification process meant the group
members relinquished their affiliation to their home organizations in favor of the project
identity, which was strongly criticized by steering group representatives. And that is a little strange when one calls for different professions, and the business becomes so that
one can almost go in and take over each other’s work. (Representative Steering Group) 10 Another aspect of the homogenization process was the pursuit of thinking similarly within
the group. As the cohesion within the group increased, it became more insulated as an
information-processing unit, thus diluting the dialectical process (illustrated as a dotted line
in Figure 3). The social dynamics of homogenization The group used a consultant to train them in a specific empowerment method,
which gave them a guideline for how to think and act in the “right” way in order to succeed
with the task to empower youths, thus pressuring the group members to uniformity of beliefs. The project leader had no experience of the chosen method or of project management, which
led the project members with more knowledge of the method to become informal leaders. These informal leaders were, due to their experience, regarded as experts and as such they
gained power and were rarely contradicted. They prioritized meetings to settle group values
and thereby directed the members into thinking and acting uniformly. The pressure to conform to the group’s beliefs also led to closed-mindedness. The project
group developed a culture where information or ideas that were not in line with the endorsed
way of thinking were questioned, ignored and sometimes even ridiculed. This also meant
distancing from and minimizing dialog with surrounding organizations. The closed-
mindedness meant that the project group was not susceptible to counterfactual thinking, and
the devotion to the empowerment method limited the project group’s openness to new or
opposing information. This inhibition of critical thinking convinced the group that their
interpretation and choice of method was right and prevented them from seeing or
acknowledging alternatives. At times when the project’s direction was questioned, the project
group reacted strongly and focused on justifying their choice of the empowerment method. This further strengthened the bonding process and made the group members grow even
closer by supporting one another, while weakening any cohesion with colleagues from the
surrounding organizations or with their managers. And this, that it was going in the wrong direction, that was a really great thing for us, it became a
great thing for us (. . .) and then you feel you’ve failed, you have worked, you are passionate about
this and have worked hard for it and want the best for the project and everyone. (Project group
member) 11 [The project leader] sided too much with the group, she became a group member (. . .) the group ruled
her (...), [there were] strong personalities in the group who were allowed to take over. (Representative,
Steering group) The expanding sense of importance was also reflected in a diminished role of the steering
group. Due to the insulation and homogenization process, the group had become used to
managing themselves and was convinced that they had both the mandate and capacity to do
so. When the steering group, through feedback from the learning evaluation, became aware
of the project deviation from the original idea, they began to question the project. This
strengthened the group’s unyielding commitment even further, and they made every effort to
question the steering group. The project group spent much time processing and trying to
influence the outcome of managerial decisions by reaching out to the home organizations,
to the media, to unions and to the young people enrolled in the project. In the end, this
commitment only impaired the opportunities of the group to continue the project, as the
steering group decided to shut it down. They had too much room for maneuver, and they got too much to work against and they tried to
make us responsible for the closure. . . Of course, you can get angry for a while (. . .), but then I think
you have to move on (. . .). Sometimes, it became very disproportionate. (Representative,
Steering group) Another aspect of the non-rational escalation of the project group’s commitment was the
development of downward leveling norms. These behaviors escalated in connection to the
decision to close, and group members displayed behaviors that were not in line with how they
acted in the past, e.g. rallying over the financier and making threats against the steering
group. Apart from the negative effects of these dubious behaviors for the involved actors,
interviews with the project group members indicate negative effects also on the ones who
performed them. Yes, it is really bad. I mean, no one wants anything bad for anyone else, but it gets to that point, along
the way. Through all the frustration, misconceptions and misunderstandings that arise along the
way. And it’s really sad, but thats the way it is. (Project Group Member) The social dynamics of escalating commitment y
f
g
The insulation and homogenization processes enforced groupthink and contributed to an
overestimation of the group and a non-rational escalation of commitment. This process is
illustrated in the third phase in Figure 3, escalating commitment, where the expanded circle
in the middle indicates how the group members experienced a magnified sense of self-
importance. The previous communication paths are now entirely removed to visualize the
total breakdown in communication between the parties. The insulation and the dilution of the dialectical process contributed to the group
overestimating themselves. This became evident in the surrounding organizations not
sharing their sense of the project’s excellence. Instead, representatives from these
organizations questioned the project’s image of having a unique function and relevance
and especially the perception of being the only solution for the target group. This resulted in
the group being criticized as having delusions of grandeur. When
cooperation
turns ugly When
cooperation
turns ugly I think that the team felt that they were superior, to the degree that they did not need the other
professions in our organizations: they should do everything (. . .) I think they are way off track,
because there are many who are experienced in having conversations with and reaching young
people. It is not that this is a completely unique skill. I do not think that’s good, because then you
place yourself above the others and say that the others are not as good. (Representative,
Steering Group) The overestimation of the group also meant the project leader’s role was diminished. The
project leader, according to the original idea, was supposed to have a bridging function
between the project members and management in the surrounding organizations. However,
the insulation and homogenization processes affected the project leader in gradually
beginning to identify herself with the project group rather than as a representative of the
management team. As the polarization increased between the groups, she was drawn to the
project group where she felt loyalty. The project leader was later dismissed as the steering
group did not trust her to be able to fulfill her task. At this point, the project group was
convinced that they did not need a project leader, and that the project could be run by the
group and its informal leaders. Discussion
Th
i
f The aim of this study was to explore theoretical assumptions of negative consequences
regarding social capital in the empirical case of a failed cooperation project between public organizations. In so doing, we focused explicitly on social processes within the project, where
the organizing of the actual practice was given centrality. By studying such processes, we
could identify three distinct phases characterized by three corresponding social dynamics,
namely insulation, homogenization and escalating commitment. In this section we will relate
these processes and dynamics to theories of shadow organizing and the development and
consequences of negative social capital. organizations. In so doing, we focused explicitly on social processes within the project, where
the organizing of the actual practice was given centrality. By studying such processes, we
could identify three distinct phases characterized by three corresponding social dynamics,
namely insulation, homogenization and escalating commitment. In this section we will relate
these processes and dynamics to theories of shadow organizing and the development and
consequences of negative social capital. 12 Shadow organizing
By studying the three social dynamics in light of the “shadow organizing” metaphor, we can
contribute new understandings and perspectives of the negative consequences of social
capital (Gherardi et al., 2017). We use this metaphor for interpreting the interacting elements,
making it possible to illustrate dynamics of organizing in the interstices of a formal project
structure. The different perceptions of the project may be seen as a tree and its shadow. The
tree stands for the initially communicated image of the project as a cooperative arena. This
view is based on the original idea of the project and illustrates what was expected from the
outside. The shadow is a symbol of what is “betwixt and between”, i.e. representing the actual
development of the project. The metaphor is used to look past the obvious and focus on the
hidden, thereby capturing the social dynamics appearing within the project. First, the social dynamics of insulation can be understood as a process of secrecy. The
project group’s inward focus and distancing from cooperative actors was described as the
“creation of a bubble” and the limiting of transparency into the project relates to the use of the
organizational shadow as a secluded environment enabling processes to develop unnoticed. Discussion
Th
i
f A relatively absent steering group and strong group members created possibilities for the
group to act without insight, which made the project develop for a relatively long time before
anyone noticed any deviation from the original idea. Second, the social dynamics of homogenization can be understood through the concept of
liminality, which describes the grey zone between canonical and non-canonical practices. There is usually a discrepancy between what is prescribed and what is actually practiced. According to Gherardi et al. (2017), professional discretion is a good example of how
organizing and working emerge in a grey zone which leaves room in which professionals can
maneuver. The social dynamics of homogenization can be understood as a consequence of
this liminality, where the project group was given room to design their own roles and
assignments. Third, the social dynamics of escalating commitment can be understood through the
perspective of performativity. Operating under the shadow of group seclusion, the group
created a productive and protective space. This penumbra, or the half-lit environment of the
project, enabled unintentionally favorable growth for strong social identification processes,
which resulted in overestimation of the group and downward leveling norms. Building on this
self-perceived strength, the group tried to use its social capital to act against external
impulses to make the project change direction, by various actions, such as turning to the
media. The penumbra of the project organization hence created a specific “ecology” for the
group, where the shady organizational undergrowth bred a specific performativity. Negative effects of social capital
While shadow organizing is a g
ff
f
p
While shadow organizing is a useful metaphor for describing and illustrating social
dynamics, the theories of social capital and its potential negative consequences are valuable
in understanding these dynamics. The development within the studied project will in this
section be related to the negative effects of social capital as outlined by Pillai et al. (2017) and
Portes (1998) and will further be related to the distinction between bonding, bridging and
linking social capital (Szreter and Woolcock, 2004). The three social dynamics described in the results are highly relational in character and
can be understood as unfolding through several phases. Figure 2 illustrates the starting point
of the group dynamics, where the original idea of the project was for the project staff to act as
representatives for their home organizations and to stimulate cooperation between the project
and cooperative actors. This corresponds to the idea of fostering bridging social capital by
focusing on establishing horizontal relations between persons at the same hierarchical level
from different backgrounds (Szreter and Woolcock, 2004). As shown in the results, this idea
was not fulfilled in the studied practice. The project saw a rapid development from
heterogeneity to homogeneity. While the project design and staffing were based on the idea of
placing different professions in the same space and fostering communication with their home
organizations through a part-time staffing structure, the project soon evolved into a singular
information-processing unit, where differences between the professionals were gradually
erased. The staffing structure changed into promoting full-time project employees rather
than sharing work hours between the project and the home organizations. 13 g
p
j
g
While bridging social capital is based on the combination of differences, bonding social
capital celebrates similarity and focuses horizontal relations of trust and reciprocity between
individuals with similar social identities at the same hierarchical level (Szreter and Woolcock,
2004). This was enforced in the project by the social dynamics of insulation and
homogenization, as illustrated in Figure 3, where the project group distanced themselves
from the surrounding organizations, which enabled them to focus on internal group and
communication processes. Pillai et al. (2017) describes such group insulation processes as one
aspect of groupthink, which serves to exclude others through promoting introversion and
disinterest in communication with actors outside the group. This broken connection to the
home organizations induced the group to strive for a common project identity. When
cooperation
turns ugly Negative effects of social capital
While shadow organizing is a The following
homogenization phase saw a further increased inward focus and limiting of external impulses
which resulted in shared sense-making and confirmation bias within the group, with
uniformity of beliefs as a consequence. These negative communication effects of social capital
can be understood in relation to the negative effects described by Pillai et al. (2017) as dilution
of the dialectical process, inhibition of individual learning and postponement of structural
adjustments which may be needed to function in relation to the project’s environment. Af
h
i l d
i
f i
l i
d h
i
i
h d f
l d h d
l
f j
y
p
j
After the social dynamics of insulation and homogenization had fueled the development of
bonding social capital in the group, a social dynamic of escalating commitment commenced. The lack of communication and mistrust between the parties solidified a polarization between
those inside and outside the project and resulted in a power struggle. Pillai et al. (2017)
describe such escalating commitment as non-rational and as a breeding ground for
downward leveling norms which escalate negative behavior. As a result, the project
experienced a communication collapse and established an alternative hierarchical order. This
hampered the potential for developing linking social capital, i.e. vertical relationships between
people interacting across gradients in society (Szreter and Woolcock, 2004). Linking social
capital did occur, but as the project actors polarized, so did the relationships between
organizational levels; linking social capital was evident among the allied in the respective
fractions. The project group developed vertical relationships with the project leader during
the insulation and homogenization processes, which added to the project group’s feeling of
independence by having representatives from a higher organizational level on their side. The
steering group however, being officially the highest hierarchical level in the project
organization, was perceived as a threat to the project. Bonding social capital is discussed in the literature as the type of social capital that has
perhaps the strongest inherent risk of producing negative effects, as it tends to develop the
formation of closed networks and groupthink among members (Pillai et al., 2017). This
assumption was supported by our data: the bonding social capital identified had strong
negative effects that in the end forced external actors to dissolve the group. Pillai et al. Negative effects of social capital
While shadow organizing is a (2017) discuss whether there is a threshold effect of social capital where, up to a certain level, it
would mainly have positive consequences, but after the threshold is passed it will produce
negative effects. Our results indicate that this process is not linear, but affected by dynamic
interactions within social structures, where attention should be placed both on the personal
relationships and the organizational or structural levels. In the studied practice, the project
was organized to promote bridging and linking social capital but was effectively usurped by
strong informal leaders who steered it toward a strongly bonded social group which
promoted similarity and resistance to the organizational environment. 14 Although this bonding process unfolded through different phases, this does not imply
that what is described here necessarily illustrates a typical trajectory of cooperative projects. The phases in this case were influenced by vague instructions, weak management, strong
informal leaders and external influences by a consultant which, when combined, shifted the
project from its initial design toward another development and another rationality
(Strindlund et al., 2020). The organizing of the actual practice took place in the shadows,
making it immune to insight from the steering group. As described in the shadow organizing
literature (Gherardi et al., 2017), secrecy and liminality play important parts in allowing for
alternative non-canonical practices to develop, where the bonding social capital described
here can be explained as a non-canonical practice. In this sheltered space, the project staff
could perform their organizing activities and initially even be unaware that they were taking
non-sanctioned courses of action. This was revealed only later, after the strong bonds had
already been established, causing polarization and communication breakdown and in the end
the closure of the project. What grows in the shadows? By interleaving the theoretical assumptions of negative social capital with that of shadow
organizing in the context of an empirical study, we can begin to make out the contours of how
these are related. The literature emphasizes how social capital is a complex concept which
involves both individual and collective dimensions: from cognitive to interpersonal
structures (Rostila, 2010; Pillai et al., 2017). Our study illustrates how organizational
conditions, organizing practices, relational structures and social identification processes
interacted with cognitive structures, e.g. through the retrospective self-reflection from
previous group members on how they got carried away and behaved in ways which
previously would have been alien to them. The negative effects of social capital thus had both
its causes and its consequences in such dynamic interactions, where it would prove difficult
to identify explicit and causal relationships. Rather, the shadow organizing metaphor
provides a vocabulary to make sense of the ecology in which social capital may grow into
weeds rather than flowers. By focusing more specifically on the non-canonical practices
within an organizational structure, we can identify processes that develop in the penumbra
and which defies insight from external points of view. In such protective spaces, relationships
can be established which result in strong cognitive biases toward specific views, which in
turn may prove difficult to reconcile with those views championed in the formal organization. 15 The credibility of the study was strengthened by the broad data collection (comprising
observations, interviews, focus groups and documentation) and the inclusion of perspectives
from several different actors in the analysis. The transferability of the study results is limited
to similar cooperative projects between authorities, which means the results should be
interpreted according to the specific context. The dependability of the study was
strengthened by the joint analysis process where the authors collaborated and contributed
with different perspectives; further, they had varying closeness to the empirical context,
where the first author knew the context well, while the other authors could take more of a
critical outside view. The trustworthiness of the study was strengthened by the interactive
approach, where the results were reported back to the organizations and where the results
have been acknowledged and confirmed. When
cooperation
turns ugly Methodological considerations Methodological considerations
We found the theorizing process described by Swedberg (2012) to be a valuable
methodological tool in structuring and guiding the data analysis. In combination with the
ethnographic longitudinal approach which allowed a study of the social interactions within
the project and in relation to cooperative actors, the theorizing process enabled the
identification of the social dynamics which our results are based on. The research design was interactive in character, meaning that the first author was
observing the project and also reported back observations to the project and the When
cooperation
turns ugly When
cooperation
turns ugly management. This can be seen both as a strength and a limitation, where the strength is that
this facilitated proximity to the project and insight into the everyday developments. A
potential limitation with this strategy is that the researcher becomes involved in this
development. Reports from the researchers informed management decisions, including the
decision to shut down the project, although this was not a recommendation from the
researchers. We have throughout the research process tried to manage a balance of closeness
and distance, which included refraining from offering specific recommendations for decisions
and to clearly communicate that the researchers had an observing role. Conclusions
Thi
i l h It also emphasizes the importance of prioritizing communication, structure and steering, and building trustful
relations between involved actors when organizing new interorganizational projects in order to
avoid cooperation to turn ugly. A theoretical conclusion from the study is that the effects of social capital are conditional
upon complex interactions within social structures. In this study, we have focused particularly
on conditions leading to negative effects, which do not imply that we consider social capital as
such to have negative connotations – rather, the concept is theoretically neutral and may be
used for analyzing both positive and negative consequences of social organization. As for the
negative effects, one interesting finding from our study was that social capital did not develop
in a linear fashion where a threshold was reached when its consequences turned from positive
to negative. Rather, the effects of social capital were more unpredictable and dependent on a
dynamic interplay between people, structures and environments, which influenced the
trajectory of the organizing processes. The case described here is illustrative of this point, and
we can reasonably assume it is not unique in this respect. 16 We also combined social capital theory with the metaphor of shadow organizing, which
proved to be a useful tool to identify unrecognized organizational practices in which social
capital may develop. The combination of these two perspectives can offer explanatory
value for determining the organizational and interpersonal dynamics which may lead to
negative effects of social capital. The metaphor of shadow organizing lends itself well to the
context of interorganizational cooperation between public organizations, as there are
strong canonical practices often prescribed in legislation. The metaphor allows for an
analysis of what happens when such regulated organizations jointly creates a space
between them, where the regulations have less reach. This space, which using the metaphor
can be described as a penumbra, is only partly lit and hence obscured from insight. The
social dynamics described in our analysis serve to explain how this process resulted in a
group strong enough to try to resist the dominant organizational logics of their
surroundings. A practical conclusion from the study is that anyone organizing cooperation projects that
aim to bridge professional competencies or organizational boundaries have to be attentive
toward the processes within an organization that takes place beyond the canonical and
illuminated practices and designs. Conclusions
Thi
i l h This article has shown how dysfunctional group processes in a cooperation project can be
understood from theories addressing the dark side of social capital (Pillai et al., 2017) and
the theoretical metaphor shadow organizing (Gherardi et al., 2017). By analyzing a failed
cooperation project between Swedish public organizations, we have shown how negative
social capital can be a consequence of poor organization and its interaction with different
social dynamics. Hampering of communication, transparency and cooperation, in
combination with a homogenized group identity, led to polarized relations which
effectively blocked any attempts at communicative or cooperative action. These dynamics
occurred in the dark and remained unrecognized by management until late in the project. Our
study showcases how these processes lead to deleterious consequences, where strong
internal cohesion in a project group caused upper management to shut the project down. The study was carried out in the context of the Swedish public sector, which could,
depending on one’s preconceptions, be expected to involve relatively consensus-oriented
bureaucrats. This was however not the case. Instead, our results point to high levels of conflict
between people grouping together to form tight bonds, and the official organization of the
project was hi-jacked and used as a vehicle for non-intended ends. We may hence conclude that
when it comes to public services, a Swedish setting is no guarantee for consensus or
organizational compliance. The social relations described in this study reek of contempt and
hostility, and the theories of negative effects of social capital and shadow organizing serve well
as tools for understanding the dynamics that created the milieu for such relations to develop. The contribution of our analysis is how negative effects of social capital are realized in
practice through social dynamics. We specifically identify three such dynamics: insulation,
homogenization and escalating commitment. These can be used as a terminology identifying
dysfunctional identification processes which can characterize interorganizational projects. Here,
the boundaries of the project became increasingly non-permeable due to the tight relationships
within the group, which made influence from the external milieu nearly impossible. Knowledge
of negative effects of social capital and the risks of letting projects become both isolated from
and insulated against their environment can increase the understanding of involved actors’
different perspectives and driving forces in interorganizational cooperation. Conclusions
Thi
i l h In this project, protective spaces were created in the
penumbra which became a breeding ground for unexpected practices. If such practices are
allowed to grow without insight, they may end up threatening the original intentions and
organizational goals. By remaining in the shadows, the people engaged such in processes and
organizing practices may also be questioned by those standing in the light, since their actions
will appear dubious when viewed from the outside. As a result, the performativity of shadow
organizing produces an unintended effect of polarization between actors, where we may
conclude that such hostility might be prevented if a dialog is established throughout the
organizing processes; those lurking in the shadows may, after all, prove to be quite
reasonable people. Buch, A.C. (2020), “When does the owl of Minerva spread its wings? Shadow organizing and
modes of inquiry”, Qualitative Research in Organizations and Management, Vol. 15 No. 2, pp.
108-120, doi: 10.1108/QROM-10-2018-1691. Brown, S.F. (2018), “From the kids to ‘The kids’ – the development of negative social capital in a Little
League Baseball organization”, Sport in Society, Vol. 21 No. 10, pp. 1592-1624, doi: 10.1080/
17430437.2017.1322760. Bourdieu, P. (1986), “The forms of capital”, in John, G. (Ed.), Handbook of Theory and Research for the
Sociology of Education, Greenwood, New Work, NY. 17 Gargiulo, M. and Benassi, M. (1999), “The dark side of social capital”, in Leenders, R.T.A.J. and
Gabbay, S.M. (Eds), Corporate Social Capital and Liability, Springer, Boston. Gherardi, S., Jensen, K. and Nerland, M. (2017), “Shadow organizing: a metaphor to explore organizing
as intra-relating”, Qualitative Research in Organizations and Management: An International
Journal, Vol. 12 No. 1, pp. 2-17, doi: 10.1108/QROM-06-2016-1385. Gitell, R. and Vidal, A. (1998), Community Organizing: Building Social Capital as a Development
Strategy, Sage Publications, Thousand Oaks, CA. Hammersley, M. (2018), “What is ethnography ? Can it survive ? Should it ?”, Ethnography and
Education, Taylor and Francis, Vol. 13 No. 1, pp. 1-17, doi: 10.1080/17457823.2017.1298458. Hammond, M. (2018), “An interesting paper but not sufficiently theoretical: what does theorising in
social research look like ?”, Methodological Innovations, May-August, pp. 1-10, doi: 10.1177/
2059799118787756. Harpham, T., Grant, E. and Thomas, E. (2002), “Measuring social capital within health surveys: key
issues”, Health Policy Plan, Vol. 17 No. 1, pp. 106-111, doi: 10.1093/heapol/17.1.106.PMID:
11861592. Huxham, C. (2003), “Theorizing collaboration practice”, Public Management Review, Vol. 5 No. 3,
doi: 10.1080/1471903032000146964. Kouvonen, A., Kivim€aki, M., Vahtera, J., Oksanen, T., Elovainio, M., Cox, T., Virtanen, M., Pentti, J.,
Cox, S.J. and Wilkinson, R.G. (2006), “Psychometric evaluation of a short measure of social
capital at work”, BMC Public Health, Vol. 6, doi: 10.1186/1471-2458-6-251. Kwon, S.-W. and Adler, P. (2014), “Social capital: maturation of a field of research”, The Academy of
Management Review, Vol. 39 No. 4, pp. 412-22. Martins, J.G., De Paiva, H.N., Paiva, P.C.P., Ferreira, R.C., Pordeus, I.A., Zarzar, P.M. and Kawachi, I. (2017), “New evidence about the “dark side” of social cohesion in promoting binge drinking
among adolescents”, PloS One, Vol. 12 No. 6, doi: 10.1371/journal.pone.0178652. Nahapiet, J. and Ghoshal, S. (1998), “Social capital, intellectual capital, and the organizational
advantage”, Academy of Management Review, Vol. 23 No. 2, pp. 242-266, available at: http://
www.scopus.com/inward/record.url?eid52-s2.0-0032375624&partnerID540&md550c49f2
ade38ddcfad4bb43ad78ecc925. Oksanen, T., Kouvonen, A., Kivim€aki, M., Pentti, J., Virtanen, M., Linna, A. and Vahtera, J. (2008),
“Social capital at work as a predictor of employee health: multilevel evidence from work units in
Finland”, Social Science and Medicine, Vol. 66 No. 3, pp. 637-649, available at: http://www. scopus.com/inward/record.url?eid52-s2.0-37249005378&partnerID540&md553d1aea3
403402666d92716d459b52c2e. Pillai, K.G., Hodgkinson, G.P., Kalyanaram, G. and Nair, S.R. (2017), “The negative effects of social
capital in organizations: a review and extension”, International Journal of Management Reviews,
Vol. 19 No. 1, pp. 97-124, doi: 10.1111/ijmr.12085. Portes, A. References Bourdieu, P. (1986), “The forms of capital”, in John, G. (Ed.), Handbook of Theory and Research for the
Sociology of Education, Greenwood, New Work, NY. Brown, S.F. (2018), “From the kids to ‘The kids’ – the development of negative social capital in a Little
League Baseball organization”, Sport in Society, Vol. 21 No. 10, pp. 1592-1624, doi: 10.1080/
17430437.2017.1322760. Buch, A.C. (2020), “When does the owl of Minerva spread its wings? Shadow organizing and
modes of inquiry”, Qualitative Research in Organizations and Management, Vol. 15 No. 2, pp. 108-120, doi: 10.1108/QROM-10-2018-1691. When
cooperation
turns ugly Carrera, N., Sohail, T. and och Carmona, S. (2017), “Audit committees’ social capital and financial
reporting quality”, Accounting and Business Research, Vol. 47 No. 6, pp. 633-672, doi: 10.1080/
00014788.2017.1299617. Czarniawska, B. (2008), “Organizing: how to study it and how to write about it”, Qualitative Research
in Organizations and Management: An International Journal, Vol. 3 No. 1, pp. 4-20, doi: 10.1108/
17465640810870364. de Rijk, A., van Raak, A. and van der Made, J. (2007), “A new theoretical model for cooperation in
public health settings: the RDIC model”, Qualitative Health Research, Vol. 17 No. 8,
pp. 1103-1116, doi: 10.1177/1049732307308236. 17 17 (2016), “Exposing the dark side, an exploration of the influenc
social capital has upon parental sports volunteers”, Sport, Education and Society, Vol. 21 No. 3
pp. 356-373, doi: 10.1080/13573322.2014.923832. Woolcock, M. (2010), “The rise and routinization of social capital, 1988–2008”, Annual Review o
Political Science, Vol. 13 No. 1, pp. 469-487, doi: 10.1146/annurev.polisci.031108.094151. Zhang, G., Chan, A., Zhong, J. and Yu, X. (2016), “Creativity and social alienation: the costs of being
creative”, International Journal of Human Resource Management, Vol. 27 No. 12, pp. 1252-1276
doi: 10.1080/09585192.2015.1072107. Corresponding author
Christian Stahl can be contacted at: christian.stahl@liu.se
QROM
17,5
18 Reichertz, J. (2007), “Abduction: the logic of discovery of Grounded Theory”, in Bryant, A. and
Charmaz, K.C. (Eds), The SAGE Handbook of Grounded Theory, Sage, London, pp. 214-228. Rostila, M. (2010), “The facets of social capital”, Journal for the Theory of Social Behaviour, Vol. 41
No. 3, pp. 308-326, doi: 10.1111/j.1468-5914.2010.00454.x. Sakuraya, A., Imamura, K., Inoue, A., Tsutsumi, A., Shimazu, A., Takahashi, M., Totsuzaki, T. and
Kawakami, N. (2017), “Workplace social capital and the onset of major depressive episode
among workers in Japan: a 3-year prospective cohort study”, Journal of Epidemiology and
Community Health, Vol. 71 No. 6, pp. 606-612, doi: 10.1136/jech-2016-208561. 18 Stahl, C. (2010), Cooperation We Trust: Interorganizational Cooperation in Return-To-Work and
Labour Market Reintegration, Link€oping University, Link€oping. Stahl, C., Svensson, T. and Ekberg, K. (2011), “From cooperation to conflict? Swedish rehabilitation
professionals’ experiences of interorganizational cooperation”, Journal of Occupational
Rehabilitation, Vol. 21 No. 3, pp. 441-448. Stahl, C., Andersen, A., Anderzen, I. and Larsson, K. (2017), “Process evaluation of an
interorganizational cooperation initiative in vocational rehabilitation: the Dirigo project”,
BMC Public Health, Vol. 17 No. 1, doi: 10.1186/s12889-017-4357-x. Strindlund, L., Dahlgren, M.A. and Stahl, C. (2020), “Zooming in on labour market cooperation: a study
of a failed project to support unemployed young people”, Social Policy and Administration,
Vol. 54 No. 3, pp. 410-426. Svensson, L., Brulin, G., Jansson, S. and Sj€oberg, K. (2009), Learning through Ongoing Evaluation,
Studentlitteratur, Lund. Swedberg, R. (2012), “Theorizing in sociology and social science: turning to the context of discovery”,
Theory and Society, Vol. 41 No. 1, pp. 1-40, doi: 10.1007/s11186-011-9161-5. Szreter, S. and Woolcock, M. (2004), “Health by association? Social capital, social theory, and the
political economy of public health”, International Journal of Epidemiology, Vol. 33 No. 4,
pp. 650-667. Tsai, W. and Ghoshal, S. 17 (1998), “Social capital and value creation: the role of intrafirm networks”,
Academy of Management Journal, Vol. 41 No. 4, pp. 464-476, available at: http://www.scopus. com/inward/record.url?eid52-s2.0-0032220427&partnerID540&md5539f35e755fc66c55a
4bdac3e4c233d89. van Deth, J.W. and Zmerli, S. (2009), “Introduction: civicness, equality, and democracy—a ‘dark side’
of social capital?”, American Behavioral Scientist, Vol. 53 No. 5, pp. 631-639, doi: 10.1177/
0002764209350827. Whittaker, C.G. and Holland-Smith, D. (2016), “Exposing the dark side, an exploration of the influence
social capital has upon parental sports volunteers”, Sport, Education and Society, Vol. 21 No. 3,
pp. 356-373, doi: 10.1080/13573322.2014.923832. Woolcock, M. (2010), “The rise and routinization of social capital, 1988–2008”, Annual Review of
Political Science, Vol. 13 No. 1, pp. 469-487, doi: 10.1146/annurev.polisci.031108.094151. Zhang, G., Chan, A., Zhong, J. and Yu, X. (2016), “Creativity and social alienation: the costs of being
creative”, International Journal of Human Resource Management, Vol. 27 No. 12, pp. 1252-1276,
doi: 10.1080/09585192.2015.1072107. Corresponding author
17 (1998), “Social capital: its origins and applications in modern sociology”, Annual Review of
Sociology, Vol. 24 No. 1, pp. 1-24, doi: 10.1146/annurev.soc.24.1.1. Putnam, R.D. (2000), Bowling Alone: The Collapse and Revival of American Community, Simon and
Schuster, New York, NY. Reichertz, J. (2007), “Abduction: the logic of discovery of Grounded Theory”, in Bryant, A. an
Charmaz, K.C. (Eds), The SAGE Handbook of Grounded Theory, Sage, London, pp. 214-228. Rostila, M. (2010), “The facets of social capital”, Journal for the Theory of Social Behaviour, Vol. 4
No. 3, pp. 308-326, doi: 10.1111/j.1468-5914.2010.00454.x. Sakuraya, A., Imamura, K., Inoue, A., Tsutsumi, A., Shimazu, A., Takahashi, M., Totsuzaki, T. an
Kawakami, N. (2017), “Workplace social capital and the onset of major depressive episod
among workers in Japan: a 3-year prospective cohort study”, Journal of Epidemiology an
Community Health, Vol. 71 No. 6, pp. 606-612, doi: 10.1136/jech-2016-208561. Stahl, C. (2010), Cooperation We Trust: Interorganizational Cooperation in Return-To-Work an
Labour Market Reintegration, Link€oping University, Link€oping. Stahl, C., Svensson, T. and Ekberg, K. (2011), “From cooperation to conflict? Swedish rehabilitation
professionals’ experiences of interorganizational cooperation”, Journal of Occupationa
Rehabilitation, Vol. 21 No. 3, pp. 441-448. Stahl, C., Andersen, A., Anderzen, I. and Larsson, K. (2017), “Process evaluation of an
interorganizational cooperation initiative in vocational rehabilitation: the Dirigo project”
BMC Public Health, Vol. 17 No. 1, doi: 10.1186/s12889-017-4357-x. Strindlund, L., Dahlgren, M.A. and Stahl, C. (2020), “Zooming in on labour market cooperation: a study
of a failed project to support unemployed young people”, Social Policy and Administration
Vol. 54 No. 3, pp. 410-426. Svensson, L., Brulin, G., Jansson, S. and Sj€oberg, K. (2009), Learning through Ongoing Evaluation
Studentlitteratur, Lund. Swedberg, R. (2012), “Theorizing in sociology and social science: turning to the context of discovery”
Theory and Society, Vol. 41 No. 1, pp. 1-40, doi: 10.1007/s11186-011-9161-5. Szreter, S. and Woolcock, M. (2004), “Health by association? Social capital, social theory, and th
political economy of public health”, International Journal of Epidemiology, Vol. 33 No. 4
pp. 650-667. Tsai, W. and Ghoshal, S. (1998), “Social capital and value creation: the role of intrafirm networks”
Academy of Management Journal, Vol. 41 No. 4, pp. 464-476, available at: http://www.scopus
com/inward/record.url?eid52-s2.0-0032220427&partnerID540&md5539f35e755fc66c55
4bdac3e4c233d89. van Deth, J.W. and Zmerli, S. (2009), “Introduction: civicness, equality, and democracy—a ‘dark side
of social capital?”, American Behavioral Scientist, Vol. 53 No. 5, pp. 631-639, doi: 10.1177
0002764209350827. Whittaker, C.G. and Holland-Smith, D. Corresponding author Christian Stahl can be contacted at: christian.stahl@liu.se
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Baixo peso ao nascer no Brasil de acordo com as informações sobre nascidos vivos do Ministério da Saúde, 2005
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1 Escola Nacional de Saúde
Pública Sergio Arouca,
Fundação Oswaldo Cruz,
Rio de Janeiro, Brasil.
2 Instituto de Comunicação
e Informação Científica
e Tecnológica em Saúde,
Fundação Oswaldo Cruz,
Rio de Janeiro, Brasil.
3 Faculdade de Medicina,
Universidade de São Paulo,
São Paulo, Brasil. ARTIGO ARTICLE
2564 ARTIGO ARTICLE
2564 ARTIGO ARTICLE
2564 Baixo peso ao nascer no Brasil de acordo com as
informações sobre nascidos vivos do Ministério
da Saúde, 2005 Low birth weight in Brazil according to live birth
data from the Ministry of Health, 2005 Cad. Saúde Pública, Rio de Janeiro, 24(11):2564-2572, nov, 2008 Correspondência
C. L. T. Andrade
Departamento de
Administração e
Planejamento em Saúde,
Escola Nacional de Saúde
Pública Sergio Arouca,
Fundação Oswaldo Cruz.
Rua Leopoldo Bulhões 1480,
Rio de Janeiro, RJ
21041-210, Brasil.
carlamv@ensp.fiocruz.br Carla Lourenço Tavares de Andrade 1
Celia Landmann Szwarcwald 2
Euclides Ayres de Castilho 3 Abstract Although the Brazilian Information System on
Live Births (SINASC) has expanded its coverage
and improved its data quality since the system
was implemented, the live birth count in Brazil
is still not complete. The current study analyzes
inequalities in low birth weight in Brazil in 2005,
based on geographic factors, municipality of resi-
dence, maternal schooling, and prenatal care. An analysis of all live births showed a low birth
weight paradox, namely high percentages in ar-
eas with the highest socioeconomic development. The main explanation for these paradoxical find-
ings involves shorter neonatal survival and inad-
equate recording of premature births in poorer
municipalities. Considering at-term live births
from non-multiple gestations, inequalities were
found in maternal schooling. Comprehensive,
quality prenatal care could have a greater im-
pact by reducing negative outcomes of gestation
and decreasing the socioeconomic inequalities of
perinatal health in Brazil. O Sistema de Informação sobre Nascidos Vivos
(SINASC), implantado no ano de 1990 pelo Mi-
nistério da Saúde, tem como base a Declaração
de Nascido Vivo, documento cuja emissão é obri-
gatória no serviço de saúde onde ocorreu o parto. Diferentemente do sistema de nascimentos do
Registro Civil, cujo objetivo principal é a conta-
gem do número de registros de nascimentos, o
SINASC tem como propósito caracterizar as con-
dições de nascimento, de acordo com alguns fa-
tores como peso ao nascer, duração da gestação,
tipo de parto, idade da mãe e paridade que, re-
conhecidamente, influenciam o estado de saúde
da criança. Atualmente, o SINASC está implantado em
todos os estados brasileiros, e as informações
são divulgadas pela página da Internet do De-
partamento de Informática do SUS (DATASUS;
http://www.datasus.gov.br), estando disponíveis
por município de 1994 a 2005. Embora seja per-
ceptível que a cobertura do SINASC esteja cres-
cendo e que a qualidade da informação venha
melhorando desde a sua implantação, sabe-se
que a cobertura do sistema ainda não é comple-
ta, tendo sido estimada em 89% no ano de 2004
(DATASUS. http://tabnet.datasus.gov.br/cgi/
idb2006/f10.htm, acessado em 16/Ago/2007). A
análise dos dados de nascidos vivos mostra ainda
deficiências na cobertura do SINASC em alguns
municípios do país, embora de menor magni- Live Birth; Low Birth Weight Infant; Information
Systems Cad. Saúde Pública, Rio de Janeiro, 24(11):2564-2572, nov, 2008 BAIXO PESO AO NASCER NO BRASIL
2565 tude que as apresentadas pelo Sistema de Infor-
mações sobre Mortalidade (SIM) do Ministério
da Saúde 1. Resultados Na Tabela 1, os indicadores são apresentados se-
gundo região e categoria populacional. Analisan-
do-se a variável relativa ao grau de escolaridade
das mães, percebem-se as grandes desigualdades
sócio-espaciais: os percentuais mais elevados de
baixa escolaridade encontram-se nas regiões
Norte e Nordeste, e dentro das regiões, nos muni-
cípios com menos de 50 mil habitantes. Chama a
atenção que na Região Nordeste 61,8% das mães
têm Ensino Fundamental incompleto e, entre as
que residem nos municípios de menor porte, o
percentual alcança 72%. No presente estudo, analisam-se as desigual-
dades da proporção de baixo peso ao nascer, no
Brasil, em 2005. As desigualdades são examina-
das à luz de alguns recortes como o geográfico,
tamanho da população do município, e escola-
ridade da mãe. Examina-se, ainda, a influência
da atenção pré-natal em amenizar as desigual-
dades. Com relação à assistência pré-natal, os indi-
cadores obedecem a um gradiente sociogeográ-
fico similar. No que se refere ao percentual de
mães com 7 ou mais consultas, os municípios
com 50 mil habitantes ou mais de todas as regi-
ões são os que apresentam os maiores valores. Esse indicador varia de 33,8% na Região Norte a
69,9% na Região Sudeste. Já o percentual de mães
sem atendimento pré-natal chega a atingir 8%
entre os municípios com menos de 50 mil ha-
bitantes da Região Norte. É importante enfati-
zar, porém, que nas regiões mais desenvolvidas
do país as proporções de nenhuma consulta são
ligeiramente menores entre as mães residentes
nos municípios de pequeno tamanho popula-
cional. Abstract ao nascer > 6.000g), idade gestacional (< 32 se-
manas, 32 a 36 semanas, ≥ 37 semanas), tipo de
gravidez (não-múltipla, múltipla), número de
consultas de pré-natal (nenhuma consulta, 1 a
6 consultas, 7 ou mais consultas), tipo de parto
(vaginal, cesáreo) e grau de escolaridade da mãe
(Ensino Fundamental incompleto: < 8 anos de
estudo; Ensino Fundamental completo: ≥ 8 anos
de estudo). A forma de categorização das variá-
veis obedeceu à disponibilidade das informações
do SINASC. Um expressivo número de estudos, tanto
da literatura nacional como na estrangeira, tem
mostrado que filhos de mães socialmente des-
favorecidas têm um maior risco de baixo peso
ao nascer 2,3,4. A análise dos dados do SINASC
permite verificar a ocorrência do baixo peso ao
nascer no Brasil, bem como estabelecer as desi-
gualdades socioespaciais no território nacional. Com base nessas variáveis, foram construí-
dos os indicadores: percentual de baixo peso ao
nascer (peso < 2.500g), percentual de prematuri-
dade (< 37 semanas de gestação), percentual de
mães sem consulta de pré-natal, percentual de
mães com 7 ou mais consultas de pré-natal, per-
centual de partos cesáreos, percentual de mães
com Ensino Fundamental incompleto. O peso do bebê ao nascimento é fortemente
associado ao risco de morrer no primeiro ano de
vida 5 e em grau menor, com problemas de de-
senvolvimento na infância, além da maior pro-
babilidade de várias doenças na vida adulta 6. Controlando-se ou não por idade gestacional, a
proporção de baixo peso ao nascer é também o
indicador mais comumente utilizado para ava-
liar os cuidados no pré-natal 7. Paradoxalmente, apesar da associação da
ocorrência de baixo peso ao nascer com o menor
nível sócio-econômico, as análises em subgru-
pos populacionais específicos têm mostrado cor-
relações em sentido contrário. Estudos desen-
volvidos nos Estados Unidos mostraram que as
proporções de baixo peso ao nascer são menores
em populações de menor nível sócio-econômico,
como entre os mexicanos residentes naquele pa-
ís 3,8,9. De maneira similar, estudo no Brasil, com-
parando dados de nascidos vivos notificados em
São Luís (Maranhão) e Ribeirão Preto (São Paulo)
10 revelou que as regiões mais desenvolvidas do
Brasil detêm maiores taxas de baixo peso ao nas-
cer do que as regiões menos desenvolvidas. Cad. Saúde Pública, Rio de Janeiro, 24(11):2564-2572, nov, 2008 Material e métodos As informações usadas neste estudo foram pro-
venientes do SINASC para todos os municípios
brasileiros em 2005, último ano com informa-
ções disponíveis. A análise foi realizada por Gran-
de Região e porte populacional (municípios com
menos de 50 mil habitantes e municípios com 50
mil habitantes ou mais). Os dados da Tabela 1 mostram uma inversão
do gradiente sócio-espacial para a ocorrência
de baixo peso ao nascer: os municípios com po-
pulação de 50 mil habitantes ou mais apresen-
tam, sem exceção, percentuais maiores do que
os municípios com menos de 50 mil habitantes,
para todas as macrorregiões geográficas. Merece As informações da mãe e da criança foram
analisadas utilizando-se as seguintes variáveis:
peso ao nascer (eliminando-se da análise nas-
cidos vivos com peso ao nascer < 500g ou peso Cad. Saúde Pública, Rio de Janeiro, 24(11):2564-2572, nov, 2008 Andrade CLT et al. 2566 Tabela 1 Indicadores selecionados construídos com base em informações do Sistema de Informação sobre Nascidos Vivos (SINASC) segundo Grande Região e
categoria populacional. Brasil, 2005. Indicadores selecionados construídos com base em informações do Sistema de Informação sobre Nascidos Vivos (SINASC) segundo Grande Região e
categoria populacional. Brasil, 2005. Material e métodos Região/Categoria
Mães com
Mães sem
Mães com
Baixo peso
Prematuridade
Parto
populacional
Ensino Fundamental
consulta
7 ou mais consultas
ao nascer
(%)
cesáreo
(habitantes)
incompleto (%)
pré-natal (%)
de pré-natal (%)
(%)
(%)
Norte
< 50.000
70,6
8,0
22,0
5,9
4,8
25,2
≥ 50.000
51,7
5,0
33,8
7,3
5,4
37,2
Total
59,2
6,2
29,1
6,8
5,2
32,4
Nordeste
< 50.000
72,3
4,0
30,4
6,5
5,1
24,7
≥ 50.000
51,6
3,4
41,5
8,3
6,2
39,3
Total
61,8
3,7
36,0
7,4
5,7
32,1
Sudeste
< 50.000
51,3
1,2
60,8
8,2
6,3
48,7
≥ 50.000
34,4
1,5
69,9
9,2
7,8
52,6
Total
38,1
1,4
67,9
9,0
7,5
51,7
Sul
< 50.000
51,8
0,8
66,8
7,8
6,4
49,1
≥ 50.000
37,6
1,5
69,3
8,9
8,0
50,3
Total
43,2
1,2
68,3
8,4
7,3
49,8
Centro-oeste
< 50.000
53,5
1,4
58,7
6,4
5,3
47,3
≥ 50.000
38,4
1,9
60,4
8,1
7,4
50,5
Total
43,7
1,7
59,8
7,5
6,7
49,4
Brasil
< 50.000
62,6
3,1
44,2
7,1
5,5
35,7
≥ 50.000
40,8
2,3
58,8
8,7
7,2
47,5
Total
48,5
2,6
53,6
8,1
6,6
43,3 notar que entre os nascidos vivos com menos de
32 semanas de gestação os percentuais de baixo
peso ao nascer são, invariavelmente, maiores do
que 95% e entre os nascidos a termo, menores do
que 5%. Contrariamente, há uma grande varia-
ção nos percentuais de baixo peso ao nascer en-
tre os nascidos vivos com idade gestacional entre
32 e 36 semanas, de 34,7% na Região Norte, nos
municípios pequenos, a 59,2% na Nordeste, nos
municípios grandes. Analisando-se o indicador
por categoria populacional, chamam a atenção
também as diferenças intra-regionais na propor-
ção de baixo peso ao nascer na categoria de idade
gestacional 32-36 semanas, em que são obser-
vados para todas as macrorregiões geográficas
percentuais mais elevados nos municípios com
50 mil habitantes ou mais. destacar que as regiões Sudeste e Sul são as que
possuem percentuais mais elevados de baixo pe-
so ao nascer, atingindo valores de 9% entre os
municípios de maior tamanho populacional. No que diz respeito à análise dos dados de
idade gestacional por região e categoria popu-
lacional, a freqüência relativa de prematuridade
apresenta comportamento semelhante ao per-
centual de baixo peso ao nascer (Tabela 1). O
percentual mais elevado de nascidos vivos pre-
maturos é observado nos municípios com 50 mil
habitantes ou mais da Região Sul (8%). Cad. Saúde Pública, Rio de Janeiro, 24(11):2564-2572, nov, 2008 Material e métodos O indicador referente ao tipo de parto, apre-
sentado também na Tabela 1, revela que o per-
centual de parto cesáreo é maior nos municípios
com 50 mil habitantes ou mais em todas as regi-
ões, variando de 37,2% na Região Norte a 52,6%
na Sudeste. Na Tabela 3, apresenta-se o percentual de bai-
xo peso ao nascer por grau de escolaridade da
mãe, por categoria populacional e região, entre os
nascidos vivos com 37 ou mais semanas de gesta- O percentual de baixo peso ao nascer por ida-
de gestacional segundo categoria populacional e
região é apresentado na Tabela 2. É interessante Cad. Saúde Pública, Rio de Janeiro, 24(11):2564-2572, nov, 2008 BAIXO PESO AO NASCER NO BRASIL
2567 Tabela 2 Percentual de baixo peso ao nascer por idade gestacional segundo Grande Região e categoria populacional. Brasil, 2005. Região/Idade gestacional
Baixo peso ao nascer (%)
Total
(semanas)
< 50.000 habitantes
50.000 habitantes
Norte
< 32
97,8
96,1
96,7
32-36
34,7
55,1
47,4
37 ou mais
4,1
4,2
4,2
Total
5,9
7,3
6,8
Nordeste
< 32
97,9
97,8
97,9
32-36
45,6
59,2
53,2
37 ou mais
4,0
4,4
4,2
Total
6,5
8,2
7,3
Sudeste
< 32
98,0
98,0
98,0
32-36
56,7
59,0
58,6
37 ou mais
4,5
4,4
4,4
Total
8,2
9,1
8,9
Sul
< 32
98,8
98,7
98,7
32-36
56,0
59,0
58,0
37 ou mais
4,1
4,0
4,0
Total
7,8
8,8
8,4
Centro-oeste
< 32
98,4
98,0
98,1
32-36
51,5
51,7
51,7
37 ou mais
3,4
4,0
3,8
Total
6,3
8,0
7,4
Brasil
< 32
98,1
97,9
98,0
32-36
49,7
58,2
55,6
37 ou mais
4,1
4,3
4,2
Total
7,0
8,6
8,0 escolaridade da mãe. A tendência de decrésci-
mo da proporção de baixo peso ao nascer com
o aumento do número de consultas é consta-
tada em todas as regiões e nas duas categorias
de nível de instrução. Na Região Sul, entre as
mães sem atendimento pré-natal e com Ensino
Fundamental incompleto, o percentual de baixo
peso ao nascer atinge 9,2%, mesmo em crianças
nascidas a termo. escolaridade da mãe. A tendência de decrésci-
mo da proporção de baixo peso ao nascer com
o aumento do número de consultas é consta-
tada em todas as regiões e nas duas categorias
de nível de instrução. Material e métodos Na Região Sul, entre as
mães sem atendimento pré-natal e com Ensino
Fundamental incompleto, o percentual de baixo
peso ao nascer atinge 9,2%, mesmo em crianças
nascidas a termo. ção e gravidez não-múltipla. São constatadas as
desigualdades do baixo peso ao nascer por grau
de instrução da mãe, com percentuais de baixo
peso sempre menores entre as mães de maior
grau de escolaridade, qualquer que seja o estrato
composto por região e categoria populacional. Analisando-se o percentual de baixo peso ao
nascer por tipo de parto segundo categoria po-
pulacional e Grande Região, entre nascidos vivos
com 37 ou mais semanas de gestação e gravidez
não-múltipla, observa-se que o percentual de
baixo peso ao nascer é sempre menor entre as
mães que realizaram partos por via cesárea do
que entre aquelas com parto vaginal (Tabela 4). Discussão A análise realizada neste estudo, sobre as in-
formações contidas no SINASC, teve o objetivo
de avaliar as desigualdades sócio-espaciais do
baixo peso ao nascer no Brasil. Observou-se o Na Tabela 5, pode-se analisar o percentual
de baixo peso ao nascer por atendimento pré-
natal segundo região de residência e grau de Cad. Saúde Pública, Rio de Janeiro, 24(11):2564-2572, nov, 2008 Cad. Saúde Pública, Rio de Janeiro, 24(11):2564-2572, nov, 2008 Andrade CLT et al. 2568 Andrade CLT et al. 2568 Tabela 3 Percentual de baixo peso ao nascer por grau de escolaridade da mãe segundo Grande Região e categoria populacional entre
os nascidos vivos de 37 ou mais semanas de gestação e gravidez não-múltipla. Brasil, 2005. Percentual de baixo peso ao nascer por grau de escolaridade da mãe segundo Grande Região e categoria populacional entre
os nascidos vivos de 37 ou mais semanas de gestação e gravidez não-múltipla. Brasil, 2005. Percentual de baixo peso ao nascer por grau de escolaridade da mãe segundo Grande Região e categoria populacional entre
os nascidos vivos de 37 ou mais semanas de gestação e gravidez não-múltipla. Brasil, 2005. Região/Grau de escolaridade
Baixo peso ao nascer (%)
Total
< 50.000 habitantes
50.000 habitantes
Norte
Ensino Fundamental incompleto
3,8
4,2
4,0
Ensino Fundamental completo
3,1
3,5
3,4
Total
3,6
3,9
3,8
Nordeste
Ensino Fundamental incompleto
3,7
4,4
4,0
Ensino Fundamental completo
3,0
3,5
3,3
Total
3,5
4,0
3,7
Sudeste
Ensino Fundamental incompleto
4,6
4,7
4,6
Ensino Fundamental completo
3,5
3,6
3,5
Total
4,0
3,9
4,0
Sul
Ensino Fundamental incompleto
4,2
4,3
4,2
Ensino Fundamental completo
3,0
3,2
3,1
Total
3,6
3,6
3,6
Centro-oeste
Ensino Fundamental incompleto
3,5
4,0
3,8
Ensino Fundamental completo
2,6
3,3
3,1
Total
3,1
3,6
3,4
Brasil
Ensino Fundamental incompleto
3,9
4,4
4,2
Ensino Fundamental completo
3,1
3,5
3,4
Total
3,6
3,9
3,8 dades da Federação 13, ainda há dificuldades em
se obter indicadores para o monitoramento da
mortalidade perinatal com base nas informações
do Ministério da Saúde, devido, principalmente,
a falhas no preenchimento das declarações de
óbito, não sendo possível, muitas vezes, saber o
momento da morte. paradoxo do baixo peso ao nascer com os per-
centuais mais baixos de baixo peso ao nascer
nas localidades menos favorecidas socialmen-
te. Os resultados confirmam achados anteriores
encontrados no Brasil, nos Estados Unidos e na
Noruega 9,10,11,12. Cad. Saúde Pública, Rio de Janeiro, 24(11):2564-2572, nov, 2008 Discussão Tanto no que se refere à análi-
se por Grande Região como por categoria popu-
lacional, foram, invariavelmente, encontrados
maiores percentuais de baixo peso ao nascer
nas áreas geográficas de maior desenvolvimen-
to sócio-econômico. A análise por idade gestacional revelou que
existem diferenças substanciais nas proporções
de baixo peso ao nascer entre os nascidos vivos
com 32 a 36 semanas de gestação, fornecendo
evidências da subnotificação de nascidos de 32
a 36 semanas de gestação com baixo peso nas
regiões Norte e Nordeste, principalmente nos
municípios com menos de 50 mil habitantes. Es-
tudo anterior realizado no Brasil, que relacionou
o Sistema de Internações Hospitalares (SIH) com
o SINASC 14, mostrou, igualmente, maior sub-
registro de nascimentos justamente nos municí-
pios pequenos, de tal modo que quanto menor o
porte populacional, tanto maior a subnotificação
de nascidos vivos no SINASC. Uma hipótese explicativa para o paradoxo do
baixo peso ao nascer é o aumento de nascimen-
tos pré-termo, que antes constituíam natimortos. Nas áreas menos desenvolvidas do país, devido à
atenção inadequada e precariedade de acesso à
tecnologia perinatal, muitos desses nascidos vi-
vos morrem logo após o parto e, freqüentemente,
não são registrados ou são classificados indevi-
damente como natimortos, reduzindo as propor-
ções de prematuridade nestes locais. Conforme
evidenciado em estudo realizado em oito Uni- BAIXO PESO AO NASCER NO BRASIL
2569 Tabela 4 Percentual de baixo peso ao nascer por tipo de parto entre os nascidos vivos de 37 ou mais semanas de gestação e gravidez
não-múltipla, segundo Grande Região e categoria populacional. Brasil, 2005. Região/Tipo de parto
Baixo peso ao nascer (%)
Total
< 50.000 habitantes
50.000 habitantes
Norte
Vaginal
3,8
4,1
4,0
Cesáreo
3,0
3,4
3,3
Total
3,6
3,9
3,8
Nordeste
Vaginal
3,6
4,4
3,9
Cesáreo
3,1
3,3
3,3
Total
3,5
4,0
3,7
Sudeste
Vaginal
4,7
4,3
4,4
Cesáreo
3,3
3,6
3,6
Total
4,0
4,0
4,0
Sul
Vaginal
4,2
3,9
4,0
Cesáreo
3,1
3,3
3,2
Total
3,6
3,6
3,6
Centro-oeste
Vaginal
3,6
4,0
3,8
Cesáreo
2,4
3,2
3,0
Total
3,1
3,6
3,4
Brasil
Vaginal
3,9
4,2
4,1
Cesáreo
3,1
3,5
3,4
Total
3,6
3,9
3,8 Percentual de baixo peso ao nascer por tipo de parto entre os nascidos vivos de 37 ou mais semanas de gestação e gravidez
não-múltipla, segundo Grande Região e categoria populacional. Brasil, 2005. As falhas de registro de nascimentos prematu-
ros foram também verificadas em outros países. Cad. Saúde Pública, Rio de Janeiro, 24(11):2564-2572, nov, 2008 Discussão Em estudo realizado na Suíça, os autores con-
cluíram que um significante número de crianças
com baixo peso ao nascer, cuja morte é próxima
ao momento do parto, não é oficialmente regis-
trado 15. Análise da adequação dos dados prove-
nientes dos certificados de nascimentos do Esta-
do de New Jersey, Estados Unidos, foi realizada
mediante a comparação com dados obtidos em
um programa estadual de pré-natal, entre 1989 e
1992, de acordo com as características sócio-eco-
nômicas da mãe 16. Os resultados indicaram que
os piores percentuais de concordância do baixo
peso ao nascer e da prematuridade ocorreram
entre as mães de pior nível sócio-econômico sem
proficiência na língua inglesa. dos vivos prematuros. Embora a mortalidade
infantil nos Estados Unidos tenha mostrado re-
levante decréscimo nas últimas décadas, o per-
centual de baixo peso ao nascer tem mostrado
nítido acréscimo: de 6,7% em 1984, passou a
8,1% em 2004, acompanhando a tendência de
crescimento da prematuridade. Os resultados
de Barros et al. 18, que comparam indicado-
res de duas coortes em Pelotas (1982 e 1993),
Rio Grande do Sul, indicam que o mesmo vem
ocorrendo no Brasil. Em outro trabalho realizado no Brasil, com-
parando os dados de Ribeiro Preto (Região Su-
deste) e São Luís (Região Nordeste), foi obser-
vado o mesmo paradoxo para o baixo peso ao
nascer, encontrando-se taxa significativamente
maior na cidade mais rica. Fatores como deter-
minações incorretas da idade gestacional, sub-
registro de nascidos vivos, bem como falhas no
registro de nascidos vivos como nascidos mor-
tos nos municípios menos desenvolvidos são
considerados pelos autores como responsáveis, Segundo as estatísticas vitais da população
norte-americana, no ano de 2004 17 a propor-
ção de prematuridade aumentou de 9,4% em
1981 para 10,6% em 1990 e atingiu 12,5% em
2004, refletindo a maior sobrevida dos nasci- Cad. Saúde Pública, Rio de Janeiro, 24(11):2564-2572, nov, 2008 Andrade CLT et al. 2570 Andrade CLT et al. Tabela 5 Percentual de baixo peso ao nascer por número de consultas de pré-natal e grau de escolaridade da mãe, segundo Grande
Região entre os nascidos vivos de 37 ou mais semanas de gestação e gravidez não-múltipla. Brasil, 2005. Cad. Saúde Pública, Rio de Janeiro, 24(11):2564-2572, nov, 2008 Discussão Região/Número de
Baixo peso ao nascer (%)
consultas de pré-natal
Ensino Fundamental
Ensino Fundamental
Total
incompleto
completo
Norte
Nenhuma
5,6
5,6
5,6
1-6
4,0
3,6
3,9
7 ou mais
3,4
3,1
3,2
Total
4,0
3,4
3,8
Nordeste
Nenhuma
6,3
6,0
6,3
1-6
4,2
3,7
4,0
7 ou mais
3,2
2,7
3,0
Total
4,0
3,3
3,7
Sudeste
Nenhuma
9,0
7,4
8,6
1-6
5,4
4,6
5,0
7 ou mais
3,9
3,2
3,4
Total
4,6
3,5
4,0
Sul
Nenhuma
9,2
7,8
8,8
1-6
5,0
4,2
4,6
7 ou mais
3,6
2,8
3,1
Total
4,2
3,1
3,6
Centro-oeste
Nenhuma
6,6
5,9
6,4
1-6
4,4
3,8
4,1
7 ou mais
3,1
2,7
2,9
Total
3,8
3,1
3,4
Brasil
Nenhuma
6,7
6,5
6,7
1-6
4,5
4,0
4,3
7 ou mais
3,6
3,0
3,2
Total
4,2
3,4
3,8 Percentual de baixo peso ao nascer por número de consultas de pré-natal e grau de escolaridade da mãe, segundo Grande
Região entre os nascidos vivos de 37 ou mais semanas de gestação e gravidez não-múltipla. Brasil, 2005. percentual de mulheres que têm trabalho remu-
nerado é significativamente maior nas cidades
de grande porte populacional. pelo menos parcialmente, pelas taxas maiores
de baixo peso ao nascer nos municípios de me-
lhor nível sócio-econômico 10. Em estudo prospectivo de coorte de nascidos
vivos em 1982, 1993 e 2004, na cidade de Pelotas,
mostrou-se que a prevalência de prematuridade
cresceu de 6,3% em 1982 para 16,2% em 2004,
correspondendo a uma redução de 47 gramas
na média do peso ao nascer, apesar da melho-
ria das condições de vida materna 21. Em ver-
tente explicativa complementar, Barros et al. 21
consideram o papel da excessiva medicalização,
incluindo indução do parto, maior proporção
de partos cesáreos e ultra-sonografias impreci-
sas ou mal interpretadas. Outras possíveis explicações para os resulta-
dos paradoxais do baixo peso ao nascer recaem
no comportamento diferenciado da mulher nas
áreas urbanas, tais como a freqüência maior do
hábito de fumar na gestação, que é um fator,
reconhecidamente, associado ao baixo peso ao
nascer 6. O estilo de vida, incluindo o estresse no
trabalho, pode ser outro fator associado à maior
ocorrência de prematuridade, e, conseqüente-
mente, à maior freqüência de baixo peso ao nas-
cer 19. Dados da Pesquisa Mundial da Saúde 20,
realizada no Brasil em 2003, revelaram que o Cad. Discussão Saúde Pública, Rio de Janeiro, 24(11):2564-2572, nov, 2008 BAIXO PESO AO NASCER NO BRASIL
2571 No Município do Rio de Janeiro, análise se-
gundo a esfera administrativa do estabelecimen-
to onde se realizou o parto (público ou privado)
mostrou a influência da medicalização excessiva,
além da enorme proporção de partos cesarianos
ocorridos em estabelecimentos não-públicos
(87%) 22. Dados do SINASC, no mesmo municí-
pio, em 2005, mostram que a proporção de be-
bês de baixo peso foi maior entre as mães que
tiveram parto cesáreo (DATASUS. http://tabnet. datasus.gov.br/cgi/tabcgi.exe?sinasc/cnv/nvrj. def, acessado em 22/Ago/2007). os percentuais de baixo peso ao nascer são me-
nores entre as mães que realizaram 7 ou mais
consultas de pré-natal, número de consultas
considerado adequado pelo Ministério da Saú-
de. Conforme discutido por Koblinsky et al. 26,
o impacto do pré-natal poderia ser mais inten-
so, dependendo da capacidade dos serviços em
identificar as gestantes de alto risco, prevenir ou
tratar complicações, e referir para atenção obs-
tétrica especializada, quando necessário. O papel da atenção básica como elemento-
chave para a promoção da eqüidade tem sido
enfatizado, principalmente nas sociedades com
grandes disparidades sociais 27, podendo-se in-
ferir que o atendimento pré-natal abrangente e
adequado poderia ter maior impacto na redu-
ção dos resultados adversos da gestação. No caso
particular deste estudo, o desempenho favorável
do pré-natal indica que muito ainda pode ser fei-
to no âmbito do setor saúde para diminuição das
desigualdades do baixo peso ao nascer por grau
de escolaridade no Brasil. É preciso enfatizar,
ainda, a necessidade de melhora da cobertura e
da qualidade das informações sobre nascidos vi-
vos, sobretudo nas regiões menos desenvolvidas,
para possibilitar a análise das informações com
fidedignidade. Corroborando os achados de vários estudos
que mostram as disparidades do baixo peso ao
nascer por nível sócio-econômico da mãe 23, os
dados do SINASC, em âmbito nacional, mostram
que as proporções de nascidos vivos a termo de
gestação não-múltipla com peso inferior a 2.500g
são maiores tanto menor o grau de escolaridade
da mãe, única variável representativa do nível só-
cio-econômico disponível no SINASC. Um outro achado importante deste estudo
foi a relevância do atendimento pré-natal no
sentido de amenizar as desigualdades do baixo
peso ao nascer. Assim como em trabalhos ante-
riores realizados em outros países da América
Latina 24,25, os dados brasileiros mostram que Nascimento Vivo; Recém-Nascido de Baixo Peso; Siste-
mas de Informação Cad. Saúde Pública, Rio de Janeiro, 24(11):2564-2572, nov, 2008 Referências 14. Drumond EF, Machado CJ, França E. Underreport-
ing of live births: measurement procedures using
the Hospital Information System. Rev Saúde Públi-
ca 2008; 42:55-63. 1. Andrade CLT, Szwarcwald CL. Desigualdades só-
cio-espaciais da adequação das informações de
nascimentos e óbitos do Ministério da Saúde,
Brasil, 2000-2002. Cad Saúde Pública 2007; 23:
1207-16. 15. Muller M, Drack G, Schindler C, Bucher HU. Live
and stillborn very low birthweight infants in Swit-
zerland: comparison between hospital based birth
registers and the national birth register. Swiss Med
Wkly 2005; 135:433-9. 2. Gama SG, Szwarcwald CL, Leal MC, Theme-Filha
MM. The pregnancy during adolescence as a risk
factor for low birth weight, Brazil. Rev Saúde Públi-
ca 2001; 35:74-80. 16. Reichman N, Schwartz-Soicher O. Accuracy of
birth certificate data by risk factors and outcomes:
analysis of data from New Jersey. Am J Obstet Gy-
necol 2007; 197:32.e1-8. 3. Parker JD, Schoendorf KC, Kiely JL. Associations
between measures of socioeconomic status and
low birth weight, small for gestational age, and
premature delivery in the United States. Ann Epi-
demiol 1994; 4:271-8. 17. Hoyert DL, Mathews TJ, Menacker F, Strobino DM,
Guyer B. Annual summary of vital statistics: 2004. Pediatrics 2006; 117:168-83. 4. Menezes AMB, Barros FC, Victora CG, Alves C,
Rocha C, Albernaz E, et al. Mortalidade perinatal
em duas coortes de base populacional no Sul do
Brasil: tendências e diferenças. Cad Saúde Pública
1996; 12 Suppl 1:S33-41. 18. Barros FC, Victora CG, Vaughan JP, Tomasi E, Horta
BL, Cesar JA, et al. The epidemiological transition
in maternal and child health in a Brazilian city,
1982-93: a comparison of two population-based
cohorts. Paediatr Perinat Epidemiol 2001; 15:4-11. 5. Luginaah IN, Lee KS, Abernathy TJ, Sheehan D,
Webster G. Trends and variations in perinatal
mortality and low birthweight: the contribution of
socio-economic factors. Can J Public Health 1999;
90:377-81. 19. Gabbe SG, Turner LP. Reproductive hazards of the
American lifestyle: work during pregnancy. Am J
Obstet Gynecol 1997; 176:826-32. 20. Leal MC, Gama SGN, Frias P, Szwarcwald CL. Healthy lifestyles and access to periodic health ex-
ams among Brazilian women. Cad Saúde Pública
2005; 21 Suppl:S78-88. 6. Wilcox AJ. On the importance – and the unim-
portance – of birthweight. Int J Epidemiol 2001;
30:1233-41. 7. Fiscella K. Does prenatal care improve birth out-
comes? A critical review. Obstet Gynecol 1995;
85:468-79. 21. Cad. Saúde Pública, Rio de Janeiro, 24(11):2564-2572, nov, 2008 Colaboradores C. L. T. Andrade foi responsável pela elaboração do texto
e dos resultados. C. L. Szwarcwald participou na con-
cepção do artigo e na elaboração do texto. E. A. Castilho
participou na discussão dos resultados. Embora seja notório que a cobertura do Sistema de
Informação sobre Nascidos Vivos (SINASC) esteja
crescendo e que a qualidade da informação venha
melhorando, desde a sua implantação, sabe-se que a
enumeração de nascidos vivos ainda não é comple-
ta no Brasil. Neste trabalho, objetiva-se analisar as
desigualdades da proporção do baixo peso ao nascer
no Brasil, em 2005, segundo alguns aspectos como o
geográfico, o tamanho da população do município e
a escolaridade da mãe. Analisou-se, igualmente, a in-
fluência da atenção pré-natal. Considerando a totali-
dade dos nascidos vivos, evidenciou-se o paradoxo do
baixo peso ao nascer, ou seja, foram encontrados per-
centuais mais elevados nas áreas de maior desenvol-
vimento sócio-econômico. Os resultados paradoxais
são explicados, principalmente, pela menor sobrevida
e registro inadequado dos prematuros nos municípios
mais pobres. Levando-se em conta os nascidos vivos a
termo de gestação não-múltipla, foram encontradas
desigualdades por grau de escolaridade da mãe. Suge-
re-se que o atendimento pré-natal abrangente e com
qualidade poderia ter um impacto maior na redução
dos resultados adversos da gestação, contribuindo pa-
ra a diminuição das desigualdades sócio-econômicas
da saúde perinatal no Brasil. Nascimento Vivo; Recém-Nascido de Baixo Peso; Siste-
mas de Informação Andrade CLT et al. 2572 Andrade CLT et al. Referências Referências Barros FC, Victora CG, Barros AJD, Santos IS, Al-
bernaz E, Matijasevich A, et al. The challenge of re-
ducing neonatal mortality in middle-income coun-
tries: findings from three Brazilian birth cohorts in
1982, 1993, and 2004. Lancet 2005; 365:847-54. 8. Branum AM, Schoendorf KC. Changing patterns
of low birthweight and preterm birth in the United
States, 1981-98. Paediatr Perinat Epidemiol 2002;
16:8-15. 22. Leal MC, Gama SGN, Campos MR, Cavalini LT,
Garbayo LS, Brasil CLP, et al. Fatores associados
à morbi-mortalidade perinatal em uma amostra
de maternidades públicas e privadas do Município
do Rio de Janeiro, 1999-2001. Cad Saúde Pública
2004; 20 Suppl 1:S20-33. 9. Buekens P, Notzon F, Kotelchuck M, Wilcox A. Why
do Mexican Americans give birth to few low-birth-
weight infants? Am J Epidemiol 2000; 152:347-51. 10. Silva AAM, Bettiol H, Barbieri MA, Pereira MM,
Brito LGO, Ribeiro VS, et al. Why are the low birth-
weight rates in Brazil higher in richer than in poor-
er municipalities? Exploring the epidemiological
paradox of low birthweight. Paediatr Perinat Epi-
demiol 2005; 19:43-9. 23. Spencer N. The effect of income inequality and
macro-level social policy on infant mortality and
low birthweight in developed countries – a pre-
liminary systematic review. Child Care Health Dev
2004; 30:699-709. 11. Fuentes-Afflick E, Hessol NA, Perez-Stable EJ. Testing the epidemiologic paradox of low birth-
weight in Latinos. Arch Pediatr Adolesc Med 1999;
153:147-53. 24. Bortman M. Factores de riesgo de bajo peso al na-
cer. Rev Panam Salud Pública 1998; 3:314-21. 25. Halpern R, Barros FC, Victora CG, Tomasi E. Aten-
ção pré-natal em Pelotas, Rio Grande do Sul, Bra-
sil, 1993. Cad Saúde Pública 1998; 14:487-92. 12. Melve KK, Skjaerven R. Birthweight and perinatal
mortality: paradoxes, social class, and sibling de-
pendencies. Int J Epidemiol 2003; 32:625-32. 26. Koblinsky MA, Tinker A, Daly P. Programming for
safe motherhood: a guide to action. Health Policy
Plan 1994; 9:252-66. 13. Almeida MF, Alencar GP, Novaes HMD, Ortiz LP. Sistemas de informação e mortalidade perinatal:
conceitos e condições de uso em estudos epide-
miológicos. Rev Bras Epidemiol 2006; 9:56-68. 27. Starfield B. Improving equity in health: a research
agenda. Int J Health Serv 2001; 31:545-66. 27. Starfield B. Improving equity in health: a research
agenda. Int J Health Serv 2001; 31:545-66. Recebido em 06/Dez/2007
Versão final reapresentada em 16/Abr/2008
Aprovado em 18/Abr/2008 Recebido em 06/Dez/2007
Versão final reapresentada em 16/Abr/2008
Aprovado em 18/Abr/2008
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https://openalex.org/W2575815406
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https://bmcgenomics.biomedcentral.com/track/pdf/10.1186/s12864-016-3440-5
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English
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Single genome retrieval of context-dependent variability in mutation rates for human germline
|
BMC genomics
| 2,017
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cc-by
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© The Author(s). 2017 Open Access This article is distributed under the terms of the Creative Commons Attribution 4.0
International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and
reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to the
Creative Commons license, and indicate if changes were made. The Creative Commons Public Domain Dedication waiver
(http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated. Sahakyan and Balasubramanian BMC Genomics (2017) 18:81
DOI 10.1186/s12864-016-3440-5 Sahakyan and Balasubramanian BMC Genomics (2017) 18:81
DOI 10.1186/s12864-016-3440-5 *Correspondence: as952@cam.ac.uk; sb10031@cam.ac.uk
1Department of Chemistry, University of Cambridge, Lensfield Road, CB2 1EW
Cambridge, UK
Full list of author information is available at the end of the article Abstract Background: Accurate knowledge of the core components of substitution rates is of vital importance to understand
genome evolution and dynamics. By performing a single-genome and direct analysis of 39,894 retrotransposon
remnants, we reveal sequence context-dependent germline nucleotide substitution rates for the human genome. Results: The rates are characterised through rate constants in a time-domain, and are made available through a
dedicated program (Trek) and a stand-alone database. Due to the nature of the method design and the imposed
stringency criteria, we expect our rate constants to be good estimates for the rates of spontaneous mutations. Benefiting from such data, we study the short-range nucleotide (up to 7-mer) organisation and the germline basal
substitution propensity (BSP) profile of the human genome; characterise novel, CpG-independent, substitution prone
and resistant motifs; confirm a decreased tendency of moieties with low BSP to undergo somatic mutations in a
number of cancer types; and, produce a Trek-based estimate of the overall mutation rate in human. Background: Accurate knowledge of the core components of substitution rates is of vital importance to understand
genome evolution and dynamics. By performing a single-genome and direct analysis of 39,894 retrotransposon
remnants, we reveal sequence context-dependent germline nucleotide substitution rates for the human genome. Results: The rates are characterised through rate constants in a time-domain, and are made available through a Background: Accurate knowledge of the core components of substitution rates is of vital importance to understand
genome evolution and dynamics. By performing a single-genome and direct analysis of 39,894 retrotransposon
remnants, we reveal sequence context-dependent germline nucleotide substitution rates for the human genome. Results: The rates are characterised through rate constants in a time-domain, and are made available through a
dedicated program (Trek) and a stand-alone database. Due to the nature of the method design and the imposed
stringency criteria, we expect our rate constants to be good estimates for the rates of spontaneous mutations. Benefiting from such data, we study the short-range nucleotide (up to 7-mer) organisation and the germline basal
substitution propensity (BSP) profile of the human genome; characterise novel, CpG-independent, substitution prone
and resistant motifs; confirm a decreased tendency of moieties with low BSP to undergo somatic mutations in a
number of cancer types; and, produce a Trek-based estimate of the overall mutation rate in human. Abstract Conclusions: The extended set of rate constants we report may enrich our resources and help advance our
understanding of genome dynamics and evolution, with possible implications for the role of spontaneous mutations
in the emergence of pathological genotypes and neutral evolution of proteomes. Keywords: Nucleotide substitutions, Spontaneous mutations, Germline, Context-dependence, Genome composition,
Somatic mutations, Cancer break down of the rate into a number of general compo-
nents. For a given genomic position and i→j nucleotide
conversion, the substitution rate, as expressed by the rate
constant ri,j, can be roughly presented as a single-base
average value rsb
i,j and fluctuations contributed by short-
range context (δrsr
i,j), CpG-associated (δrCpG
i,j
), long-range
(δrlr
i,j), gene/functional (δrgene
i,j
), and specific (δrspec
i,j ) effects
(1): Single genome retrieval of
context-dependent variability in mutation
rates for human germline Aleksandr B. Sahakyan1* and Shankar Balasubramanian1,2,3* Revealing the core single-nucleotide substitution rates Revealing the core single-nucleotide substitution rates g
g
The repetitive occurrence of mobile DNA elements in
different regions within the same genome [34] provides
the opportunity to obtain the rcore
i,j
(2) rate constants that
account for the δrsr
i,j immediate effects of neighbouring
nucleotides. After the initial inactivation at different time
epochs [36–39], individual remnants of many transpo-
son subfamilies within a genome have been subjected to
largely the same overall mutagenic and repair conditions
as the rest of the genome [40], hence can also serve as
markers of rcore
i,j
neutral substitution rates applicable to
genomic sites that share the immediate sequence-context. For the purpose of this study, we have used the homi-
noid lineage of the L1 (long interspersed nuclear element
1, LINE-1) retrotransposons, spanning 3.1 to 20.4 myr
(million years) of age [37]. The constituent subfamilies
of the lineage are L1PA5, L1PA4, L1PA3, L1PA2 and the
most recent L1Hs. Their respective age and the number of
insertions in the human genome are presented in Table S1
in Additional file 1. The choice was made through the
following reasoning. The L1 elements have a long (∼6 k
nt) sequence without extended repeats like in the LTR
(long terminal repeat) elements [34]. This enables their
robust mapping on a chosen template and provides essen-
tial local sequence variability around different nucleotide
positions within L1 elements. There are distinct L1 sub-
families that were active at different time epochs, with
detailed molecular clock analyses available [36–39] to
reveal and, importantly, validate the age of each subfam-
ily. They are well-represented and, unlike other classes
of transposable elements, are uniformly scattered across
mostly the intergenic regions of the human genome
[34, 41, 42], and are less prone to recombination and con-
text bias [43, 44]. The young L1 subfamilies have most
of their remnants coming from the genomic regions with
G+C content close to the genomic average value (Fig. 1,
see also [41]). Unlike SINEs (small interspersed nuclear
elements) and LTRs, LINE sites show a very low level of
RNA polymerase enrichment, as a marker of transcrip-
tional association, in normal tissues [45]. Background The stability, organisation and dynamics of genomes are
key factors that influence the molecular evolution of life
[1]. Genomic single-nucleotide mutations, with their sub-
sequent fixation in a population, occur an order of magni-
tude more frequently than common insertions/deletions
[2, 3], hence are major contributors in defining the
genome evolution. An understanding of the descriptors
that govern single-nucleotide mutations and substitutions
is thus essential to comprehend genome dynamics and its
link to the underlying molecular processes. ri,j = rsb
i,j + δrsr
i,j + δrCpG
i,j
+ δrlr
i,j + δrgene
i,j
+ δrspec
i,j
(1) (1) For the sake of lucidity in pointing to different contri-
butions on substitution rates, which may encompass both
mutation- and fixation-based effects, let us introduce a The rsb
i,j term can be estimated through genomic aver-
ages for the individual i→j substitutions, and has been
explored for the genomes of human [4, 5] and other
species [6–8]. By investigating the aggregation patterns in
substitution frequencies, it was shown that the ri,j vari-
ation is subjected to two distinct, short-range (< 10 nt)
and long-range (> 1000 nt), effects [9, 10]. In the equation Sahakyan and Balasubramanian BMC Genomics (2017) 18:81 Page 2 of 17 above, the short-range effect is captured through the δrsr
i,j
term and mainly describes the totality of the intrinsic
properties and sequence-dependent interactions of DNA
with overall mutagenic and reparation processes in a given
organism [11]. The better-studied substitution patterns at
a CpG context [12–14] are separated in the δrCpG
i,j
term,
since besides having a specific short-range dyad con-
text, the CpG mutations underlying the δrCpG
i,j
substitution
term also depend on a number of regional factors that
alter the epigenetic targeting of the CpG sites [10, 15–18]. Many relatively recent studies provide essential insights
into the δrlr
i,j variation caused by the regional effects
that depend on a long-range (megabase) sequence con-
text through general mechanisms, such as recombination
and GC-biased gene conversion [1, 19–21], transcription-
coupled biased genome repair [22] and instability [23],
chromatin-organisation- [24] and replication-associated
mutational bias [25] and inhomogeneous repair [26], dif-
ferential DNA mismatch repair [27], non-allelic gene con-
version [28], and male mutation bias [29]. Background The term δrgene
i,j
captures the change in substitution rates in genes and
other functional elements under elevated selection bias
and may reflect observations such as the increased neu-
tral substitution rates in exons [30, 31] and the possible
reduction of mutation rates in the X-chromosome [32]. δrspec
i,j
holds the highly specific increase or decrease in
substitution rates governed by a strong selection or tar-
geted underlying hyper- and hypomutations [33] present,
for example, in the genes of immune system, and may
additionally include other effects not captured in prior
terms. random DNA sequence, whose key features are in better
agreement with the short-range oligomeric organisation
of the human genome. We next calculate the basal substi-
tution propensity profile of the human genome, evaluating
the core predisposition to single-nucleotide substitutions. We outline the decreased frequency of the sequence
motifs that are stable in germline among the sites linked
to somatic cancer mutations. Revealing the core single-nucleotide substitution rates 2),
we expect the absence of the δrgene
i,j
contribution, the elim-
ination of δrlr
i,j at the averaging stage (Fig. 2b) and the
removal of the δrCpG
i,j
and δrspec
i,j
effects through our robust-
ness checks embedded within the Trek procedure (see
Fig. 2c, d and Methods). Therefore, our method provides
the rcore
i,j =rsb
i,j + δrsr
i,j core variation (Fig. 3) of the substi-
tution rates at around the rsb
i,j genomic average values for
each i→j base substitution. If the above is correct and
Trek indeed results in rcore
i,j
values, further averaging of the
core rsb
i,j +δrsr
i,j rates (median values shown in Fig. 3) should
give us the single-base rsb
i,j genomic average substitution
rates, cancelling out the remaining δrsr
i,j contribution. In
fact, the comparisons of our Trek-derived rsb
i,j with two
published datasets that reflect on the genomic average
rsb
i,j rates [4, 20] show an excellent correlation (Figure S3
in Additional file 1, Pearson’s R > 0.99) confirming the
absence of any biased averaging and unusual substitution
rates in the time-accumulated substitutions at the L1 sites
that pass the Trek procedure. The genome simulation,
described later in this work, provides an additional valida-
tion for our rate constants. The rcore
i,j
values (Eqs. 1 and 2)
for all possible i→j neutral substitutions inferred for each
of the eligible individual L1 positions are thus assumed to
be common for any other sites in the human genome that
share the short-range sequence context. Fig. 1 Long-range G+C context of the young L1 insertion sites in the
human genome. a and b The distribution of the G+C contents for all
the w-sized (1000-nt in a and 10,000-nt in b) bins in the human
genome (orange lines) is shown, as compared to the same distribution
but using only the bins centred at the midpoints of all the remnants
of young (L1Hs, L1PA2, L1PA3, L1PA4, L1PA5) L1 elements (green lines) Fig. 1 Long-range G+C context of the young L1 insertion sites in the
human genome. Revealing the core single-nucleotide substitution rates The selected
most-recent subfamilies are sufficiently young [37] a) to
enable an unambiguous identification of the genomic
coordinates of the borders for the remnants; b) to assume
that each position in those elements would be unlikely Herein, we propose a methodology to obtain the core
components (2, capturing only the short-range sequence
caused variation) of the neutral single-nucleotide substi-
tution rates via the direct analysis of 39,894 L1 mobile
DNA remnants [34] in the same, human, genome (a
single-genome approach). rcore
i,j
= rsb
i,j + δrsr
i,j
(2) (2) Our transposon exposed k-mer rate (Trek) method
provides the rcore
i,j
rate constants at single-nucleotide res-
olution in L1, where we demonstrate sufficient sequence
variability to cover a wide-range of sequence contexts. We
use this coverage to determine the core rate constants
for all possible nucleotide substitutions (3 per position)
at each of the 3.2 billion positions in the human genome. The Trek aims at revealing the rcore
i,j
variation in a rela-
tively model-free manner and at a level beyond accounting
for only the two immediate neighbouring nucleotides [35]. We make our dataset of the time-dependent rate con-
stants for individual substitutions publicly available. To
exemplify the usage of Trek data, we demonstrate that
the rcore
i,j
values can generate a sequence starting from a Page 3 of 17 Page 3 of 17 Sahakyan and Balasubramanian BMC Genomics (2017) 18:81 Fig. 1 Long-range G+C context of the young L1 insertion sites in the
human genome. a and b The distribution of the G+C contents for all
the w-sized (1000-nt in a and 10,000-nt in b) bins in the human
genome (orange lines) is shown, as compared to the same distribution
but using only the bins centred at the midpoints of all the remnants
of young (L1Hs, L1PA2, L1PA3, L1PA4, L1PA5) L1 elements (green lines) were thus employed to infer the corresponding rcore
i,j
val-
ues from the analysis of all the young L1 remnants in
the human genome. We recorded the data in the Trek
database that contains a set of well-defined rcore
i,j
constants
(see below for the extent of sequence context coverage in
the Trek database) capturing the influence of the unique
arrangement of neighbouring nucleotides at those posi-
tions. Owing to the nature of the selected L1 elements, as
discussed above, and the Trek procedure design (Fig. Revealing the core single-nucleotide substitution rates a and b The distribution of the G+C contents for all
the w-sized (1000-nt in a and 10,000-nt in b) bins in the human
genome (orange lines) is shown, as compared to the same distribution
but using only the bins centred at the midpoints of all the remnants
of young (L1Hs, L1PA2, L1PA3, L1PA4, L1PA5) L1 elements (green lines) to undergo repeated substitutions over the studied period
of their existence as remnants in the human genome
(see Methods); c) to attribute a time-invariance to the
rates during the analysed period of mutation accumula-
tion [20, 46, 47]. Finally, many matching positions in our
studied five L1 representatives share the same consensus
bases, hence, such positions are not polymorphic due to
adaptive pressure and can serve as internal references for
inferring the rcore
i,j
rates. The influence range of neighbour nucleotides The comparison of these fractions coming from individual base types across
different time periods enables a linear model fitting, through which we can reveal the rates for the substitutions into the b2, b3 and b4 bases from
the consensus (b1) state of the given position (d). The steps (c) and (d) are repeated for all the positions in the reference sequence, producing
single-nucleotide resolution core substitution rate constants with sequence-context dependency as sampled in the reference sequence of the
mobile element. To assure the high quality and neutrality of the retrieved rates, we accounted for the sites in the reference sequence that had at
least 700 mapped occurrences in each time group (b), with the same wild-type variant being always the prevalent one (more than 80%) in each
subfamily (c) and producing a Pearson’s correlation coefficient of at least 0.7 in the time-evolution plots (d) Fig. 2 Single genome determination of the context-dependent substitution rate constants. a–d The Trek approach is applicable to a genome
containing multiple remnants of retrotransposon subfamilies silenced at different time epochs (a). We can consider those subfamilies as
substitution counters that had different resetting ages (b). The full consensus sequence of the most recent subfamily is taken as a reference (a). The
remnants are then grouped by their age and fully mapped onto the reference sequence (b). For each position i in the reference sequence, the
fractions of the four bases in all the time groups are calculated (c). The comparison of these fractions coming from individual base types across
different time periods enables a linear model fitting, through which we can reveal the rates for the substitutions into the b2, b3 and b4 bases from
the consensus (b1) state of the given position (d). The steps (c) and (d) are repeated for all the positions in the reference sequence, producing
single-nucleotide resolution core substitution rate constants with sequence-context dependency as sampled in the reference sequence of the
mobile element. The influence range of neighbour nucleotides g
g
To apply the rcore
i,j
constants to the human genome, we
first established the optimal length of a DNA sequence
(k-mer, where k is the length of the sequence) capturing
most of the influences that modulate substitution rates of
the base at the centre. For this, we evaluated the power
of the knowledge of the neighbouring arrangement of
nucleotides in predicting the rcore
i,j
constants for each of the
twelve i→j substitution types, where i and j are the four
DNA bases. We built test predictors for individual substi-
tution types via a tree-based gradient boosting machine
(GBM, machine learning technique) [48, 49], while using
varying lengths of sequences centred at the positions
where the rate constants were to be predicted (see
Methods). The aim of the machine learning procedure
was to establish the optimal sequence length to min-
imise the error in the predicted rate constants (Figures ,j
The Trek methodology of obtaining rcore
i,j
rates, along
with the considerations for filtering out the possible selec-
tion and non-neutral substitution sites, is presented in
Fig. 2 with further details in Methods, Figures S1 and S2
in Additional file 1. The acquired data on the full set of
position-specific substitution rates are presented in Fig. 3,
to highlight the revealed variation per substitution type,
along with the fully averaged values for the rate constants. A total of 661 positions, at the 3’ side of the L1 ele-
ments, passed our robustness checks (see Methods) and Sahakyan and Balasubramanian BMC Genomics (2017) 18:81 Page 4 of 17 Fig. 2 Single genome determination of the context-dependent substitution rate constants. a–d The Trek approach is applicable to a genome
containing multiple remnants of retrotransposon subfamilies silenced at different time epochs (a). We can consider those subfamilies as
substitution counters that had different resetting ages (b). The full consensus sequence of the most recent subfamily is taken as a reference (a). The
remnants are then grouped by their age and fully mapped onto the reference sequence (b). For each position i in the reference sequence, the
fractions of the four bases in all the time groups are calculated (c). The influence range of neighbour nucleotides To assure the high quality and neutrality of the retrieved rates, we accounted for the sites in the reference sequence that had at
least 700 mapped occurrences in each time group (b), with the same wild-type variant being always the prevalent one (more than 80%) in each
subfamily (c) and producing a Pearson’s correlation coefficient of at least 0.7 in the time-evolution plots (d) the k-mer to five, hence accounting for two upstream and
two downstream bases, we cover 404 unique sequences
out of possible 1024 (45). Further reduction of the size to
three, allows having data for 56 unique triads out of 64
(leaving out only the CpG containing triads, see below). For the single-base case (1-mers), where we average out all
short-range neighbour effects and longer-range sequence
variability, we obtain data for all the four bases and 4 × 3
possible substitutions as shown in Fig. 3 (the median val-
ues on the top of the figure). The coverage of the longer k-
mers is, however, increased nearly twice when we account
for the strand-symmetry, as described in Methods. Please
note, that for each unique k-mer we obtained three rcore
i,j
constants via the described analysis of a large pool of L1
remnants from different genomic loci. S4 and S5 in Additional file 1). In agreement with prior
evidence [9, 10, 44, 50], but now obtained for each indi-
vidual i→j substitution type from Trek data, the optimal
window was found to be 5-7-nt (both 5- and 7-nt result-
ing in comparable results for many substitution types) and
was subsequently used as guidance for the direct map-
ping of the Trek rate constants from the L1 sequence
onto any given human nuclear DNA sequence for the rcore
i,j
assignment. S4 and S5 in Additional file 1). In agreement with prior
evidence [9, 10, 44, 50], but now obtained for each indi-
vidual i→j substitution type from Trek data, the optimal
window was found to be 5-7-nt (both 5- and 7-nt result-
ing in comparable results for many substitution types) and
was subsequently used as guidance for the direct map-
ping of the Trek rate constants from the L1 sequence
onto any given human nuclear DNA sequence for the rcore
i,j
assignment. Mapping the Trek rcore
i,j
data on any DNA sequence ,j
The upper 7-nt size window for determining the single-
nucleotide substitution rate constants at the central base
accounts for three upstream and three downstream bases
relative to each nucleotide position. Our neutral substi-
tution positions that pass the Trek criteria capture 636
unique 7-mers out of the possible 16,384 (47). Therefore,
for many loci in the human genome we need to use a
smaller window (< 7-mer) as a match criterion to assign to
one of the Trek rate constant sets. By trimming the size of With the above considerations, we created a program
(Trek mapper, Methods, Note S1 in Additional file 1)
to produce rcore
i,j
core substitution rate constants for any
sequence, accounting for the context information within
up to the 7-mer window and pulling the matching core Page 5 of 17 Page 5 of 17 Page 5 of 17 Sahakyan and Balasubramanian BMC Genomics (2017) 18:81 Fig. 3 Transposon exposed (Trek) rcore
i,j
substitution rate constants of
the human genome. The boxplots are shown for each i→j
substitution type inferred from the hominoid L1 remnants spread
across the human genome. Each point comes from a specific position
in the L1 element, reflecting the substitution rate constant averaged
across multiple occurrences of that specific position with the same
sequence-context in multiple regions of the human genome. The
complementary i→j pairs are plotted in adjacency. The median
values of the overall substitution rates (rsb
i,j ) in byr−1 (billion years) unit,
averaged across the varying sequence-context within the L1
elements, are shown on the top of the CpG sites in the L1 remnants passed our robust-
ness checks (Methods), due to the targeted, epigenetic-
(δrCpG
i,j
) or APOBEC-affected single-nucleotide substitu-
tions there [12–14]. The latter effects were likely to be
non-uniform with time (active targeting, δrspec
i,j , while in
the viable epoch for each L1 subfamily, at both DNA and
RNA levels) and may had been present in order to silence
the active retrotransposons. Our current data are for the human nuclear genome. However, the general approach for obtaining rcore
i,j
con-
stants is applicable to any organism where the genome
contains a set of well-characterised and related young
mobile elements silenced at different time epochs and
without notable genomic context bias. rcore
i,j
rates and the oligomeric composition of the human
genome Fig. 3 Transposon exposed (Trek) rcore
i,j
substitution rate constants of
the human genome. The boxplots are shown for each i→j
substitution type inferred from the hominoid L1 remnants spread
across the human genome. Each point comes from a specific position
in the L1 element, reflecting the substitution rate constant averaged
across multiple occurrences of that specific position with the same
sequence-context in multiple regions of the human genome. The
complementary i→j pairs are plotted in adjacency. The median
values of the overall substitution rates (rsb
i,j ) in byr−1 (billion years) unit,
averaged across the varying sequence-context within the L1
elements, are shown on the top Fig. 3 Transposon exposed (Trek) rcore
i,j
substitution rate constants of
the human genome. The boxplots are shown for each i→j
substitution type inferred from the hominoid L1 remnants spread
across the human genome. Each point comes from a specific position
in the L1 element, reflecting the substitution rate constant averaged
across multiple occurrences of that specific position with the same
sequence-context in multiple regions of the human genome. The
complementary i→j pairs are plotted in adjacency. The median
values of the overall substitution rates (rsb
i,j ) in byr−1 (billion years) unit,
averaged across the varying sequence-context within the L1
elements, are shown on the top The full set of sequence-dependent human rcore
i,j
substi-
tution rates (all three constants per position) enabled
us to perform a sophisticated in silico evolution of a
random DNA sequence, guided solely by our rcore
i,j
val-
ues. We started from a random sequence of 5 million
(mln) nt with a G+C content of 60% (substantially greater
than the 40.45% G+C content for the human genome). We performed random nucleotide substitutions weighted
by Trek-inferred probabilities (Methods, Figure S7 in
Additional file 1), where, after each cycle, the substitution
rate constants were updated for the sequence positions
that were either mutated or fell within the influence zone
of the performed substitutions. The simulation was con-
tinued until the overall G+C content of the simulated
sequence became constant (see Fig. 4a–c). data from the Trek database. Should a representative
match be absent with the full 7-nt long sequence, the
window around the given position in a query sequence
is shortened into the longest variant possible (out of the
5-nt, 3-nt or 1-nt lengths) with a full match in the Trek
database (Methods, Figure S6 in Additional file 1). rcore
i,j
rates and the oligomeric composition of the human
genome In
this way, for all the possible 16,384 7-mers, our Trek
database reports 49,152 rate constants (3×16,384), of
which 3168 (6.4%) account for the 7-mer context, 23,232
(47.3%) account for the nested 5-mer context, 17,120
(34.8%) for 3-mer and only 5632 (11.5%, CpG containing
sequences) constants do not account for any context effect
on the central base (since we eliminate those by design,
due to the δrCpG
i,j
contribution). Our full dataset reports
and makes publicly available (Additional file 2), the time-
dependent rcore
i,j
rates for all individual i→j substitutions
accounting for the context effects beyond the 64 triads
[35]. If we consider only the unique values in the Trek
database, we report 2078 unique rate constants (taking
into account different extent of averaging, where multi-
ple entries are present for the different context ranges), of
which 1208 (58.1%), 782 (37.6%), 85 (4.1%) and 3 (0.1%)
entries account for 7-, 5-, 3- and 1-mer contexts respec-
tively. The 1-mer averaged data were used for only the
k-mers that contain either C or G bases of a CpG dyad
at the centre, to assign the overall substitution rate con-
stants by the Trek mapper. This was done since none data from the Trek database. Should a representative
match be absent with the full 7-nt long sequence, the
window around the given position in a query sequence
is shortened into the longest variant possible (out of the
5-nt, 3-nt or 1-nt lengths) with a full match in the Trek
database (Methods, Figure S6 in Additional file 1). In
this way, for all the possible 16,384 7-mers, our Trek
database reports 49,152 rate constants (3×16,384), of
which 3168 (6.4%) account for the 7-mer context, 23,232
(47.3%) account for the nested 5-mer context, 17,120
(34.8%) for 3-mer and only 5632 (11.5%, CpG containing
sequences) constants do not account for any context effect
on the central base (since we eliminate those by design,
due to the δrCpG
i,j
contribution). Our full dataset reports
and makes publicly available (Additional file 2), the time-
dependent rcore
i,j
rates for all individual i→j substitutions
accounting for the context effects beyond the 64 triads
[35]. rcore
i,j
rates and the oligomeric composition of the human
genome If we consider only the unique values in the Trek
database, we report 2078 unique rate constants (taking
into account different extent of averaging, where multi-
ple entries are present for the different context ranges), of
which 1208 (58.1%), 782 (37.6%), 85 (4.1%) and 3 (0.1%)
entries account for 7-, 5-, 3- and 1-mer contexts respec-
tively. The 1-mer averaged data were used for only the
k-mers that contain either C or G bases of a CpG dyad
at the centre, to assign the overall substitution rate con-
stants by the Trek mapper. This was done since none The simulation converged to generate a sequence with
the A, T, G and C compositions of 30.91, 30.90, 19.06
and 19.13% respectively. Note, that these values are close
to the A, T, G and C compositions of the repeat-masked
human genome of 29.75, 29.79, 20.24 and 20.22% respec-
tively (Methods), being slightly AT rich. Furthermore,
the simulated sequence captures the contents of different
individual oligomers (k-mers) in the human genome. The
data for all the possible 16 dyads, 64 triads, 1,024 pentads
and 16,384 heptads are presented in Fig. 4d–g and show
a significant (see the correlation coefficients on the plots)
correlation between the compositional landscapes of the
Trek-simulated sequence and the actual human genome. Regardless of the starting composition of the initial DNA
sequences, our simulations always equilibrated to a state
with similar oligomer (up to 7-mer) content. The k-mer
contents shown in Fig. 4d–g for the actual human genome
were calculated from the repeat-masked version of the
RefSeq human genome, where all the identified repeat ele-
ments, including the L1, were disregarded. This assured
the removal of a potential bias due to the presence of L1
elements (Methods), used to infer the rate constants, in Sahakyan and Balasubramanian BMC Genomics (2017) 18:81 Page 6 of 17 Fig. 4 Comparison of the in silico evolved sequence and the actual human genome. a The 5-mln-nt starting sequence is randomly generated with
60% G+C content. (b and c) The sequence is then neutrally evolved using rcore
i,j
only, until the base-compositional equilibrium is established (c). This
was reached after about 20 mln substitutions (or an average of 4 substitutions per site (b), where x-axis shows the number of substitutions divided
by the simulated sequence length). The equilibration converges faster when we start from a sequence with lower G+C content. rcore
i,j
rates and the oligomeric composition of the human
genome d–g The plots
showing the correlation of the k-mer contents in the equilibrated genome with the corresponding content in the real human genome. The lengths
of the k-mers along with the correlation coefficients are shown on the bottom right corners of the plots. Two correlation coefficients are shown with
the exclusion and the inclusion (the value in the bracket) of CpG containing oligomers (red points in the plots). The dashed lines depict the diagonals
for the ideal match of the k-mer contents Fig. 4 Comparison of the in silico evolved sequence and the actual human genome. a The 5-mln-nt starting sequence is randomly generated with
60% G+C content. (b and c) The sequence is then neutrally evolved using rcore
i,j
only, until the base-compositional equilibrium is established (c). This
was reached after about 20 mln substitutions (or an average of 4 substitutions per site (b), where x-axis shows the number of substitutions divided
by the simulated sequence length). The equilibration converges faster when we start from a sequence with lower G+C content. d–g The plots
showing the correlation of the k-mer contents in the equilibrated genome with the corresponding content in the real human genome. The lengths
of the k-mers along with the correlation coefficients are shown on the bottom right corners of the plots. Two correlation coefficients are shown with
the exclusion and the inclusion (the value in the bracket) of CpG containing oligomers (red points in the plots). The dashed lines depict the diagonals
for the ideal match of the k-mer contents the human genome. As rcore
i,j
constants are free of the δrCpG
i,j
contribution (see above), the simulated genome produced
higher alterations in representing the k-mer contents that
have CpGs (red points in Fig. 4d–g). These alterations
visually demonstrate the role of δrCpG
i,j
in the background
compositional landscape of the human genome. The cor-
relations in Fig. 4 are from simulations where the rate
constants were symmetrised according to the inherent
strand-symmetry in double-helical DNA (see Methods). The results without such equalisation are still significant,
though producing slightly worse correlation coefficients
(Figure S8 in Additional file 1). long sequence is equal to the product of the occurrence
probabilities of their constituent bases. For instance, the
probability of observing the AGT triad is the pAGT =
pApGpT product, where the individual pi probabilities are
the base contents expressed in fractions. rcore
i,j
rates and the oligomeric composition of the human
genome The comparison
of the k-mer fractions obtained in this way with the human
genome data (Fig. 5) shows a substantially reduced corre-
lation (for the genomic 7-mer content, Pearson’s R = 0.59
compared to 0.74 using Trek rates). The discrepancies are
minimal while accounting for only the dyad and therefore
singleton contents, however, while using context-invariant
singleton substitution rates in the simplistic in silico sim-
ulations descried above, we observe slight but system-
atic underestimation of the overall G+C content in the
sequence at compositional equilibrium (Fig. 6). Although
excluded via the specificities of the Trek methodology
(Fig. 2), to completely rule out the presence of any circu-
larity in the reproduction of the human genome higher
k-mer (up to 7 nt) content through the Trek rate constants,
we also demonstrated the overall poor agreement between
the k-mer contents of L1 elements used to infer the rate
constants and the human nuclear genome (Figure S9 in
Additional file 1). To confirm that the observed correlations for differ-
ent k-mer contents (Fig. 4d–g) present an improvement
due to our sequence-context-dependent rates, rather than
being a side effect, by a pure chance, in a sequence
where the simulation makes only the single-base compo-
sition converge to that of the real human genome (such
as in a sequence generated using an ideal 4 × 4 single-
nucleotide substitution rate matrix), we calculated the
expected distribution of different k-mers in a genome with
fully random base arrangement but with the exact human
A, T, G and C overall base composition. In the complete
absence of any sequence-context effects, the probability
of the occurrence (fraction) of any k-mer in a sufficiently The described simulations therefore support the attri-
bution of a contributory role that the rcore
i,j
variability plays Sahakyan and Balasubramanian BMC Genomics (2017) 18:81 Page 7 of 17 Fig. 5 Oligomeric composition of the ideal neighbour-invariant sequence. a–d The oligomeric content of the human genome (x-axis) is compared
to the content expected by chance (y-axis) in a sequence that has the exact single-base composition as the human genome, but has substitution
rates that are purely context independent. This corresponds to a hypothetic genome simulation with perfectly correct rsb
i,j single-base rate constants,
but without any δrsr
i,j sequence-context dependency present. rcore
i,j
rates and the oligomeric composition of the human
genome The lengths of the k-mers, along with the Pearson’s correlation coefficients without
and with (the values in the brackets) the CpG containing oligomer data (red points) are shown on the bottom right corners of the plots. The
correlation coefficients are notably smaller compared to the in silico sequence equilibrated based on the full set of context-dependent Trek rcore
i j Fig. 5 Oligomeric composition of the ideal neighbour-invariant sequence. a–d The oligomeric content of the human genome (x-axis) is compared
to the content expected by chance (y-axis) in a sequence that has the exact single-base composition as the human genome, but has substitution
rates that are purely context independent. This corresponds to a hypothetic genome simulation with perfectly correct rsb
i,j single-base rate constants,
but without any δrsr
i,j sequence-context dependency present. The lengths of the k-mers, along with the Pearson’s correlation coefficients without
and with (the values in the brackets) the CpG containing oligomer data (red points) are shown on the bottom right corners of the plots. The
correlation coefficients are notably smaller compared to the in silico sequence, equilibrated based on the full set of context-dependent Trek rcore
i,j
constants. The dashed lines depict the diagonals for the ideal match of the k-mer contents Basal substitution propensity profile and cancer-linked
somatic mutations A recent study, which correlated the cancer and cell divi-
sion frequencies, suggested that cancers, with their multi-
etiologic nature, are linked to random mutation events
upon cell division/DNA replication [56], in addition to
expressing unique type-dependent mutational signatures
[57]. To this end, genomic sites with higher intrinsic BSP
(lower stability) may potentially exhibit a higher preva-
lence of cancer-related genome alterations, as compared
to sites of lower intrinsic BSP (higher stability), should the
germline and cancer-linked somatic mutations share com-
mon mechanisms [54]. Although the sequence context
signatures of cancer mutations and their variation across
different cancer types is out of the scope of the present
work and is covered in detail elsewhere [57–62], here we
examined the simple relationship between our calculated
germline BSP values and the observed cancer-associated
somatic mutations accessed via the annotated COSMIC
database of somatic mutations in cancer [63] (Methods). Since the Trek data are for the core neutral substitu-
tions, we restricted the analysis to the non-coding and
non-polymorphic (not identified as SNP) point mutations
(6 mln) in cancer. By mapping these sites to the human
genome and retrieving the sequence-context information Fig. 6 G+C content equilibration of random sequences with 60 and
30% initial G+C contents. Here, the in silico genome is equilibrated by
using either the Trek rcore
i,j
constants with up-to 7-mer context
dependence (green lines), or only the singleton rates from Trek
without any context dependence (red line, shown for only the 30%
G+C content start). The simulation accounting for the context
dependence results in 38.19 and 38.18% of G+C content (compare to
40.45% for the repeat-masked human genome), starting from
random sequences with 60% and 30% G+C contents respectively. The simulation with only the singleton rates converged at lower
37.36% value for the G+C content, where we expected the least
disagreement between the “most-ideal” singleton vs. 7-mer
description of the substitution rates (see Fig. 5a). Please note, that in
the hypothetic case of the most ideal singleton substitution rate
constants, the discrepancy is more pronounced while analysing the
genomic contents of the higher k-mers, as presented in Fig. 5 Fig. 7 Sequence-context dependence of the rcore
i,N basal substitution propensity (BSP) constants. Basal substitution propensity profile of the human
genome, substitution prone and resistant motifs Here, the in silico genome is equilibrated by
using either the Trek rcore
i,j
constants with up-to 7-mer context
dependence (green lines), or only the singleton rates from Trek
without any context dependence (red line, shown for only the 30%
G+C content start). The simulation accounting for the context
dependence results in 38.19 and 38.18% of G+C content (compare to
40.45% for the repeat-masked human genome), starting from
random sequences with 60% and 30% G+C contents respectively. The simulation with only the singleton rates converged at lower
37.36% value for the G+C content, where we expected the least
disagreement between the “most-ideal” singleton vs. 7-mer
description of the substitution rates (see Fig. 5a). Please note, that in
the hypothetic case of the most ideal singleton substitution rate
constants, the discrepancy is more pronounced while analysing the
genomic contents of the higher k-mers, as presented in Fig. 5 stability of C in the wntCnwn context, and analogously, G
in the nwnGanw context. Those bases become prone to
substitutions, independently from the well-studied CpG
context, in the nmrCarn and nytGykn motifs for the C and
G bases respectively. Furthermore, A and T bases become
prone to more frequent substitutions in the ncwAtnn and
analogous ngwTann motifs (Fig. 7). Basal substitution propensity profile and cancer-linked
somatic mutations a–h Sequence logos [55] are shown for all the
unique 7-mer sequences grouped by the central base type (columns) and the category of the BSP range the sequences fall in (rows, BSP range is
shown in byr−1 rate constants). The y-axes in the individual sequence logos show the information content in bits. The x-axes outline the
neighbouring base positions relative to the central base. For each sequence, the BSP of the central base (i) depicts the sum of the core rate constants
for the substitutions to the three other (non-i) bases, rcore
i,N
= rcore
i,b2 + rcore
i,b3 + rcore
i,b4 . As can be seen from the plots, the bases A and T are highly mutable
when the neighbouring positions are enriched in the same, A and T, bases (compare the logos a and d with e and h). The adjacent enrichment in A
increases the BSP of C (b), and decreases the BSP of G (g) bases. Conversely, the adjacent enrichment in T increases the BSP of G (c) and decreases
that of C (f) bases. Note, that our data are for rcore
i,N , thus independent from the methylation-driven increased mutation rates in CpG dyads [12–14] Fig. 7 Sequence-context dependence of the rcore
i,N basal substitution propensity (BSP) constants. a–h Sequence logos [55] are shown for all the
unique 7-mer sequences grouped by the central base type (columns) and the category of the BSP range the sequences fall in (rows, BSP range is
shown in byr−1 rate constants). The y-axes in the individual sequence logos show the information content in bits. The x-axes outline the
neighbouring base positions relative to the central base. For each sequence, the BSP of the central base (i) depicts the sum of the core rate constants
for the substitutions to the three other (non-i) bases, rcore
i,N
= rcore
i,b2 + rcore
i,b3 + rcore
i,b4 . As can be seen from the plots, the bases A and T are highly mutable
when the neighbouring positions are enriched in the same, A and T, bases (compare the logos a and d with e and h). The adjacent enrichment in A
increases the BSP of C (b), and decreases the BSP of G (g) bases. Conversely, the adjacent enrichment in T increases the BSP of G (c) and decreases
that of C (f) bases. Basal substitution propensity profile of the human
genome, substitution prone and resistant motifs in shaping the compositional landscape of the human
nuclear genome [51]. Importantly, our study demonstrates
that the non-specific core substitution rates are capa-
ble of producing apparent selection or depletion patterns
in higher k-mers, beyond dyads, in the human genome. To this end, the 7-mer content from our in silico equili-
brated sequences, obtained solely based on the set of rcore
i,j
constants, can serve as a background standard to reveal
specific selection [52] for or against different sequence
motifs in the human genome. Trek mapper provides the full set of rcore
i,j
constants for
each position in the whole human genome. Such data
enables us to calculate the germline context-dependent
basal substitution propensity (BSP) by taking the sum of
the individual rate constants for the three possible sub-
stitutions at each base position, thus producing the core
rcore
i,N
constant for the substitution of a given base i by
any other base N. Figure S10 in Additional file 1 shows
the BSP profiles calculated for the individual chromo-
somes (red) as compared with the whole genome profile
(green), where most of the chromosomes exhibit the same
overall distribution as the whole genome. Further group-
ing and analysis [55] of the unique sequences found in
regions of different BSP for the whole human genome
reveals motifs with varying substitution propensities of
the bases at the centre of 7-mers (Fig. 7). In particular,
adhering to the standard nucleobase notation in small
letters (a=A, c=C, g=G, k={G, T}, m={A, C}, n={A, C,
G, T}, r={A, G}, t=T, w={A, T}, y={C, T}), the compar-
ative examinations of the sequences reveal the overall Similar link between the context-dependent mutation
pressure and the nucleotide composition has recently
been shown for the triad counts in the bacterial genome of
Mesoplasma forum [53] and in the human mitochondrial
genome [54]. Interestingly, the latter study employed the
somatic mutation propensities found by analysing can-
cer genomes to reproduce the triad count of the human
mitochondrial genome, as an evidence of the link between
the somatic and germline mutation rates in human mito-
chondria. That link is further visible in the cancer anal-
ysis presented here (vide infra) for the human nuclear
genome. Sahakyan and Balasubramanian BMC Genomics (2017) 18:81 Sahakyan and Balasubramanian BMC Genomics (2017) 18:81 Page 8 of 17 Fig. 6 G+C content equilibration of random sequences with 60 and
30% initial G+C contents. Basal substitution propensity profile and cancer-linked
somatic mutations substitutions accumulate in a genome [5, 51, 67], (also
see Box 1 in [68]), and, we have applied stringent cri-
teria for filtering out L1 positions with a potential to
be non-neutral, our Trek rcore
i,j
substitution rate con-
stants may serve as contributory estimates for germline
mutation rates (especially for the relative mutation rates
across individual base conversions). The Trek method
complements previous studies on the germline muta-
tion rates [5], and retrieves rate constants (per site, in
time domain, byr−1) in a single genome manner, where
all the detected substitutions in L1 remnants (their neu-
tral positions only) retrieved from a single genome have
accumulated while evolving in multiple (39,894) copies
within a lineage of a single organism. This may have a
potential to minimise fixation biases and further eliminate
biases attributed to the change (mutations) in background
mutagenic and reparatory machineries, from an individ-
ual to individual, when comparing data from multiple
genomes. Taking into account the singleton composi-
tion of the unmasked human genome (Additional file 2)
and the rsb
i,j constants for the individual transitions and
transversions brought in Fig. 3, as estimated through Trek
method, we can provide a new estimate for the overall
germline mutation rate for the human genome to be 1.176
mutations per site per billion year for the used reference
human genome. This makes 2.35 × 10−8 mutations per
site per generation, assuming 20 years of average gen-
eration span [2]. Interestingly, the value is slightly lower
than the ∼2.5 × 10−8 estimate [2, 5, 67, 69, 70] based on
phylogenetic-based approaches, which can be attributed
to the more aggressive elimination of biases built in the
Trek design (see above). However, the estimate is still
greater than the more recent 1.2 × 10−8 to 1.45 × 10−8
evaluations from pedigree-based studies [71–74], known
to be free from background recombination influence but
highly dependent on the paternal age [75]. Less so for the
relative values of the rates for individual base-conversions,
we expect the absolute values in Trek to be dependent on
the absolute timing of the used five subfamilies of L1 ele-
ments. Although the latter reliance may be the cause of the
relatedness of the Trek estimate to the phylogeny-based
ones, our estimate is still a useful addition to the ongoing
debate on calibrating the average germline mutation rates
[76–78]. Basal substitution propensity profile and cancer-linked
somatic mutations Note, that our data are for rcore
i,N , thus independent from the methylation-driven increased mutation rates in CpG dyads [12–14] Fig. 7 Sequence-context dependence of the rcore
i,N basal substitution propensity (BSP) constants. a–h Sequence logos [55] are shown for all the
unique 7-mer sequences grouped by the central base type (columns) and the category of the BSP range the sequences fall in (rows, BSP range is
shown in byr−1 rate constants). The y-axes in the individual sequence logos show the information content in bits. The x-axes outline the
neighbouring base positions relative to the central base. For each sequence, the BSP of the central base (i) depicts the sum of the core rate constants
for the substitutions to the three other (non-i) bases, rcore
i,N
= rcore
i,b2 + rcore
i,b3 + rcore
i,b4 . As can be seen from the plots, the bases A and T are highly mutable
when the neighbouring positions are enriched in the same, A and T, bases (compare the logos a and d with e and h). The adjacent enrichment in A
increases the BSP of C (b), and decreases the BSP of G (g) bases. Conversely, the adjacent enrichment in T increases the BSP of G (c) and decreases
that of C (f) bases. Note, that our data are for rcore
i,N , thus independent from the methylation-driven increased mutation rates in CpG dyads [12–14] Page 9 of 17 Sahakyan and Balasubramanian BMC Genomics (2017) 18:81 substitutions accumulate in a genome [5, 51, 67], (also
see Box 1 in [68]), and, we have applied stringent cri-
teria for filtering out L1 positions with a potential to
be non-neutral, our Trek rcore
i,j
substitution rate con-
stants may serve as contributory estimates for germline
mutation rates (especially for the relative mutation rates
across individual base conversions). The Trek method
complements previous studies on the germline muta-
tion rates [5], and retrieves rate constants (per site, in
time domain, byr−1) in a single genome manner, where
all the detected substitutions in L1 remnants (their neu-
tral positions only) retrieved from a single genome have
accumulated while evolving in multiple (39,894) copies
within a lineage of a single organism. Basal substitution propensity profile and cancer-linked
somatic mutations g
Overall, the results show that the intrinsic BSP of differ-
ent sites in DNA may contribute to their absence/presence
in pathological genotypes. In particular, we observe that
7-mers with low germline BSPs of the central base are rel-
atively depleted in cancer-linked somatic mutation data
(Figure S12 in Additional file 1 and Fig. 8). They present
a cancer enrichment ratio that is smaller than 1, whereas
for the unstable 7-mers, the enrichment ratio, on aver-
age, tends to 1, meaning that their presence in cancer
is overall comparable to the one in the whole genome. Focusing on the average trend (red lines in Fig. 8) that
does not expand to the k-mers with > 1 cancer enrich-
ment ratio, we cannot comment about the behaviour of
the sites of higher mutability in cancer by the present
work. Those could potentially be better reflected in
the cancer mutational signature analyses done by others
[57, 60, 61]. Our results, however, further outline the
potential role of the general imbalance in repair machin-
ery in determining the accumulation of somatic mutations
in cancer, where the mutations are originally caused by
errors in replication that possibly emerge via mechanisms
more or less common in somatic and germline cells [54]. Conclusions We have employed a single-genome approach (Trek) that
reveals the core (rcore
i,j =rsb
i,j + δrsr
i,j) component of the spon-
taneous single-nucleotide substitution rates and basal
substitution propensity constants (rcore
i,N ) for the human
nuclear genome (Figs. 2 and 3). Although the mobile
DNA elements have been used before [20, 40, 46, 79]
for estimating averaged substitution rates, the increased
quality of the human reference sequence and the detailed The relation between the Trek rcore
i,j
and germline mutation
rates Basal substitution propensity profile and cancer-linked
somatic mutations This may have a
potential to minimise fixation biases and further eliminate
biases attributed to the change (mutations) in background
mutagenic and reparatory machineries, from an individ-
ual to individual, when comparing data from multiple
genomes. Taking into account the singleton composi-
tion of the unmasked human genome (Additional file 2)
and the rsb
i,j constants for the individual transitions and
transversions brought in Fig. 3, as estimated through Trek
method, we can provide a new estimate for the overall
germline mutation rate for the human genome to be 1.176
mutations per site per billion year for the used reference
human genome. This makes 2.35 × 10−8 mutations per
site per generation, assuming 20 years of average gen-
eration span [2]. Interestingly, the value is slightly lower
than the ∼2.5 × 10−8 estimate [2, 5, 67, 69, 70] based on
phylogenetic-based approaches, which can be attributed
to the more aggressive elimination of biases built in the
Trek design (see above). However, the estimate is still
greater than the more recent 1.2 × 10−8 to 1.45 × 10−8
evaluations from pedigree-based studies [71–74], known
to be free from background recombination influence but
highly dependent on the paternal age [75]. Less so for the
relative values of the rates for individual base-conversions,
we expect the absolute values in Trek to be dependent on
the absolute timing of the used five subfamilies of L1 ele-
ments. Although the latter reliance may be the cause of the
relatedness of the Trek estimate to the phylogeny-based
ones, our estimate is still a useful addition to the ongoing
debate on calibrating the average germline mutation rates
[76–78]. (7-nt long sequences centred at the mutation points), we
processed the data with Trek mapper and obtained the
BSP (rcore
i,N ) profile for the non-coding sites detected in
human cancer. The outcome in Figure S11 in Additional
file 1, overlapped with the whole-genome BSP profile,
shows that stable sites in the human genome, assigned by
the Trek mapper to have rcore
i,N below 1.13 byr−1, are signif-
icantly less likely to undergo somatic mutations in cancer. Like many other disease-causing mutation sites [64], most
of the sites that are highly enriched in cancer (Figure S12a
in Additional file 1) are CpGs [65], which, even without
accounting for the methylation driven increase [12–14]
of the mutation rates, show high basal mutability [66]. Basal substitution propensity profile and cancer-linked
somatic mutations However, Figure S12b, c in Additional file 1 demonstrates
the discussed trend in the 7-mer cancer enrichment ratio
(Methods) vs. BSP dependence even when all the CpG
sites are removed from the analysis. Furthermore, while
investigating the same relationship in different varieties
of cancer (as classified based on the primary tissue and
primary cancer types, see Methods) we can see that the
trend is mostly in place for the 11 cancer types where
we have enough data on non-coding somatic mutations
(Fig. 8), with the only exception being the oesophageal
carcinoma (Fig. 8e, l). The latter deviation might stem
from the greater role of carcinogen driven mechanisms of
somatic mutations in a tissue (oesophageal) more exposed
to external carcinogens. (7-nt long sequences centred at the mutation points), we
processed the data with Trek mapper and obtained the
BSP (rcore
i,N ) profile for the non-coding sites detected in
human cancer. The outcome in Figure S11 in Additional
file 1, overlapped with the whole-genome BSP profile,
shows that stable sites in the human genome, assigned by
the Trek mapper to have rcore
i,N below 1.13 byr−1, are signif-
icantly less likely to undergo somatic mutations in cancer. Like many other disease-causing mutation sites [64], most
of the sites that are highly enriched in cancer (Figure S12a
in Additional file 1) are CpGs [65], which, even without
accounting for the methylation driven increase [12–14]
of the mutation rates, show high basal mutability [66]. However, Figure S12b, c in Additional file 1 demonstrates
the discussed trend in the 7-mer cancer enrichment ratio
(Methods) vs. BSP dependence even when all the CpG
sites are removed from the analysis. Furthermore, while
investigating the same relationship in different varieties
of cancer (as classified based on the primary tissue and
primary cancer types, see Methods) we can see that the
trend is mostly in place for the 11 cancer types where
we have enough data on non-coding somatic mutations
(Fig. 8), with the only exception being the oesophageal
carcinoma (Fig. 8e, l). The latter deviation might stem
from the greater role of carcinogen driven mechanisms of
somatic mutations in a tissue (oesophageal) more exposed
to external carcinogens. The relation between the Trek rcore
i,j
and germline mutation
rates Since the rates of point mutations can be indirectly
estimated by determining the rates at which neutral Sahakyan and Balasubramanian BMC Genomics (2017) 18:81 Page 10 of 17 Fig. 8 Enrichment of 7-mers with varying BSPs in somatic mutation sites linked to different cancer types. a–k Each point in the plots corresponds to
a unique 7-mer sequence. All the 7-mers that had either C or G of a CpG dyad at the centre were excluded from the plots representing the zoomed
[0, 3] byr−1 range of BSPs. The plots (a–k) show data from 11 cancer types, with their primary tissue and primary cancer types indicated at the
top-right corner of each plot. The red lines in (a–k) represent the Lowess [87] smoothing fits, outlining the decrease of the cancer enrichment ratio
with the decrease in BSP. The numbers at the top-left corners of the plots show the slopes of the linear fits (not shown) for the data points below
the 1.3 byr−1 (vertical line), where the depletion of stable k-mers is the most pronounced. The linear model slopes coming from all 11 cancer types
are shown in (l) for comparing the extent of the cancer enrichment ratio vs. BSP dependence across the analysed cancer types Fig. 8 Enrichment of 7-mers with varying BSPs in somatic mutation sites linked to different cancer types. a–k Each point in the plots corresponds to
a unique 7-mer sequence. All the 7-mers that had either C or G of a CpG dyad at the centre were excluded from the plots representing the zoomed
[0, 3] byr−1 range of BSPs. The plots (a–k) show data from 11 cancer types, with their primary tissue and primary cancer types indicated at the
top-right corner of each plot. The red lines in (a–k) represent the Lowess [87] smoothing fits, outlining the decrease of the cancer enrichment ratio
with the decrease in BSP. The numbers at the top-left corners of the plots show the slopes of the linear fits (not shown) for the data points below
the 1.3 byr−1 (vertical line), where the depletion of stable k-mers is the most pronounced. The linear model slopes coming from all 11 cancer types
are shown in (l) for comparing the extent of the cancer enrichment ratio vs. The relation between the Trek rcore
i,j
and germline mutation
rates BSP dependence across the analysed cancer types subfamily divergence studies for the L1 elements [36–39]
done during the past decade enabled the construction of
a specific direct method for the single-genome retrieval
of the core rcore
i,j
rate constants at a single-nucleotide
resolution, while also accounting for the comprehensive
short-range context effects beyond the previous estimates
for the +1/-1 base effects [35]. The retrieval of our rcore
i,j
data in a single-genome manner adds additional value,
since it ensures the absence of potential bias present a) in
the comparison of the genomes of different species due
to the differences in the molecular machinery (presence
of mutations in the respective genes) that influence the
overall mutation rates, and b) in the SNP-counting based
methods that rely on sites where the visible polymorphism
may contain significant selection bias. compared to the analogous contents from the calculations
based on the singleton substitution rates. The calculated
basal substitution propensities revealed motifs that are
prone or resistant to substitutions (Fig. 7), and confirmed
the presence of a link between core substitution rates in
the germline and the somatic mutations in cancer, outlin-
ing possible commonalities in the mechanisms of muta-
tions at both levels (Fig. 8). The discussed parallel between
the Trek rcore
i,j
substitution rates and the germline muta-
tions makes the observed link with the somatic mutations,
inferred from a cancer database, be more logical. We have become aware of a recently published paral-
lel study [80], where the authors revealed the context-
dependent mutation probabilities by analysing the vari-
ation reflected in the multiple genomes of the 1000
Genomes Project [81, 82]. By arriving to the CAAT muta-
ble motif (Fig. 7a) and outlining the importance of the
heptameric context (Figure S5 in Additional file 1) in
explaining the mutational patterns, the work provided Our context-dependent rate constants were then used
to drive the equilibration of a random DNA sequence
(Fig. 4). The resulting DNA had k-mer (up to 7) contents
in better agreement with those of the human genome, as Sahakyan and Balasubramanian BMC Genomics (2017) 18:81 Sahakyan and Balasubramanian BMC Genomics (2017) 18:81 Page 11 of 17 means to additionally validate part of our results by com-
pletely different means. Appealingly, the Trek method
retrieves rate constants (in time domain, byr−1) in a
single genome manner (see above). The relation between the Trek rcore
i,j
and germline mutation
rates Besides the potential
minimisation of fixation biases, this may provide an
opportunity to detect some of the biases attributed to
the change (because of mutations) in background muta-
genic and repair machineries, from individual to individ-
ual, when comparing two or more genomes. In particular,
Fig. 9 demonstrates that neutral substitution probabili-
ties may be elevated in one population as compared to
the other. The difference was detectable owing to the
multi-genomic analyses within each population done in
[80]. Trek may thus serve as a single-genome independent
and complementary method to assess inter-individual and
inter-population variation of the substitution rates, and
retrieve the context-dependent rates for species with only
single sequenced genome available. Fig. 9 Agreement between the 7-mer context-dependent Trek rate
constants (in byr−1), determined in a single-genome manner, and the
context-dependent substitution probabilities from the 1000 Genomes
Project. a–c The correlation plots are shown for the substitution The extended set of core substitution rate constants
and the associated program we report may enrich our
resources and potentially help advance our understanding
of genome dynamics, with possible implications for the
role of random substitutions in the emergence of patho-
logical genotypes and the neutral evolution of proteomes. Methods The human reference genome sequence was taken from
the Ensembl database (www.ensembl.org), and was of
the version hg19/GRCh37. The positions and span of
the retrotransposons were taken from the output of
the RepeatMasker [83] processing, accessed through the
UCSC genome database (www.genome.ucsc.edu). The
repeat annotations were those corresponding to the ver-
sion of the used human RefSeq genome. The R [84]
programming language (www.r-project.org) was used for
all the consecutive analyses. Most of the computations
were performed on the available Linux workstation and
computing cluster facilities hosted at the Department
of Chemistry, University of Cambridge, and the Cancer
Research UK Cambridge Institute. The specific details
on the employed methods are brought below, with the
general flow and the reasoning behind the approach pre-
sented in Results and discussion. Fig. 9 Agreement between the 7-mer context-dependent Trek rate
constants (in byr−1), determined in a single-genome manner, and the
context-dependent substitution probabilities from the 1000 Genomes
Project. a–c The correlation plots are shown for the substitution
probabilities inferred [80] from three different (African, European and
Asian) populations [81]. Only 7-mers with data present in both works
were used for the comparisons. Overall, the plots highlight the good
agreement between the two methods, and show the variation in
substitution probabilities across different populations. This variation
may be caused by genetic differences in those populations affecting
genes/proteins involved in the background mutagenic and repair
machineries, thus altering the spontaneous mutation rates Fig. 9 Agreement between the 7-mer context-dependent Trek rate
constants (in byr−1), determined in a single-genome manner, and the
context-dependent substitution probabilities from the 1000 Genomes
Project. a–c The correlation plots are shown for the substitution
probabilities inferred [80] from three different (African, European and
Asian) populations [81]. Only 7-mers with data present in both works
were used for the comparisons. Overall, the plots highlight the good
agreement between the two methods, and show the variation in
substitution probabilities across different populations. This variation
may be caused by genetic differences in those populations affecting
genes/proteins involved in the background mutagenic and repair
machineries, thus altering the spontaneous mutation rates Revealing the core substitution rate constants Therefore, by assuming a threshold of 80%, we allow up to
15 times the variation of the rates from the average esti-
mate, which is a safe range [4] for the direct estimation
of the single-nucleotide substitution rates and their core
variation. Having the substitution fraction data, from five different
ages and for three (b1→b2, b1→b3, b1→b4) possible sub-
stitutions at the position i, allowed the fitting of a linear
model via the least squares methodology for the fraction-
versus-time dependence for each substitution separately
(Fig. 2d). If the data, hence the fitted line, were of high
quality, the slope was expected to represent the rcore
i,j
sub-
stitution rate constant. We applied the final robustness
filtering at this stage, by making sure that the rates were
calculated for only the cases where the time correlation
of the substitution fractions in Fig. 2d had greater than
0.7 Pearson’s correlation coefficient (3rd stringency cri-
terion, Figure S1 in Additional file 1). This ensured that
the retrieved fractions of the substitutions comprised of
only the time-accumulated substitutions, rather than of
targeted substitutions during the active life-span of the L1
elements, before their silencing. The acceptability of taking 700 as the minimum num-
ber of L1 remnants mapped onto a given ith position of
the L1 reference sequence, while retrieving substitution
rate constants, was checked via the following test. We
divided the L1 sequence pool into two and retrieved the
substitution rates twice, in each case using the L1 rem-
nants from the halved pool only. This resulted in two
sets of position-specific rate constants, however, with the
dataset division resulting in a less number of positions
that passed the 700 threshold and the other filtering cri-
teria described below. The high correlation between the
two sets (Pearson’s R > 0.9), demonstrated the validity
of 700 as a threshold. The high correlation held when
decreasing the threshold to 500, decaying after. We have,
however, adhered to 700 to ensure the quality of the final
values. Please note, however, that the correlation coefficients
in most of such time correlations that passed the whole
Trek procedure were substantially higher (the observed
Pearson’s correlation coefficients were centred at 0.92
with 0.07 standard deviation). Furthermore, the resulting
slope (rate constant) estimates had significantly high t-
values, averaged at 6.2, showing that the standard error in
estimates was, on average, 6.2 times smaller than the esti-
mated value. Revealing the core substitution rate constants Project. a c The correlation plots are shown for the substitution
probabilities inferred [80] from three different (African, European and
Asian) populations [81]. Only 7-mers with data present in both works
were used for the comparisons. Overall, the plots highlight the good
agreement between the two methods, and show the variation in
substitution probabilities across different populations. This variation
may be caused by genetic differences in those populations affecting
genes/proteins involved in the background mutagenic and repair
machineries, thus altering the spontaneous mutation rates All the remnant sequences of the selected L1 subfamilies
(Fig. 1, Table S1 in Additional file 1) were first aligned onto
the 6064 nucleotide (nt) reference sequence. As the refer-
ence, we took the consensus sequence of the human L1Hs
retrotransposon (Fig. 2a, b, Figures S1 and S2 in Addi-
tional file 1). The alignment was done in a pairwise man-
ner with high end-gap penalties (“overlap” mode) that,
while allowing insertions and deletions, did not severely
break the queried sequences for false mappings with a Sahakyan and Balasubramanian BMC Genomics (2017) 18:81 Page 12 of 17 Page 12 of 17 Sahakyan and Balasubramanian BMC Genomics (2017) 18:81 Page 12 of 17 better global alignment score. R [84] with the Biostrings
library for alignment was used. After the alignment, all
the relevant substitution fractions were collected for each
position in the five L1 subfamilies reporting on a specific
time epoch (Fig. 2b, c). For example, if the position i in the
reference sequence was G (b1), the substitution rate con-
stants were calculated for the G→A (b1→b2) transition
and G→C (b1→b3), G→T (b1→b4) transversions. First,
the base fractions were calculated for five time-reporting
L1 subfamilies; i.e. to get the fraction of substitutions
accumulated in ∼20.4 myr (age of L1PA5 [37]), all bases
in L1PA5 remnants that were precisely mapped on the ith
position of the reference sequence were counted, and the
fractions of G, A, C and T bases retrieved (Fig. 2c). Here,
we applied one of the robustness checks (1st stringency
criterion) and made sure that the fractions were estimated
if at least 700 mapped bases were present for the ith posi-
tion in each time-reporting subfamily (Fig. 2b, Figure S1
in Additional file 1). Revealing the core substitution rate constants Sahakyan and Balasubramanian BMC Genomics (2017) 18:81 Page 13 of 17 of the second substitution to another, k ̸= j, base happen-
ing at the same position to be (rδt)2, which is the product
of individual substitution probabilities assuming that the
rate constant does not change from our average estimate
r across those two substitution types. We can permit this
for the sake of the back-of-the-envelope estimation of the
order of the effect expected from the repeated substitu-
tions hitting the same site within 20.4 myr period. To
this end, the δf app
j
apparent change in i→j substitution
fraction that we would observe by neglecting the addi-
tional j→k substitution, would underestimate the more
realistic δfj and be equal to δf app
j
=rδt-(rδt)2, as we would
not count the j bases that emerged but became addition-
ally substituted by k. Hence, the corresponding apparent
rate constant that neglects second substitution would also
underestimate the actual value r, and can be expressed as
rapp=δf app
j
/δt=(rδt-(rδt)2)/δt=r(1-rδt). This means that
the underestimation of the actual rate constant would be
by [ r-r(1-rδt)] ×100/r=100 × rδt %. Putting 0.64 byr−1
for r and the 0.0204 byr for δt, we can expect only 1.3%
contribution to rate constants from the repeated second
substitution at the same position within 20.4 myr. Since
some of the other non-j bases could revert to js and bal-
ance the underestimation of the δfj fraction, the error
could be even smaller. This shows that repeated substi-
tutions could be neglected in our 20.4 myr time-scale. Furthermore, the validity of the rcore
i,j
rate constants (Fig. 3)
was further checked through the independent analyses
reflected in Figure S3 in Additional file 1 and Fig. 9. was of the bi (1) or any other base type (0). For instance,
if we want to develop a model accounting for only a single
upstream (pos = −1) and a single downstream (pos = +1)
nucleotides, hence predicting the substitution rates for
different 3-mers, where the central base is the one that
mutates, then we would produce 8 pos/bi features for the
GBM fitting. There, 4 binary features (-1/A, -1/C, -1/G
and -1/T) would describe whether the upstream -1 posi-
tion is of base type A, C, G or T, and 4 binary features
(pos/bi) would describe the same for the downstream +1
position. Revealing the core substitution rate constants The individual t-values are presented in the
Additional file 2 along with the rate constants. The procedure was done for all the 6064 positions in
the L1 reference sequence, except the positions 5856–
5895 and 6018–6064, close to the 3’-end (Figure S2 in
Additional file 1) that engulf low-complexity G-rich and
A-rich sequences correspondingly, prone to alignment
errors. We also aimed at calculating such substitution rates for
only the positions where the substitutions are neutral and
not specifically selected for or against (2nd stringency cri-
terion). In other words, the position should not be a poly-
morphic or a subfamily speciation-defining nucleotide. We filtered out such cases by ensuring that any eligi-
ble ith position had the same nucleotide of the reference
sequence as its most prevalent variant with a minimum
of 80% occurrence in all subfamilies (Fig. 2c, Figure S1 in
Additional file 1). One of the reasons for the usage of only the young L1
subfamilies (spanning 20.4 myr age) was to minimise the
potential error in rate constant determination in the Trek
procedure caused by repeated substitutions hitting the
same position during the considered period of the sub-
stitution accumulation. The effect is indeed negligible for
20.4 myr span, as we can estimate using the above men-
tioned 0.64 byr−1 value [4] for the average i→j substitu-
tion rate constant, r. Since the rate constant is sufficiently
small to induce only a small δfj change in substituted base
fraction during the δt = 0.0204 byr (20.4 myr) time period
(see above), we can equate the δfj change in the fraction of
the base j (at the given position that had the original base i
identity in a large population of homologous sequences) to
the p ≈δfj ≈rδt substitution probability within δt period. We can thus make a crude estimation for the probability The 80% threshold was taken from the following consid-
eration. The average crude single-nucleotide substitution
rate is noted to be 12.85 × 10−9 substitutions per site
per generation [4]. Assuming an average generation length
of 20 years [2], the substitution rate constant in a time
domain can be crudely approximated as 0.64 byr−1. In
the course of 20.4 myr (the age of L1PA5), this should
result in only a 1.31% substituted base fraction at a given
site, caused by the average spontaneous substitution rates. Revealing the core substitution rate constants We built the models using 3-, 5-, 7-, 9-, and 11-
mers, thus accounting for one, two, three, four and five
upstream and the same number of downstream neigh-
bour bases (Figure S4 in Additional file 1). The absence
of the coupling in the binary features, unlike in the case
where, for instance, one employs only two binary features
per 4 states, enabled us to also investigate the predictive
significance of each nucleobase identity at a given neigh-
bouring position, which was useful in deciding against
the construction of more complex machine learning mod-
els (see below) using additional features with higher level
of abstraction for the sequence information (overall base
content, sequence-derivative properties). The GBM mod-
els were then fitted by systematically trying different per-
mutations of the tuning values [49] for the number of
trees (50-7500), interaction depth (1-10), shrinkage (0.001,
0.01 and 0.1), the number of minimum observations per
node (1-28) and the bag fraction (0.25-0.65). The optimal
combinations of the tuning parameters were found per
substitution type and sequence length, via a 16-fold cross
validation repeated 7 times. The found best parameters
are accessible in the Additional file 2, and the predic-
tive performances of the best models, from the repeated
cross validation studies, are presented in Figure S5 in
Additional file 1. To make a predictor of rcore
i,j
based on a
sequence only, we, however, found it much better to use
direct averaged values coming from the proposed Trek
methodology for each k-mer, rather than the GBM mod-
els, as the Trek values are already well averaged across
multiple occurrences of the same sequence in different
loci of the human genome (Figs. 1, 2 and 3, Figure S3 in
Additional file 1). Furthermore, the overall poor perfor-
mance of the decision-tree-based GBM models implies
that the influence of the immediate context is highly
non-additive and non-Bayesian, which is expected tak-
ing into account the nature of the core context-dependent
mutations. The latter reflect the intrinsic short-range
sequence properties, interactions and recognition with
the overall mutagenic and repair machinery present in
a given organism. There, the whole sequence at a cer-
tain small (< 10 nt) scale [9] is what likely defines the
interaction [11], and it is hard to represent such effects
through even smaller-scale constituents linked with each
other at a certain dimension
The direct model-free Mapping the Trek substitution data We developed an open source Trek mapper program. For
each i position in a query sequence (Figure S6 in Addi-
tional file 1), the program looks at the bases i −3 to
i + 3. If the exact 7-mer, with the associated rate con-
stant values, is not available in the Trek database, the
program reduces the size of the sequence to 5, by con-
sidering i −2 to i + 2 positions, or, if necessary, to 3- or
1-mers, until an exact match is found in the database. This
would mean that some reported substitution rates would
come from the actual triad data. In any case, about half
will come from pentads and some from heptads, account-
ing for more precise sequence-context information (see
Results and discussion for the numbers). A few will orig-
inate from the fully averaged single-base (1-mer) Trek
rates. For each unique sequence in the discussed 7-, 5-,
3- and 1-mers, if the k-mer appears more than once in
the reference L1 sequence, of course with different neigh-
bours at the positions out of the k-mer range, we average
the Trek values by taking the median. For instance, the
rG,A substitution rate constant in the 3-mer AGT rep-
resents the rate averaged across all the appearances of
AGT in the L1 reference sequence, which would nor-
mally be with varying other neighbour bases, out of the
3-mer range. The rG,A in AGT will therefore represent the
average rate constant across all the representatives of the
significant range, the NNAGTNN 7-mers, present in L1,
where N can be any of the four bases. In the same way, the
substitution rate constants for the single bases (1-mers)
can be considered as fully averaged across all the possible
neighbour effects in NNNGNNN sequences. Our algo-
rithm therefore makes the most of transposon exposed
substitution rate data of the human genome, returning the
best possible values inferable from our Trek database and,
where uncertainty is present, returning the best averaged
values for a shorter context range. Furthermore, we have
enabled the usage of symmetrized Trek parameterisation,
assuming an overall strand-invariance of the substitution
rates. Sahakyan and Balasubramanian BMC Genomics (2017) 18:81 Page 14 of 17 k-mers were equalised. For example, the G→A substitu-
tion rate constant (r1) in the 3-mer AGC was set equal to
the complementary C→T rate constant (r2) in the reverse
complementary GCT. The data equalisation was done in
the following way: if both r1 and r2 were of the same
quality accounting for the whole sequence-context infor-
mation in both 3-mer variants, then both values were
set to (r1 + r2)/2; however, if one of the rate constants
was determined with a better quality, since the full 3-
mer data for the other case was missing and the 1-mer
average was used as a replacement, then the rate con-
stant of the better quality variant was assigned to both
r1 and r2. Accounting for the strand symmetry improves
the results of the validation studies, further refining the
substitution rate constant values and increasing the cover-
age of longer k-mers in the Trek database. The described
open source program, along with the associated data can
be accessed through the http://trek.atgcdynamics.org web
page. Future improvements in data and the program,
through extending the types of mobile DNA in the Trek
procedure, will be reflected on the same web site. The
Trek mapper server application was written in R, using
the Shiny library and server backend (http://shiny.rstudio. com). The stand-alone program, supporting both graph-
ical and programmatic (terminal) interaction and multi-
processor computing, can be obtained from the same web
page, to be used for larger projects and genomes. approach used in our Trek mapper methodology (see
below) thus seems preferable in mapping the rcore
i,j
rate
constants throughout the human genome. To this end,
the GBM models here had a sole purpose of identifying
the optimal range of influence for accounting the neigh-
bouring nucleotides. The optimal range was found to be
captured, on average, by a 5-7-nt long window (Figures
S4 and S5 in Additional file 1) which is in an excellent
agreement with the prior < 10 nt estimate [9–11, 44,
50]. We thus used the maximum 7-nt length to strat-
ify the Trek data for the further model-free mapping
on any provided sequence, including the whole human
genome. Finding the influence range of neighbour nucleotides Finding the influence range of neighbour nucleotides
We have used gradient boosting machines (GBM) [48,
49] to elucidate the effective range for the core sequence-
context effects. This was achieved by developing test mod-
els to evaluate the predictive strength of only the neigh-
bouring bases in defining the core substitution rate of
the central base. Tree-based gradient boosting machines
(GBM) are a class of machine learning methodologies
that produce strong regression or classification models by
creating an ensemble of weaker models. The technique
consecutively adds weaker models in the forms of decision
trees that aim to reduce the residuals of the predictions
[48, 49]. It was used as implemented in the gbm library
for R. For each i→j substitution type, all the found Trek
data were taken without the possible outliers, which were
filtered by allowing only the usage of the values that were
within the 1.65 × standard deviation range (keeps ∼90%
data if normally distributed) of the constants in a given
substitution category. The sequences were then processed
to produce pos/bi decoupled features that were associated
with the relative adjacent positions (pos, - for upstream
and + for downstream positions) and their possible four
bi base types. Those features took values 0 or 1, depend-
ing on whether the base at an associated relative position Sahakyan and Balasubramanian BMC Genomics (2017) 18:81 Sahakyan and Balasubramanian BMC Genomics (2017) 18:81 Page 14 of 17 Page 14 of 17 Funding g
This research was supported by the Herchel Smith Fund and Cancer Research
UK (C9681/A18618). S.B. is a Wellcome Trust Senior Investigator
(099232/Z/12/Z). The cancer enrichment score (Figure S12 in Additional
file 1) for a given k-mer sequence was calculated by taking
the ratio of the occurrence fractions, calculated in (numer-
ator) only the cancer-linked sites (where the linked base
is the central one in the k-mer) and (denominator) in the
whole repeat-masked human genome (Additional file 2). We next repeated the above analysis by examining non-
coding somatic mutations from different types of cancer
(Fig. 8), as guided by the primary tissue (primT) and
primary cancer (primC) types recorded in the COSMIC
database. To stratify data, we examined the primT:primC
pair as a cancer type identifier for each mutation. Abbreviations bln: Billion; BSP: Basal substitution propensity; byr: Billion years; COSMIC:
Catalogue of somatic mutations in cancer; GBM: Gradient boosting machines;
L1: Long interspersed nuclear element 1; LINE: Long interspersed nuclear
element; LTR: Long terminal repeat; mln: Million; myr: Million years; nt:
Nucleotide; SINE: Short interspersed nuclear element; SNP: Single-nucleotide
polymorphism Mapping the Trek substitution data We thus analysed the
results from the top 11 identifiers with the most number
of recorded somatic mutations. For the comparison of the simulated sequence at equi-
librium with the real human genome (RefSeq), we calcu-
lated the fractions of different oligomers (k-mers) in both
sequences (Additional file 2). The k-mer contents of the
human genome were calculated by sliding a window of
size k (from 1 to 7) and counting the occurrence of each
4k unique sequence. We used a direct calculation of the
lexicological index [85] of a string to increase the compu-
tational efficiency of the k-mer counting. Although, data
from the masked human genome were used in the k-mer
analyses to rule out any bias from the presence of the
same L1 elements in the object of application of Trek data,
the comparison of the masked and unmasked genomes
showed only negligible differences in both single base and
short k-mer contents. If, however, we consider only the
L1 elements, the k-mer content in L1 is markedly differ-
ent from the rest of the genome (Figure S9 in Additional
file 1), additionally signifying the absence of circularity in
our procedure and results. Basal substitution propensity at cancer-linked sites The basal substitution propensities were defined and
retrieved for the human genome as presented in the
Results and discussion (Fig. 7, Figure S10 in Additional
file 1). We took all the non-coding somatic point mutation
data associated with cancer from the COSMIC database
[63]
(http://cancer.sanger.ac.uk/cosmic,
NCV
dataset
accessed in February, 2015). Since our Trek rate constants
are for the spontaneous core substitutions, we only con-
sidered the sites that were also not declared as known
SNPs (the status was present in the NCV dataset). This
was to ensure that we excluded sites where an active poly-
morphism is potentially encouraged by natural selection. About 3.7% data from the remaining set of cancer-linked
somatic mutations were duplicates, with no differences
found in genomic location and mutation types. We
removed those, keeping only the single first-encountered
copies of such entries (Figure S11 in Additional file 1). The resulting data contained 5,984,711 mutation entries. Availability of data and materials The preprint of this work was first deposited in BioRxiv in August 2015 [86]. The
Trek rcore
i,j
database and the mapper are housed at http://trek.atgcdynamics.org. The source code can be accessed through http://github.com/aleksahak/Trek. Mapping the Trek substitution data In the latter case, the complementary rate con-
stants of the central bases in two reverse complementary Equilibration of a random DNA sequence with Trek rates
A 5 million (mln) nt sized random sequence (in silico
“genome”) was created with the initial A, T, G and C
base contents set to 20, 20, 30 and 30% correspondingly,
hence with 60% genomic G+C content. The length was
selected to cope with the finite computational and time
resources, though operating on lengthier sequences will
not change the outcome of the calculations, since the cap-
tured sequence-context effects are within 7-nt window. We first calculated the probabilities of all the possible sub-
stitution in this random sequence, which basically meant
the assignment of three substitution rate constants per
position in the genome, describing the conversion into
the three bases other than the base already present in
the respective position. This was done using the Trek
mapper described above. Next, at each step, we sampled
5000 substitution weighted by the calculated 3 × 5 mln
rate constants. We then identified those 5000 positions
and the corresponding substitution types that were sam-
pled to happen (Figure S7 in Additional file 1), performed
those substitutions, and, updated the probability values
via the Trek mapper. Repeated multiple times, the process
evolved the sequence ruled by the core spontaneous sub-
stitution rate constants that are sensitive to the changes in
the sequence composition at the immediate vicinity in the
genome (Figs. 4, 5 and 6, Figure S8 in Additional file 1). Page 15 of 17 Page 15 of 17 Page 15 of 17 Sahakyan and Balasubramanian BMC Genomics (2017) 18:81 The same simulation was also done by using the substitu-
tion rates averaged to singletons only, thus with no context
dependence (Fig. 6). The data contained 29 unique primT:primC pairs, of
which 11 had a substantial number of records (2,422,060
non-coding mutations for liver:carcinoma, 1,287,384 for
pancreas:carcinoma, 851,028 for ovary:other, 411,076
for kidney:other, 331,520 for oesophagus:carcinoma,
286,800 for haematopoetic and lymphoid tissue:lymphoid
neoplasm, 92,276 for breast:carcinoma, 79,342 for cen-
tral nervous system (CNS):primitive neuroectodermal
tumour/medulloblastoma, 69,721 for prostate:carcinoma,
62,714 for pancreas:carcinoid endocrine/tumour, 38,835
for lung carcinoma). This list was followed by 19,004
records with non-specified primary tissue and cancer
types, and substantially low number of records for the
rest (at or below ∼10 k records). Acknowledgements We thank Prof. Michael Lynch and Dr. Chris Lowe for their helpful comments
and suggestions. Authors’ contributions ABS and SB designed the study, performed the research, interpreted the results
and wrote the paper. Both authors read and approved the final manuscript. Additional files Additional file 1: Supplementary note, table and figures. Additional
supporting note, table and figures referenced in the text (Note S1, Table
S1, Figures S1-S12), as well as the detailed description of the Additional
file 2 content. The file is in the PDF format. (PDF 3307 kb) Additional file 2: Supplementary numerical data. The raw data on the
substitution rate constants in the reference L1 sequence (data 1), the
resulting Trek database processed with (data 2) and without (data 3) the
strand-symmetry considerations, the k-mer content for the masked and
unmasked human genomes (data 4), the full set of 7-mer sequences with
the respective cancer enrichment scores and basal substitution propensity
values (data 5), and the GBM parameters that were minimising the error of
the tree-based test models (data 6). The file is in the plain TXT format. (TXT 3266 kb) Competing interests Competing interests
The authors declare that they have no competing interests. Competing interests
The authors declare that they have no competing interests. References 29. Ellegren H. Characteristics, causes and evolutionary consequences of
male-biased mutation. Proc Roy Soc. B. 2007;274(1606):1–10. 1. Lynch M. The Origins of Genome Architecture. Sunderland, 1. Lynch M. The Origins of Genome Architecture. Sunderland,
Massachusetts: Sinauer Associates Inc.; 2007. 1. Lynch M. The Origins of Genome Architecture. Sunderland,
Massachusetts: Sinauer Associates Inc.; 2007. Massachusetts: Sinauer Associates Inc.; 2007. 30. Subramanian S, Kumar S. Neutral substitutions occur at a faster rate in
exons than in noncoding DNA in primate genomes. Genome Res. 2003;13(5):838–44. 2. Nachman MW, Crowell SL. Estimate of the mutation rate per nucleotide
in humans. Genetics. 2000;156(1):297–304. 2. Nachman MW, Crowell SL. Estimate of the mutation rate per nucleotide
in humans. Genetics. 2000;156(1):297–304. 3. Chen JQ, Wu Y, Yang H, Bergelson J, Kreitman M, Tian D. Variation in
the ratio of nucleotide substitution and indel rates across genomes in
mammals and bacteria. Mol Biol Evol. 2009;26(7):1523–1531. 31. Chamary JV, Parmley JL, Hurst LD. Hearing silence: non-neutral evolution
at synonymous sites in mammals. Nat Rev Genet. 2006;7(2):98–108. 32. McVean GT, Hurst LD. Evidence for a selectively favourable reduction in
the mutation rate of the X chromosome. Nature. 1997;386(6623):388–92. 4. Lynch M. Rate, molecular spectrum, and consequences of human
mutation. Proc Natl Acad Sci USA. 2010;107(3):961–8. 4. Lynch M. Rate, molecular spectrum, and consequences of human
mutation. Proc Natl Acad Sci USA. 2010;107(3):961–8. 33. Martincorena I, Luscombe NM. Non-random mutation: the evolution of
targeted hypermutation and hypomutation. BioEssays. 2012;35(2):123–30. 5. Ségurel L, Wyman MJ, Przeworski M. Determinants of mutation rate
variation in the human germline. Annu Rev Genom Hum Genet. 2014;15:
47–70. 34. Kazazian Jr HH. Mobile DNA. Finding Treasure in Junk. Upper Saddle River:
Pearson Education; 2011. 6. Denver DR, Morris K, Lynch M, Vassilieva L, Thomas K. High direct
estimate of the mutation rate in the mitochondrial genome of
caenorhabditis elegans. Science. 2000;289(5488):2342–344. 35. Hwang DG, Green P. Bayesian Markov chain Monte Carlo sequence
analysis reveals varying neutral substitution patterns in mammalian
evolution. Proc Natl Acad Sci USA. 2004;101(39):13994–14001. 7. Lynch M, Sung W, Morris K, Coffey N, Landry CR, Dopman EB,
Dickinson WJ, Okamoto K, Kulkarni S, Hartl DL, Thomas WK. A
genome-wide view of the spectrum of spontaneous mutations in yeast. Proc Natl Acad Sci USA. 2008;105(27):9272–277. 36. Boissinot S, Chevret P, Furano AV. L1 (LINE-1) retrotransposon evolution
and amplification in recent human history. Mol Biol Evol. 2000;17(6):
915–28. 37. Khan H. Consent for publication Consent for publication
Not applicable. Not applicable. Page 16 of 17 Page 16 of 17 Page 16 of 17 Sahakyan and Balasubramanian BMC Genomics (2017) 18:81 Sahakyan and Balasubramanian BMC Genomics (2017) 18:81 References Molecular evolution and tempo of amplification of human LINE-1
retrotransposons since the origin of primates. Genome Res. 2006;16(1):
78–87. 8. Zhu YO, Siegal ML, Hall DW, Petrov DA. Precise estimates of mutation
rate and spectrum in yeast. Proc Natl Acad Sci USA. 2014;111(22):2310–8. 9. Silva JC, Kondrashov AS. Patterns in spontaneous mutation revealed by
human-baboon sequence comparison. Trends Genet. 2002;18(11):544–7. 38. Lee J, Cordaux R, Han K, Wang J, Hedges DJ, Liang P, Batzer MA. Different evolutionary fates of recently integrated human and
chimpanzee LINE-1 retrotransposons. Gene. 2007;390(1-2):18–27. 10. Ellegren H, Smith NG, Webster MT. Mutation rate variation in the
mammalian genome. Curr Opin Genet Devel. 2003;13(6):562–8. 39. Giordano J, Ge Y, Gelfand Y, Abrusán G, Benson G, Warburton PE. Evolutionary history of mammalian transposons determined by
genome-wide defragmentation. PLoS Comput. Biol. 2007;3(7):137. 11. Zavolan M, Kepler TB. Statistical inference of sequence-dependent
mutation rates. Curr Opin Genet Devel. 2001;11(6):612–5. 12. Sved J, Bird A. The expected equilibrium of the CpG dinucleotide in
vertebrate genomes under a mutation model. Proc Natl Acad Sci USA. 1990;87:4692–696. 40. Lander et al. Initial sequencing and analysis of the human genome. Nature. 2001;409(6822):860–921. 41. Medstrand P, van de Lagemaat LN, Mager DL. Retroelement
distributions in the human genome: variations associated with age and
proximity to genes. Genome Res. 2002;12(10):1483–1495. 13. Jiang C, Zhao Z. Directionality of point mutation and 5-methylcytosine
deamination rates in the chimpanzee genome. BMC Genomics. 2006;7(1):
316. 42. Rawal K, Ramaswamy R. Genome-wide analysis of mobile genetic
element insertion sites. Nucl Acids Res. 2011;39(16):6864–878. 14. Supek F, Lehner B, Hajkova P, Warnecke T. Hydroxymethylated cytosines
are associated with elevated C to G transversion rates. PLoS Genet. 2014;10(9):1004585. 43. Duret L, Marais G, Biémont C. Transposons but not retrotransposons are
located preferentially in regions of high recombination rate in
Caenorhabditis elegans. Genetics. 2000;156(4):1661–1669. 15. Majewski J, Ott J. Distribution and characterization of regulatory
elements in the human genome. Genome Res. 2002;12(12):1827–1836. g
44. Nevarez PA, DeBoever CM, Freeland BJ, Quitt MA, Bush EC. Context
dependent substitution biases vary within the human genome. BMC
Bioinform. 2010;11:462. 16. Hellmann I, Zollner S, Enard W, Ebersberger I, Nickel B, Paabo S. Selection on human genes as revealed by comparisons to chimpanzee
cDNA. Genome Res. 2003;13(5):831–7. 45. Criscione SW, Zhang Y, Thompson W, Sedivy JM, Neretti N. Transcriptional landscape of repetitive elements in normal and cancer
human cells. BMC Genomics. 2014;15(1):583. 17. Fryxell KJ, Moon WJ. Ethics approval and consent to participate
No ethics approval was required for this study. 24. Schuster-Böckler B, Lehner B. Chromatin organization is a major influence
on regional mutation rates in human cancer cells. Nature. 2012;488(7412):
504–7. Received: 9 August 2016 Accepted: 19 December 2016 Received: 9 August 2016 Accepted: 19 December 2016 Received: 9 August 2016 Accepted: 19 December 2016 28. Ellison CE, Bachtrog D. Non-allelic gene conversion enables rapid
evolutionary change at multiple regulatory sites encoded by
transposable elements. Elife. 2015;4:05899. Author details
1 25. Agier N, Fischer G. The mutational profile of the yeast genome is shaped
by replication. Mol Biol Evol. 2012;29(3):905–13. 1Department of Chemistry, University of Cambridge, Lensfield Road, CB2 1EW
Cambridge, UK. 2Cancer Research UK Cambridge Institute, University of
Cambridge, Li Ka Shing Centre, Robinson Way, CB2 0RE Cambridge, UK. 3S h
l f Cli i
l M di i
U i
it
f C
b id
CB2 0SP C
b id
UK 1Department of Chemistry, University of Cambridge, Lensfield Road, CB2 1EW
Cambridge, UK. 2Cancer Research UK Cambridge Institute, University of
Cambridge, Li Ka Shing Centre, Robinson Way, CB2 0RE Cambridge, UK. 1Department of Chemistry, University of Cambridge, Lensfield Road, CB2 1EW
Cambridge, UK. 2Cancer Research UK Cambridge Institute, University of
C
b id
Li K Shi
C
t
R bi
W
CB2 0RE C
b id
UK 26. Reijns MAM, Kemp H, Ding J, de Procé SM, Jackson AP, Taylor MS. Lagging-strand replication shapes the mutational landscape of the
genome. Nature. 2015;518(7540):502–6. 27. Supek F, Lehner B. Differential DNA mismatch repair underlies mutation
rate variation across the human genome. Nature. 2015;521(7550):81–4. References CpG mutation rates in the human genome are
highly dependent on local GC content. Mol Biol Evol. 2005;22(3):650–8. 18. Mugal CF, Ellegren H. Substitution rate variation at human CpG sites
correlates with non-CpG divergence, methylation level and GC content. Genome Biol. 2011;12(6):58. 46. Arndt PF, Petrov DA, Hwa T. Distinct changes of genomic biases in
nucleotide substitution at the time of Mammalian radiation. Mol. Biol. Evol. 2003;20(11):1887–1896. 19. Lercher MJ, Hurst LD. Human SNP variability and mutation rate are higher
in regions of high recombination. Trends Genet. 2002;18(7):337–40. 47. Lemey P, Salemi M, Vandamme AM, editors. The Phylogenetic
Handbook: a Practical Approach to the Phylogenetic Analysis and
Hypothesis Testing. Cambridge: Cambridge University Press; 2012. 20. Arndt PF, Hwa T, Petrov DA. Substantial regional variation in substitution
rates in the human genome: importance of GC content, gene density,
and telomere-specific effects. J Mol Evol. 2005;60(6):748–63. 48. Friedman JH. Greedy function approximation: a gradient boosting
machine. Reitz Lecture, IMS. 19991–39. http://statweb.stanford.edu/~jhf/
ftp/trebst.pdf. 21. Duret L, Arndt PF. The impact of recombination on nucleotide
substitutions in the human genome. PLoS Genet. 2008;4(5):1000071. 49. Kuhn M, Johnson K. Applied Predictive Modeling. New York: Springer;
2013. 22. Hanawalt PC, Spivak G. Transcription-coupled DNA repair: two decades
of progress and surprises. Nat Rev Mol Cell Biol. 2008;9(12):958–70. 22. Hanawalt PC, Spivak G. Transcription-coupled DNA repair: two decades
of progress and surprises. Nat Rev Mol Cell Biol. 2008;9(12):958–70. 23. Gaillard H, Herrera-Moyano E, Aguilera A. Transcription-associated
genome instability. Chem Rev. 2013;113(11):8638–661. 50. Zhao Z, Boerwinkle E. Neighboring-nucleotide effects on single
nucleotide polymorphisms: A study of 2.6 million polymorphisms across
the human genome. Genome Res. 2002;12(11):1679–1686. 50. Zhao Z, Boerwinkle E. Neighboring-nucleotide effects on single
nucleotide polymorphisms: A study of 2.6 million polymorphisms across
the human genome. Genome Res. 2002;12(11):1679–1686. 23. Gaillard H, Herrera-Moyano E, Aguilera A. Transcription-associated
genome instability. Chem Rev. 2013;113(11):8638–661. Page 17 of 17 Sahakyan and Balasubramanian BMC Genomics (2017) 18:81 51. Kimura M. The Neutral Theory of Molecular Evolution. London:
Cambridge University Press; 1983. 51. Kimura M. The Neutral Theory of Molecular Evolution. London rate from autozygous segments seen in thousands of parentally related
individuals. 2016. BioRxiv http://dx.doi.org/10.1101/059436. Cambridge University Press; 1983. 52. Vitti JJ, Grossman SR, Sabeti PC. Detecting natural selection in genomic
data. Annu. Rev. Genet. 2013;47:97–120. 75. References R Core Team:. R: a language and environment for statistical computing. 2015. 61. Fischer A, Illingworth CJR, Campbell PJ, Mustonen V. EMu: probabilistic
inference of mutational processes and their localization in the cancer
genome. Genome Biol. 2013;14(4):39. 85. Compeau P, Pevzner P. Bioinformatics Algorithms: an Active Learning
Approach. La Jolla: Active Learning Publishers; 2014. 86. Sahakyan AB, Balasubramanian S. Core variability in substitution rates
and the basal sequence characteristics of the human genome. 2015. BioRxiv http://dx.doi.org/10.1101/024257. 62. Jia P, Pao W, Zhao Z. Patterns and processes of somatic mutations in
nine major cancers. BMC Med Genom. 2014;7(1):11. 63. Forbes SA, Bindal N, Bamford S, Cole C, Kok CY, Beare D, Jia M, Shepherd
R, Leung K, Menzies A, Teague JW, Campbell PJ, Stratton MR, Futreal PA. COSMIC: mining complete cancer genomes in the catalogue of somatic
mutations in cancer. Nucl Acids Res. 2011;39(Database issue):945–50. 87. Cleveland WS. Robust locally weighted regression and smoothing
scatterplots. J Am Stat Assoc. 1979;74(368):829–36. mutations in cancer. Nucl Acids Res. 2011;39(Database issue):945– 64. Cooper DN, Krawczak M. The mutational spectrum of single base-pair
substitutions causing human genetic disease: patterns and predictions. Human Genet. 1990;85(1):55–74. 65. Greenman et al. Patterns of somatic mutation in human cancer genomes. Nature. 2007;446(7132):153–8. 66. Rubin AF, Green P. Mutation patterns in cancer genomes. Proc Natl Acad
Sci USA. 2009;106(51):21766–1770. 66. Rubin AF, Green P. Mutation patterns in cancer genomes. Proc Natl Acad
Sci USA. 2009;106(51):21766–1770. 67. Kumar S, Subramanian S. Mutation rates in mammalian genomes. Proc
Natl Acad Sci USA. 2002;99(2):803–8. 67. Kumar S, Subramanian S. Mutation rates in mammalian genomes. Proc
Natl Acad Sci USA. 2002;99(2):803–8. 68. Barrick JE, Lenski RE. Genome dynamics during experimental evolution. Nat Rev Genet. 2013;14(12):827–39. 68. Barrick JE, Lenski RE. Genome dynamics during experimental evolution. Nat Rev Genet. 2013;14(12):827–39. 69. Campbell CD, Eichler EE. Properties and rates of germline mutations in
humans. Trends Genet. 2013;29(10):575–84. 69. Campbell CD, Eichler EE. Properties and rates of germline mutations in
humans. Trends Genet. 2013;29(10):575–84. 70. Shendure J, Akey JM. The origins, determinants, and consequences of
human mutations. Science. 2015;349(6255):1478–1483. 70. Shendure J, Akey JM. The origins, determinants, and consequences of
human mutations. Science. 2015;349(6255):1478–1483. 71. Kong A, Frigge ML, Masson G, Besenbacher S, Sulem P, Magnusson G,
Gudjonsson SA, Sigurdsson A, Jonasdottir A, Jonasdottir A, Wong WSW,
Sigurdsson G, Walters GB, Steinberg S, Helgason H, Thorleifsson G,
Gudbjartsson DF, Helgason A, Magnusson OT, Thorsteinsdottir U,
Stefansson K. References Francioli LC, Polak PP, Koren A, Menelaou A, Chun S, Renkens I, Genome
of the Netherlands Consortium, van Duijn CM, Swertz M, Wijmenga C,
van Ommen G, Slagboom PE, Boomsma DI, Ye K, Guryev V, Arndt PF,
Kloosterman WP, de Bakker PIW, Sunyaev SR. Genome-wide patterns and
properties of de novo mutations in humans. Nat Genet. 2015;47(7):822–6. 53. Sung W, Ackerman MS, Gout JF, Miller SF, Williams E, Foster PL, Lynch
M. Asymmetric context-dependent mutation patterns revealed through
mutation-accumulation experiments. Mol Biol Evol. 2015;32(7):
1672–1683. 76. Lipson M, Loh PR, Sankararaman S, Patterson N, Berger B, Reich D. Calibrating the human mutation rate via ancestral recombination density
in diploid genomes. PLoS Genet. 2015;11(11):1005550. 54. Ju et al. Origins and functional consequences of somatic mitochondrial
DNA mutations in human cancer. Elife. 2014;3:02935. 55. Schneider TD, Stephens RM. Sequence logos: a new way to display
consensus sequences. Nucl Acids Res. 1990;18(20):6097–100. 77. Callaway E. DNA clock proves tough to set. Nature. 2015;519(7542):
139–40. 56. Tomasetti C, Vogelstein B. Cancer etiology. Variation in cancer risk among
tissues can be explained by the number of stem cell divisions. Science. 2015;347(6217):78–81. 78. Moorjani P, Gao Z, Przeworski M. Human germline mutation and the
erratic molecular clock. 2016. BioRxiv http://dx.doi.org/10.1101/058024. 79. Walser JC, Ponger L, Furano AV. CpG dinucleotides and the mutat
rate of non-CpG DNA. Genome Res. 2008;18(9):1403–1414. 57. Alexandrov et al. Signatures of mutational processes in human cancer. Nature. 2013;500(7463):415–21. 80. Aggarwala V, Voight BF. An expanded sequence context model broadly
explains variability in polymorphism levels across the human genome. Nat Genet. 2016;48(4):349–55. 58. Hodgkinson A, Chen Y, Eyre-Walker A. The large-scale distribution of
somatic mutations in cancer genomes. Human Mutat. 2012;33(1):136–43. 59. Kandoth C, McLellan MD, Vandin F, Ye K, Niu B, Lu C, Xie M, Zhang Q,
McMichael JF, Wyczalkowski MA, Leiserson MDM, Miller CA, Welch JS,
Walter MJ, Wendl MC, Ley TJ, Wilson RK, Raphael BJ, Ding L. Mutational
landscape and significance across 12 major cancer types. Nature. 2013;502(7471):333–9. 81. 1000 Genomes Project Consortium:. A map of human genome variation
from population-scale sequencing. Nature. 2010;467(7319):1061–1073. 82. 1000 Genomes Project Consortium etal. A global reference for human
genetic variation. Nature. 2015;526(7571):68–74. genetic variation. Nature. 2015;526(7571):68–74. 83. Smit AFA, Hubley R, Green P. RepeatMasker Open-4.0. 2015. http://www. repeatmasker.org. 60. Alexandrov LB, Nik-Zainal S, Wedge DC, Campbell PJ, Stratton MR. Deciphering signatures of mutational processes operative in human
cancer. Cell Rep. 2013;3(1):246–59. 84. References Rate of de novo mutations and the importance of father’s
age to disease risk. Nature. 2012;488(7412):471–5. Submit your next manuscript to BioMed Central
and we will help you at every step: 72. Fu Q, Li H, Moorjani P, Jay F, Slepchenko SM, Bondarev AA, Johnson
PLF, Aximu-Petri A, Prüfer K, de Filippo C, Meyer M, Zwyns N,
Salazar-García DC, Kuzmin YV, Keates SG, Kosintsev PA, Razhev DI,
Richards MP, Peristov NV, Lachmann M, Douka K, Higham TFG, Slatkin
M, Hublin JJ, Reich D, Kelso J, Viola TB, Pääbo S. Genome sequence of a
45,000-year-old modern human from western Siberia. Nature. 2014;514(7523):445–9. • We accept pre-submission inquiries
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p • We accept pre-submission inquiries 73. Rahbari R, Wuster A, Lindsay SJ, Hardwick RJ, Alexandrov LB, Al Turki S,
Dominiczak A, Morris A, Porteous D, Smith B, Stratton MR, UK10K
Consortium, Hurles ME. Timing, rates and spectra of human germline
mutation. Nat Genet. 2016;48(2):126–33. 74. Narasimhan VM, Rahbari R, Scally A, Wuster A, Mason D, Xue Y, Wright J,
Trembath RC, Maher ER, van Heel DA, Auton A, Hurles ME, Tyler-Smith
C, Durbin R. A direct multi-generational estimate of the human mutation
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Hippocampome.org v2.0: a knowledge base enabling data-driven spiking neural network simulations of rodent hippocampal circuits
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Diek W. Wheeler, Jeffrey D. Kopsick, Nate Sutton, Carolina Tecuatl, Alexander O. Komendantov,
Kasturi Nadella, Giorgio A. Ascoli Center for Neural Informatics, Structures, & Plasticity; Krasnow Institute for Advanced Study; George Mason
University, Fairfax, VA, USA • Bioengineering Department and Center for Neural Informatics, Structures, &
Plasticity; College of Engineering and Computing; George Mason University, Fairfax, VA, USA • Interdisciplinary
Program in Neuroscience; College of Science; George Mason University, Fairfax, VA, USA https://en.wikipedia.org/wiki/Open_access https://en.wikipedia.org/wiki/Open_access https://creativecommons.org/licenses/by/4.0/ Abstract Hippocampome.org (https://hippocampome.org/) is a mature open-access knowledge base of
the rodent hippocampal formation focusing on neuron types and their properties. Hippocampome.org (https://hippocampome.org/) v1.0 established a foundational
classification system identifying 122 hippocampal neuron types based on their axonal and
dendritic morphologies, main neurotransmitter, membrane biophysics, and molecular
expression. Releases v1.1 through v1.12 furthered the aggregation of literature-mined data,
including among others neuron counts, spiking patterns, synaptic physiology, in vivo firing
phases, and connection probabilities. Those additional properties increased the online
information content of this public resource over 100-fold, enabling numerous independent
discoveries by the scientific community. Hippocampome.org (https://hippocampome.org/)
v2.0, introduced here, incorporates over 50 new neuron types and extends the functionality
to build real-scale, biologically detailed, data-driven computational simulations. In all cases,
the freely downloadable model parameters are directly linked to the specific peer-reviewed
empirical evidence from which they were derived. Possible research applications include
quantitative, multiscale analyses of circuit connectivity and spiking neural network
simulations of activity dynamics. These advances can help generate precise, experimentally
testable hypotheses and shed light on the neural mechanisms underlying associative memory
and spatial navigation. Hippocampome.org (https://hippocampome.org/) is a mature open-access knowledge base o
the rodent hippocampal formation focusing on neuron types and their properties. Reviewed Preprint Reviewed Preprint Reviewed Preprint
Published from the original
preprint after peer review
and assessment by eLife. About eLife's process
Reviewed preprint posted
September 27, 2023 (this
version)
Sent for peer review
July 13, 2023
Posted to bioRxiv
June 29, 2023 Published from the original
preprint after peer review
and assessment by eLife. Published from the original
preprint after peer review
and assessment by eLife. Neuroscience Neuroscience Neuroscience Introduction Neuroscience knowledge continues to increase every year (Eke et al., 2022 ; Yeung et al.,
2017 ), making it challenging for researchers to keep abreast of mounting data and evolving
information even in their own domain of expertise. Large-scale endeavors, such as the Brain
Research through Advancing Innovative Neurotechnologies (BRAIN) Initiative (Insel et al., 2013 )
and the European Union’s Human Brain Project (Amunts et al., 2016 ), are contributing to this
tremendous growth along with the ‘long tail’ of independent labs and individual scientists
(Ferguson et al., 2014 ). A key organizing principle for neuroscience knowledge is the seminal
notion of neuron types (Petilla Interneuron Nomenclature Group et al., 2008; Zeng and Sanes,
2017 ), which constitute the conceptual ‘parts list’ of functional circuits. The National Institutes
of Health launched the BICCN (see abbreviations in Materials and Methods) to help establish a
comprehensive reference of the cell type diversity in the human, mouse, and non-human primate
brains (BRAIN Initiative Cell Census Network, 2021). This multi-institution collaboration is already
producing innovative results (Muñoz-Castañeda et al., 2021 ) and actionable community
resources (BICCN Data Ecosystem Collaboration, 2022 ). Hippocampome.org (https://hippocampome.org/) is an open-access knowledge base of the rodent
hippocampal circuit (dentate gyrus, CA3, CA2, CA1, subiculum, and entorhinal cortex) at the
mesoscopic level of neuron types (Wheeler et al., 2015 ). This resource has proven popular and
effective thanks to the adoption of a simple yet powerful classification system for defining neuron
types. Specifically, a key property for the identification of neuron types in Hippocampome.org
(https://hippocampome.org/) is the location of axons and dendrites across the subregions and
layers of the hippocampal formation. This approach can be broadly extended to classify neurons
in other brain regions and neural systems (Ascoli and Wheeler, 2016 ). Focusing on axonal and
dendritic distributions provides two considerable advantages. First, these features mediate
neuronal connectivity, thus immediately revealing the underlying blueprint of network circuitry
(Rees et al., 2017 ). Second, they are widely used in the neuroscience community as a reliable
and concrete anchoring signature to correlate electrophysiological and transcriptomic profiles
(DeFelipe et al., 2013 ). Therefore, starting from the foundational morphology-based
identification of 122 neuron types in the first release (version 1.0 or v1.0), Hippocampome.org
(https://hippocampome.org/) progressively amassed an increasing amount of complementary
data, such as firing patterns, molecular expression, cell counts, synaptic communication, in vivo
oscillations, and connection probabilities. eLife assessment The authors have updated a helpful resource for the neuroscience community
regarding hippocampal cell types and their interactions, called the "hippocampome."
The updates expand content, tools, and potential applications, and therefore the
significance is important. The strong presentation makes the paper compelling. Diek W. Wheeler et al., 2023 eLife. https://doi.org/10.7554/eLife.90597.1 1 of 47 Characterizing properties of hippocampal neuron types Characterizing properties of hippocampal neuron types
Hippocampome.org (https://hippocampome.org/) v1.0 (Wheeler et al., 2015 ) established the
morphological encoding of axonal and dendritic locations and the main neurotransmitter
(glutamate or GABA) as the primary determinants of neuron types in the rodent hippocampal
formation. For example, a DG Basket cell (with name capitalized to indicate a formally defined
neuron type) is a GABAergic cell with axon contained in the granular layer and dendrites
spanning all DG layers (Figures 1A1-4 ). In this framework, two neurons releasing the same
neurotransmitter belong to different types if the axon or dendrites of only one of them invades
any of the 26 layers across 6 subregions of the hippocampal formation (hippocampome.org/morphology). In other words, neurons of the same type share the same
potential inputs, outputs, and excitatory vs. inhibitory function. These properties were initially
supplemented with additional empirical evidence for molecular expression of major protein
biomarkers (Figure 1A5 ; hippocampome.org/markers) and membrane biophysics (Figure 1A6-
7 ; hippocampome.org/electrophysiology). Many neuronal properties and functionalities were progressively added in 12 subsequent releases
(Table 1 ). The numerical sequencing of these Hippocampome.org (https://hippocampome.org/)
versions depended on the order of peer-review and publication of the corresponding scientific
reports. Here we will describe them instead in logical groupings. The first two updates enhanced
the user functionality of the knowledge base. Specifically, v1.1 integrated a web-based interactive
thesaurus mapping of synonyms and definitions (Hamilton et al., 2017a ; hippocampome.org/find-term) to help disambiguate the many terminological inconsistencies in
the neuroscience literature (Shepherd et al., 2019 ; Yuste et al., 2020 ). Release v1.2 introduced
the capability to browse, search, and analyze the potential connectivity between neuron types
(Rees et al., 2016 ; Hippocampome.org (https://hippocampome.org/) /connectivity) as derived
from the compiled overlapping locations of all the presynaptic axons and postsynaptic dendrites. Transcriptomic information was greatly expanded in both v1.3 (Hamilton et al., 2017b ), which
incorporated in situ hybridization data from the Allen Brain Atlas (Lein et al., 2007 ), and v1.5
(White et al., 2020 ), which leveraged relational inferences interlinking the region-specific
expression of two or more genes. The quantifications of firing pattern phenotypes, such as rapid adapting spiking, transient
stuttering, and persistent slow-wave bursting, in v1.6 (Komendantov et al., 2019 ;
hippocampome.org/firing_patterns) were fitted by dynamical systems modeling (Izhikevich,
2003 ) in v1.7 (Venkadesh et al., 2019 ; hippocampome.org/Izhikevich). Introduction In all cases, the public repository provided direct links
to the specific peer-reviewed empirical evidence supporting the added knowledge. Having established a web-based integrated storehouse of hippocampal information,
Hippocampome.org (https://hippocampome.org/) also expanded its scope by including data-
driven computational models of neuronal excitability and synaptic signaling, as well as ties to
community resources such as NeuroMorpho.Org (Akram et al., 2018 ), SenseLab ModelDB
(McDougal et al., 2017 ), CARLsim (Niedermeier et al., 2022 ), and the Allen Brain Atlas (Jones et
al., 2009 ). Altogether, these extensions resulted in the emergence of a complete framework for
launching real-scale, biologically detailed computer simulations of the hippocampal formation. The present report thus marks a new phase in the life cycle of this community resource. Hippocampome.org (https://hippocampome.org/) v2.0, introduced here, also incorporates over 50
newly identified neuron types, updating the classification to the most recent literature findings. The following “Description of resource” section begins with a concise, referenced overview of the
neural properties collated from Hippocampome.org (https://hippocampome.org/) v1.0 through
release v1.12. We then briefly describe the new neuron types and data currently being added in
Hippocampome.org (https://hippocampome.org/) v2.0. Next is an abridged summary of the usage
and recognition of this online portal in biomedical research. This is followed by an explanation of Diek W. Wheeler et al., 2023 eLife. https://doi.org/10.7554/eLife.90597.1 2 of 47 the latest capabilities to search, filter, and download the complete set of computational
parameters enabling quantitative connectomic analyses and spiking neural network simulations. The section concludes with an outlook of possible research applications allowed by the expansion
of this scientific resource. the latest capabilities to search, filter, and download the complete set of computational
parameters enabling quantitative connectomic analyses and spiking neural network simulations. The section concludes with an outlook of possible research applications allowed by the expansion
of this scientific resource. Description of resource Characterizing properties of hippocampal neuron types
Hippocampome.org (https://hippocampome.org/) v1.0 (Wheeler et al., 2015 ) established the
morphological encoding of axonal and dendritic locations and the main neurotransmitter
(glutamate or GABA) as the primary determinants of neuron types in the rodent hippocampal
formation. For example, a DG Basket cell (with name capitalized to indicate a formally defined
neuron type) is a GABAergic cell with axon contained in the granular layer and dendrites
spanning all DG layers (Figures 1A1-4 ). In this framework, two neurons releasing the same
neurotransmitter belong to different types if the axon or dendrites of only one of them invades
any of the 26 layers across 6 subregions of the hippocampal formation
(hippocampome.org/morphology). In other words, neurons of the same type share the same
potential inputs, outputs, and excitatory vs. inhibitory function. These properties were initially
supplemented with additional empirical evidence for molecular expression of major protein
biomarkers (Figure 1A5 ; hippocampome.org/markers) and membrane biophysics (Figure 1A6-
7 ; hippocampome.org/electrophysiology). Diek W. Wheeler et al., 2023 eLife. https://doi.org/10.7554/eLife.90597.1 Characterizing properties of hippocampal neuron types B1) Morphology of a DG (i)2210 Basket GRALDEN (NeuroMorpho.Org cell
NMO_146159: Vaden et al., 2020 ) with red axons in SG and blue dendrites in SMo and SMi. B2) Schematic interpretation of the reconstruction (same
symbols as in A2). B3-4) Hippocampome.org (https://hippocampome.org/) representation and numerical coding of the morphology (same symbols as in
A3-4). B5) Biomarker expression. B6) Firing pattern phenotype (TSTUT.SLN; adapted from Figure S4 in Markwardt et al., 2011 ). B7) Membrane
biophysics values recorded at room temperature (from Figure 4D in Vaden et al., 2020 ), and at 22 °C (from Figure S4 in Markwardt et al., 2011 );
emboldened values were extracted from the firing pattern trace in B6. Abbreviations are defined in Materials and Methods. Characterizing properties of hippocampal neuron types Although the above
properties were largely measured from slice preparations, v1.9 made available measurements
from in vivo recordings (Sanchez-Aguilera et al., 2021 ; hippocampome.org/in-vivo). Release v1.10
provided a compendium of cognitive functions linked to specific hippocampal neurons (Sutton
and Ascoli, 2021 ; hippocampome.org/cognome), while the v1.11 neuron type census estimated
the population counts for each neuron type (Attili et al., 2022 ; hippocampome.org/census). Last
but not least are a set of properties pertaining not to individual neuron types but to synaptic
connections between a pair of pre- and post-synaptic neuron types. In particular, v1.8 calculated
the synaptic probabilities and the numbers of contacts per connected pair (Tecuatl et al., 2021b ;
hippocampome.org/syn_probabilities), and v1.4 data mined synaptic physiology (Moradi and
Ascoli, 2020 ; hippocampome.org/synaptome), with conductance, time constant, and short-term Diek W. Wheeler et al., 2023 eLife. https://doi.org/10.7554/eLife.90597.1 3 of 47 Figure 1. Defining neuron types in Hippocampome.org (https://hippocampome.org/) . A) Properties of a Hippocampome.org (https://hippocampome.org/) v1.0
neuron type. A1) Morphology of a DG (i)2232 Basket cell (NeuroMorpho.Org cell NMO_34300: Hosp et al., 2014 ) with axons (red) in SG and dendrites
(blue) in all four layers. A2) Schematic interpretation of the morphological tracing, where the circle represents the location of the soma in SG, the red
triangle the location of the axons in SG, and the blue rectangles the locations of the dendrites in all four layers. A3) Hippocampome.org (https://
hippocampome.org/) representation of the morphology, where a blue square with a vertical line (|) indicates dendritic presence in SMo and SMi and
H, a purple square with a cross (+) indicates both axonal and dendritic presence in SG, and a black dot (•) indicates the soma location in SG. A4)
Hippocampome.org (https://hippocampome.org/) numerical coding of the reconstructed neuron, where 2 indicates the presence of dendrites (in SMo,
SMi, and H); and 3 indicates the presence of both axons and dendrites (in SG). A5) Biomarker expressions, where a green triangle indicates positive
expression, and a blue triangle indicates negative expression. A6) Firing pattern phenotype (NASP; adapted from Figure 1B 1 in Savanthrapadian et
al., 2014 ). A7) Membrane biophysics values (from Figure 3C and Table 1 in Lübke et al., 1998 ) recorded at 35-37 °C. B) Properties for a
Hippocampome.org (https://hippocampome.org/) v2.0 neuron type. Figure 1. Defining neuron types in Hippocampome.org (https://hippocampome.org/) . A) Properties of a Hippocampome.org (https://hippocampome.org/) v1.0
neuron type. A1) Morphology of a DG (i)2232 Basket cell (NeuroMorpho.Org cell NMO_34300: Hosp et al., 2014 ) with axons (red) in SG and dendrites
(blue) in all four layers. A2) Schematic interpretation of the morphological tracing, where the circle represents the location of the soma in SG, the red
triangle the location of the axons in SG, and the blue rectangles the locations of the dendrites in all four layers. A3) Hippocampome.org (https://
hippocampome.org/) representation of the morphology, where a blue square with a vertical line (|) indicates dendritic presence in SMo and SMi and
H, a purple square with a cross (+) indicates both axonal and dendritic presence in SG, and a black dot (•) indicates the soma location in SG. A4)
Hippocampome.org (https://hippocampome.org/) numerical coding of the reconstructed neuron, where 2 indicates the presence of dendrites (in SMo,
SMi, and H); and 3 indicates the presence of both axons and dendrites (in SG). A5) Biomarker expressions, where a green triangle indicates positive
expression, and a blue triangle indicates negative expression. A6) Firing pattern phenotype (NASP; adapted from Figure 1B 1 in Savanthrapadian et
al., 2014 ). A7) Membrane biophysics values (from Figure 3C and Table 1 in Lübke et al., 1998 ) recorded at 35-37 °C. B) Properties for a
Hippocampome.org (https://hippocampome.org/) v2.0 neuron type. B1) Morphology of a DG (i)2210 Basket GRALDEN (NeuroMorpho.Org cell
NMO_146159: Vaden et al., 2020 ) with red axons in SG and blue dendrites in SMo and SMi. B2) Schematic interpretation of the reconstruction (same
symbols as in A2). B3-4) Hippocampome.org (https://hippocampome.org/) representation and numerical coding of the morphology (same symbols as in
A3-4). B5) Biomarker expression. B6) Firing pattern phenotype (TSTUT.SLN; adapted from Figure S4 in Markwardt et al., 2011 ). B7) Membrane
biophysics values recorded at room temperature (from Figure 4D in Vaden et al., 2020 ), and at 22 °C (from Figure S4 in Markwardt et al., 2011 );
emboldened values were extracted from the firing pattern trace in B6. Abbreviations are defined in Materials and Methods. Defining neuron types in Hippocampome.org (https://hippocampome.org/) . A) Properties of a Hippocampome.org (https://hippocampome.org/) v1.0
neuron type. A1) Morphology of a DG (i)2232 Basket cell (NeuroMorpho.Org cell NMO_34300: Hosp et al., 2014 ) with axons (red) in SG and dendrites
(blue) in all four layers. Figure 1. A2) Schematic interpretation of the morphological tracing, where the circle represents the location of the soma in SG, the red
triangle the location of the axons in SG, and the blue rectangles the locations of the dendrites in all four layers. A3) Hippocampome.org (https://
hippocampome.org/) representation of the morphology, where a blue square with a vertical line (|) indicates dendritic presence in SMo and SMi and
H, a purple square with a cross (+) indicates both axonal and dendritic presence in SG, and a black dot (•) indicates the soma location in SG. A4)
Hippocampome.org (https://hippocampome.org/) numerical coding of the reconstructed neuron, where 2 indicates the presence of dendrites (in SMo,
SMi, and H); and 3 indicates the presence of both axons and dendrites (in SG). A5) Biomarker expressions, where a green triangle indicates positive
expression, and a blue triangle indicates negative expression. A6) Firing pattern phenotype (NASP; adapted from Figure 1B 1 in Savanthrapadian et
al., 2014 ). A7) Membrane biophysics values (from Figure 3C and Table 1 in Lübke et al., 1998 ) recorded at 35-37 °C. B) Properties for a
Hippocampome.org (https://hippocampome.org/) v2.0 neuron type. B1) Morphology of a DG (i)2210 Basket GRALDEN (NeuroMorpho.Org cell
NMO_146159: Vaden et al., 2020 ) with red axons in SG and blue dendrites in SMo and SMi. B2) Schematic interpretation of the reconstruction (same
symbols as in A2). B3-4) Hippocampome.org (https://hippocampome.org/) representation and numerical coding of the morphology (same symbols as in
A3-4). B5) Biomarker expression. B6) Firing pattern phenotype (TSTUT.SLN; adapted from Figure S4 in Markwardt et al., 2011 ). B7) Membrane
biophysics values recorded at room temperature (from Figure 4D in Vaden et al., 2020 ), and at 22 °C (from Figure S4 in Markwardt et al., 2011 );
emboldened values were extracted from the firing pattern trace in B6. Abbreviations are defined in Materials and Methods. Diek W. Wheeler et al., 2023 eLife. https://doi.org/10.7554/eLife.90597.1 4 of 47 4 of 47 Table 1. Expanding the catalog of neuron types and properties from
Hippocampome.org (https://hippocampome.org/) v1.x to v2.0 The Hippocampome.org (https://hippocampome.org/) framework to classify neuron types and
collate their properties allows agile content updates as new data are continuously reported in the
peer-reviewed literature. For example, the description of a parvalbumin-positive DG GABAergic
interneuron with axon contained in the granular layer and dendrites invading the molecular layer
but not the hilus (Vaden et al., 2020 ) supported the definition of a new neuron type (Figures
1B1-5 ), referred to in Hippocampome.org (https://hippocampome.org/) v2.0 as DG Basket
GRALDEN. Moreover, such an identification made it possible to unequivocally ascribe to this
neuron type previously reported electrophysiological characteristics (Figures 1B6-7 ; Markwardt
et al., 2011 ). Comprehensive literature mining following the same process expanded the
Hippocampome.org (https://hippocampome.org/) v2.0 catalog with 51 new neuron types1 across
5 of the 6 subregions of the hippocampal formation (Figure 2 ), including axonal-dendritic
morphological patterns (Figure 2A ), molecular expression (Figure 2B ), and membrane
biophysics (Figure 2C ). Besides identifying new neuron types, the Hippocampome.org (https://hippocampome.org/)
classification system also allows the ongoing accumulation of new properties onto existing neuron
types as well as the reconciliation of fragmented descriptions from scientific publications (Figure
3 ). For instance, converging evidence indicates that EC Layer III Pyramidal cells have axonal
projections in all layers of CA1 (Deller et al., 1996 ; Takács et al., 2012 ), not just in stratum
lacunosum-moleculare (SLM) as originally reported (Steward, 1976 ). Hippocampome.org (https://
hippocampome.org/) v2.0 captures both the new extracted knowledge and the corresponding
experimental evidence (Figure 3A ). The annotation of neuron type-specific firing phases
relative to in vivo oscillations in v1.9 highlighted a clear distinction between Superficial and Deep
CA1 Pyramidal cells (Sanchez-Aguilera et al., 2021 ). The present release enriches that description
with accompanying novel molecular markers (Figure 3B1 ), membrane biophysics values
(Figure 3B2 ), and differential connectivity with other subregions and neuron types (Figure
3B3 ). Similarly, numerous additional firing patterns (Figure 3C ) have been datamined for
existing neuron types, such as adapting spiking in CA3 Basket cells and non-adapting spiking in
CA3 Bistratified cells (Fidzinski et al., 2015) or transient stuttering in CA1 Radiatum Giant cells
(Kirson and Yaari, 2000 ). Notably, this includes a novel phenotype, TSTUT.PSTUT in CA1
Interneuron Specific O-targeting QuadD cells (Chamberland et al., 2010 ). With this report, we
also release new differential connection probabilities to various CA1 neuron type targets from
traditional CA3 Pyramidal cells vs. Table 1. Diek W. Wheeler et al., 2023 eLife. https://doi.org/10.7554/eLife.90597.1
5 of 47
Added knowledge and functioning in Hippocampome.org (https://hippocampome.org/) releases v1.1-12. and functioning in Hippocampome.org (https://hippocampome.org/) releases v1.1-12. Diek W. Wheeler et al., 2023 eLife. https://doi.org/10.7554/eLife.90597.1 5 of 47 5 of 47 plasticity values normalized by age, temperature, species, sex, and recording method in v1.12
(Moradi et al., 2022 ; hippocampome.org/synapse), leveraging machine learning and a
phenomenological model (Tsodyks et al., 1998 ). Expanding the catalog of neuron types and properties from
Hippocampome.org (https://hippocampome.org/) v1.x to v2.0 CA3c Pyramidal cells (Figure 3D ) and from DG Granule cells
to mossy fiber CA3 targets (Table 2 ). Quantifying the content and impact of Quantifying the content and impact of
Hippocampome.org (https://hippocampome.org/) Hippocampome.org (https://hippocampome.org/) Over the course of subsequent releases, we have measured Hippocampome.org (https://
hippocampome.org/) content using two metrics. The number of pieces of knowledge (PoK) tallies
the distinct units of structured information, such as the statements that DG Granule cell axons
invade the hilus or that CA1 Basket cells express parvalbumin. The pieces of evidence (PoE) are
specific excerpts of peer reviewed publications (portion of text, figure, or table) or database
entries (e.g., from the Allen Brain Atlas) always linked to each PoK. Both PoK and PoE continued to
grow with successive releases of Hippocampome.org (https://hippocampome.org/) (Figure 4A ). Notably, the largest increases in PoK and PoE were related to synaptic properties (Moradi and Diek W. Wheeler et al., 2023 eLife. https://doi.org/10.7554/eLife.90597.1 6 of 47 Figure 2. New neuron types added to Hippocampome.org (https://hippocampome.org/) v2.0. A) Morphology encodings of the 56 new neuron types. (Left)
Increase in number of neuron types for each subregion. B) Biomarker expressions of the neuron types. C) Membrane biophysics values for the neuron
types. Abbreviations are defined in Materials and Methods. Figure 2. New neuron types added to Hippocampome.org (https://hippocampome.org/) v2.0. A) Morphology encodings of the 56 new neuron types. (Left)
Increase in number of neuron types for each subregion. B) Biomarker expressions of the neuron types. C) Membrane biophysics values for the neuron
types. Abbreviations are defined in Materials and Methods. Diek W. Wheeler et al., 2023 eLife. https://doi.org/10.7554/eLife.90597.1 7 of 47 7 of 47 Figure 3. Extensions to the neuronal properties of Hippocampome.org (https://hippocampome.org/) v1.x. A1) Additions to the axonal projections (circled in
green) for two v1.0 neuron types. A2) Evidence for the axonal extensions in strata oriens, pyramidale, and radiatum from A1 are circled in green
(adapted from Figure 2b in Deller et al., 1996 ). Scale bar: 75 μm. B1) Biomarker expressions for the two CA1 Pyramidal sub-types added in
Hippocampome.org (https://hippocampome.org/) v1.9 (Sanchez-Aguilera et al., 2021 ). B2) Membrane biophysics values for the two sub-types. B3)
CA2 projects preferentially to the deep sublayer of CA1 (Kohara et al., 2014 ). More perisomatic PV+ GABAergic boutons are found at CA1 Deep
Pyramidal cells (Valero et al., 2015 ). CA1 Superficial Pyramidal cells form more frequent connections to PV+ CA1 Basket cells, and PV+ CA1 Basket cells
form significantly more perisomatic axon terminals on CA1 Deep Pyramidal cells (Lee et al., 2014 ). C1) Additions to the firing pattern phenotypes of
v1.0 neuron types. C2a) Example of ASP. in a CA1 Oriens-Bistratified cell (adapted from Figure 4B in Craig and McBain, 2015 ). C2b) Example of
NASP in a CA3 Basket CCK+ cell (adapted from Figure 3A in Szabadics and Soltesz, 2009 ). C2c) Example of TSTUT. in a CA1 Radiatum Giant cell
(adapted from Figure 2Bb in Kirson and Yaari, 2000 ). C2d) Example of TSTUT.PSTUT in a CA1 Interneuron Specific O-targeting QuadD (adapted
from Figure 2D in Chamberland et al., 2010 ). C2e) Example of TSTUT.SLN in a DG MOLAX cell (adapted from Figure S2c in Lee et al., 2016 ). neuron types. Abbreviations are defined in Materials and Methods. Figure 3. Extensions to the neuronal properties of Hippocampome.org (https://hippocampome.org/) v1.x. A1) Additions to the axonal projections (circled in
green) for two v1.0 neuron types. A2) Evidence for the axonal extensions in strata oriens, pyramidale, and radiatum from A1 are circled in green
(adapted from Figure 2b in Deller et al., 1996 ). Scale bar: 75 μm. B1) Biomarker expressions for the two CA1 Pyramidal sub-types added in
Hippocampome.org (https://hippocampome.org/) v1.9 (Sanchez-Aguilera et al., 2021 ). B2) Membrane biophysics values for the two sub-types. B3)
CA2 projects preferentially to the deep sublayer of CA1 (Kohara et al., 2014 ). More perisomatic PV+ GABAergic boutons are found at CA1 Deep
Pyramidal cells (Valero et al., 2015 ). CA1 Superficial Pyramidal cells form more frequent connections to PV+ CA1 Basket cells, and PV+ CA1 Basket cells
form significantly more perisomatic axon terminals on CA1 Deep Pyramidal cells (Lee et al., 2014 ). C1) Additions to the firing pattern phenotypes of
v1.0 neuron types. C2a) Example of ASP. in a CA1 Oriens-Bistratified cell (adapted from Figure 4B in Craig and McBain, 2015 ). C2b) Example of
NASP in a CA3 Basket CCK+ cell (adapted from Figure 3A in Szabadics and Soltesz, 2009 ). C2c) Example of TSTUT. in a CA1 Radiatum Giant cell
(adapted from Figure 2Bb in Kirson and Yaari, 2000 ). C2d) Example of TSTUT.PSTUT in a CA1 Interneuron Specific O-targeting QuadD (adapted
from Figure 2D in Chamberland et al., 2010 ). C2e) Example of TSTUT.SLN in a DG MOLAX cell (adapted from Figure S2c in Lee et al., 2016 ). neuron types. Abbreviations are defined in Materials and Methods. Diek W. Wheeler et al., 2023 eLife. https://doi.org/10.7554/eLife.90597.1 8 of 47 Diek W. Wheeler et al., 2023 eLife. https://doi.org/10.7554/eLife.90597.1 Probabilities of connection and number of contacts per connected pair from DG Granule cell to mossy fibers targets in CA3. Table 2. Probabilities of connection and number of contacts per connected pair from DG Granule cell to mossy fibers targets in CA3. Diek W. Wheeler et al., 2023 eLife. https://doi.org/10.7554/eLife.90597.1 9 of 47 9 of 47 Ascoli, 2020 ; Tecuatl et al., 2021b ; Moradi et al., 2022 ). Specifically, the data underlying
synaptic physiology and connection probabilities were supported by over 23,000 PoE and yielded a
remarkable 500,000 PoK thanks to the normalized collection of signaling and short-term plasticity
modeling parameters for multiple combinations of experimental conditions. To assess community usage of Hippocampome.org (https://hippocampome.org/) , we tracked the
number of citations of the original publication (Wheeler et al., 2015 ) and of the subsequent
versions (Figure 4B ), separating simple references from actual employment of information
extracted from Hippocampome.org (https://hippocampome.org/) for secondary analyses (Table
3 ). At the time of this writing, year 2021 proved to be the most prolific citation-wise; however,
more than a third of the releases (v1.8-12) appeared after 2021 and most PoK were added in 2022,
so usage could potentially accelerate further in coming years. An early application of
Hippocampome.org (https://hippocampome.org/) -sourced data used subthreshold biophysical
measures, such as input resistance and membrane time constant, for multicompartmental models
of signal integration and extracellular field generation (Gulyas et al., 2016). That study concluded
that somatic and proximal dendritic intracellular recordings in pyramidal cells and calretinin-
positive interneurons, in particular, do not capture a sizable portion of the synaptic inputs. As a
recent usage example, another lab employed Hippocampome.org (https://hippocampome.org/) as
the primary information resource for neuron types in DG, CA3, and CA1 (Schumm et al., 2022 ). They discovered that mild traumatic brain injury, in the form of alterations in spike-timing-
dependent plasticity, may affect the broadband power in CA3 and CA1 and the phase coherence
between CA3 and CA1. From experimental data to biologically
realistic computational models Several key neural properties collated into Hippocampome.org (https://hippocampome.org/) have
gradually transformed the site from an organized repository of hippocampal knowledge to a
computational framework for launching real-scale neural network simulations. Specifically,
building a data-driven circuit model of a neural system (such as the hippocampal formation or
portion thereof) requires four essential quantities besides the full list of neuron types (Bahmer et
al., 2023 ; DePasquale et al., 2023 ): (i) the number of neurons in each type; (ii) the input-output
response function for each neuron type; (iii) the connection probability for each pair of interacting
neuron types; and (iv) the unitary synaptic signals for each pair of connected neuron types (Figure
5 ). Of those quantities, (i) and (ii) are neuron type properties, while (iii) and (iv) are properties
of directional connections, defined as a distinct pair of a presynaptic and a postsynaptic neuron
type. Moreover, (i) and (iii) are structural features, while (ii) and (iv) are electrophysiological ones. Hippocampome.org (https://hippocampome.org/) v2.0 provides estimates of the number of
neurons in each neuron type (i) for both rats and mice (Figure 5A ). These values were derived
in a two-step process (Attili et al., 2020 ): first, literature mining extracted suitable quantitative
relations such as the cellular density in a given layer (Attili et al., 2019 ), the total count of
neurons expressing a certain gene, or the fraction of sampled cells with a particular morphology;
second, numerical optimization of the corresponding equations yielded a complete census for all
neuron types. Hippocampome.org (https://hippocampome.org/) represents the neuronal input-
output response function (ii) in the form of single- and multi-compartment Izhikevich models
(Figure 5B ) fitted by evolutionary algorithms to accurately reproduce the observed firing
behavior of each neuron type (Venkadesh et al., 2018 ). The connection probability (iii) from one
neuron type to another (Figure 5C ) was computed from measurements of the appropriate
axonal and dendritic lengths in each invaded subregion and layer (hippocampome.org/A-
D_lengths). Additionally, users can also access the presynaptic and postsynaptic path distances
from the respective somata (hippocampome.org/soma_distances) and the number of contacts per
connected neuron pairs (hippocampome.org/num_contacts). As for the synaptic communication Diek W. Wheeler et al., 2023 eLife. https://doi.org/10.7554/eLife.90597.1 10 of 47 . Hippocampome.org (https://hippocampome.org/) data, knowledge, citations, and usage since v1.0. A) Increase in pieces of knowl
nce (red) with Hippocampome.org (https://hippocampome.org/) version number. From experimental data to biologically
realistic computational models B) Number of citations, in which the publication
d (blue and gray portions), and usage cases, in which the citing work makes use of the information contained within the Hippocam Figure 4. Trends in Hippocampome.org (https://hippocampome.org/) data, knowledge, citations, and usage since v1.0. A) Increase in pieces of knowledge (blue)
and evidence (red) with Hippocampome.org (https://hippocampome.org/) version number. B) Number of citations, in which the publication is simply
referenced (blue and gray portions), and usage cases, in which the citing work makes use of the information contained within the Hippocampome.org
(https://hippocampome.org/) -related work (orange and yellow portions), by year. Figure 4. Trends in Hippocampome.org (https://hippocampome.org/) data, knowledge, citations, and usage since v1.0. A) Increase in pieces of knowledge (blue)
and evidence (red) with Hippocampome.org (https://hippocampome.org/) version number. B) Number of citations, in which the publication is simply
referenced (blue and gray portions), and usage cases, in which the citing work makes use of the information contained within the Hippocampome.org
(https://hippocampome.org/) -related work (orange and yellow portions), by year. Trends in Hippocampome.org (https://hippocampome.org/) data, knowledge, citations, and usage since v1.0. A) Increase in pieces of knowledge (blue)
and evidence (red) with Hippocampome.org (https://hippocampome.org/) version number. B) Number of citations, in which the publication is simply
referenced (blue and gray portions), and usage cases, in which the citing work makes use of the information contained within the Hippocampome.org
(https://hippocampome.org/) -related work (orange and yellow portions), by year. Diek W. Wheeler et al., 2023 eLife. https://doi.org/10.7554/eLife.90597.1 11 of 47 11 of 47 Table 3. Examples of independent studies utilizing unique neuronal properties
from Hippocampome.org (https://hippocampome.org/) v1.0. Examples of independent studies utilizing unique neuronal properties
from Hippocampome.org (https://hippocampome.org/) v1.0. Diek W. Wheeler et al., 2023 eLife. https://doi.org/10.7554/eLife.90597.1 12 of 47 Figure 5. Transitional knowledge enabling Hippocampome.org (https://hippocampome.org/) to support spiking neural network simulations. Center: General
diagram of the hippocampal formation and the number of cell types in Hippocampome v1.0. A) Neuron type census. Top: General pipeline for obtaining
cell counts for specific collections of neurons from the peer reviewed literature. Left: Neuron count proportions for the different subregions of the
hippocampal formation. Insert: Normalized neuron counts for the inhibitory vs. excitatory balance by subregion. Right: Neuron counts for five identified
CA2 neuron types (green schematic: excitatory, red schematic: inhibitory). B) Neuron dynamics. Top: General pipeline for obtaining Izhikevich models to
reproduce the firing pattern phenotypes from peer reviewed data. Right: Simulated firing pattern from a Sub CA1-Projecting Pyramidal cell in response
to a 250-pA current injection pulse lasting 1 s. Izhikevich model parameters are shown in bold and the membrane biophysics properties are shown in
regular font. C) Synaptic probabilities. Left: General pipeline for obtaining the connection probabilities, number of contacts, and dendritic and axonal
path lengths from 2D reconstructions. Middle: Example of a connectivity diagram of a DG Granule cell and two interneurons across the different parcels
of DG. Probabilities of connection (mean ± SD) are shown in black, numbers of contacts in gray, dendritic path lengths in blue, and axonal lengths in red. Right top: Total number of connections within DG by connection type. Right bottom: Breakdown of the total number of connections by parcel and
connection type. D) Synaptic physiology. Left: General pipeline for obtaining normalized synaptic parameters from paired recordings with a TPM model. Right top: Digitized synaptic data between two EC LII-III Pyramidal-Tripolar cells. Experimental data are shown in blue, initiation synaptic points in pink,
model data in orange, and corrected data in green. Right bottom: Simulated modeling conditions, electrophysiological parameters, and TPM
parameters. Abbreviations are defined in Materials and Methods. Figure 5. Transitional knowledge enabling Hippocampome.org (https://hippocampome.org/) to support spiking neural network simulations. Center: General
diagram of the hippocampal formation and the number of cell types in Hippocampome v1.0. A) Neuron type census. Top: General pipeline for obtaining
cell counts for specific collections of neurons from the peer reviewed literature. Left: Neuron count proportions for the different subregions of the
hippocampal formation. Insert: Normalized neuron counts for the inhibitory vs. excitatory balance by subregion. Right: Neuron counts for five identified
CA2 neuron types (green schematic: excitatory, red schematic: inhibitory). B) Neuron dynamics. Top: General pipeline for obtaining Izhikevich models to
reproduce the firing pattern phenotypes from peer reviewed data. Right: Simulated firing pattern from a Sub CA1-Projecting Pyramidal cell in response
to a 250-pA current injection pulse lasting 1 s. Izhikevich model parameters are shown in bold and the membrane biophysics properties are shown in
regular font. C) Synaptic probabilities. Left: General pipeline for obtaining the connection probabilities, number of contacts, and dendritic and axonal
path lengths from 2D reconstructions. Middle: Example of a connectivity diagram of a DG Granule cell and two interneurons across the different parcels
of DG. Probabilities of connection (mean ± SD) are shown in black, numbers of contacts in gray, dendritic path lengths in blue, and axonal lengths in red. Right top: Total number of connections within DG by connection type. Right bottom: Breakdown of the total number of connections by parcel and
connection type. D) Synaptic physiology. Left: General pipeline for obtaining normalized synaptic parameters from paired recordings with a TPM model. Right top: Digitized synaptic data between two EC LII-III Pyramidal-Tripolar cells. Experimental data are shown in blue, initiation synaptic points in pink,
model data in orange, and corrected data in green. Right bottom: Simulated modeling conditions, electrophysiological parameters, and TPM
parameters. Abbreviations are defined in Materials and Methods. Transitional knowledge enabling Hippocampome.org (https://hippocampome.org/) to support spiking neural network simulations. Center: General
diagram of the hippocampal formation and the number of cell types in Hippocampome v1.0. A) Neuron type census. Top: General pipeline for obtaining
cell counts for specific collections of neurons from the peer reviewed literature. Left: Neuron count proportions for the different subregions of the
hippocampal formation. Insert: Normalized neuron counts for the inhibitory vs. excitatory balance by subregion. Right: Neuron counts for five identified
CA2 neuron types (green schematic: excitatory, red schematic: inhibitory). B) Neuron dynamics. Figure 5. Those in turn are linked to an identified neuron type
based on qualitative features, like calbindin expression or laminar distribution of axons and
dendrites. In addition to enabling computational applications as described below, such integration
also allows the meta-analysis of correlations between morphological features, molecular profiles,
electrophysiological properties, and dynamic circuit functions. At the same time, several
components of Hippocampome.org (https://hippocampome.org/) are also synergistically linked to
external community resources (Figure 6B ). For example, each neuron page links out to all
three-dimensional morphological reconstructions of the same cell type available in
NeuroMorpho.Org (Ascoli et al., 2007 ), and selected data from NeuroMorpho.Org were used to
compute axonal and dendritic length and connection probabilities. Each neuron page also links
out to all computational models (including Hodgkin-Huxley, stochastic diffusion, mean firing rate,
etc.) involving the same cell type on ModelDB (McDougal et al., 2017 ), while conversely
ModelDB includes the Izhikevich models for all Hippocampome.org (https://hippocampome.org/)
neuron types. Moreover, simulation parameters from Hippocampome.org (https://hippocampome
.org/) are exportable to the CARLsim simulation environment (Nageswaran et al., 2009 ),
enabling fast execution of spiking neural network models optimized for GPUs. Furthermore,
Hippocampome.org (https://hippocampome.org/) harnessed data from the Allen Brain Atlas (Lein
et al., 2007 ) to infer gene expression for principal neurons and cell densities for use in the
neuron type census. To facilitate construction of spiking neural network simulations, Hippocampome.org (https://
hippocampome.org/) v2.0 also includes a new graphical user interface (GUI)2 . With this GUI,
users can download sets of simulation parameter values for arbitrarily selected neuron types, a
subregion of interest, or the whole hippocampal formation (Figure 7 ). The sets consist of files
for the instantiation of CARLsim simulations and a CSV spreadsheet of parameters for use in a
different simulation environment of the user’s choice. For the convenience of users interested in
simplified circuit models, Hippocampome.org (https://hippocampome.org/) informally ranks the
importance of each neuron type from 1 (essential) to 5 (dispensable). For instance, a user may
choose to simulate only the canonical, or rank 1, neuron types of the tri-synaptic circuit and
entorhinal cortex, consisting of DG granule, CA3 pyramidal, CA1 Pyramidal, and MEC LII Stellate
cells. When Hippocampome.org (https://hippocampome.org/) is missing a parameter value due to
insufficient experimental evidence, the GUI exports a default value clearly indicating so in the
downloadable files. Figure 5. Top: General pipeline for obtaining Izhikevich models to
reproduce the firing pattern phenotypes from peer reviewed data. Right: Simulated firing pattern from a Sub CA1-Projecting Pyramidal cell in response
to a 250-pA current injection pulse lasting 1 s. Izhikevich model parameters are shown in bold and the membrane biophysics properties are shown in
regular font. C) Synaptic probabilities. Left: General pipeline for obtaining the connection probabilities, number of contacts, and dendritic and axonal
path lengths from 2D reconstructions. Middle: Example of a connectivity diagram of a DG Granule cell and two interneurons across the different parcels
of DG. Probabilities of connection (mean ± SD) are shown in black, numbers of contacts in gray, dendritic path lengths in blue, and axonal lengths in red. Right top: Total number of connections within DG by connection type. Right bottom: Breakdown of the total number of connections by parcel and
connection type. D) Synaptic physiology. Left: General pipeline for obtaining normalized synaptic parameters from paired recordings with a TPM model. Right top: Digitized synaptic data between two EC LII-III Pyramidal-Tripolar cells. Experimental data are shown in blue, initiation synaptic points in pink,
model data in orange, and corrected data in green. Right bottom: Simulated modeling conditions, electrophysiological parameters, and TPM
parameters. Abbreviations are defined in Materials and Methods. Diek W. Wheeler et al., 2023 eLife. https://doi.org/10.7554/eLife.90597.1 13 of 47 13 of 47 between neurons (iv), Hippocampome.org (https://hippocampome.org/) adopts the Tsodyks-
Pawelzik-Markram formulation, representing unitary signals and short-term plasticity with five
constants for each directional pair of interacting neuron types: the synaptic conductance, decay
time, recovery time, facilitation time, and the utilization ratio (Tsodyks et al., 1998 ; Moradi et al.,
2022 ). Once again, these parameters were fitted from the experimental data (Moradi and Ascoli,
2018 ) employing deep learning to account for (and predict the effects of) numerous
experimental variables (Figure 5D ), including species (rat vs. mouse), sex (male vs. female), age
(young vs. adult), recording temperature (room vs. body), and clamping configuration (voltage vs. current). The above description underscores the crucial interconnectedness of individually measured
neuronal properties forming a cohesive whole in Hippocampome.org (https://hippocampome.org/)
(Figure 6 ). In particular, normalized simulation parameters (e.g., the sensitivity of recovery
variable in Izhikevich models) are derived from quantitative experimental measurements, such as
the spiking adaptation rate (Figure 6a ). Diek W. Wheeler et al., 2023 eLife. https://doi.org/10.7554/eLife.90597.1 Figure 5. For missing Izhikevich and synaptic signaling parameters, the default values
are those provided by the CARLsim simulation environment. For missing synaptic probabilities,
Hippocampome.org (https://hippocampome.org/) precomputes values averaged by connection
type, namely excitatory-excitatory (0.0117), excitatory-inhibitory (0.0237), inhibitory-excitatory
(0.00684), and inhibitory-inhibitory (0.00423). Diek W. Wheeler et al., 2023 eLife. https://doi.org/10.7554/eLife.90597.1 14 of 47 14 of 47 rg (https://hippocampome.org/) data provenance. A) The internal web of constituent neuron-type properties (thin
bute to the instantiation of spiking neural simulations (thick arrows). Properties described qualitatively, such as mor
r or molecular biomarker expressions, are in black font. Properties described by quantitative values, such as memb
are in red font. Properties with v2.0 updated information, such as connectivity and firing pattern phenotypes, are de
.x information, such as Izhikevich modeling parameter values and neuron-type census values, is visualized by black
ntribute data to and receive data from Hippocampome.org (https://hippocampome.org/) (the ModelDB logo has be Figure 6. Hippocampome.org (https://hippocampome.org/) data provenance. A) The internal web of constituent neuron-type properties (thin arrows) that
ultimately contribute to the instantiation of spiking neural simulations (thick arrows). Properties described qualitatively, such as morphological presence
of axons in a layer or molecular biomarker expressions, are in black font. Properties described by quantitative values, such as membrane biophysics and
neurite lengths, are in red font. Properties with v2.0 updated information, such as connectivity and firing pattern phenotypes, are depicted by blue
hexagons, and v1.x information, such as Izhikevich modeling parameter values and neuron-type census values, is visualized by black circles. B) External
resources that contribute data to and receive data from Hippocampome.org (https://hippocampome.org/) (the ModelDB logo has been modified from
the original). Hippocampome.org (https://hippocampome.org/) data provenance. A) The internal web of constituent neuron-type properties (thin arrows) that
ultimately contribute to the instantiation of spiking neural simulations (thick arrows). Properties described qualitatively, such as morphological presence
of axons in a layer or molecular biomarker expressions, are in black font. Properties described by quantitative values, such as membrane biophysics and
neurite lengths, are in red font. Properties with v2.0 updated information, such as connectivity and firing pattern phenotypes, are depicted by blue
hexagons, and v1.x information, such as Izhikevich modeling parameter values and neuron-type census values, is visualized by black circles. B) External
resources that contribute data to and receive data from Hippocampome.org (https://hippocampome.org/) (the ModelDB logo has been modified from
the original). Diek W. Wheeler et al., 2023 eLife. https://doi.org/10.7554/eLife.90597.1 15 of 47 15 of 47 Figure 7. CARLsim simulation parameters selection and file generation interface. A) The user chooses which subset of the available neuron types to include in the
generated downloadable parameter file. Neuron types can be selected (check boxes and gray highlights) either individually or by groupings, such as by
subregion and/or by importance rank. B) Representative user selection. C) Downloadable neuron-level parameters. D) Downloadable connection-level
parameters. Potential applications to connectomic analyses
and spiking neural networks simulations Hippocampome.org (https://hippocampome.org/) v2.0 enables the multiscale analysis of circuit
connectivity (Figure 8 ). At the highest echelon are the connections between hippocampal
subregions, which are comprised of the mesoscopic level potential connectivity between
individual neuron types (Figure 8A ). Expanding, for example, upon the 147 connections
between DG and CA3 neuron types reveals all the connections every individual neuron type forms
with the other neuron types within and across the subregions (Figure 8B ). Zooming in onto a
single neuron type each from DG and CA3, it is possible to quantify the efferent and afferent
connections with other neuron types from throughout the hippocampal formation in terms of
synaptic probabilities and number of neuronal partners (Figure 8C ). Diving even deeper into
the isolated connection between two neuron types, such as the mossy fiber contacts from DG
Granule cells to CA3 Basket cells, expands the connectivity analysis to several physiological factors
affecting neuronal communication: the subcellular location of the synaptic contact (e.g., soma in
stratum pyramidale and proximal dendrites in stratum lucidum), the transfer function (product of
synaptic conductance and decay time constant), the in vivo firing rate of the presynaptic neuron
type, and the relationship between input current and resulting output spiking frequency (F-I
curve) of the post-synaptic neuron (Figure 8D ). Release of v2.0 makes the original objective of Hippocampome.org (https://hippocampome.org/) ,
to enable data-driven spiking neural network simulations of rodent hippocampal circuits (Ascoli,
2010), finally achievable. An ongoing line of research in this regard focuses on a real-scale mouse
model of CA3, with the eventual goal of investigating the cellular mechanisms of pattern
completion. Initial work included excitatory Pyramidal cells and seven main inhibitory
interneuron types: Axo-axonic, Basket, Basket CCK+, Bistratified, Ivy, Mossy Fiber-Associated
ORDEN, and QuadD-LM (Kopsick et al., 2022 ). Use of Hippocampome.org (https://hippocampome
.org/) parameters for cell census, Izhikevich models, synaptic signals, and connection
probabilities resulted in robust, realistic, rhythmic resting state activity for all neuron types
(Figure 9A ). Another pursuit seeks to replicate the spatial representation in grid cells (Sargolini
et al., 2006 ), modeled utilizing the Hippocampome.org (https://hippocampome.org/) MEC LII
Stellate cells and supported by various GABAergic interneuron types (Dhillon and Jones, 2000 ). This study aims to reproduce the in vivo firing of these neuron types as a virtual rodent explores
an open field (Figure 9B ). Figure 7. CARLsim simulation parameters selection and file generation interface. A) The user chooses which subset of the available neuron types to include in the
generated downloadable parameter file. Neuron types can be selected (check boxes and gray highlights) either individually or by groupings, such as by
subregion and/or by importance rank. B) Representative user selection. C) Downloadable neuron-level parameters. D) Downloadable connection-level
parameters. Diek W. Wheeler et al., 2023 eLife. https://doi.org/10.7554/eLife.90597.1 16 of 47 Potential applications to connectomic analyses
and spiking neural networks simulations While preliminary, these illustrative examples highlight the potential
of Hippocampome.org (https://hippocampome.org/) -enabled data-driven spiking neural network
simulations to investigate computational theories of cognitive functions in hippocampal circuits at
the level of biologically detailed mechanisms (Sutton and Ascoli, 2021 ). Discussion Hippocampome.org (https://hippocampome.org/) , through its continuous updates and
conspicuous usage, has established itself prominently amongst other readily accessible, evidence-
based, expert-curated bioscience public resources of note, such as FlyBase for Drosophila
molecular biology (The FlyBase Consortium, 1994; dos Santos et al., 2015), WormBase for
nematode genomics (Stein et al., 2001 ), the Blue Brain Project for somatosensory cortex
(Markram, 2006 ), SynGO for synaptic functions (Koopmans et al., 2019 ), and RegenBase for
spinal cord injury biology (Callahan et al., 2016 ). The growth of Hippocampome.org (https://hippocampome.org/) since the initial release of v1.0
(Wheeler et al., 2015 ) has been prodigious. To date, the site has been visited over 136,000 times
with over 33,000 unique visits, and the original publication has been cited more than hundred
times. Each successive release of Hippocampome.org (https://hippocampome.org/) has added new
dimensions of knowledge and/or functionality and has been building toward assembling all the 17 of 47 Diek W. Wheeler et al., 2023 eLife. https://doi.org/10.7554/eLife.90597.1 Figure 8. Hierarchy of neuronal connectivity in Hippocampome.org (https://hippocampome.org/) . A) Subregional connectivity, where the number of connections
between subregions is shown, and the node size is proportional to the number of neuron types in each subregion. B) The reciprocal connectivity
between DG and CA3 neuron types consists of 147 connections. The node size is proportional to the census size for each neuron type. C) The full
connectivity involving DG Granule and CA3 Basket neuron types consists of 98 connections. The node size is proportional to the census size for each
neuron type, and the thicknesses of the connecting arrows are proportional to the synaptic probability. The dashed lines are connections for which the
synaptic probability has been approximated based on the means of known values. D) The electrophysiological connection between a DG Granule cell
and a CA3 Basket cell. The in vivo firing rate is shown for the presynaptic neuron. The transfer function between the two neuron types is proportional to
the synaptic conductance times the single-exponential decay time constant (g ⋅ τd; rat, male, P56, 32°C, current clamp). The frequency-current (F-I) curve
of the single-compartment Izhikevich model of a CA3 Basket cell was obtained with 10 pA current steps. Inset: Izhikevich model firing pattern of a CA3
Basket cell simulated with 430 pA of current applied for 500 ms (vertical and horizontal scale bars, respectively). Figure 8. Hierarchy of neuronal connectivity in Hippocampome.org (https://hippocampome.org/) . A) Subregional connectivity, where the number of connections
between subregions is shown, and the node size is proportional to the number of neuron types in each subregion. B) The reciprocal connectivity
between DG and CA3 neuron types consists of 147 connections. The node size is proportional to the census size for each neuron type. C) The full
connectivity involving DG Granule and CA3 Basket neuron types consists of 98 connections. The node size is proportional to the census size for each
neuron type, and the thicknesses of the connecting arrows are proportional to the synaptic probability. The dashed lines are connections for which the
synaptic probability has been approximated based on the means of known values. D) The electrophysiological connection between a DG Granule cell
and a CA3 Basket cell. The in vivo firing rate is shown for the presynaptic neuron. The transfer function between the two neuron types is proportional to
the synaptic conductance times the single-exponential decay time constant (g ⋅ τd; rat, male, P56, 32°C, current clamp). The frequency-current (F-I) curve
of the single-compartment Izhikevich model of a CA3 Basket cell was obtained with 10 pA current steps. Inset: Izhikevich model firing pattern of a CA3
Basket cell simulated with 430 pA of current applied for 500 ms (vertical and horizontal scale bars, respectively). Diek W. Wheeler et al., 2023 eLife. https://doi.org/10.7554/eLife.90597.1 18 of 47 18 of 47 etwork simulations. A) Full-scale CA3 model. (Aa) Neuron type connectivity schematic. (Ab) Theta (4-12 Hz; top), Gamma (25-100 Hz;
arp-Wave Ripple (150-200 Hz; bottom) filtered local field potentials from 175 ms of the simulation. (Ac) Raster plot of 500 Pyramidal cells
rons of each type (top), and representative voltage traces for each neuron type (bottom) during the same 175 ms of the simulation in
epresentation through grid cell firing. (Ba) Neuron type connectivity schematic. Bb) Simulated animal trajectory (black) with red dots
ing of a neuron in those locations. Bc) Raster plot of 50 randomly selected neurons from each type (top), and representative voltage
neuron type. Abbreviations are defined in Materials and Methods. Figure 9. Spiking neural network simulations. A) Full-scale CA3 model. (Aa) Neuron type connectivity schematic. (Ab) Theta (4-12 Hz; top), Gamma (25-100 Hz;
middle), and Sharp-Wave Ripple (150-200 Hz; bottom) filtered local field potentials from 175 ms of the simulation. (Ac) Raster plot of 500 Pyramidal cells
and 50 interneurons of each type (top), and representative voltage traces for each neuron type (bottom) during the same 175 ms of the simulation in
(Ab). B) Spatial representation through grid cell firing. (Ba) Neuron type connectivity schematic. Bb) Simulated animal trajectory (black) with red dots
indicating the firing of a neuron in those locations. Bc) Raster plot of 50 randomly selected neurons from each type (top), and representative voltage
traces for each neuron type. Abbreviations are defined in Materials and Methods. Spiking neural network simulations. A) Full-scale CA3 model. (Aa) Neuron type connectivity schematic. (Ab) Theta (4-12 Hz; top), Gamma (25-100 Hz;
middle), and Sharp-Wave Ripple (150-200 Hz; bottom) filtered local field potentials from 175 ms of the simulation. (Ac) Raster plot of 500 Pyramidal cells
and 50 interneurons of each type (top), and representative voltage traces for each neuron type (bottom) during the same 175 ms of the simulation in
(Ab). B) Spatial representation through grid cell firing. (Ba) Neuron type connectivity schematic. Bb) Simulated animal trajectory (black) with red dots
indicating the firing of a neuron in those locations. Bc) Raster plot of 50 randomly selected neurons from each type (top), and representative voltage
traces for each neuron type. Abbreviations are defined in Materials and Methods. Diek W. Wheeler et al., 2023 eLife. https://doi.org/10.7554/eLife.90597.1 19 of 47 19 of 47 components necessary to produce real-scale computational models of the rodent hippocampal
formation. The culmination of all this work is the release of v2.0, which introduces a framework
for launching computer simulations directly from the accumulated knowledge. However,
achieving simulations does not mark the end point for this project, because Hippocampome.org
(https://hippocampome.org/) will continue to aggregate new knowledge as it is published in the
peer-reviewed literature. Gradually, the focus of this resource will shift from development to
exploitation through the in silico emulation of complex dynamics observed in vivo and in vitro,
with the goal of shedding light on the underlying synaptic-level computational mechanisms. Figure 9. The creation of real-scale spiking neural network models of the hippocampal formation and its
subregions can foster biologically realistic, data-driven, mesoscopic simulations of cognitive
function and dysfunction (Sutton and Ascoli, 2021 ). For instance, simulations with
Hippocampome.org (https://hippocampome.org/) ’s real-scale model of the dentate gyrus can build
on previous network models of epileptogenesis (Dyhrfjeld-Johnsen et al., 2007 ) by providing
further clarity to the roles of all documented neuron types and their corresponding potential
connections in seizure initiation and propagation. A real-scale model of CA1 can aim to further the
insights into the spatiotemporal dynamics of the circuit during theta oscillations (Bezaire et al.,
2016 ; Navas-Olive et al., 2020 ; Romani et al., 2023 ). Furthermore, network models involving
multiple subregions can open new vistas on unexplored territories, such as the use of real-scale
models of the entorhinal cortex and CA2 to simulate the neuron- and connection-type specific
mechanisms of social memory (Lopez-Rojas et al., 2022 ). Moreover, open source sharing of the
real-scale models replicating those functions (Gleeson et al., 2017 ) will facilitate cross-talk
within the systems neuroscience community to better understand the role of distinct neuron types
in hippocampal function. A notable aspect of Hippocampome.org (https://hippocampome.org/) is that all freely
downloadable model parameters are directly linked to the specific peer-reviewed empirical
evidence from which they were derived. Thus, if users disagree with a specific interpretation, or
are not fully convinced by an individual experimental measurement, they maintain control in
selecting the information sources. Conversely, researchers can choose to reuse the collated
experimental data to constrain different computational models they may prefer, such as adopting
the Hodgkin-Huxley formalism instead of Izhikevich dynamics. At the same time, Hippocampome
.org (https://hippocampome.org/) is not only a collection of model parameters and corresponding
empirical evidence, but it also provides an opportunity to unearth knowledge gaps, as facilitated
by an intuitive search functionality (hippocampome.org/find-neuron). Missing data can serve to
guide the design of targeted “low hanging fruit” experiments or to generate new hypotheses. Another important element of Hippocampome.org (https://hippocampome.org/) is the careful
annotation of the experimental metadata for each piece of evidence, including the species (rat or
mouse), sex (male or female), age (young or adult) as well as any and all reported details that
could affect the recorded neuronal property. Materials and Methods Hippocampome.org (https://hippocampome
.org/) v2.0 vs. the legacy status of v1.12
With the release of v2.0 of Hippocampome.org (https://hippocampome.org/) upon publication of
this article, v1.12 of the website will no longer be updated and will transition to legacy status
(hippocampome.org/legacy_v1). In this way, users may avail themselves of the full benefits of the
new content and functionality of v2.0, while maintaining access to reference content as published
through v1.12. In the near term, neuron types new to v2.0 are tagged with an asterisk on the web
site to differentiate them from v1.1x types. Hippocampome.org (https://hippocampome
.org/) v2.0 vs. the legacy status of v1.12
With the release of v2.0 of Hippocampome.org (https://hippocampome.org/) upon publication of
this article, v1.12 of the website will no longer be updated and will transition to legacy status
(hippocampome.org/legacy_v1). In this way, users may avail themselves of the full benefits of the
new content and functionality of v2.0, while maintaining access to reference content as published
through v1.12. In the near term, neuron types new to v2.0 are tagged with an asterisk on the web
site to differentiate them from v1.1x types. Figure 9. Examples of these confounding factors abound
especially for in vitro electrophysiological data, such as the exact chemical composition of the
solution in the electrode and in the bath, slice thickness and orientation, clamping configuration,
recording temperature, and animal weight. Because these covariates, when reported by the
original investigators, are also stored in the database, it is possible to account for them in
subsequent analyses and simulations. Hippocampome.org (https://hippocampome.org/) therefore
constitutes a considerably rich one-stop resource to compare and “translate” key parameters, such
as the amplitude and duration of a synaptic signal between two specifically identified neuron
types, for instance, from 14 day old male rat at 22 °C in voltage clamp to a 56 day old female mouse
at 32 °C in current clamp. When fed into spiking neural network simulations, these differential
parameter values can foster intuition while attempting to reconcile neuroscience theories and
observations. Diek W. Wheeler et al., 2023 eLife. https://doi.org/10.7554/eLife.90597.1 20 of 47 20 of 47 Hippocampome.org (https://hippocampome.org/) is yet poised for the onset of an information
deluge from current and future big science projects, which will need to be integrated into a
complete cohesive picture (de La Prida and Ascoli, 2021 ). Although morphological identification
will continue to play a fundamental role in defining neuron types and circuit connectivity, the
manner in which knowledge is cross-referenced in this resource will allow its effective linkage to
rapidly accumulating molecular and imaging data. The ongoing spatial transcriptomics revolution
is already transforming the frontiers of cellular neuroscience, often using the hippocampus as its
favorite sandbox (Lein et al., 2017 ; Yao et al., 2021 ; Zeisel et al., 2015 ). Single-cell
transcriptomics via scRNAseq can bolster the current morphological information by offering
distinct transcription factor codes for existing neuron types and assist in defining new ones
(Cembrowski and Spruston, 2019 ; Winnubst et al., 2020 ; Yuste et al., 2020 ). From the
functional side, optical imaging via genetically encoded voltage indicators (Knöpfel and Song,
2019 ) will provide in vivo voltage traces for defined neuron types that can greatly enhance the
repertoire of firing pattern phenotypes to utilize in simulations (Adam et al., 2019 ). Data-driven
computational models can provide a useful conceptual bridge between molecular sequencing and
activity imaging by investigating the effects of specific subcellular distributions of voltage- and
ligand-gated conductances on neuronal excitability (Migliore et al., 2018 ). Linking neuron types to NeuroMorpho.Org
morphological reconstructions Hippocampome.org (https://hippocampome.org/) neuron types are regularly linked to
appropriately identified digital reconstructions of neuronal morphology from NeuroMorpho.Org
(Ascoli et al., 2007 ). Identification of suitable reconstructions with individual neuron types
depends on the correspondence of dendritic and axonal locations across hippocampal subregions
and layers, as they appear in the reference publication. Alternatively, direct cell typing by the
authors in the reference publication text is accepted as evidence for canonical (principal cell)
types, such as CA1 pyramidal cells or DG granule cells. Reconstructions are not linked to a neuron
type if the experimental conditions are inconsistent with the inclusion criteria of Hippocampome
.org (https://hippocampome.org/) , as in the case of cell cultures or embryonic development. Lack
of either axonal or dendritic tracing also disqualifies reconstructions of non-canonical neurons
from being linked. Figure 9. With the converging
maturation of these young techniques and the advent of others yet on the horizon, Hippocampome
.org (https://hippocampome.org/) will be able to integrate multidimensional knowledge on the
solid foundation of neuronal classification. Connections from DG Granule cells to CA3 To compute estimates of connection probabilities and numbers of contacts per connected pair for
the rat mossy fiber-CA3 circuit, we used previously calculated average convex hull volume (Tecuatl
et al., 2021b ) and several measurements from a seminal anatomical study (Acsády et al., Diek W. Wheeler et al., 2023 eLife. https://doi.org/10.7554/eLife.90597.1 21 of 47 21 of 47 1998 ): DG Granule cell axonal length within CA3 (3,236 µm), inter-bouton distances for mossy
boutons on Pyramidal cell targets in CA3c (162 µm) and in the rest of CA3 (284 µm), and inter-
bouton distances for en-passant and filipodia boutons onto CA3 interneurons (67.4 µm,
considering that 48 interneurons can be contacted by a single GC). Given that the mossy fibers
innervate mainly CA3 SL, and due to the lack of information regarding the exact proportion of
axons innervating CA3 SP, these calculations assume that GCs only innervate SL. The probabilities
of connection and numbers of contacts per connected pair (Table 2 ) are estimated as previously
described (Tecuatl et al., 2021a ) utilizing the CA3 dendritic lengths reported in Hippocampome
.org (https://hippocampome.org/) . hippocampome.org/) spiking neural simulations Hippocampome.org (https://hippocampome.org/) utilizes CARLsim (Nageswaran et al., 2009 ) as
its default simulation environment (socsci.uci.edu/∼jkrichma/CARLsim/). CARLsim is a graphics
processing unit (GPU)-accelerated library of functions for simulating spiking neural networks
based on Izhikevich neuron models (Izhikevich, 2003 ). The current version is CARLsim 6
(Niedermeier et al., 2022 ), and the most up-to-date Hippocampome.org (https://hippocampome.org
/) -optimized code base, including features not yet released in the main CARLsim version, can be
found at hippocampome.org/CARLsim (Kopsick et al., 2022 ). Connections from CA3 and CA3c Pyramidal cells to CA1 To compute estimates of connection probabilities and numbers of contacts per connected pair for
the rat Schaffer collaterals-CA1 circuit, we utilized previously reported values for the distinct
axonal innervation patterns (Ropireddy et al., 2011 ; Sik et al., 1993 ; Wittner et al., 2007 ) in
CA1 SR and SO from CA3 Pyramidal cells (27.5% of total axonal length: 64% to SR, 15% to SP, 21%
to SO) and CA3c Pyramidal cells (64.1% of total axonal length: 94% to SR, 3% to SP, 3% to SO). In
addition, we used the average inter-bouton distance reported for the Schaffer collaterals (Li et al.,
1994 ) in SR (4.47 µm) and SO (5.8 µm). Total axonal length was measured with L-Measure
(Scorcioni et al., 2008 ) from three NeuroMorpho.Org reconstructions for CA3c (NMO_00187,
NMO_00191) and CA3b (NMO_00931). We extracted parcel-specific convex hull volumes from
Janelia MouseLight (Winnubst et al., 2019 ) Pyramidal cell reconstructions (AA0304, AA0307,
AA0420, AA0960, AA0997, AA0999, AA1548) mapped to the 2022 version of the Allen Institute
Common Coordinate Framework (CCF). The probabilities of connection and number of contacts
per connected pair were estimated as previously described (Tecuatl et al., 2021a ) using CA1
dendritic lengths from Hippocampome.org (https://hippocampome.org/) . We used separate values
for inter-bouton distances in CA1 SR for CA3c Pyramidal cells (5.5 µm: Wittner et al., 2007 ) and
CA3 Pyramidal cells (3.7 µm: Shepherd et al., 2002; 4.4 µm: Li et al., 1994 ; 4.29 µm: Sik et al.,
1993 ; averaged as 4.1 µm). Diek W. Wheeler et al., 2023 eLife. https://doi.org/10.7554/eLife.90597.1 Web portal, database, and source code Hippocampome.org (https://hippocampome.org/) runs on current versions of Chrome, Safari, and
Edge web browsers, and it is deployed on a CentOS server running Apache. The website runs off of
PHP from a MySQL database. The code for Hippocampome.org (https://hippocampome.org/) is
available open source at github.com/Hippocampome-Org. This includes all code for displaying the
pages of the website, all scripts for importing spreadsheets into the database, code for using
evolutionary algorithms to optimize Izhikevich model parameters, code for the graph theory
analysis of the potential connectome, code for the implementation of the firing pattern
classification algorithm, and code for analyzing network simulations in CARLsim. Diek W. Wheeler et al., 2023 eLife. https://doi.org/10.7554/eLife.90597.1 22 of 47 22 of 47 Glossary of abbreviations 5HT-3
serotonin receptor 3
AA
EC LII Axo-axonic cell
AAC
Axo-axonic cell
ABA
Allen Brain Atlas
APampl
action potential amplitude
APwidth
action potential width
ASP. adapting spiking
Astn2
astrotactin 2
BC
Basket cell
BC MP
EC LII Basket-Multipolar cell
BiC
Bistratified cell
BICCN
BRAIN Initiative Cell Census Net
C
Capacitance 5HT-3 Diek W. Wheeler et al., 2023 eLife. https://doi.org/10.7554/eLife.90597.1 Diek W. Wheeler et al., 2023 eLife. https://doi.org/10.7554/eLife.90597.1 Diek W. Wheeler et al., 2023 eLife. https://doi.org/10.7554/eLife.90597.1 Diek W. Wheeler et al., 2023 eLife. https://doi.org/10.7554/eLife.90597.1 Diek W. Wheeler et al., 2023 eLife. https://doi.org/10.7554/eLife.90597.1 ABA APwidth ASP. Capacitance Diek W. Wheeler et al., 2023 eLife. https://doi.org/10.7554/eLife.90597.1 23 of 47 CB CB
calbindin
CB1
cannabinoid receptor type 1
CCK+
cholecystokinin-positive
CR
calretinin
CSV
comma-separated value
Dcn
decorin
DG
dentate gyrus
E-E
excitatory to excitatory
E-I
excitatory to inhibitory
EC
entorhinal cortex
ENK
enkephalin
fAHP
fast after-hyperpolarizing pote
g
conductance constant
GABAa α1 GABAa α1 Diek W. Wheeler et al., 2023 eLife. https://doi.org/10.7554/eLife.90597.1 24 of 47 GABA-a alpha 1 subunit //
/
/
GC
granule cell
Gpc3
glypican 3
GPUs
graphical processing units
GRALDEN
GRAnule-Like DENdrites Garci grid cell
Grp
gastrin releasing peptide
GUI
graphical user interface
H
hilus
HIPROM
Hilar Interneuron with PRojections to the Outer Molecular layer
Htr2c
5-hydroxytryptamine receptor 2c
I-E
inhibitory to excitatory
I-I
inhibitory to inhibitory
IS
interneuron specific
LI-II
layers 1-2 h
//d i
/10 7554/ Lif
90597 1
GC
granule cell
Gpc3
glypican 3
GPUs
graphical processing units
GRALDEN
GRAnule-Like DENdrites Garci grid cell
Grp
gastrin releasing peptide
GUI
graphical user interface
H
hilus
HIPROM
Hilar Interneuron with PRojections to the Out
Htr2c
5-hydroxytryptamine receptor 2c
I-E
inhibitory to excitatory
I-I
inhibitory to inhibitory
IS
interneuron specific
LI-II
layers 1-2 GC HIPROM Htr2c 5-hydroxytryptamine receptor 2c I-E
inhibitory to excitatory I-I
inhibitory to inhibitory Diek W. Wheeler et al., 2023 eLife. https://doi.org/10.7554/eLife.90597.1 25 of 47 layer 2
LIII
layer 3
Max FR
maximum firing rate
MEC
medial entorhinal cortex
MFA
Mossy Fiber-Associated
mGluR1a
metabotropic glutamate receptor 1 alpha
MOCAP
cell with MOlecular Commissural-Associational Pathway-related axons and dendrites
MOLAX
MOlecular Layer Axons
MP PC
EC LI-II Multipolar Pyramidal cell
Mus2R
muscarinic type 2 receptor
NASP
non-adapting spiking
Ndst4
N-deacetylase and N-sulfotransferase 4
nNOS
neuronal nitric oxide synthase layer 2 Max FR
maximum firing rate Max FR
maximum firing rate MEC
medial entorhinal cortex MFA Mossy Fiber-Associated mGluR1a mGluR1a
metabotropic glutamate receptor 1 alpha Ndst4 nNOS neuronal nitric oxide synthase Nov nephroblastoma overexpressed Diek W. Wheeler et al., 2023 eLife. https://doi.org/10.7554/eLife.90597.1 26 of 47 neuropeptide Y Nr3c2
nuclear receptor subfamily 3 group C member 2
Nr4a1
nuclear receptor subfamily 4 group A member 1
ORAX
ORiens AXons
ORDEN
ORiens DENdrites
PC
pyramidal cell / CA1 Pyramidal cell (Fig. Diek W. Wheeler et al., 2023 eLife. https://doi.org/10.7554/eLife.90597.1 Diek W. Wheeler et al., 2023 eLife. https://doi.org/10.7554/eLife.90597.1 ABA 9B )
PL
polymorphic layer
PoE
pieces of evidence
PoK
pieces of knowledge
Prss12
serine protease 12
Prss23
serine protease 23
PV+
parvalbumin-positive
QuadD-LM
quadrilaminar dendrites – lacunosum-moleculare
Rin Nr3c2
nuclear receptor subfamily 3 group C member 2
Nr4a1
nuclear receptor subfamily 4 group A member 1
ORAX
ORiens AXons
ORDEN
ORiens DENdrites
PC
pyramidal cell / CA1 Pyramidal cell (Fig. 9B )
PL
polymorphic layer
PoE
pieces of evidence
PoK
pieces of knowledge
Prss12
serine protease 12
Prss23
serine protease 23
PV+
parvalbumin-positive
QuadD-LM
quadrilaminar dendrites – lacunosum-molecular
Rin
input resistance Nr3c2
nuclear receptor subfamily 3 group C member 2 Nr3c2 Nr4a1
nuclear receptor subfamily 4 group A member 1 Prss23
serine protease 23 PV+
parvalbumin-positive QuadD-LM
quadrilaminar dendrites – lacunosum-moleculare Rin input resistance Diek W. Wheeler et al., 2023 eLife. https://doi.org/10.7554/eLife.90597.1 27 of 47 reelin slow after-hyperpolarizing potential slow after-hyperpolarizing potenti
SC
MEC LII Stellate cell
SD
standard deviation
SG
stratum granulosum
SL
stratum lucidum
SLM
stratum lacunosum-moleculare
SMi
inner stratum moleculare
SMo
outer stratum moleculare
SO
stratum oriens
SOM
somatostatin
SP
stratum pyramidale
SR
stratum radiatum
Sub
subiculum subiculum Diek W. Wheeler et al., 2023 eLife. https://doi.org/10.7554/eLife.90597.1 28 of 47 sharp-wave ripple SynGO
synaptic gene ontologies TPM TSTUT.PSTUT
transient stuttering followed by persistent stuttering TSTUT.SLN
silence preceded by transient stuttering holding potential Diek W. Wheeler et al., 2023 eLife. https://doi.org/10.7554/eLife.90597.1 29 of 47 vasoactive intestinal polypeptide vasoactive intestinal polypeptide Vmin
post-spike reset potential Vmin
post-spike reset potential Vmin post-spike reset potential Vpeak
spike cutoff potential Vpeak Vr / Vrest
resting membrane potential Vr / Vrest
resting membrane potential Vt / Vthresh
firing threshold potential Vt / Vthresh Vt / Vthresh
firing threshold potential WA BC
Wide-arbor Basket cell WA BC WA BC
Wide-arbor Basket cell Wfs1 Wfs1 wolframin ER transmembrane glycoprotein Acknowledgements We thank David J. Hamilton, Charise M. White, Christopher L. Rees, Maurizio Bergamino, Keivan
Moradi, Siva Venkadesh, Alberto Sanchez-Aguilera, Teresa Jurado-Parras, Manuel Valero, Miriam
S. Nokia, Elena Cid, Ivan Fernandez-Lamo, Daniel García-Rincón, Liset M. de la Prida, Sarojini M. Attili, Iqbal Addou, and the many student interns (hippocampome.org/thx) for invaluable help
advancing from v1.0 to v2.0. Competing Interests The authors have no competing interests. Contributions DWW contributed to the conceptualization, methodology, software, investigation, data curation,
writing – original draft, visualization, supervision, and project administration. JDK contributed to
the methodology, software, formal analysis, investigation, data curation, writing – review and
editing, and visualization. NS contributed to the methodology, software, investigation, data
curation, writing – review and editing, and visualization. CT contributed to the methodology,
validation, formal analysis, investigation, data curation, writing – review and editing,
visualization, and supervision. AOK contributed to the formal analysis, writing – review and Diek W. Wheeler et al., 2023 eLife. https://doi.org/10.7554/eLife.90597.1 30 of 47 30 of 47 editing, and visualization. KN contributed to the software and writing – review and editing. GAA
contributed to the conceptualization, methodology, resources, investigation, data curation, writing
– review and editing, visualization, supervision, project administration, and funding acquisition. Diek W. Wheeler et al., 2023 eLife. https://doi.org/10.7554/eLife.90597.1 Funding information This work was supported in part by grants R01NS39600, RF1MH128693, and U01MH114829 from
the National Institutes of Health (NIH), and DE-SC0022998 from the Department of Energy (DOE). The funding sources were not involved in study design, data collection and interpretation, or the
decision to submit the work for publication. Diek W. Wheeler et al., 2023 eLife. https://doi.org/10.7554/eLife.90597.1 31 of 47 31 of 47 References Acsády L, Kamondi A, Sík A, Freund T, Buzsáki G (1998) GABAergic cells are the major
postsynaptic targets of mossy fibers in the rat hippocampus The Journal of Neuroscience:
The Official Journal of the Society for Neuroscience 18:3386–3403 https://doi.org/10.1523
/JNEUROSCI.18‑09‑03386.1998 Acsády L, Kamondi A, Sík A, Freund T, Buzsáki G (1998) GABAergic cells are the major
postsynaptic targets of mossy fibers in the rat hippocampus The Journal of Neuroscience:
The Official Journal of the Society for Neuroscience 18:3386–3403 https://doi.org/10.1523
/JNEUROSCI.18‑09‑03386.1998 Adam Y, Kim JJ, Lou S, Zhao Y, Xie ME, Brinks D, Wu H, Mostajo-Radji MA, Kheifets S, Parot V,
Chettih S, Williams KJ, Gmeiner B, Farhi SL, Madisen L, Buchanan EK, Kinsella I, Zhou D, Paninski
L, Harvey CD, Zeng H, Arlotta P, Campbell RE, Cohen AE (2019) Voltage imaging and
optogenetics reveal behaviour-dependent changes in hippocampal dynamics Nature
569:413–417 https://doi.org/10.1038/s41586‑019‑1166‑7 Aery Jones EA, Rao A, Zilberter M, Djukic B, Bant JS, Gillespie AK, Koutsodendris N, Nelson M,
Yoon SY, Huang K, Yuan H, Gill TM, Huang Y, Frank LM (2021) Dentate gyrus and CA3
GABAergic interneurons bidirectionally modulate signatures of internal and external
drive to CA1 Cell Reports 37 https://doi.org/10.1016/j.celrep.2021.110159 Akram MA, Nanda S, Maraver P, Armañanzas R, Ascoli GA (2018) An open repository for
single-cell reconstructions of the brain forest Scientific Data 5 https://doi.org/10.1038/sdata
.2018.6 Amunts K, Ebell C, Muller J, Telefont M, Knoll A, Lippert T (2016) The Human Brain Project:
Creating a European Research Infrastructure to Decode the Human Brain Neuron 92:574–
581 https://doi.org/10.1016/j.neuron.2016.10.046 Ascoli GA, Donohue DE, Halavi M (2007) NeuroMorpho Org: a central resource for neuronal
morphologies. The Journal of Neuroscience: The Official Journal of the Society for Neuroscience
27:9247–9251 https://doi.org/10.1523/JNEUROSCI.2055‑07.2007 Ascoli GA, Wheeler DW (2016) In search of a periodic table of the neurons: Axonal-dendritic
circuitry as the organizing principle: Patterns of axons and dendrites within distinct
anatomical parcels provide the blueprint for circuit-based neuronal classification
BioEssays 38:969–976 https://doi.org/10.1002/bies.201600067 Attili SM, Mackesey ST, Ascoli GA (2020) Operations research methods for estimating the
population size of neuron types Annals of Operations Research 289:33–50 https://doi.org/10
.1007/s10479‑020‑03542‑7 Attili SM, Moradi K, Wheeler DW, Ascoli GA (2022) Quantification of neuron types in the
rodent hippocampal formation by data mining and numerical optimization The European
Journal of Neuroscience 55:1724–1741 https://doi.org/10.1111/ejn.15639 Attili SM, Silva MFM, Nguyen T, Ascoli GA (2019) Cell numbers, distribution, shape, and
regional variation throughout the murine hippocampal formation from the adult brain
Allen Reference Atlas Brain Structure and Function 224:2883–2897 https://doi.org/10.1007
/s00429‑019‑01940‑7 Bahmer A, Gupta D, Effenberger F (2023) Modern Artificial Neural Networks: Is Evolution
Cleverer? Neural Computation 35:763–806 https://doi.org/10.1162/neco_a_01575 Diek W. Wheeler et al., 2023 eLife. https://doi.org/10.7554/eLife.90597.1 32 of 47 Bezaire MJ, Raikov I, Burk K, Vyas D, Soltesz I (2016) Interneuronal mechanisms of
hippocampal theta oscillations in a full-scale model of the rodent CA1 circuit eLife 5 https:
//doi.org/10.7554/eLife.18566 Bezaire MJ, Raikov I, Burk K, Vyas D, Soltesz I (2016) Interneuronal mechanisms of
hippocampal theta oscillations in a full-scale model of the rodent CA1 circuit eLife 5 https:
//doi.org/10.7554/eLife.18566 BICCN Data Ecosystem Collaboration, Hawrylycz MJ, Martone ME, Hof PR, Lein ES, Regev A,
Ascoli GAA, Bjaalie JG, Dong H-W, Ghosh SS, Gillis J, Hertzano R, Haynor DR, Kim Y, Liu Y, Miller
JA, Mitra PP, Mukamel E, Osumi-Sutherland D, Peng H, Ray PL, Sanchez R, Ropelewski A,
Scheuermann RH, Tan SZK, Tickle T, Tilgner H, Varghese M, Wester B, White O, Aevermann B,
Allemang D, Ament S, Athey TL, Baker PM, Baker C, Baker KS, Bandrowski A, Bishwakarma P,
Carr A, Chen M, Choudhury R, Cool J, Creasy H, D’Orazi F, Degatano K, Dichter B, Ding S-L,
Dolbeare T, Ecker JR, Fang R, Fillion-Robin J-C, Fliss TP, Gee J, Gillespie T, Gouwens N, Halchenko
YO, Harris N, Herb BR, Hintiryan H, Hood G, Horvath S, Jarecka D, Jiang S, Khajouei F, Kiernan
EA, Kir H, Kruse L, Lee C, Lelieveldt B, Li Y, Liu H, Markuhar A, Mathews J, Mathews KL, Miller MI,
Mollenkopf T, Mufti S, Mungall CJ, Ng L, Orvis J, Puchades MA, Qu L, Receveur JP, Ren B, Sjoquist
N, Staats B, Thompson CL, Tward D, Van Velthoven CTJ, Wang Q, Xie F, Xu H, Yao Z, Yun Z, Zeng
H, Zhang G-Q, Zhang YR, Zheng JW, Zingg B (2022) The BRAIN Initiative Cell Census Network
Data Ecosystem: A User’s Guide (preprint) Bioinformatics. https://doi.org/10.1101/2022.10
.26.513573 Callahan A, Abeyruwan SW, Al-Ali H, Sakurai K, Ferguson AR, Popovich PG, Shah NH, Visser U,
Bixby JL, Lemmon VP (2016) RegenBase: a knowledge base of spinal cord injury biology for
translational research Database: The Journal of Biological Databases and Curation 2016 https://
doi.org/10.1093/database/baw040 Cembrowski MS, Spruston N (2019) Heterogeneity within classical cell types is the rule:
lessons from hippocampal pyramidal neurons Nature Reviews Neuroscience 20:193–
204 https://doi.org/10.1038/s41583‑019‑0125‑5 Diek W. Wheeler et al., 2023 eLife. https://doi.org/10.7554/eLife.90597.1 Cembrowski MS, Spruston N (2019) Heterogeneity within classical cell types is the rule:
lessons from hippocampal pyramidal neurons Nature Reviews Neuroscience 20:193–
204 https://doi.org/10.1038/s41583‑019‑0125‑5 lessons from hippocampal pyramidal neurons Nature Reviews Neuroscience 20:193
204 https://doi.org/10.1038/s41583‑019‑0125‑5
Chamberland S, Salesse C, Topolnik D, Topolnik L (2010) Synapse-specific inhibitory control
of hippocampal feedback inhibitory circuit Frontiers in Cellular Neuroscience 4 https://doi
.org/10.3389/fncel.2010.00130
Ciarpella F, Zamfir RG, Campanelli A, Ren E, Pedrotti G, Bottani E, Borioli A, Caron D, Di Chio M,
Dolci S, Ahtiainen A, Malpeli G, Malerba G, Bardoni R, Fumagalli G, Hyttinen J, Bifari F, Palazzolo
G, Panuccio G, Curia G, Decimo I. (2021) Murine cerebral organoids develop network of
functional neurons and hippocampal brain region identity iScience 24 https://doi.org/10
.1016/j.isci.2021.103438
Craig MT, McBain CJ (2015) Fast gamma oscillations are generated intrinsically in CA1
without the involvement of fast-spiking basket cells The Journal of Neuroscience: The Official
Journal of the Society for Neuroscience 35:3616–3624 https://doi.org/10.1523/JNEUROSCI.4166
‑14.2015
de La Prida LM, Ascoli GA. (2021) Explorers of the cells: Toward cross-platform knowledge
integration to evaluate neuronal function Neuron 109:3535–3537 https://doi.org/10.1016/j
.neuron.2021.10.025 Chamberland S, Salesse C, Topolnik D, Topolnik L (2010) Synapse-specific inhibitory control
of hippocampal feedback inhibitory circuit Frontiers in Cellular Neuroscience 4 https://doi
.org/10.3389/fncel.2010.00130 Chamberland S, Salesse C, Topolnik D, Topolnik L (2010) Synapse-specific inhibitory control
of hippocampal feedback inhibitory circuit Frontiers in Cellular Neuroscience 4 https://doi
.org/10.3389/fncel.2010.00130 Chamberland S, Salesse C, Topolnik D, Topolnik L (2010) Synapse-specific inhibitory control
of hippocampal feedback inhibitory circuit Frontiers in Cellular Neuroscience 4 https://doi
.org/10.3389/fncel.2010.00130 Ciarpella F, Zamfir RG, Campanelli A, Ren E, Pedrotti G, Bottani E, Borioli A, Caron D, Di Chio M,
Dolci S, Ahtiainen A, Malpeli G, Malerba G, Bardoni R, Fumagalli G, Hyttinen J, Bifari F, Palazzolo
G, Panuccio G, Curia G, Decimo I. (2021) Murine cerebral organoids develop network of
functional neurons and hippocampal brain region identity iScience 24 https://doi.org/10
.1016/j.isci.2021.103438 Craig MT, McBain CJ (2015) Fast gamma oscillations are generated intrinsically in CA1
without the involvement of fast-spiking basket cells The Journal of Neuroscience: The Official
Journal of the Society for Neuroscience 35:3616–3624 https://doi.org/10.1523/JNEUROSCI.4166
‑14.2015 Craig MT, McBain CJ (2015) Fast gamma oscillations are generated intrinsically in CA1
without the involvement of fast-spiking basket cells The Journal of Neuroscience: The Official
Journal of the Society for Neuroscience 35:3616–3624 https://doi.org/10.1523/JNEUROSCI.4166
‑14.2015 de La Prida LM, Ascoli GA. (2021) Explorers of the cells: Toward cross-platform knowledge
integration to evaluate neuronal function Neuron 109:3535–3537 https://doi.org/10.1016/j
.neuron.2021.10.025 Diek W. Wheeler et al., 2023 eLife. Dyhrfjeld-Johnsen J, Santhakumar V, Morgan RJ, Huerta R, Tsimring L, Soltesz I (2007)
Topological determinants of epileptogenesis in large-scale structural and functional
models of the dentate gyrus derived from experimental data Journal of neurophysiology
97:1566–1587 https://doi.org/10.1152/jn.00950.2006 Ecker A, Romani A, Sáray S, Káli S, Migliore M, Falck J, Lange S, Mercer A, Thomson AM, Muller E,
Reimann MW, Ramaswamy S (2020) Data-driven integration of hippocampal CA1 synaptic
physiology in silico Hippocampus 30:1129–1145 https://doi.org/10.1002/hipo.23220 Eke DO, Bernard A, Bjaalie JG, Chavarriaga R, Hanakawa T, Hannan AJ, Hill SL, Martone ME,
McMahon A, Ruebel O, Crook S, Thiels E, Pestilli F (2022) International data governance for
neuroscience Neuron 110:600–612 https://doi.org/10.1016/j.neuron.2021.11.017 Faghihi F, Moustafa AA (2017) Combined Computational Systems Biology and
Computational Neuroscience Approaches Help Develop of Future “Cognitive Faghihi F, Moustafa AA (2017) Combined Computational Systems Biology and
Computational Neuroscience Approaches Help Develop of Future “Cognitive
Developmental Robotics.” Frontiers in Neurorobotics 11 https://doi.org/10.3389/fnbot.2017
.00063 fe https://doi org/10 7554/eLife 90597 1
34 of 47
Faghihi F, Moustafa AA (2017) Combined Computational Systems Biology and
Computational Neuroscience Approaches Help Develop of Future “Cognitive
Developmental Robotics.” Frontiers in Neurorobotics 11 https://doi.org/10.3389/fnbot.2017
.00063
Ferguson AR, Nielson JL, Cragin MH, Bandrowski AE, Martone ME (2014) Big data from small
data: data-sharing in the “long tail” of neuroscience Nature Neuroscience 17:1442–
1447 https://doi.org/10.1038/nn.3838
Gleeson P, Davison AP, Silver RA, Ascoli GA (2017) A Commitment to Open Source in
Neuroscience Neuron 96:964–965 https://doi.org/10.1016/j.neuron.2017.10.013
Gulyás AI, Freund TF, Káli S (2016) The Effects of Realistic Synaptic Distribution and 3D
Geometry on Signal Integration and Extracellular Field Generation of Hippocampal
Pyramidal Cells and Inhibitory Neurons Frontiers in Neural Circuits 10 https://doi.org/10
.3389/fncir.2016.00088 Developmental Robotics.” Frontiers in Neurorobotics 11 https://doi.org/10.3389/fnbot.2017
.00063 Ferguson AR, Nielson JL, Cragin MH, Bandrowski AE, Martone ME (2014) Big data from small
data: data-sharing in the “long tail” of neuroscience Nature Neuroscience 17:1442–
1447 https://doi.org/10.1038/nn.3838 Ferguson AR, Nielson JL, Cragin MH, Bandrowski AE, Martone ME (2014) Big data from small
data: data-sharing in the “long tail” of neuroscience Nature Neuroscience 17:1442–
1447 https://doi.org/10.1038/nn.3838
Gleeson P, Davison AP, Silver RA, Ascoli GA (2017) A Commitment to Open Source in
Neuroscience Neuron 96:964–965 https://doi.org/10.1016/j.neuron.2017.10.013
Gulyás AI, Freund TF, Káli S (2016) The Effects of Realistic Synaptic Distribution and 3D
Geometry on Signal Integration and Extracellular Field Generation of Hippocampal
Pyramidal Cells and Inhibitory Neurons Frontiers in Neural Circuits 10 https://doi.org/10
.3389/fncir.2016.00088 Gleeson P, Davison AP, Silver RA, Ascoli GA (2017) A Commitment to Open Source in
Neuroscience Neuron 96:964–965 https://doi.org/10.1016/j.neuron.2017.10.013
Gulyás AI, Freund TF, Káli S (2016) The Effects of Realistic Synaptic Distribution and 3D
Geometry on Signal Integration and Extracellular Field Generation of Hippocampal
Pyramidal Cells and Inhibitory Neurons Frontiers in Neural Circuits 10 https://doi.org/10
.3389/fncir.2016.00088 Gulyás AI, Freund TF, Káli S (2016) The Effects of Realistic Synaptic Distribution and 3D
Geometry on Signal Integration and Extracellular Field Generation of Hippocampal
Pyramidal Cells and Inhibitory Neurons Frontiers in Neural Circuits 10 https://doi.org/10
.3389/fncir.2016.00088 Diek W. Chamberland S, Salesse C, Topolnik D, Topolnik L (2010) Synapse-specific inhibitory control
of hippocampal feedback inhibitory circuit Frontiers in Cellular Neuroscience 4 https://doi
.org/10.3389/fncel.2010.00130 https://doi.org/10.7554/eLife.90597.1 33 of 47 33 of 47 DeFelipe J, López-Cruz PL, Benavides-Piccione R, Bielza C, Larrañaga P, Anderson S, Burkhalter
A, Cauli B, Fairén A, Feldmeyer D, Fishell G, Fitzpatrick D, Freund TF, González-Burgos G, Hestrin
S, Hill S, Hof PR, Huang J, Jones EG, Kawaguchi Y, Kisvárday Z, Kubota Y, Lewis DA, Marín O,
Markram H, McBain CJ, Meyer HS, Monyer H, Nelson SB, Rockland K, Rossier J, Rubenstein JLR,
Rudy B, Scanziani M, Shepherd GM, Sherwood CC, Staiger JF, Tamás G, Thomson A, Wang Y,
Yuste R, Ascoli GA (2013) New insights into the classification and nomenclature of cortical
GABAergic interneurons Nature Reviews Neuroscience 14:202–216 https://doi.org/10.1038
/nrn3444 Deller T, Adelmann G, Nitsch R, Frotscher M (1996) The alvear pathway of the rat
hippocampus Cell and Tissue Research 286:293–303 https://doi.org/10.1007/s004410 Depannemaecker D, Canton Santos LE, Rodrigues AM, Scorza CA, Scorza FA (2020) Realistic
spiking neural network: Non-synaptic mechanisms improve convergence in cell assembly
Neural Networks: The Official Journal of the International Neural Network Society 122:420–
433 https://doi.org/10.1016/j.neunet.2019.09.038 DePasquale B, Sussillo D, Abbott LF, Churchland MM (2023) The centrality of population-level
factors to network computation is demonstrated by a versatile approach for training
spiking networks Neuron 111:631–649 https://doi.org/10.1016/j.neuron.2022.12.007 Dhillon A, Jones RS (2000) Laminar differences in recurrent excitatory transmission in the
rat entorhinal cortex in vitro Neuroscience 99:413–422 https://doi.org/10.1016/s0306
‑4522(00)00225‑6 Dyhrfjeld-Johnsen J, Santhakumar V, Morgan RJ, Huerta R, Tsimring L, Soltesz I (2007)
Topological determinants of epileptogenesis in large-scale structural and functional
models of the dentate gyrus derived from experimental data Journal of neurophysiology
97:1566–1587 https://doi.org/10.1152/jn.00950.2006 Dyhrfjeld-Johnsen J, Santhakumar V, Morgan RJ, Huerta R, Tsimring L, Soltesz I (2007)
Topological determinants of epileptogenesis in large-scale structural and functional
models of the dentate gyrus derived from experimental data Journal of neurophysiology
97:1566–1587 https://doi.org/10.1152/jn.00950.2006 Wheeler et al., 2023 eLife. https://doi.org/10.7554/eLife.90597.1 34 of 47 Hamilton DJ, Wheeler DW, White CM, Rees CL, Komendantov AO, Bergamino M, Ascoli GA
(2017) Name-calling in the hippocampus (and beyond): coming to terms with neuron
types and properties Brain Informatics 4:1–12 https://doi.org/10.1007/s40708‑016‑0053‑3 Hamilton DJ, Wheeler DW, White CM, Rees CL, Komendantov AO, Bergamino M, Ascoli GA
(2017) Name-calling in the hippocampus (and beyond): coming to terms with neuron
types and properties Brain Informatics 4:1–12 https://doi.org/10.1007/s40708‑016‑0053‑3 Hamilton DJ, White CM, Rees CL, Wheeler DW, Ascoli GA (2017) Molecular fingerprinting of
principal neurons in the rodent hippocampus: A neuroinformatics approach Journal of
Pharmaceutical and Biomedical Analysis 144:269–278 https://doi.org/10.1016/j.jpba.2017.03.062 Hosp JA, Strüber M, Yanagawa Y, Obata K, Vida I, Jonas P, Bartos M (2014) Morpho- Hosp JA, Strüber M, Yanagawa Y, Obata K, Vida I, Jonas P, Bartos M (2014) Morpho-
physiological criteria divide dentate gyrus interneurons into classes Hippocampus 24:189–
203 https://doi.org/10.1002/hipo.22214 p J ,
,
g
,
,
, J
,
(
)
p
hysiological criteria divide dentate gyrus interneurons into classes Hippocampus 24:189–
03 https://doi.org/10.1002/hipo.22214 Hunsberger MS, Mynlieff M (2020) BK potassium currents contribute differently to action
potential waveform and firing rate as rat hippocampal neurons mature in the first
postnatal week Journal of Neurophysiology 124:703–714 https://doi.org/10.1152/jn.00711.2019 Insel TR, Landis SC, Collins FS (2013) Research priorities. The NIH BRAIN Initiative. Dyhrfjeld-Johnsen J, Santhakumar V, Morgan RJ, Huerta R, Tsimring L, Soltesz I (2007)
Topological determinants of epileptogenesis in large-scale structural and functional
models of the dentate gyrus derived from experimental data Journal of neurophysiology
97:1566–1587 https://doi.org/10.1152/jn.00950.2006 Science
(New York NY 340:687–688 https://doi.org/10.1126/science.1239276 Izhikevich EM (2003) Simple model of spiking neurons IEEE transactions on neural networks
14:1569–1572 https://doi.org/10.1109/TNN.2003.820440 Jones AR, Overly CC, Sunkin SM (2009) The Allen Brain Atlas: 5 years and beyond Nature
Reviews Neuroscience 10:821–828 https://doi.org/10.1038/nrn2722 Kirson ED, Yaari Y (2000) Unique properties of NMDA receptors enhance synaptic
excitation of radiatum giant cells in rat hippocampus The Journal of Neuroscience: The
Official Journal of the Society for Neuroscience 20:4844–4854 Knöpfel T, Song C (2019) Optical voltage imaging in neurons: moving from technology
development to practical tool Nature Reviews Neuroscience 20:719–727 https://doi.org/10
.1038/s41583‑019‑0231‑4 Kohara K, Pignatelli M, Rivest AJ, Jung H-Y, Kitamura T, Suh J, Frank D, Kajikawa K, Mise N, Obata
Y, Wickersham IR, Tonegawa S (2014) Cell type-specific genetic and optogenetic tools reveal
hippocampal CA2 circuits Nature Neuroscience 17:269–279 https://doi.org/10.1038/nn.3614 omendantov AO, Venkadesh S, Rees CL, Wheeler DW, Hamilton DJ, Ascoli GA (2019) Komendantov AO, Venkadesh S, Rees CL, Wheeler DW, Hamilton DJ, Ascoli GA (2019)
Quantitative firing pattern phenotyping of hippocampal neuron types Scientific Reports
9 https://doi.org/10.1038/s41598‑019‑52611‑w (
)
Quantitative firing pattern phenotyping of hippocampal neuron types Scientific Reports
9 https://doi.org/10.1038/s41598‑019‑52611‑w Koopmans F, van Nierop P, Andres-Alonso M, Byrnes A, Cijsouw T, Coba MP, Cornelisse LN,
Farrell RJ, Goldschmidt HL, Howrigan DP, Hussain NK, Imig C, de Jong APH, Jung H,
Kohansalnodehi M, Kramarz B, Lipstein N, Lovering RC, MacGillavry H, Mariano V, Mi H, Ninov
M, Osumi-Sutherland D, Pielot R, Smalla KH, Tang H, Tashman K, Toonen RFG, Verpelli C, Reig-
Viader R, Watanabe K, van Weering J, Achsel T, Ashrafi G, Asi N, Brown TC, De Camilli P,
Feuermann M, Foulger RE, Gaudet P, Joglekar A, Kanellopoulos A, Malenka R, Nicoll RA, Pulido
C, de Juan-Sanz J, Sheng M, Südhof TC, Tilgner HU, Bagni C, Bayés À, Biederer T, Brose N, Chua
JJE, Dieterich DC, Gundelfinger ED, Hoogenraad C, Huganir RL, Jahn R, Kaeser PS, Kim E, Kreutz
MR, McPherson PS, Neale BM, O’Connor V, Posthuma D, Ryan TA, Sala C, Feng G, Hyman SE,
Thomas PD, Smit AB, Verhage M. Dyhrfjeld-Johnsen J, Santhakumar V, Morgan RJ, Huerta R, Tsimring L, Soltesz I (2007)
Topological determinants of epileptogenesis in large-scale structural and functional
models of the dentate gyrus derived from experimental data Journal of neurophysiology
97:1566–1587 https://doi.org/10.1152/jn.00950.2006 (2019) SynGO: An Evidence-Based, Expert-Curated
Knowledge Base for the Synapse Neuron 103:217–234 https://doi.org/10.1016/j.neuron.2019 Koopmans F, van Nierop P, Andres-Alonso M, Byrnes A, Cijsouw T, Coba MP, Cornelisse LN,
Farrell RJ, Goldschmidt HL, Howrigan DP, Hussain NK, Imig C, de Jong APH, Jung H,
Kohansalnodehi M, Kramarz B, Lipstein N, Lovering RC, MacGillavry H, Mariano V, Mi H, Ninov
M, Osumi-Sutherland D, Pielot R, Smalla KH, Tang H, Tashman K, Toonen RFG, Verpelli C, Reig-
Viader R, Watanabe K, van Weering J, Achsel T, Ashrafi G, Asi N, Brown TC, De Camilli P,
Feuermann M, Foulger RE, Gaudet P, Joglekar A, Kanellopoulos A, Malenka R, Nicoll RA, Pulido
C, de Juan-Sanz J, Sheng M, Südhof TC, Tilgner HU, Bagni C, Bayés À, Biederer T, Brose N, Chua
JJE, Dieterich DC, Gundelfinger ED, Hoogenraad C, Huganir RL, Jahn R, Kaeser PS, Kim E, Kreutz
MR, McPherson PS, Neale BM, O’Connor V, Posthuma D, Ryan TA, Sala C, Feng G, Hyman SE,
Thomas PD, Smit AB, Verhage M. (2019) SynGO: An Evidence-Based, Expert-Curated
K
l d
B
f
th
S
N
103:217–234 htt
://d i
/10 1016/j
2019 Diek W. Wheeler et al., 2023 eLife. https://doi.org/10.7554/eLife.90597.1 35 of 47 Kopsick JD, Tecuatl C, Moradi K, Attili SM, Kashyap HJ, Xing J, Chen K, Krichmar JL, Ascoli GA
(2022) Robust Resting-State Dynamics in a Large-Scale Spiking Neural Network Model of
Area CA3 in the Mouse Hippocampus Cognitive Computation https://doi.org/10.1007/s12559
‑021‑09954‑2 Kopsick JD, Tecuatl C, Moradi K, Attili SM, Kashyap HJ, Xing J, Chen K, Krichmar JL, Ascoli GA
(2022) Robust Resting-State Dynamics in a Large-Scale Spiking Neural Network Model of
Area CA3 in the Mouse Hippocampus Cognitive Computation https://doi.org/10.1007/s12559
‑021‑09954‑2 Lee C-T, Kao M-H, Hou W-H, Wei Y-T, Chen C-L, Lien C-C (2016) Causal Evidence for the Role of
Specific GABAergic Interneuron Types in Entorhinal Recruitment of Dentate Granule Cells
Scientific Reports 6 https://doi.org/10.1038/srep36885 Lee C-T, Kao M-H, Hou W-H, Wei Y-T, Chen C-L, Lien C-C (2016) Causal Evidence for the Role
Specific GABAergic Interneuron Types in Entorhinal Recruitment of Dentate Granule Ce
Scientific Reports 6 https://doi.org/10.1038/srep36885 Lee C-T, Kao M-H, Hou W-H, Wei Y-T, Chen C-L, Lien C-C (2016) Causal Evidence for the Role of
Specific GABAergic Interneuron Types in Entorhinal Recruitment of Dentate Granule Cells
Scientific Reports 6 https://doi.org/10.1038/srep36885 Lee C-T, Kao M-H, Hou W-H, Wei Y-T, Chen C-L, Lien C-C (2016) Causal Evidence for the Role of
Specific GABAergic Interneuron Types in Entorhinal Recruitment of Dentate Granule Cells
Scientific Reports 6 https://doi.org/10.1038/srep36885 Lee S-H, Marchionni I, Bezaire M, Varga C, Danielson N, Lovett-Barron M, Losonczy A, Soltesz I
(2014) Parvalbumin-positive basket cells differentiate among hippocampal pyramidal
cells Neuron 82:1129–44 https://doi.org/10.1016/j.neuron.2014.03.034 Lee S-H, Marchionni I, Bezaire M, Varga C, Danielson N, Lovett-Barron M, Losonczy A, Soltesz I
(2014) Parvalbumin-positive basket cells differentiate among hippocampal pyramidal
cells Neuron 82:1129–44 https://doi.org/10.1016/j.neuron.2014.03.034 Lein E, Borm LE, Linnarsson S (2017) The promise of spatial transcriptomics for
neuroscience in the era of molecular cell typing Science 358:64–69 https://doi.org/10.
/
i
6827 /science.aan6827 Lein ES, Hawrylycz MJ, Ao N, Ayres M, Bensinger A, Bernard A, Boe AF, Boguski MS, Brockway
KS, Byrnes EJ, Lin Chen, Li Chen, Chen T-M, Chin MC, Chong J, Crook BE, Czaplinska A, Dang CN,
Datta S, Dee NR, Desaki AL, Desta T, Diep E, Dolbeare TA, Donelan MJ, Dong H-W, Dougherty JG,
Duncan BJ, Ebbert AJ, Eichele G, Estin LK, Faber C, Facer BA, Fields R, Fischer SR, Fliss TP,
Frensley C, Gates SN, Glattfelder KJ, Halverson KR, Hart MR, Hohmann JG, Howell MP, Jeung DP,
Johnson RA, Karr PT, Kawal R, Kidney JM, Knapik RH, Kuan CL, Lake JH, Laramee AR, Larsen KD,
Lau C, Lemon TA, Liang AJ, Liu Y, Luong LT, Michaels J, Morgan JJ, Morgan RJ, Mortrud MT,
Mosqueda NF, Ng LL, Ng R, Orta GJ, Overly CC, Pak TH, Parry SE, Pathak SD, Pearson OC,
Puchalski RB, Riley ZL, Rockett HR, Rowland SA, Royall JJ, Ruiz MJ, Sarno NR, Schaffnit K,
Shapovalova NV, Sivisay T, Slaughterbeck CR, Smith SC, Smith KA, Smith BI, Sodt AJ, Stewart
NN, Stumpf K-R, Sunkin SM, Sutram M, Tam A, Teemer CD, Thaller C, Thompson CL, Varnam LR,
Visel A, Whitlock RM, Wohnoutka PE, Wolkey CK, Wong VY, Wood M, Yaylaoglu MB, Young RC,
Youngstrom BL, Yuan XF, Zhang B, Zwingman TA, Jones AR (2007) Genome-wide atlas of gene
expression in the adult mouse brain Nature 445:168–176 https://doi.org/10.1038
/nature05453 Markwardt SJ, Dieni CV, Wadiche JI, Overstreet-Wadiche L (2011) Ivy/neurogliaform
interneurons coordinate activity in the neurogenic niche Nature Neuroscience 14:1407–
1409 https://doi.org/10.1038/nn.2935 Markwardt SJ, Dieni CV, Wadiche JI, Overstreet-Wadiche L (2011) Ivy/neurogliaform
interneurons coordinate activity in the neurogenic niche Nature Neuroscience 14:1407–
1409 https://doi.org/10.1038/nn.2935 Markwardt SJ, Dieni CV, Wadiche JI, Overstreet-Wadiche L (2011) Ivy/neurogliaform
interneurons coordinate activity in the neurogenic niche Nature Neuroscience 14:1407–
1409 https://doi.org/10.1038/nn.2935 McDougal RA, Morse TM, Carnevale T, Marenco L, Wang R, Migliore M, Miller PL, Shepherd GM,
Hines ML (2017) Twenty years of ModelDB and beyond: building essential modeling tools
for the future of neuroscience Journal of Computational Neuroscience 42:1–10 https://doi.org
/10.1007/s10827‑016‑0623‑7 McDougal RA, Morse TM, Carnevale T, Marenco L, Wang R, Migliore M, Miller PL, Shepherd GM,
Hines ML (2017) Twenty years of ModelDB and beyond: building essential modeling tools
for the future of neuroscience Journal of Computational Neuroscience 42:1–10 https://doi.org
/10.1007/s10827‑016‑0623‑7 Mehta K, Goldin RF, Marchette D, Vogelstein JT, Priebe CE, Ascoli GA (2021) Neuronal
classification from network connectivity via adjacency spectral embedding. Network
Neuroscience (Cambridge Mass 5:689–710 https://doi.org/10.1162/netn_a_00195 Migliore R, Lupascu CA, Bologna LL, Romani A, Courcol J-D, Antonel S, Van Geit WAH, Thomson
AM, Mercer A, Lange S, Falck J, Rössert CA, Shi Y, Hagens O, Pezzoli M, Freund TF, Kali S, Muller
EB, Schürmann F, Markram H, Migliore M. (2018) The physiological variability of channel
density in hippocampal CA1 pyramidal cells and interneurons explored using a unified
data-driven modeling workflow PLOS Computational Biology 14 https://doi.org/10.1371
/journal.pcbi.1006423 Migliore R, Lupascu CA, Bologna LL, Romani A, Courcol J-D, Antonel S, Van Geit WAH, Thomson
AM, Mercer A, Lange S, Falck J, Rössert CA, Shi Y, Hagens O, Pezzoli M, Freund TF, Kali S, Muller
EB, Schürmann F, Markram H, Migliore M. (2018) The physiological variability of channel
density in hippocampal CA1 pyramidal cells and interneurons explored using a unified
data-driven modeling workflow PLOS Computational Biology 14 https://doi.org/10.1371
/journal.pcbi.1006423 Moradi K, Aldarraji Z, Luthra M, Madison GP, Ascoli GA (2022) Normalized unitary synaptic
signaling of the hippocampus and entorhinal cortex predicted by deep learning of
experimental recordings Communications Biology 5 https://doi.org/10.1038/s42003‑022
‑03329‑5 Moradi K, Aldarraji Z, Luthra M, Madison GP, Ascoli GA (2022) Normalized unitary synaptic
signaling of the hippocampus and entorhinal cortex predicted by deep learning of
experimental recordings Communications Biology 5 https://doi.org/10.1038/s42003‑022
‑03329‑5 Li XG, Somogyi P, Ylinen A, Buzsáki G (1994) The hippocampal CA3 network: an in vivo
intracellular labeling study The Journal of Comparative Neurology 339:181–208 https://doi.org
/10.1002/cne.903390204 Li XG, Somogyi P, Ylinen A, Buzsáki G (1994) The hippocampal CA3 network: an in vivo
intracellular labeling study The Journal of Comparative Neurology 339:181–208 https://doi.org
/10.1002/cne.903390204 Lopez-Rojas J, de Solis CA, Leroy F, Kandel ER, Siegelbaum SA. (2022) A direct lateral
entorhinal cortex to hippocampal CA2 circuit conveys social information required for
social memory Neuron 110:1559–1572 https://doi.org/10.1016/j.neuron.2022.01.028 Lübke J, Frotscher M, Spruston N (1998) Specialized electrophysiological properties of
anatomically identified neurons in the hilar region of the rat fascia dentata Journal of
Neurophysiology 79:1518–1534 https://doi.org/10.1152/jn.1998.79.3.1518 Luo Y-F, Ye X-X, Fang Y-Z, Li M-D, Xia Z-X, Liu J-M, Lin X-S, Huang Z, Zhu X-Q, Huang J-J, Tan D-L,
Zhang Y-F, Liu H-P, Zhou J, Shen Z-C (2021) mTORC1 Signaling Pathway Mediates Chronic
Stress-Induced Synapse Loss in the Hippocampus Frontiers in Pharmacology 12 https://doi
.org/10.3389/fphar.2021.801234 Luo Y-F, Ye X-X, Fang Y-Z, Li M-D, Xia Z-X, Liu J-M, Lin X-S, Huang Z, Zhu X-Q, Huang J-J, Tan D-L,
Zhang Y-F, Liu H-P, Zhou J, Shen Z-C (2021) mTORC1 Signaling Pathway Mediates Chronic
Stress-Induced Synapse Loss in the Hippocampus Frontiers in Pharmacology 12 https://doi
.org/10.3389/fphar.2021.801234 Markram H (2006) The blue brain project Nature Reviews Neuroscience 7:153–160 https://doi
.org/10.1038/nrn1848 Diek W. Wheeler et al., 2023 eLife. https://doi.org/10.7554/eLife.90597.1 36 of 47 36 of 47 Moradi K, Ascoli GA (2020) A comprehensive knowledge base of synaptic electrophysiology
in the rodent hippocampal formation Hippocampus 30:314–331 https://doi.org/10.1002/hipo
.23148 Moradi K, Ascoli GA (2018) Systematic Data Mining of Hippocampal Synaptic Properties In:
Cutsuridis V, Graham BP, Cobb S, Vida I, editors. Hippocampal Microcircuits Springer Series
in Computational Neuroscience. Cham: Springer International Publishing :441–471 https://doi.org
/10.1007/978‑3‑319‑99103‑0_11 Muñoz-Castañeda R, Zingg B, Matho KS, Chen X, Wang Q, Foster NN, Li A, Narasimhan A,
Hirokawa KE, Huo B, Bannerjee S, Korobkova L, Park CS, Park Y-G, Bienkowski MS, Chon U,
Wheeler DW, Xiangning Li, Yun Wang, Naeemi M, Xie P, Liu L, Kelly K, An X, Attili SM, Bowman I,
Bludova A, Cetin A, Ding L, Drewes R, D’Orazi F, Elowsky C, Fischer S, Galbavy W, Gao L, Gillis J,
Groblewski PA, Gou L, Hahn JD, Hatfield JT, Hintiryan H, Huang JJ, Kondo H, Kuang X, Lesnar P,
Xu Li, Li Y, Lin M, Lo D, Mizrachi J, Mok S, Nicovich PR, Palaniswamy R, Palmer J, Qi X, Shen E, Sun
Y-C, Tao HW, Wakemen W, Yimin Wang, Yao S, Yuan J, Zhan H, Zhu M, Ng L, Zhang LI, Lim BK,
Hawrylycz M, Gong H, Gee JC, Kim Y, Chung K, Yang XW, Peng H, Luo Q, Mitra PP, Zador AM,
Zeng H, Ascoli GA, Josh Huang Z, Osten P, Harris JA, Dong H-W (2021) Cellular anatomy of the
mouse primary motor cortex Nature 598:159–166 https://doi.org/10.1038/s41586‑021‑03970
‑ Nageswaran JM, Dutt N, Krichmar JL, Nicolau A, Veidenbaum AV (2009) A configurable
simulation environment for the efficient simulation of large-scale spiking neural
networks on graphics processors Neural Networks: The Official Journal of the International
Neural Network Society 22:791–800 https://doi.org/10.1016/j.neunet.2009.06.028 Nageswaran JM, Dutt N, Krichmar JL, Nicolau A, Veidenbaum AV (2009) A configurable
simulation environment for the efficient simulation of large-scale spiking neural
networks on graphics processors Neural Networks: The Official Journal of the International
Neural Network Society 22:791–800 https://doi.org/10.1016/j.neunet.2009.06.028 Diek W. Wheeler et al., 2023 eLife. https://doi.org/10.7554/eLife.90597.1 37 of 47 Navas-Olive A, Valero M, Jurado-Parras T, de Salas-Quiroga A, Averkin RG, Gambino G, Cid E, de
la Prida LM. Rees CL, Moradi K, Ascoli GA (2017) Weighing the Evidence in Peters’ Rule: Does Neuronal
Morphology Predict Connectivity? Trends in Neurosciences. Elsevier Ltd https://doi.org/10
.1016/j.tins.2016.11.007 Rees CL, Moradi K, Ascoli GA (2017) Weighing the Evidence in Peters’ Rule: Does Neuronal
Morphology Predict Connectivity? Trends in Neurosciences. Elsevier Ltd https://doi.org/10
.1016/j.tins.2016.11.007 Moradi K, Ascoli GA (2020) A comprehensive knowledge base of synaptic electrophysiology
in the rodent hippocampal formation Hippocampus 30:314–331 https://doi.org/10.1002/hipo
.23148 (2020) Multimodal determinants of phase-locked dynamics across deep-
superficial hippocampal sublayers during theta oscillations Nature Communications
11 https://doi.org/10.1038/s41467‑020‑15840‑6 Niedermeier L, Chen K, Xing J, Das A, Kopsick J, Scott E, Sutton N, Weber K, Dutt N, Krichmar JL
(2022) CARLsim 6: An Open Source Library for Large-Scale, Biologically Detailed Spiking
Neural Network Simulation2022 International Joint Conference on Neural Networks
(IJCNN) :1–10 https://doi.org/10.1109/IJCNN55064.2022.9892644 Obafemi TO, Owolabi OV, Omiyale BO, Afolabi BA, Ojo OA, Onasanya A, Adu IAI, Rotimi D. (2021) Combination of donepezil and gallic acid improves antioxidant status and
cholinesterases activity in aluminum chloride-induced neurotoxicity in Wistar rats
Metabolic Brain Disease 36::2511–2519 https://doi.org/10.1007/s11011‑021‑00749‑w Petilla Interneuron Nomenclature Group, Ascoli GA, Alonso-Nanclares L, Anderson SA,
Barrionuevo G, Benavides-Piccione R, Burkhalter A, Buzsáki G, Cauli B, Defelipe J, Fairén A,
Feldmeyer D, Fishell G, Fregnac Y, Freund TF, Gardner D, Gardner EP, Goldberg JH,
Helmstaedter M, Hestrin S, Karube F, Kisvárday ZF, Lambolez B, Lewis DA, Marin O, Markram H,
Muñoz A, Packer A, Petersen CCH, Rockland KS, Rossier J, Rudy B, Somogyi P, Staiger JF, Tamas
G, Thomson AM, Toledo-Rodriguez M, Wang Y, West DC, Yuste R. (2008) Petilla terminology:
nomenclature of features of GABAergic interneurons of the cerebral cortex Nature Reviews
Neuroscience 9:557–568 https://doi.org/10.1038/nrn2402 Puighermanal E, Cutando L, Boubaker-Vitre J, Honoré E, Longueville S, Hervé D, Valjent E (2017)
Anatomical and molecular characterization of dopamine D1 receptor-expressing neurons
of the mouse CA1 dorsal hippocampus Brain Structure & Function 222:1897–1911 https://doi
.org/10.1007/s00429‑016‑1314‑x Rees CL, Wheeler DW, Hamilton DJ, White CM, Komendantov AO, Ascoli GA (2016) Graph
theoretic and motif analyses of the hippocampal neuron type potential connectome
eNeuro 3 https://doi.org/10.1523/ENEURO.0205‑16.2016 Rees CL, Wheeler DW, Hamilton DJ, White CM, Komendantov AO, Ascoli GA (2016) Graph
theoretic and motif analyses of the hippocampal neuron type potential connectome
eNeuro 3 https://doi.org/10.1523/ENEURO.0205‑16.2016 Romani A, Antonietti A, Bella D, Budd J, Giacalone E, Kurban K, Sáray S, Abdellah M, Arnaudon
A, Boci E, Colangelo C, Courcol J-D, Delemontex T, Ecker A, Falck J, Favreau C, Gevaert M,
Hernando JB, Herttuainen J, Ivaska G, Kanari L, Kaufmann A-K, King JG, Kumbhar P, Lange S, Lu
H, Lupascu CA, Migliore R, Petitjean F, Planas J, Rai P, Ramaswamy S, Reimann MW, Riquelme JL,
Guerrero NR, Shi Y, Sood V, Sy MF, Geit WV, Vanherpe L, Freund TF, Mercer A, Muller E,
Schürmann F, Thomson AM, Migliore M, Káli S, Markram H (2023) Community-based
Reconstruction and Simulation of a Full-scale Model of Region CA1 of Rat Hippocampus
(preprint) Neuroscience https://doi.org/10.1101/2023.05.17.541167
Ropireddy D, Scorcioni R, Lasher B, Buzsáki G, Ascoli GA (2011) Axonal morphometry of
hippocampal pyramidal neurons semi-automatically reconstructed after in vivo labeling
in different CA3 locations Brain Structure & Function 216:1–15 https://doi.org/10.1007/s00429
‑010‑0291‑8 Romani A, Antonietti A, Bella D, Budd J, Giacalone E, Kurban K, Sáray S, Abdellah M, Arnaudon
A, Boci E, Colangelo C, Courcol J-D, Delemontex T, Ecker A, Falck J, Favreau C, Gevaert M,
Hernando JB, Herttuainen J, Ivaska G, Kanari L, Kaufmann A-K, King JG, Kumbhar P, Lange S, Lu
H, Lupascu CA, Migliore R, Petitjean F, Planas J, Rai P, Ramaswamy S, Reimann MW, Riquelme JL,
Guerrero NR, Shi Y, Sood V, Sy MF, Geit WV, Vanherpe L, Freund TF, Mercer A, Muller E,
Schürmann F, Thomson AM, Migliore M, Káli S, Markram H (2023) Community-based
Reconstruction and Simulation of a Full-scale Model of Region CA1 of Rat Hippocampus
(preprint) Neuroscience https://doi.org/10.1101/2023.05.17.541167 Ropireddy D, Scorcioni R, Lasher B, Buzsáki G, Ascoli GA (2011) Axonal morphometry of
hippocampal pyramidal neurons semi-automatically reconstructed after in vivo labeling
in different CA3 locations Brain Structure & Function 216:1–15 https://doi.org/10.1007/s00429
‑010‑0291‑8 Diek W. Wheeler et al., 2023 eLife. https://doi.org/10.7554/eLife.90597.1 38 of 47 38 of 47 Sanchez-Aguilera A, Wheeler DW, Jurado-Parras T, Valero M, Nokia MS, Cid E, Fernandez-Lamo
I, Sutton N, García-Rincón D, de la Prida LM, Ascoli GA. Rees CL, Wheeler DW, Hamilton DJ, White CM, Komendantov AO, Ascoli GA (2016) Graph
theoretic and motif analyses of the hippocampal neuron type potential connectome
eNeuro 3 https://doi.org/10.1523/ENEURO.0205‑16.2016 (2021) An update to
Hippocampome.org by integrating single-cell phenotypes with circuit function in vivo
PLoS Biology 19 https://doi.org/10.1371/journal.pbio.3001213 Sáray S, Rössert CA, Appukuttan S, Migliore R, Vitale P, Lupascu CA, Bologna LL, Van Geit W,
Romani A, Davison AP, Muller E, Freund TF, Káli S. (2021) HippoUnit: A software tool for the
automated testing and systematic comparison of detailed models of hippocampal
neurons based on electrophysiological data PLoS computational biology 17 https://doi.org
/10.1371/journal.pcbi.1008114 Sáray S, Rössert CA, Appukuttan S, Migliore R, Vitale P, Lupascu CA, Bologna LL, Van Geit W,
Romani A, Davison AP, Muller E, Freund TF, Káli S. (2021) HippoUnit: A software tool for the
automated testing and systematic comparison of detailed models of hippocampal
neurons based on electrophysiological data PLoS computational biology 17 https://doi.org
/10.1371/journal.pcbi.1008114 Sargolini F, Fyhn M, Hafting T, McNaughton BL, Witter MP, Moser M-B, Moser EI (2006) argolini F, Fyhn M, Hafting T, McNaughton BL, Witter MP, Moser M-B, Moser EI (2006)
onjunctive representation of position, direction, and velocity in entorhinal cortex. cience (New York NY 312:758–762 https://doi.org/10.1126/science.1125572 Conjunctive representation of position, direction, and velocity in entorhinal cortex. S i
(N
Y
k NY 312:758–762 htt
://d i
/10 1126/
i
1125572 Conjunctive representation of position, direction, and velocity in entorhinal cortex. Science (New York NY 312:758–762 https://doi.org/10.1126/science.1125572 Savanthrapadian S, Meyer T, Elgueta C, Booker SA, Vida I, Bartos M (2014) Synaptic properties
of SOM- and CCK-expressing cells in dentate gyrus interneuron networks The Journal of
Neuroscience: The Official Journal of the Society for Neuroscience 34:8197–8209 https://doi.org/10
.1523/JNEUROSCI.5433‑13.2014 Schumm SN, Gabrieli D, Meaney DF (2022) Plasticity impairment exposes CA3 vulnerability
in a hippocampal network model of mild traumatic brain injury Hippocampus 32:231–
250 https://doi.org/10.1002/hipo.23402 Schumm SN, Gabrieli D, Meaney DF (2020) Neuronal Degeneration Impairs Rhythms
Between Connected Microcircuits Frontiers in Computational Neuroscience 14 https://doi.org
/10.3389/fncom.2020.00018 Scorcioni R, Polavaram S, Ascoli GA (2008) L-Measure: a web-accessible tool for the analysis,
comparison and search of digital reconstructions of neuronal morphologies Nature
Protocols 3:866–876 https://doi.org/10.1038/nprot.2008.51 Scorcioni R, Polavaram S, Ascoli GA (2008) L-Measure: a web-accessible tool for the analysis,
comparison and search of digital reconstructions of neuronal morphologies Nature
Protocols 3:866–876 https://doi.org/10.1038/nprot.2008.51 Shepherd GM, Marenco L, Hines ML, Migliore M, McDougal RA, Carnevale NT, Newton AJH,
Surles-Zeigler M, Ascoli GA (2019) Neuron Names: A Gene- and Property-Based Name
Format, With Special Reference to Cortical Neurons Frontiers in Neuroanatomy 13 https://
doi.org/10.3389/fnana.2019.00025 ,
p
y
p //
doi.org/10.3389/fnana.2019.00025
Sik A, Tamamaki N, Freund TF (1993) Complete axon arborization of a single CA3 pyramidal
cell in the rat hippocampus, and its relationship with postsynaptic parvalbumin-
containing interneurons The European journal of neuroscience 5:1719–28
Skene NG, Grant SGN (2016) Identification of Vulnerable Cell Types in Major Brain
Disorders Using Single Cell Transcriptomes and Expression Weighted Cell Type
Enrichment Frontiers in Neuroscience 10 https://doi.org/10.3389/fnins.2016.00016
Smith JH, Rowland C, Harland B, Moslehi S, Montgomery RD, Schobert K, Watterson WJ,
Dalrymple-Alford J, Taylor RP (2021) How neurons exploit fractal geometry to optimize their
network connectivity Scientific Reports 11 https://doi.org/10.1038/s41598‑021‑81421‑2
Stein L, Sternberg P, Durbin R, Thierry-Mieg J, Spieth J (2001) WormBase: network access to
the genome and biology of Caenorhabditis elegans Nucleic Acids Research 29:82–86 https://
doi.org/10.1093/nar/29.1.82 Sik A, Tamamaki N, Freund TF (1993) Complete axon arborization of a single CA3 pyramidal
cell in the rat hippocampus, and its relationship with postsynaptic parvalbumin-
containing interneurons The European journal of neuroscience 5:1719–28 Skene NG, Grant SGN (2016) Identification of Vulnerable Cell Types in Major Brain
Disorders Using Single Cell Transcriptomes and Expression Weighted Cell Type
Enrichment Frontiers in Neuroscience 10 https://doi.org/10.3389/fnins.2016.00016 Smith JH, Rowland C, Harland B, Moslehi S, Montgomery RD, Schobert K, Watterson WJ,
Dalrymple-Alford J, Taylor RP (2021) How neurons exploit fractal geometry to optimize
network connectivity Scientific Reports 11 https://doi.org/10.1038/s41598‑021‑81421‑2 Diek W. Wheeler et al., 2023 eLife. Scorcioni R, Polavaram S, Ascoli GA (2008) L-Measure: a web-accessible tool for the analysis,
comparison and search of digital reconstructions of neuronal morphologies Nature
Protocols 3:866–876 https://doi.org/10.1038/nprot.2008.51 https://doi.org/10.7554/eLife.90597.1 39 of 47 39 of 47 Steward O (1976) Topographic organization of the projections from the entorhinal area to
the hippocampal formation of the rat The Journal of Comparative Neurology 167:285–
314 https://doi.org/10.1002/cne.901670303 Sutton NM, Ascoli GA (2021) Spiking Neural Networks and Hippocampal Function: A Web-
Accessible Survey of Simulations, Modeling Methods, and Underlying Theories Cognitive
Systems Research 70:80–92 https://doi.org/10.1016/j.cogsys.2021.07.008 Szabadics J, Soltesz I (2009) Functional specificity of mossy fiber innervation of GABAergic
cells in the hippocampus The Journal of Neuroscience: The Official Journal of the Society for
Neuroscience 29:4239–4251 https://doi.org/10.1523/JNEUROSCI.5390‑08.2009 Takács VT, Klausberger T, Somogyi P, Freund TF, Gulyás AI (2012) Extrinsic and local
glutamatergic inputs of the rat hippocampal CA1 area differentially innervate pyramidal
cells and interneurons Hippocampus 22:1379–1391 https://doi.org/10.1002/hipo.20974 Tecuatl C, Wheeler DW, Ascoli GA (2021) A Method for Estimating the Potential Synaptic
Connections Between Axons and Dendrites From 2D Neuronal Images Bio-Protocol
11 https://doi.org/10.21769/BioProtoc.4073 Tecuatl C, Wheeler DW, Sutton N, Ascoli GA (2021) Comprehensive Estimates of Potential
Synaptic Connections in Local Circuits of the Rodent Hippocampal Formation by Axonal-
Dendritic Overlap The Journal of Neuroscience: The Official Journal of the Society for Neuroscience
41:1665–1683 https://doi.org/10.1523/JNEUROSCI.1193‑20.2020 The FlyBase Consortium. (1994) FlyBase--the Drosophila database Nucleic Acids Research
22:3456–3458 https://doi.org/10.1093/nar/22.17.3456 Tsodyks M, Pawelzik K, Markram H (1998) Neural networks with dynamic synapses Neural
Computation 10:821–835 https://doi.org/10.1162/089976698300017502 Vaden RJ, Gonzalez JC, Tsai M-C, Niver AJ, Fusilier AR, Griffith CM, Kramer RH, Wadiche JI,
Overstreet-Wadiche L (2020) Parvalbumin interneurons provide spillover to newborn and
mature dentate granule cells eLife 9 https://doi.org/10.7554/eLife.54125 Valero M, Cid E, Averkin RG, Aguilar J, Sanchez-Aguilera A, Viney TJ, Gomez-Dominguez D,
Bellistri E, de la Prida LM. (2015) Determinants of different deep and superficial CA1
pyramidal cell dynamics during sharp-wave ripples Nature Neuroscience 18:1281–
1290 https://doi.org/10.1038/nn.4074 p //
g/
/
Venkadesh S, Komendantov AO, Listopad S, Scott EO, De Jong K, Krichmar JL, Ascoli GA. (2018)
Evolving Simple Models of Diverse Intrinsic Dynamics in Hippocampal Neuron Types
Frontiers in Neuroinformatics 12 https://doi.org/10.3389/fninf.2018.00008
Venkadesh S, Komendantov AO, Wheeler DW, Hamilton DJ, Ascoli GA (2019) Simple models of
quantitative firing phenotypes in hippocampal neurons: Comprehensive coverage of
intrinsic diversity PLOS Computational Biology 15 https://doi.org/10.1371/journal.pcbi
.1007462
Venkadesh S, Van Horn JD. (2021) Integrative Models of Brain Structure and Dynamics:
Concepts, Challenges, and Methods Frontiers in Neuroscience 15 https://doi.org/10.3389
/fnins.2021.752332 enkadesh S, Komendantov AO, Listopad S, Scott EO, De Jong K, Krichmar JL, Ascoli GA. Walker AS, Raliski BK, Nguyen DV, Zhang P, Sanders K, Karbasi K, Miller EW (2021) Imaging
Voltage in Complete Neuronal Networks Within Patterned Microislands Reveals
Preferential Wiring of Excitatory Hippocampal Neurons Frontiers in Neuroscience 15 https://
doi.org/10.3389/fnins.2021.643868 Wheeler DW, White CM, Rees CL, Komendantov AO, Hamilton DJ, Ascoli GA (2015)
Hippocampome.org: a knowledge base of neuron types in the rodent hippocampus eLife
4 https://doi.org/10.7554/eLife.09960 Wheeler DW, White CM, Rees CL, Komendantov AO, Hamilton DJ, Ascoli GA (2015)
Hippocampome.org: a knowledge base of neuron types in the rodent hippocampus eLife
4 https://doi.org/10.7554/eLife.09960 Wheeler DW, White CM, Rees CL, Komendantov AO, Hamilton DJ, Ascoli GA (2015)
Hippocampome.org: a knowledge base of neuron types in the rodent hippocampus eLife
4 https://doi.org/10.7554/eLife.09960 White CM, Rees CL, Wheeler DW, Hamilton DJ, Ascoli GA (2020) Molecular expression profiles
of morphologically defined hippocampal neuron types: Empirical evidence and relational
inferences Hippocampus 30:472–487 https://doi.org/10.1002/hipo.23165 Winnubst J, Bas E, Ferreira TA, Wu Z, Economo MN, Edson P, Arthur BJ, Bruns C, Rokicki K,
Schauder D, Olbris DJ, Murphy SD, Ackerman DG, Arshadi C, Baldwin P, Blake R, Elsayed A,
Hasan M, Ramirez D, Dos Santos B, Weldon M, Zafar A, Dudman JT, Gerfen CR, Hantman AW,
Korff W, Sternson SM, Spruston N, Svoboda K, Chandrashekar J (2019) Reconstruction of 1,000
Projection Neurons Reveals New Cell Types and Organization of Long-Range Connectivity
in the Mouse Brain Cell 179:268–281 https://doi.org/10.1016/j.cell.2019.07.042 Winnubst J, Spruston N, Harris JA (2020) Linking axon morphology to gene expression: a
strategy for neuronal cell-type classification Current Opinion in Neurobiology 65:70–76 https:
//doi.org/10.1016/j.conb.2020.10.006 Wittner L, Henze DA, Záborszky L, Buzsáki G (2007) Three-dimensional reconstruction of the
axon arbor of a CA3 pyramidal cell recorded and filled in vivo Brain Structure & Function
212:75–83 https://doi.org/10.1007/s00429‑007‑0148‑y Diek W. Wheeler et al., 2023 eLife. https://doi.org/10.7554/eLife.90597.1 Yeung AWK, Goto TK, Leung WK (2017) The Changing Landscape of Neuroscience Research,
2006-2015: A Bibliometric Study Frontiers in Neuroscience 11 https://doi.org/10.3389/fnins
.2017.00120 Scorcioni R, Polavaram S, Ascoli GA (2008) L-Measure: a web-accessible tool for the analysis,
comparison and search of digital reconstructions of neuronal morphologies Nature
Protocols 3:866–876 https://doi.org/10.1038/nprot.2008.51 (2018)
volving Simple Models of Diverse Intrinsic Dynamics in Hippocampal Neuron Types
ontiers in Neuroinformatics 12 https://doi.org/10.3389/fninf.2018.00008 Diek W. Wheeler et al., 2023 eLife. https://doi.org/10.7554/eLife.90597.1 40 of 47 Walker AS, Raliski BK, Nguyen DV, Zhang P, Sanders K, Karbasi K, Miller EW (2021) Imaging
Voltage in Complete Neuronal Networks Within Patterned Microislands Reveals
Preferential Wiring of Excitatory Hippocampal Neurons Frontiers in Neuroscience 15 https://
doi.org/10.3389/fnins.2021.643868 Wittner L, Henze DA, Záborszky L, Buzsáki G (2007) Three-dimensional reconstruction of the
axon arbor of a CA3 pyramidal cell recorded and filled in vivo Brain Structure & Function
212:75–83 https://doi.org/10.1007/s00429‑007‑0148‑y https://doi.org/10.7554/eLife.90597.1 41 of 47 Yuste R, Hawrylycz M, Aalling N, Aguilar-Valles A, Arendt D, Armañanzas R, Ascoli GA, Bielza C,
Bokharaie V, Bergmann TB, Bystron I, Capogna M, Chang Y, Clemens A, de Kock CPJ, DeFelipe J,
Dos Santos SE, Dunville K, Feldmeyer D, Fiáth R, Fishell GJ, Foggetti A, Gao X, Ghaderi P,
Goriounova NA, Güntürkün O, Hagihara K, Hall VJ, Helmstaedter M, Herculano-Houzel S,
Hilscher MM, Hirase H, Hjerling-Leffler J, Hodge R, Huang J, Huda R, Khodosevich K, Kiehn O,
Koch H, Kuebler ES, Kühnemund M, Larrañaga P, Lelieveldt B, Louth EL, Lui JH, Mansvelder HD,
Marin O, Martinez-Trujillo J, Chameh HM, Mohapatra AN, Munguba H, Nedergaard M, Němec P,
Ofer N, Pfisterer UG, Pontes S, Redmond W, Rossier J, Sanes JR, Scheuermann RH, Serrano-Saiz
E, Staiger JF, Somogyi P, Tamás G, Tolias AS, Tosches MA, García MT, Wozny C, Wuttke TV, Liu Y,
Yuan J, Zeng H, Lein E. (2020) A community-based transcriptomics classification and
nomenclature of neocortical cell types Nature Neuroscience 23:1456–1468 https://doi.org/10
.1038/s41593‑020‑0685‑8 Zagrean A-M, Georgescu I-A, Iesanu MI, Ionescu R-B, Haret RM, Panaitescu AM, Zagrean L
(2022) Oxytocin and vasopressin in the hippocampus Vitamins and Hormones 118:83–
127 https://doi.org/10.1016/bs.vh.2021.11.002 Zeisel A, Mvoz-Manchado AB, Codeluppi S, Lönnerberg P, Manno GL, Juréus A, Marques S,
Munguba H, He L, Betsholtz C, Rolny C, Castelo-Branco G, Hjerling-Leffler J, Linnarsson S (2015)
Cell types in the mouse cortex and hippocampus revealed by single-cell RNA-seq Science
347:1138–1142 https://doi.org/10.1126/science.aaa1934 Zeng H, Sanes JR (2017) Neuronal cell-type classification: challenges, opportunities and
the path forward Nature Reviews Neuroscience 18:530–546 https://doi.org/10.1038/nrn.2017 Jeffrey D. Kopsick Center for Neural Informatics, Structures, & Plasticity; Krasnow Institute for Advanced Study;
George Mason University, Fairfax, VA, USA, Interdisciplinary Program in Neuroscience; College
of Science; George Mason University, Fairfax, VA, USA Nate Sutton Center for Neural Informatics, Structures, & Plasticity; Krasnow Institute for Advanced Study;
George Mason University, Fairfax, VA, USA, Bioengineering Department and Center for Neural
Informatics, Structures, & Plasticity; College of Engineering and Computing; George Mason
University, Fairfax, VA, USA Diek W. Wheeler Center for Neural Informatics, Structures, & Plasticity; Krasnow Institute for Advanced Study;
George Mason University, Fairfax, VA, USA, Bioengineering Department and Center for Neural
Informatics, Structures, & Plasticity; College of Engineering and Computing; George Mason
University, Fairfax, VA, USA ORCID iD: 0000‑0001‑8635‑0033 Wittner L, Henze DA, Záborszky L, Buzsáki G (2007) Three-dimensional reconstruction of the
axon arbor of a CA3 pyramidal cell recorded and filled in vivo Brain Structure & Function
212:75–83 https://doi.org/10.1007/s00429‑007‑0148‑y Wynne ME, Lane AR, Singleton KS, Zlatic SA, Gokhale A, Werner E, Duong D, Kwong JQ, Crocker
AJ, Faundez V (2021) Heterogeneous Expression of Nuclear Encoded Mitochondrial Genes
i
i
i h
hibi
d
i
h
//d
/
/ Wynne ME, Lane AR, Singleton KS, Zlatic SA, Gokhale A, Werner E, Duong D, Kwong JQ, Crocker
AJ, Faundez V (2021) Heterogeneous Expression of Nuclear Encoded Mitochondrial Genes
Distinguishes Inhibitory and Excitatory Neurons eNeuro 8 https://doi.org/10.1523/ENEURO
0232‑21 2021 Wynne ME, Lane AR, Singleton KS, Zlatic SA, Gokhale A, Werner E, Duong D, Kwong JQ, Crocker
AJ, Faundez V (2021) Heterogeneous Expression of Nuclear Encoded Mitochondrial Genes
Distinguishes Inhibitory and Excitatory Neurons eNeuro 8 https://doi.org/10.1523/ENEURO
.0232‑21.2021 Distinguishes Inhibitory and Excitatory Neurons eNeuro 8 https://doi.org/10.1523/ENEURO
.0232‑21.2021 Yao Z, Van Velthoven CTJ, Nguyen TN, Goldy J, Sedeno-Cortes AE, Baftizadeh F, Bertagnolli D,
Casper T, Chiang M, Crichton K, Ding S-L, Fong O, Garren E, Glandon A, Gouwens NW, Gray J,
Graybuck LT, Hawrylycz MJ, Hirschstein D, Kroll M, Lathia K, Lee C, Levi B, McMillen D, Mok S,
Pham T, Ren Q, Rimorin C, Shapovalova N, Sulc J, Sunkin SM, Tieu M, Torkelson A, Tung H, Ward
K, Dee N, Smith KA, Tasic B, Zeng H. (2021) A taxonomy of transcriptomic cell types across
the isocortex and hippocampal formation Cell 184:3222–3241 Yao Z, Van Velthoven CTJ, Nguyen TN, Goldy J, Sedeno-Cortes AE, Baftizadeh F, Bertagnolli D,
Casper T, Chiang M, Crichton K, Ding S-L, Fong O, Garren E, Glandon A, Gouwens NW, Gray J,
Graybuck LT, Hawrylycz MJ, Hirschstein D, Kroll M, Lathia K, Lee C, Levi B, McMillen D, Mok S,
Pham T, Ren Q, Rimorin C, Shapovalova N, Sulc J, Sunkin SM, Tieu M, Torkelson A, Tung H, Ward
K, Dee N, Smith KA, Tasic B, Zeng H. (2021) A taxonomy of transcriptomic cell types across
the isocortex and hippocampal formation Cell 184:3222–3241
Yeung AWK, Goto TK, Leung WK (2017) The Changing Landscape of Neuroscience Research,
2006-2015: A Bibliometric Study Frontiers in Neuroscience 11 https://doi.org/10.3389/fnins
.2017.00120 Yeung AWK, Goto TK, Leung WK (2017) The Changing Landscape of Neuroscience Research,
2006-2015: A Bibliometric Study Frontiers in Neuroscience 11 https://doi.org/10.3389/fnins
.2017.00120 Diek W. Wheeler et al., 2023 eLife. Alexander O. Komendantov Center for Neural Informatics, Structures, & Plasticity; Krasnow Institute for Advanced Study;
George Mason University, Fairfax, VA, USA, Bioengineering Department and Center for Neural
Informatics, Structures, & Plasticity; College of Engineering and Computing; George Mason
University, Fairfax, VA, USA Editors Editors
Reviewing Editor
Helen Scharfman
Nathan Kline Institute and New York University Langone Medical Center, United States of
America
Senior Editor
Laura Colgin
University of Texas at Austin, United States of America Kasturi Nadella Center for Neural Informatics, Structures, & Plasticity; Krasnow Institute for Advanced Study;
George Mason University, Fairfax, VA, USA, Bioengineering Department and Center for Neural
Informatics, Structures, & Plasticity; College of Engineering and Computing; George Mason
University, Fairfax, VA, USA Carolina Tecuatl Center for Neural Informatics, Structures, & Plasticity; Krasnow Institute for Advanced Study;
George Mason University, Fairfax, VA, USA Diek W. Wheeler et al., 2023 eLife. https://doi.org/10.7554/eLife.90597.1 42 of 47 42 of 47 Giorgio A. Ascoli Center for Neural Informatics, Structures, & Plasticity; Krasnow Institute for Advanced Study;
George Mason University, Fairfax, VA, USA, Interdisciplinary Program in Neuroscience; College
of Science; George Mason University, Fairfax, VA, USA, Bioengineering Department and Center
for Neural Informatics, Structures, & Plasticity; College of Engineering and Computing; George
Mason University, Fairfax, VA, USA Reviewer #2 (Public Review): Summary and strengths: The authors have developed a helpful resource for the community regarding hippocampal
cell types and their interactions from many perspectives. There have been many updates to
hippocampome v1.0 to v1.12, that are nicely summarized and explained (e.g., Table 1). The
content and impact are also presented (Fig. 4). Weaknesses: My main comment is that it is not completely clear and/or it is a bit buried as to what makes
this v2.0 (rather than v1.13). The title would seem to encompass it ('... enabling data-driven
spiking neural network simulations...), but in the introduction, the authors seem to
emphasize "50 newly identified neuron types...". Is it the case that launching network
simulations (using CARLsim) was not possible up to v1.12? I don't think so? I think that this
research advance is to announce and summarize the various updates and to demonstrate
how network simulations can be easily done? If so, this should and could be made more clear
so that the reader does not necessarily have to go through all the previous versions to
understand what is 'special' or different about v2.0. This could perhaps be achieved by
situating their tool and its goals relative to other efforts (e.g., blue brain project) that are
mentioned in the Discussion? Reviewer #1 (Public Review): Summary: ummary:
he authors made significant updates to Hippacampome.org including 50 new cell types. Strengths:
The authors have been thorough in basing their views on peer-reviewed literature. They ha
made the data highly accessible and the user has the ability to control what is included. Weaknesses:
There are many inconsistencies in the literature regarding cell types and how these are
incorporated into hippocampome.org is not clear. Weaknesses:
here are many inconsistencies in the literature regarding cell types and how these are
corporated into hippocampome.org is not clear. Properties are often a result of modeling and not biological data, and caveats to this
approach, and other assumptions are unclear. Properties are often a result of modeling and not biological data, and caveats to this
approach, and other assumptions are unclear. Several interneuron subtypes in the dentate gyrus do not appear to be listed, such as
neurogliaform cells. Several interneuron subtypes in the dentate gyrus do not appear to be listed, such as
neurogliaform cells. The nomenclature HIPROM should be distinguished or made synonymous with HIPP. Same
for MOCAP and MOPP/HICAP. The nomenclature HIPROM should be distinguished or made synonymous with HIPP. Same
for MOCAP and MOPP/HICAP. Diek W. Wheeler et al., 2023 eLife. https://doi.org/10.7554/eLife.90597.1 43 of 47 43 of 47 Dorsal ventral and sex differences are not mentioned. Weaknesses: The figures are complex, containing a heavy information load with many abbreviations. You
need some general knowledge of the system in order to grasp the enormous potential of what
is provided. Reviewer #3 (Public Review): Summary: Summary:
The authors aim to provide a multidisciplinary resource on the structural and physiological
organization of the hippocampal system and make the available experimental data available
for further theoretical work, providing tools to do so in a very flexible and user-friendly way. Since this is a new version of an already existing data-resource, the authors certainly reach
their aim and fulfil expectations that the reader might have. The content of the database is as
good as the original data, collected from the published knowledge-database, sometimes with
the help of the original authors, and the overall quality depends further on how the data are
curated by the team of authors and many others who helped them. That process is briefly
described and more details are available in descriptions of previous versions and on the
website. The data extraction, examples of how data can be used, and the part on attempts to
model the hippocampus are exciting and open doors to new and exciting research
opportunities. Excellent description with many outlined opportunities. Nicely illustrated and inviting to
explore the online database. Reviewer #1 (Public Review): Summary: The authors made significant updates to Hippacampome.org including 50
new cell types. Strengths: The authors have been thorough in basing their views on peer-reviewed
literature. They have made the data highly accessible and the user has the ability to
control what is included. Weaknesses: There are many inconsistencies in the literature regarding cell types and
how these are incorporated into hippocampome.org is not clear. We agree with the Reviewer that there can be inconsistencies in the literature, especially
when it comes to nomenclature. This is why for Hippocampome.org v1.0 we decided to focus
on the morphologies, the distributions of axons and dendrites across the layers and parcels of
the hippocampal formation, rather than the names authors have applied to the neurons they
are studying. We have also clarified our stance on nomenclature in our Brain Informatics
manuscript that accompanied v1.1. We will revise the manuscript to make these points
explicit. Properties are often a result of modeling and not biological data, and caveats to this
approach, and other assumptions are unclear. The foundation for Hippocampome.org has always been the data that are published in the
literature. Those include, among others, the axonal and dendritic spans in each layer and
subregion, the molecular expression patterns, the total neuron count by layer and subregion,
the membrane properties, firing patterns, and experimental synaptic signals and
corresponding covariates. For all of those, we do not depend on how the data are modeled,
although there is always some level of interpretation of the data to make them machine
readable and ready for incorporation into our database. However, some of the simulation-
ready parameters now also included in Hippocampome.org are indeed the result of
modeling, such as the neuronal input/output functions (Izhikevich model) and the unitary
synaptic values (Tsodyks-Markram model). Other simulation-ready parameters are the result
of specific analysis approaches, including the connection probabilities (axonal-dendritic
spatial overlaps) and the neuron type census (numerical optimization of all constraints). We
plan to explicitly distinguish among these various cases in the revised manuscript. Several interneuron subtypes in the dentate gyrus do not appear to be listed, such as
neurogliaform cells. The neuron types listed in Figure 2 of the current manuscript are only the new additions to
the catalog of neuron types at Hippocampome.org v2.0. DG Neurogliaform cells were
included in our original eLife manuscript, which described the deployment of v1.0 of the
website. Author Response: Diek W. Wheeler et al., 2023 eLife. https://doi.org/10.7554/eLife.90597.1 44 of 47 Reviewer #2 (Public Review): Summary and strengths: The authors have developed a helpful resource for the
community regarding hippocampal cell types and their interactions from many
perspectives. There have been many updates to hippocampome v1.0 to v1.12, that are
nicely summarized and explained (e.g., Table 1). The content and impact are also
presented (Fig. 4). Weaknesses: My main comment is that it is not completely clear and/or it is a bit buried
as to what makes this v2.0 (rather than v1.13). The title would seem to encompass it ('... enabling data-driven spiking neural network simulations...), but in the introduction, the
authors seem to emphasize "50 newly identified neuron types...". Is it the case that
launching network simulations (using CARLsim) was not possible up to v1.12? I don't
think so? I think that this research advance is to announce and summarize the various
updates and to demonstrate how network simulations can be easily done? If so, this
should and could be made more clear so that the reader does not necessarily have to go
through all the previous versions to understand what is 'special' or different about v2.0. This could perhaps be achieved by situating their tool and its goals relative to other
efforts (e.g., blue brain project) that are mentioned in the Discussion? We thank the Reviewer for their helpful suggestions. Hippocampome.org v1.12 included the
final piece needed, the synaptic physiology parameter values, to start fully simulating the
hippocampal formation. In the revised manuscript, we will endeavor to emphasize more the
specialness of v2.0 over the various v1.X in the Abstract, Introduction, and Discussion, in part
by more fully describing the differences between our work and that of other efforts, such as
the Blue Brain Project. Reviewer #1 (Public Review): As the amount
of literature concerning relating to the other axes of the hippocampus continues to grow, we
will gradually incorporate information along the added dimensions into our knowledge base. In the revised manuscript we intend to note this, and also stress the fact that
Hippocampome.org contains knowledge from a mixture of sexes, and that whenever the
original papers report the animal sex, so does our knowledge base. The revised manuscript
will also mention that, whenever possible (e.g. synaptic physiology parameters), values are
reported separately for males and females Hippocampome.org contains knowledge from a mixture of sexes, and that whenever the
original papers report the animal sex, so does our knowledge base. The revised manuscript
will also mention that, whenever possible (e.g. synaptic physiology parameters), values are
reported separately for males and females. Reviewer #1 (Public Review): We will clarify this in the revisions. The nomenclature HIPROM should be distinguished or made synonymous with HIPP. Same for MOCAP and MOPP/HICAP. The Reviewer has referred to 5 separate neuron types in Hippocampome.org. Each neuron
type has a unique distribution of axonal and dendritic invasions of the 26 layers and parcels
of the hippocampal formation. For example, HIPROM cells have dendrites in the inner one-
third of stratum moleculare, stratum granulosum, and hilus and axons in all four layers of
the dentate gyrus in addition to axonal projections into CA3 stratum radiatum, stratum
lucidum, stratum pyramidale, and stratum oriens. HIPP cells in contrast have dendrites only
in the hilus and axons only in the outer two-thirds of stratum moleculare with no cross- Diek W. Wheeler et al., 2023 eLife. https://doi.org/10.7554/eLife.90597.1 45 of 47 45 of 47 subregional projections. Similar considerations distinguish MOPP, MOCAP, and HICAP cells in
Hippocampome.org. In expanding the nomenclature to include the neuron types we first
described at Hippocampome.org, we attempted to mimic the styling of the already
established neuron types of the DG: HIPROM (Hilar Interneuron with PRojections to the Outer
Molecular layer), HIPP (HIlar Perforant Path-associated), MOCAP (MOlecular Commissural-
Associational Pathway-related axons and dendrites), MOPP (MOlecular layer Perforant Path-
associated), and HICAP (HIlar Commissural-Associational Pathway-related). We intend to
insert a paragraph in the revised version to clarify these issues. Dorsal ventral and sex differences are not mentioned. We thank the Reviewer for pointing this out. As a result of the dearth of literature describing
differences between dorsal and ventral hippocampus when we first assembled
Hippocampome.org v1.0, we made the decision to focus solely on the distributions of the
axons and dendrites along the depth, or layers, of the hippocampal formation. As the amount
of literature concerning relating to the other axes of the hippocampus continues to grow, we
will gradually incorporate information along the added dimensions into our knowledge base. In the revised manuscript we intend to note this, and also stress the fact that We thank the Reviewer for pointing this out. As a result of the dearth of literature describing
differences between dorsal and ventral hippocampus when we first assembled
Hippocampome.org v1.0, we made the decision to focus solely on the distributions of the
axons and dendrites along the depth, or layers, of the hippocampal formation. Diek W. Wheeler et al., 2023 eLife. https://doi.org/10.7554/eLife.90597.1 Reviewer #3 (Public Review): Summary: The authors aim to provide a multidisciplinary resource on the structural and
physiological organization of the hippocampal system and make the available Diek W. Wheeler et al., 2023 eLife. https://doi.org/10.7554/eLife.90597.1 46 of 47 46 of 47 experimental data available for further theoretical work, providing tools to do so in a
very flexible and user-friendly way. Since this is a new version of an already existing data-
resource, the authors certainly reach their aim and fulfil expectations that the reader
might have. The content of the database is as good as the original data, collected from
the published knowledge-database, sometimes with the help of the original authors, and
the overall quality depends further on how the data are curated by the team of authors
and many others who helped them. That process is briefly described and more details
are available in descriptions of previous versions and on the website. The data extraction,
examples of how data can be used, and the part on attempts to model the hippocampus
are exciting and open doors to new and exciting research opportunities. Strengths: Excellent description with many outlined opportunities. Nicely illustrated and
inviting to explore the online database. Weaknesses: The figures are complex, containing a heavy information load with many
abbreviations. You need some general knowledge of the system in order to grasp the
enormous potential of what is provided. We agree with the Reviewer that we generously used abbreviations throughout our figures as
a means of conserving limited space. We have attempted to balance that by providing a
complete glossary of all the abbreviations used throughout the manuscript. However, we will
make an effort to supply definitions of the abbreviations in the figure captions and at their
first use in the manuscript, or even replacing the abbreviations altogether in key places in the
figures. Diek W. Wheeler et al., 2023 eLife. https://doi.org/10.7554/eLife.90597.1 47 of 47
|
https://openalex.org/W2135342954
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https://publikationen.bibliothek.kit.edu/1000049248/7297503
|
English
| null |
Thermal conductivity of isotopically controlled silicon nanostructures
|
New journal of physics
| 2,014
|
cc-by
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To cite this article: H Bracht et al 2014 New J. Phys. 16 015021 View the article online for updates and enhancements. Related content
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Bo Liu, C D Reddy, Jinwu Jiang et al. - To cite this article: H Bracht et al 2014 New J. Phys. 16 015021 To cite this article: H Bracht et al 2014 New J. Phys. 16 015021 PAPER • OPEN ACCESS Related content
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New Journal of Physics 16 (2014) 015021
1367-2630/14/015021+18$33.00
© 2014 IOP Publishing Ltd and Deutsche Physikalische Gesellscha H Bracht1,6, S Eon1, R Frieling1, A Plech2, D Issenmann2, D Wolf3,
J Lundsgaard Hansen4, A Nylandsted Larsen4, J W Ager III5
and E E Haller5 H Bracht1,6, S Eon1, R Frieling1, A Plech2, D Issenmann2, D Wolf3,
J Lundsgaard Hansen4, A Nylandsted Larsen4, J W Ager III5
and E E Haller5 and E E Haller5
1 Institute of Materials Physics, University of Muenster, Wilhelm-Klemm-Straße 10, D-48149
Muenster, Germany
2 Institute for Photon Science and Synchrotron Radiation/ANKA, Karlsruher Institute of
Technology, Hermann-von-Helmholtz-Platz 1, D-76344 Eggenstein-Leopoldshafen, Germany
3 University Duisburg-Essen, Faculty of Physics, Lotharstrasse 1, D-47048 Duisburg, Germany
4 Department of Physics and Astronomy, Ny Munkegade 120, University of Aarhus, DK-8000
Aarhus, Denmark
5 L
B k l
N ti
l L b
t
1 C
l t
R
d B k l
CA 94720 USA Muenster, Germany
2 Institute for Photon Science and Synchrotron Radiation/ANKA, Karlsruher Institute of
Technology, Hermann-von-Helmholtz-Platz 1, D-76344 Eggenstein-Leopoldshafen, Germany
3 University Duisburg-Essen, Faculty of Physics, Lotharstrasse 1, D-47048 Duisburg, Germany
4 Department of Physics and Astronomy, Ny Munkegade 120, University of Aarhus, DK-8000
Aarhus, Denmark 5 Lawrence Berkeley National Laboratory, 1 Cyclotron Road, Berkeley, CA 94720, USA
E-mail: bracht@uni-muenster.de 5 Lawrence Berkeley National Laboratory, 1 Cyclotron Road, Berkeley, CA 94720, USA
E-mail: bracht@uni-muenster.de Received 14 August 2013, revised 13 December 2013
Accepted for publication 17 December 2013
Published 17 January 2014 Received 14 August 2013, revised 13 December 2013
Accepted for publication 17 December 2013
Published 17 January 2014
New Journal of Physics 16 (2014) 015021
doi:10.1088/1367-2630/16/1/015021 Received 14 August 2013, revised 13 December 2013
Accepted for publication 17 December 2013
Published 17 January 2014
New Journal of Physics 16 (2014) 015021
doi:10.1088/1367-2630/16/1/015021 New Journal of Physics 16 (2014) 015021
doi:10.1088/1367-2630/16/1/015021 6 Author to whom any correspondence should be addressed. Recent citations Atom probe microscopy of zinc isotopic
enrichment in ZnO nanorods
C. N. Ironside et al
- This content was downloaded from IP address 129.13.72.197 on 21/03/2018 at 10:09 This content was downloaded from IP address 129.13.72.197 on 21/03/2018 at 10:09 1. Introduction The efficient conversion of energy in different energy forms is the grand challenge of the 21st
century. Up to now our energy needs are still mainly covered by fossil resources, i.e. solar
energy that has been stored during hundreds of millions of years, and by nuclear plants that
use the energy stored in heavy uranium isotopes during their formation in e.g. supernova
explosions. However, these resources are not only limited but also bear some serious risks
as more and more carbon dioxide ends up in the atmosphere and nuclear waste, with long
lifetimes, is produced. Sooner or later our energy requirements must be covered by energy plants
operating in a sustainable manner. Some progress has been achieved over the past decades in
solar energy, wind energy, and waste-to-energy plants that all describe an energy conversion
system, that converts sunlight, wind, and the chemical energy of waste e.g. electric energy. Conversion to electricity is highly desirable as the energy can be easily distributed over short
and long distances to the consumer, who again converts the electrical energy to e.g. mechanical
or chemical energy. The conversion efficiency of fuel gas with the advantage of high energy
density (chemical energy) to mechanical energy (potential and kinetic energy) is limited due
to thermodynamic principles. These energy conversion systems produce waste heat that limits
the efficiency of the process. Considering a general efficiency of 50–70% of today’s mechanical
heat engines, 50– 30% of energy is lost as waste heat. Often waste heat from industry is used as
long-distance heating for public and domestic use but waste heat incurred on the smaller scale
is, in general, not used. This for example concerns the heat produced by car engines, lamps and
even by the human body. Scalable systems would allow to regain energy in such places. Possibly
small autonomous devices could profit, where a supply of external energy is not possible in a
sustainable manner. These could, for instance, be remote sensors or miniaturized devices with a
need of process-compatible technologies, such as semiconductor thin-film growth [1, 2]. Systems that directly convert heat to electricity are thermoelectric generators. As a solid
state device these generators have no moving parts and thus are quite robust and long-lasting. However, the efficiency of such energy conversion systems is very low compared with steam
turbines. Moreover, commercial thermoelectric devices are made of bismuth and tellurium. Abstract Nanostructured semiconductors open the opportunity to independently tailor
electric and thermal conductivity by manipulation of the phonon transport. Nanostructuring of materials is a highly promising strategy for engineering
thermoelectric devices with improved efficiency. The concept of reducing
the thermal conductivity without degrading the electrical conductivity is
most ideally realized by controlled isotope doping. This work reports on
experimental and theoretical investigations on the thermal conductivity of
isotopically modulated silicon nanostructures. State-of-the-art pump-and-probe
experiments are conducted to determine the thermal conductivity of the different
nanostructures of isotopically enriched silicon layers epitaxially grown on
natural silicon substrates. Concomitant molecular dynamics calculations are
performed to study the impact of the silicon isotope mass, isotope interfaces,
and of the isotope layer ordering and thickness on the thermal conductivity. Engineering the isotope distribution is a striking concept to reduce the thermal 6 Author to whom any correspondence should be addressed. © 2014 IOP Publishing Ltd and Deutsche Physikalische Gesellschaft New J. Phys. 16 (2014) 015021 H Bracht et al conductivity of silicon without affecting its electronic properties. This approach,
using isotopically engineered silicon, might pave the way for future commercial
thermoelectric devices. 1. Introduction Both
the elements are considered as critical raw materials due to their limited availability. In order to
promote thermoelectric devices for applications serving our daily life that implies their large-
scale production, devices should be fabricated from abundant raw materials and should have an
acceptable energy conversion efficiency [3]. Today electronic devices based on silicon (Si) are produced in mass production with high
throughput, reliability and performance, thanks to the progress achieved over the past decades in
the processing of Si-based nanoelectronic devices. In small autonomous devices, such as remote
sensors a high degree of integration and miniaturization is required, which favors process-related
materials. Unfortunately, Si, which is one of the most abundant elements of the earth’s crust,
is not well suited as thermoelectric material as its thermal conductivity is with 150 W m−1K−1
too high. The addition of the heavier element germanium (Ge) with up to 50% reduces the 2 New J. Phys. 16 (2014) 015021 H Bracht et al thermal conductivity by a factor of 10 [4]. This reduction is caused by alloy disorder scattering
of the phonons due to the high mass difference between Si and Ge host atoms and their random
distribution. With increasing Ge content also the electrical conductivity of the SiGe alloys
decreases but less strongly than the thermal conductivity. These properties of SiGe alloys result
in good figures of merit for thermoelectric applications at high temperatures. However, Ge tends
to leave the material at high temperature due to its higher vapor pressure compared to Si. This
favors a decomposition of the alloy although it is, in principle, completely miscible. Moreover
dopant accumulation degrades the performance of SiGe-based thermoelectric devices. Similar to the disorder scattering of phonons in SiGe alloys, the thermal conductivity of
natural silicon is disturbed by the isotope defects that describe variants of the same chemical
element with different atomic mass due to different numbers of neutrons in the nucleus. Natural
Si consists of an alloy of the three stable isotopes 28Si(92.2%), 29Si(4.7%) and 30Si(3.1%),
where the number in bracket describes the isotopic abundance. In high isotopically enriched
material the scattering of phonons at isotope defects is reduced and accordingly 28Si possesses
a slightly higher thermal conductivity than natural Si [5–7]. Since the electronic properties of
Si, i.e. 1. Introduction the band structure, carrier mobility and electronic defect states only weakly depend
on the isotope mass [8–10], the thermal conductivity of Si due to phonon transport can be
altered specifically by isotope defects without affecting the electronic properties. On the other
hand the Seebeck coefficient is not expected to change significantly with isotopic composition
for temperatures above room temperature because the electronic contribution to the Seebeck
coefficient exceeds the phonon contribution [11, 12]. In this work, the impact of controlled isotope doping on the thermal conductivity of Si
is investigated experimentally and theoretically. Various isotopically modulated Si layers are
studied including a high-purity 28Si layer and alternating layers of 28Si and 29Si or 30Si. The
thermal conductivity of the layers is determined by means of time-resolved x-ray scattering
(TRXS). Molecular dynamics calculations are performed to examine the impact of isotope
doping, layer ordering and thickness on the thermal conductivity. It is evident that the properly
designed isotopically modulated Si nanostructures can exhibit thermal conductivities well below
those of isotopically pure and natural Si. 2.1. Sample preparation Silicon samples with different isotopically modulated layers were epitaxially grown by means
of molecular beam epitaxy (MBE) and chemical vapor deposition (CVD) on (100) oriented
Si wafers of natural isotopic abundance. Twenty undoped bilayer structures of (29Si/28Si)20
(sample #1) and (30Si/28Si)20 (sample #2) were grown by MBE on p-type substrates (boron
doped) with a specific resistivity of ∼0.02 and ∼4 cm, respectively. The thickness of each
individual isotope layer is about 10 nm resulting in a total thickness of about 400 nm for the
entire layer structure. Figures 1(a) and (b) illustrate the concentration of the Si isotopes versus
depth of samples #1 and #2, respectively. The isotope profiles were measured with secondary
ion mass spectrometry (SIMS). In order to prove the significance of isotopically modulated Si
layers on the thermal conductivity, we also prepared by MBE 400 nm thick natural undoped Si
layers on p-type Si wafer substrates with specific resistivities of ∼0.02 cm (sample #3) and
∼4 cm (sample #4). These samples, #3 and #4, with natural Si epilayers serve as reference 3 New J. Phys. 16 (2014) 015021 H Bracht et al y
(
)
Figure 1. Concentration versus depth profiles of stable silicon isotopes in samples
(a) #1 and (b) #2 measured with SIMS. Profiles of #1 and #2 represent isotope multilayer
structures with 20 bilayers of (a) 29Si/28Si and (b) 30Si/28Si, respectively. Figure 1. Concentration versus depth profiles of stable silicon isotopes in samples
(a) #1 and (b) #2 measured with SIMS. Profiles of #1 and #2 represent isotope multilayer
structures with 20 bilayers of (a) 29Si/28Si and (b) 30Si/28Si, respectively. samples for the isotope samples #1 and #2, respectively. Moreover, we utilized a Si sample
with a ∼90 µm thick enriched 28Si layer (sample #5) doped with boron during CVD growth. The specific resistivity of the epilayer and the boron doped substrate is about 1 and 0.007 cm,
respectively. Samples with lateral dimensions of 5 × 5 mm2 were cut from the wafers #1–#5, cleaned in
organic solvents, etched in diluted hydrofluoric acid to remove the native oxide, and purged in
deionized water. Immediately after cleaning, the epitaxial layers of the samples were covered
first with a 2 nm thick chromium (Cr) layer and subsequently, i.e. without exposure to air, with
a 28 nm thick gold (Au) layer by sputter deposition. 2.1. Sample preparation The Cr layer between Si and Au enhances
the adhesion of the Au layer and reduces the thermal resistance between the metal/Si interface
[13, 14]. Since the thermal interface resistance strongly affects the heat transport from the
metal layer to the Si, the isotope sample #1 (#2) and its reference #3 (#4) were processed
simultaneously in pairs, i.e. cleaned and metal coated. In this way it is ensured that the thermal
interface resistance between the metal layer and Si are similar for #1 and #3 (#2 and #4). Also sample #5 with the top isotopically enriched thick 28Si layer and the polished backside of
another piece of sample #5 were cleaned and coated simultaneously with a Au(28 nm)/Cr(2 nm)
bilayer. The metal-coated natural Si back side of sample #5 serves as a reference sample (#6)
for the top 28Si epilayer of sample #5. p
p
y
p
Gold layer thickness and film quality have been determined by x-ray reflectivity at the
synchrotron beamline SCD at ANKA (Karlsruhe). The thermal conductivity of the epitaxial
layers of samples #1–#6 is investigated by means of TRXS following pulsed laser excitation. This technique is described in the following section. 2.2. Heat transport measurements by time-resolved x-ray scattering The thermal conductivity of the isotopically enriched epitaxial layers of samples #1, #2 and #5
is deduced from the cooling kinetics of the top metal layer in air after pulsed laser heating. This
cooling behavior is affected by the thermal interface resistance and the thermal conductivity of
the underlying material. The reference samples #3, #4 and #6, serve to determine the thermal
interface resistance from the cooling behavior of the metal layer since the thermal conductivity 4 H Bracht et al New J. Phys. 16 (2014) 015021 Figure 2. Schematic representation of the TRXS experiment conducted at the beam-
line ID09B of the ESRF in Grenoble to investigate the thermal conductivity of an
epitaxial isotopically modulated Si layer on a natural Si substrate. In this pump-
and-probe experiment the laser pulse heats the top metal Au(28 nm)/Cr(2 nm) layer
and, subsequently, the cooling of this metal layer is probed by x-ray pulses. The
chronological sequence of the laser and x-ray pulses with their corresponding pulse
width is indicated in the inset. 1ti and 1ti+1 indicate the time delay between laser and
x-ray pulses of two consecutive charge-coupled device (CCD) exposures. The time delay
is varied up to 10 µs in order to record the cooling of the metal layer. Figure 2. Schematic representation of the TRXS experiment conducted at the beam-
line ID09B of the ESRF in Grenoble to investigate the thermal conductivity of an
epitaxial isotopically modulated Si layer on a natural Si substrate. In this pump-
and-probe experiment the laser pulse heats the top metal Au(28 nm)/Cr(2 nm) layer
and, subsequently, the cooling of this metal layer is probed by x-ray pulses. The
chronological sequence of the laser and x-ray pulses with their corresponding pulse
width is indicated in the inset. 1ti and 1ti+1 indicate the time delay between laser and
x-ray pulses of two consecutive charge-coupled device (CCD) exposures. The time delay
is varied up to 10 µs in order to record the cooling of the metal layer. of natural Si is well known. This interface resistance is then assumed to describe the cooling
behavior of the metal layer on top of the isotope sample that was metal deposited in the same
sputter process. The cooling of the metal layer after pulse-laser heating was followed by measuring the Au
lattice constant with x-ray pulses as function of time. 2.2. Heat transport measurements by time-resolved x-ray scattering The utilized femtosecond laser system
provides 600 fs pulses of 400 nm at a repetition rate of 1 kHz. The high thermal conductivity of
the Au layer (∼320 W m−1K−1) ensures that the heat supplied by the laser pulse spreads within
about 60 ps in the metal film. X-ray pulses of 70 ps duration and 15 keV photon energy were
reduced to the 1 kHz repetition rate of the laser by means of a rotating chopper. The laser pulses
were synchronized to the x-rays to better than 5 ps. The two beams overlap spatially, i.e. the spot
of the laser beam is about 500 µm in diameter while the width of the x-ray spot is about 100 µm. The pump-and-probe experiments were conducted at the beam-line ID09B of the European
Synchrotron Radiation Facility (ESRF) in Grenoble [15, 16]. A silicon monochromator was
used to select the 15 keV photon energy from the synchrotron beam. The time delay 1t between
the two beams is varied up to 10 µs in order to record the cooling of the sample. The pump-
and-probe experiment is schematically illustrated in figure 2. The incidence angle for the x-rays
was the nominal Bragg angle for the Au (111) reflection at about 10◦, while the laser struck the
sample at 18◦to the surface. The inset of figure 2 shows two consecutive laser pulses with the
variable time delay 1ti between laser and x-ray pulses and their corresponding pulse duration. In practice, an integration over the scattering response of about 2000 consecutive pulses at
fixed delay was performed to increase the signal-to-noise ratio. The (111) Bragg peak of Au is 5 New J. Phys. 16 (2014) 015021 H Bracht et al Figure 3. Time-resolved relative lattice expansion 1a/a of a Au/Cr layer (symbols)
deposited on top of different Si samples (#1–#6). The lattice expansion is measured
by means of x-ray diffraction after heating the metal layer with a laser pulse. The left
axis displays the relative lattice expansion 1a/a and the right axis the corresponding
temperature 1T (t) = T −300 K. The solid lines represent best numerical fits to the
experimental results (symbols). Panels (a) and (b) illustrate the expansion of the metal
layer on top of the (29Si/28Si)20 (sample # 1) and 30Si/28Si)20 (sample # 2) isotope
multilayers in comparison to the reference samples #3 and #4, respectively. 2.2. Heat transport measurements by time-resolved x-ray scattering (c) Relative
lattice expansion of the metal layer on top of a 90 µm thick isotopically enriched 28Si
layer (sample #5) in comparison to the reference sample #6. Figure 3. Time-resolved relative lattice expansion 1a/a of a Au/Cr layer (symbols)
deposited on top of different Si samples (#1–#6). The lattice expansion is measured
by means of x-ray diffraction after heating the metal layer with a laser pulse. The left
axis displays the relative lattice expansion 1a/a and the right axis the corresponding
temperature 1T (t) = T −300 K. The solid lines represent best numerical fits to the
experimental results (symbols). Panels (a) and (b) illustrate the expansion of the metal
layer on top of the (29Si/28Si)20 (sample # 1) and 30Si/28Si)20 (sample # 2) isotope
multilayers in comparison to the reference samples #3 and #4, respectively. (c) Relative
lattice expansion of the metal layer on top of a 90 µm thick isotopically enriched 28Si
layer (sample #5) in comparison to the reference sample #6. recorded by a two-dimensional CCD detector. By measuring the angular position of the Bragg
peak, it is possible to deduce the lattice expansion of the Au layer as function of time. The
energy of the laser pulse that causes heating of the Au layer and thus the lattice expansion is
adjusted in the linear response region, where a linear relationship between the pulse laser energy
and the Au lattice expansion exists. The procedure is described in [13]. The temperature from
the measured strain is estimated from the elastic uniaxial thermal expansion of a film fixed on a
cold substrate. Figures 3(a)–(c) illustrate the time-resolved relative lattice expansion of the Au layer on
top of samples #1, #2 and #5 in comparison to the behavior of the Au layer on top of the
corresponding natural Si reference samples #3, #4 and #6, respectively. The temperature of the
metal layer is illustrated by the right y-axis. The time resolution of the experiment is mainly
determined by the width of the x-ray pulse since the laser pulse is short compared to the x-ray
pulse (see inset of figure 2). In order to determine the thermal conductivity of the epitaxial Si
layer beneath the metal layer, the cooling of the metal layer as function of time is described by
means of a heat transport model that is introduced in the following section. 2.3. Continuum theoretical simulation of heat transport The structure considered for modeling the heat transport consists of a top metal layer deposited
on an epitaxially grown Si layer. The epitaxial Si layer is grown on a natural Si substrate wafer
and either represents the (29Si/28Si)20 multilayer of sample #1 or the (30Si/28Si)20 multilayer
of sample #2 or the epitaxial natural Si layers of samples #3 and #4. In the case of the 90 µm
thick 28Si layer on a natural Si wafer (sample #5), a two-layer structure is considered because
the epitaxial layer is sufficiently thick to distribute the heat homogeneously. Conceptually,
the entire multilayer structure is considered as a homogeneous material with an effective heat
conductivity. This effective value will serve to describe the potential of conductivity tailoring. 6 New J. Phys. 16 (2014) 015021 H Bracht et al The metal coated backside of sample #5 representing the reference sample #6 is also described
with a two-layer system consisting of the metal layer and the natural Si wafer substrate with a
thickness ∼600 µm. The heat injected by the laser pulse spreads from the metal layer over the
epilayer into the wafer substrate. A constant thermal boundary conductance σmetal/Si = 1/RK,
whose reciprocal value equals the Kapitza resistance RK, is considered between the metal film
and Si. The smaller size of the x-ray spot compared to the laser spot justifies to assume a one-
dimensional heat transport from the metal layer into the Si sample. p
y
p
The mathematical formulation of the heat transport problem is described by coupled partial
differential equations with different heat diffusion coefficients for the metal film, epitaxial
layer and the Si substrate in case of a three-layer system. For the two-layer system only two
differential equations with appropriate heat diffusion coefficients are sufficient to describe the
heat transport from the metal film into the isotopically enriched thick 28Si layer or the natural Si
substrate wafer. The differential equations are coupled via the boundary conditions established
at the metal/Si interface. This heterointerface acts as a barrier for the heat transport. This is
described by means of a Kapitza resistance RK. Details about the differential equations and
boundary conditions describing heat transport in a three-layer system as well as the relation
between the heat diffusion coefficient and thermal conductivity λepi in the various epitaxial
layers are given in [14]. A reduction to a two-layer system is straightforward and therefore
not treated here. 2.3. Continuum theoretical simulation of heat transport Schematic illustration of the procedure to determine the thermal conductivity
λepi of an isotopically controlled epitaxial Si layer. Isotope and reference samples,
respectively, with and without an isotopically controlled Si layer are investigated in the
experiment. The experimental results are described by means of numerical simulations
of the heat transport problem. Modeling the results of the reference sample provides
the thermal boundary conductance σmetal/Si at the metal/Si interface. This boundary
conductance is then considered for modeling the cooling of the metal layer deposited on
the isotope sample. Best fits to the experimental results yield the thermal conductivity
λepi of the isotopically controlled epitaxial Si layer. Figure 4. Schematic illustration of the procedure to determine the thermal conductivity
λepi of an isotopically controlled epitaxial Si layer. Isotope and reference samples,
respectively, with and without an isotopically controlled Si layer are investigated in the
experiment. The experimental results are described by means of numerical simulations
of the heat transport problem. Modeling the results of the reference sample provides
the thermal boundary conductance σmetal/Si at the metal/Si interface. This boundary
conductance is then considered for modeling the cooling of the metal layer deposited on
the isotope sample. Best fits to the experimental results yield the thermal conductivity
λepi of the isotopically controlled epitaxial Si layer. at the metal/Si interface remains unaffected when Si of natural abundance is replaced with
isotopically enriched Si. Figure 5 illustrates numerical simulations of heat transport in a three-layer system that
consists of a metal layer, an epilayer, and a substrate as indicated in the inset. The laser
pulse heats the metal layer and its cooling is recorded with time resolved measurements of
the Au lattice expansion. The symbols shown in the right part of figure 5 demonstrate a
typical relaxation of the Au lattice expansion as function of time obtained from the TRXS
measurements of sample #1. The right y-axis illustrates the corresponding temperature 1T of
the metal layer deduced from the linear relation between the relative lattice expansion 1a/a
and 1T . The solid line describes the best fit to the relaxation curve with λepi as a fit parameter. Beforehand the thermal boundary conductance σmetal/Si was deduced from the relaxation curve
of the reference sample. The left part of figure 5 gives more details on the heat transport
simulation. 2.3. Continuum theoretical simulation of heat transport The system of differential equations is solved numerically considering the
effective heat conductivity λepi in the isotopically modulated Si layers and the thermal boundary
conductance σmetal/Si between metal/Si interface as free fitting parameters. /
/
g p
Previous experimental results and numerical calculations on heat transport in the three-
layer system metal/Si-isotope-layer/Si-substrate reveal the importance of the thermal boundary
conductance at the metal/Si heterointerface for an accurate determination of the heat
conductivity λ of the isotopically modulated Si layer [14]. The higher the thermal boundary
conductance the more sensitive is the cooling of the metal layer to the thermal conductivity
of the subjacent isotopically controlled layer. This is demonstrated by TRXS experiments with
Au- and Au/Cr-coated Si samples with and without an isotopically modulated layer [14]. For a
Au-coated sample the thermal boundary conductance is about three times lower than that for a
Au/Cr-coated sample. As a consequence the metal layer cooling of the Au-coated sample is less
sensitive to the thermal conductivity of the isotope layer than in the case of the Au/Cr-coated
sample. This demonstrates that the thermal boundary conductance σmetal/Si should be sufficiently
high, i.e. σmetal/Si ≈108 W m−2 K−1, to be sensitive to the thermal conductivity of a layer with a
thickness of only a few hundreds of nanometers. With respect to these results we deposited
Au/Cr layers on Si samples to realize an acceptably high thermal boundary conductance. Moreover, Si samples of natural isotopic abundance that should be compared were coated in the
same batch under equivalent conditions. These latter samples with known thermal conductivity
serve as reference samples to determine σmetal/Si established in the sputter deposition process. This boundary conductance is then considered for Si samples with isotopically controlled
layers that were metal deposited during the same sputter process. In this way only the thermal
conductivity λepi of the isotope layer remains as the free-fitting parameter to describe the
cooling of the metal layer after pulse laser heating. This strategy is schematically illustrated
in figure 4. Note that the correlation between reference and isotope samples is applicable
because the bonds established at the metal/Si interface only depend on the chemical nature
of the elements involved. As all Si isotopes possess identical chemical properties, the bond 7 7 H Bracht et al New J. Phys. 16 (2014) 015021 y
(
)
Figure 4. 2.3. Continuum theoretical simulation of heat transport Considering the three-layer system indicated by the inset, the heat injected by
the laser pulse spreads out within the metal layer almost instantaneously, i.e. in about a few
tens of picoseconds thanks to the high thermal conductivity of Au (λAu = 320 W m−1K−1) and
the boundary conductance at the metal/Si interface (σmetal/Si ≈108 W m−2 K−1). The value of
σmetal/Si was deduced from the simulation of the lattice expansion of the Au layer deposited on
the reference sample. The left part of figure 5 illustrates temperature versus depth x profiles
(see black solid lines) for various times t starting at 10 ps up to 5000 ps. The simulations
clearly resolve the temperature drop at the metal/Si interface that decreases with increasing
time according to the thermal boundary conductance and the heat diffusivities of the material
on both sides of the interface [14]. The red solid line in the left part of figure 5 shows the
average temperature of the metal layer as function of time. This profile is convolved with the
resolution function of the x-ray pulse and compared to the experiment. This is indicated by
the red solid line in the right part of figure 5. The simulations of the experimental results provide 8 New J. Phys. 16 (2014) 015021 H Bracht et al Figure 5. Illustration of the numerical calculation of heat transport in a three-layer
system that consists of a metal layer, an epitaxial Si layer, and a Si substrate. The
epitaxial layer represents an isotopically controlled Si layer or a Si layer of natural
abundance. The three-layer structure is indicated by the inset on the left-hand side. The
heat transport from the metal layer into the subjacent Si (see black solid lines on the
left-hand side) is calculated for consecutive time steps until the temperature gradient
at the metal/Si interface vanishes. The calculated average temperature of the Au layer
and its cooling behavior indicated by the red solid line is compared on the right-hand
side with the relative Au lattice expansion (+) measured after pulse laser heating of
the metal layer. The lattice expansion is directly related to the temperature of the Au
layer [13]. The temperature calculated for the Si side of the metal/Si interface is given
by the red dashed line. 2.3. Continuum theoretical simulation of heat transport additional information about the temperature evolution at the Si side of the metal/Si interface. This temperature versus time profile is illustrated by the red dashed line both in the left and
right part of figure 5. Whereas the temperature of the Au layer changes during cooling from
about 450 K to room temperature, the temperature at the Si side of the metal/Si interface only
varies by about 25 K. In this temperature range the thermal conductivity of Si changes at most
by 10 W m−1K−1 considering the temperature dependence of the thermal conductivity in natural
and isotopically enriched 28Si reported in the literature [5–7]. Hence the variation in the thermal
conductivity of Si is small during the pump-and-probe experiment. Therefore we can assume a
temperature-independent thermal conductivity for the simulation of the heat transport in Si. 2.3. Continuum theoretical simulation of heat transport The temperature at the Si side of the interface varies by about
25 K with time whereas the temperature of the Au layer changes by about 150 K. To a
good approximation the thermal conductivity of Si is independent of temperature during
the cooling process. Figure 5. Illustration of the numerical calculation of heat transport in a three-layer
system that consists of a metal layer, an epitaxial Si layer, and a Si substrate. The
epitaxial layer represents an isotopically controlled Si layer or a Si layer of natural
abundance. The three-layer structure is indicated by the inset on the left-hand side. The
heat transport from the metal layer into the subjacent Si (see black solid lines on the
left-hand side) is calculated for consecutive time steps until the temperature gradient
at the metal/Si interface vanishes. The calculated average temperature of the Au layer
and its cooling behavior indicated by the red solid line is compared on the right-hand
side with the relative Au lattice expansion (+) measured after pulse laser heating of
the metal layer. The lattice expansion is directly related to the temperature of the Au
layer [13]. The temperature calculated for the Si side of the metal/Si interface is given
by the red dashed line. The temperature at the Si side of the interface varies by about
25 K with time whereas the temperature of the Au layer changes by about 150 K. To a
good approximation the thermal conductivity of Si is independent of temperature during
the cooling process. additional information about the temperature evolution at the Si side of the metal/Si interface. This temperature versus time profile is illustrated by the red dashed line both in the left and
right part of figure 5. Whereas the temperature of the Au layer changes during cooling from
about 450 K to room temperature, the temperature at the Si side of the metal/Si interface only
varies by about 25 K. In this temperature range the thermal conductivity of Si changes at most
by 10 W m−1K−1 considering the temperature dependence of the thermal conductivity in natural
and isotopically enriched 28Si reported in the literature [5–7]. Hence the variation in the thermal
conductivity of Si is small during the pump-and-probe experiment. Therefore we can assume a
temperature-independent thermal conductivity for the simulation of the heat transport in Si. 2.4. Results The relative lattice expansion of Au layers after pulse laser heating was measured by TRXS for
the metal deposited isotope samples #1, #2 and #5 and for the respective reference samples #3,
#4 and #6. The best fits are shown by the solid lines in figure 3. Table 1 summarizes the thermal
conductivity and thermal boundary conductance that were determined from the pump-and-probe
experiments with the isotope and reference samples #1–#6. 9 New J. Phys. 16 (2014) 015021 H Bracht et al Table 1. Thermal conductivity λepi of isotopically controlled silicon epitaxial layers (#1,
#2, #5) determined from the pump-and-probe experiments described in this work. The
respective reference samples (#3, #4 and #6) serve to define the thermal boundary
conductance σmetal/Si at the metal/Si interface. No. Si material
λepi (W m−1K−1)
σmetal/Si (W m−2K−1)
#1
(29Si(10 nm)/28Si(10 nm))20/natSi wafer
60 ± 7
7.6 × 107b
#2
(30Si(10 nm)/28Si(10 nm))20/natSi wafer
58 ± 5
9.1 × 107b
#3
natSi(400 nm)/natSi wafer (reference for #1)
149a
(7.6 ± 0.2) × 107
#4
natSi(400 nm)/natSi wafer (reference for #2)
149a
(9.1 ± 0.3) × 107
#5
28Si(90 µm)/natSi wafer
196 ± 19
6.6 × 107b
#6
natSi wafer (backside of #5, reference for #5)
149a
(6.6 ± 0.1) × 107
a Thermal conductivity of natural Si at 293 K [7]. b Set as equal to the value of the thermal boundary conductance of the respective reference sample. Table 1. Thermal conductivity λepi of isotopically controlled silicon epitaxial layers (#1,
#2, #5) determined from the pump-and-probe experiments described in this work. The
respective reference samples (#3, #4 and #6) serve to define the thermal boundary
conductance σmetal/Si at the metal/Si interface. y
[ ]
b Set as equal to the value of the thermal boundary conductance of the respective reference sample. The thermal conductivity of the 90 µm thick highly enriched
28Si layer is with
196 W m−1K−1 higher than the thermal conductivity of Si with natural isotopic abundance. Within the experimental accuracy this supports the enhancement of about 10% reported in the
literature for the thermal conductivity of pure 28Si compared to natural Si [5–7]. In contrast, the
thermal conductivities of the isotopically modulated (29Si/28Si)20 (sample #1) and (30Si/28Si)20
(sample #2) multilayers are clearly lower than that of natural Si (see table 1). 2.4. Results The Kapitza
resistance deduced from the analysis of the reference samples are equal within 20% for the
different sputter deposition processes. The values given in table 1 indicate a similar reduction
of the thermal conductivity for samples #1 and #2. Overall, the experimental results clearly
demonstrate an impact of isotopic modulation on the thermal conductivity of Si and the question
rises to which magnitude the thermal conductivity of Si can be altered by isotopic engineering. Since the preparation of Si isotope structures with different layer thicknesses, layer sequences,
and layer numbers by means of MBE and their subsequent analysis with TRXS is by far
too laborious and time consuming, we performed molecular dynamics (MD) calculations to
determine the impact of various kinds of isotopic modulated Si layers on thermal conductivity. 3.1. Simulation setup In order to theoretically study the effect of isotopic composition on the thermal conductivity
of Si reverse non-equilibrium MD simulations were performed using the LAMMPS MD
code [17]. In a MD simulation Newton’s equations of motion ⃗F = m d2⃗r/dt2 = −⃗∇8(⃗r) are
solved numerically and the positions and velocities of all atoms are determined. 8(⃗r) is a
suitable interatomic potential. In our simulation we use the Stillinger–Weber potential for Si
[18] with a timestep of 1 fs. As MD rely on classical mechanics, the simulations have to be
performed at sufficiently high temperatures in order to avoid quantum effects [19]. In our case
the average temperature of the sample is 400 K. The simulation cell consists of 28 × 10 × 10 unit cells of Si with a cell volume of 449 nm3
(22 400 atoms) and a lattice constant of 5.431 Å. Periodic boundary conditions are enforced in 10 H Bracht et al New J. Phys. 16 (2014) 015021 Figure 6. Sketch of the simulation cell and the isotopic modulation of the sample: The
left half of the simulation cell consists of 28Si and the right half of 28Si, 29Si, 30Si or 44Si. The heat source is located at one quarter of the length of the simulation cell and the heat
sink at three quarters of the simulation cell. Figure 6. Sketch of the simulation cell and the isotopic modulation of the sample: The
left half of the simulation cell consists of 28Si and the right half of 28Si, 29Si, 30Si or 44Si. The heat source is located at one quarter of the length of the simulation cell and the heat
sink at three quarters of the simulation cell. the x-direction (cross-plane direction of the layered structure) and free boundary conditions in
the y- and z-direction (in-plane direction of the layered structure). The initial velocities of the
atoms are assigned by a random velocity distribution. A temperature gradient along the sample
in the x-direction is established by adding an amount of non-translational kinetic energy (i.e. heat, aggregate momentum is conserved) to the atoms in the hot reservoir at every time step
and subtracting the same amount of energy from the atoms in the cold reservoir. 3.1. Simulation setup Due to periodic boundary conditions in the direction of the temperature gradient half
of the heat Q/2 flows to the left side of the heat source and the other half of the heat
flows to the right side of the heat source. Figure
7. Temperature profile and isotopic modulation of a
28Si(7.60 nm)/
30Si(7.60 nm) bilayer structure. The temperature gradient is determined from the
temperature difference dT between heat source and heat sink divided by their distance
dx. Due to periodic boundary conditions in the direction of the temperature gradient half
of the heat Q/2 flows to the left side of the heat source and the other half of the heat
flows to the right side of the heat source. 1T (m) is the temperature difference, if all atoms have the same mass m. It scales like √m so
that 1T (m) =
r m
281T (m = 28). (3) (3) Equation (2) is derived by assuming that the total thermal resistance, 1
λ
1x
A , is a sum of three
terms. The first one,
1
λ(m=28)
1x/2
A , is the thermal resistance of the left half of the system, where
the atomic mass is 28. The second one,
1
λ(m)
1x/2
A , is the thermal resistance of the right half. The
interface contribution is described by the third term, RK. Inserting equation (1) to relate λ(m) to
1T (m) leads to equation (2). Equation (2) is derived by assuming that the total thermal resistance, 1
λ
1x
A , is a sum of three
terms. The first one,
1
λ(m=28)
1x/2
A , is the thermal resistance of the left half of the system, where
the atomic mass is 28. The second one,
1
λ(m)
1x/2
A , is the thermal resistance of the right half. The
interface contribution is described by the third term, RK. Inserting equation (1) to relate λ(m) to
1T (m) leads to equation (2). Two sets of Si samples are investigated in this work. In the first case the left half of the
sample consists of 28Si and the right half consists of 28Si,29 Si, 30Si or 44Si. In this way the effect
of mass difference on the thermal conductivity can be studied. In the second case, the impact of
the superlattice period on thermal conductivity is examined. 3.1. Simulation setup As periodic
boundary conditions are enforced in the direction of the temperature gradient, the hot reservoir is
located at one quarter of the sample length and the cold reservoir at three quarters of the sample
length. This is illustrated in figure 6. The size of each reservoir is one unit cell in the x-direction
and ten unit cells in the y- and z-direction, the added/subtracted amount of kinetic energy per
time step dE/dt is 20 eV ps−1. The temperature is determined locally for each atomic layer
perpendicular to the x-direction. It is calculated from the kinetic energy assuming equipartition,
T = ⟨mv2⟩/(3kB), averaging over the atoms in the respective layer and the simulation time. An effective thermal conductivity λ of the sample is calculated by means of Fourier’s
law [20] from the added amount of energy per time step dE/dt, the cross section area A of
the sample, the resulting temperature difference 1T , and the distance 1x between heat source
and heat sink (see figure 7) λ = −
dE
dt 1x
2 A 1T . (1) The factor two in equation (1) arises from the fact that half of the heat flows to the left and the
other half to the right, because periodic boundary conditions are used (see figure 7) [21]. The effective thermal conductivity calculated from equation (1) is affected by the
temperature anomalies at the heat source and sink, where the system, perturbed in every time
step, is not able to relax into local equilibrium. These anomalies extend to about 2 nm on each
side of the source and the sink. They could be neglected for much larger 1x than considered
here. However, the boundary (or Kapitza) resistance RK between the isotopic layers can be
considered as unaffected by these anomalies already for our system size. For the interface
between regions with atomic masses 28 and m (in atomic mass units) it is given by R
21T −1T (m = 28) −1T (m) A (2) dE/dt 11 H Bracht et al New J. Phys. 16 (2014) 015021 Figure
7. Temperature profile and isotopic modulation of a
28Si(7.60 nm)/
30Si(7.60 nm) bilayer structure. The temperature gradient is determined from the
temperature difference dT between heat source and heat sink divided by their distance
dx. 3.1. Simulation setup The sample is built up by a varying
number of 28Si/30Si bilayers at fixed total sample length. The thermal conductivities calculated
for the 28Si/30Si superlattice are compared with the thermal conductivities of natSi, 28Si and an
28Si0.5 30Si0.5 alloy. 3.2. Results 3.2.1. Effect of mass difference. Figure 8 shows the steady state temperature profiles for four
bilayer systems 28Si/mSi with m = 28, 29, 30 and 44. Note the different temperature scales of
the four plots. The sharp temperature drop at the interface (at ≈7.6 nm) visible for m ̸= 28
is due to the Kapitza resistance. It is evaluated according to equation (2) and plotted as a 12 New J. Phys. 16 (2014) 015021 H Bracht et al Figure 8. Temperature profiles for 28Si/28Si (top left), 28Si/29Si (top right), 28Si/30Si
(bottom left) and 28Si/44Si (bottom right): the 28Si/28Si profile shows no step change in
temperature at the interface as expected. In the three other cases the Kapitza resistance
at the interface increases with increasing mass difference of the Si isotopes. Figure 8. Temperature profiles for 28Si/28Si (top left), 28Si/29Si (top right), 28Si/30Si
(bottom left) and 28Si/44Si (bottom right): the 28Si/28Si profile shows no step change in
temperature at the interface as expected. In the three other cases the Kapitza resistance
at the interface increases with increasing mass difference of the Si isotopes. function of 1m = m −28 in figure 9. A linear regression of RK = a 1m gives the value
a = 9.93 × 10−11K m2 W−1u−1. The simulation result for the thermal conductivity of the pure 28Si-system, λ(28) =
2.79 W m−1 K−1, is far below the experimental value for bulk silicon. The reason is that the
boundary conditions imply that we simulate a nanowire, not a bulk lattice. Here a reduction of
thermal conductivity due to size confinement is indeed expected [22]. 3.2.2. Effect of superlattice period. In order to investigate the effect of interfaces and
layer thickness on the thermal conductivity of a 28Si/30Si superlattice the bilayer thickness
(superlattice period) is altered at a fixed sample length. The longest period of about 15 nm is
realized when one half of the simulation cell consists of 28Si and the other half of 30Si. The
shortest period is 0.27 nm, i.e. the isotopic composition changes every monolayer. Figure 10
shows the thermal conductivity of a 28Si/30Si superlattice as function of the superlattice period. For comparison the thermal conductivities of natSi, 28Si and an 28Si0.5 30Si0.5 alloy are also
displayed. Figure 10 reveals that a reduction in thermal conductivity of Si is possible by isotope
doping. 3.2. Results The higher thermal conductivity of 28Si compared to natSi is due to the absence of 13 New J. Phys. 16 (2014) 015021 H Bracht et al Figure 9. Kapitza resistance calculated for the isotope bilayer structures shown in
figure 8 as function of the mass difference of the Si atoms on the right and left side
of the interface. The solid line shows the result of the linear regression analysis. Figure 9. Kapitza resistance calculated for the isotope bilayer structures shown in
figure 8 as function of the mass difference of the Si atoms on the right and left side
of the interface. The solid line shows the result of the linear regression analysis. phonon scattering by isotope defects. The 28Si/30Si superlattice and 28Si0.5 30Si0.5 alloy have
the same stoichiometric composition but a different spatial isotopic distribution. In the alloy the
lattice sites are randomly occupied by 28Si or 30Si atoms, in the superlattice the 28Si and 30Si
atoms are arranged in layers. This leads to different phonon scattering mechanisms: in the alloy
the phonons are scattered by randomly distributed isotope defects and in the superlattice the
phonons are scattered at the interfaces between 28Si and 30Si. p
The thermal conductivity of the 28Si/30Si superlattice has a distinct minimum at a period
length of 1.09 nm. This minimum appears at a length that is of the order of the effective phonon
mean free path [23]. Yang et al [24] reported qualitatively the same effect of superlattice
period on the thermal conductivity of 28Si/29Si and 28Si/42Si superlattices. The period length
with minimum thermal conductivity is exactly the same. The behavior can be qualitatively
understood in the following way. First a periodic arrangement with superlattice periods of only
a few layers appears to be a homogeneous medium for long-wavelength phonons. Therefore
contribution to phonon scattering will be low and the effect on the thermal conductivity is
less pronounced. Once the layers increase in thickness, the thermal conductivity will drop. Increasing the superlattice period at fixed length of the simulation cell further will on the other
hand, decrease the absolute number of scattering interfaces, consequently conductivity rises
again. The inset of figure 10 illustrates an increase of the thermal resistivity with increasing
number of interfaces for superlattice periods equal to and greater than 1.09 nm. 3.2. Results A linear increase
is expected in case the thermal conductivity of the isotope superlattice is mainly given by serial
connection of the interface resistances. However, our calculations clearly reveal a deviation from
the linear dependence. The origin of this deviation is discussed in the next section. 14 New J. Phys. 16 (2014) 015021 H Bracht et al Figure 10. Thermal conductivity of an 28Si/30Si superlattice (red line and dots), natSi
(dashed blue line), 28Si (dashed black line) and an 28Si0.5 30Si0.5 alloy (dashed green
line). For the superlattice structure the thermal conductivity is plotted as a function of
superlattice period, for the other three samples the lines are dashed as there is no isotopic
periodicity within the samples. The inset demonstrates the thermal resistivity versus the
number of interfaces. The calculations suggest an interrelation that clearly deviates from
a linear dependence. Figure 10. Thermal conductivity of an 28Si/30Si superlattice (red line and dots), natSi
(dashed blue line), 28Si (dashed black line) and an 28Si0.5 30Si0.5 alloy (dashed green
line). For the superlattice structure the thermal conductivity is plotted as a function of
superlattice period, for the other three samples the lines are dashed as there is no isotopic
periodicity within the samples. The inset demonstrates the thermal resistivity versus the
number of interfaces. The calculations suggest an interrelation that clearly deviates from
a linear dependence. 4. Discussion Both experimental and theoretical results reveal a reduction in the thermal conductivity of
silicon by isotopic modulation. The experiments indicate a factor of 2 to 3 lower thermal
conductivity of the isotope multilayer structure compared with natural Si (see section 2.4
and [14]). MD simulations reveal a reduction of about 30% in thermal conductivity in
comparison to the simulations of natSi. Thus the simulations predict a much smaller reduction. This is related to the fact that MD calculations represent the thermal properties of a silicon
nanowire. The main reduction of the thermal conductivity compared to natural bulk Si is due to
the lateral confinement. An isotopic modulation gives only a modest further reduction. As isotope heterostructures represent chemical and electronic homostructures, the
reduction in thermal conductivity must be due to phonon scattering at the isotope interfaces. The scattering process at interfaces can be explained either with a diffuse or acoustic mismatch
model. In the first case, the conductivity of a given multilayer is determined by the density of
the interfaces, which scatter phonons incoherently. In the second case the coherent reflection
of phonons will lead to complete stop bands for certain phonon wave vectors. A selective
reflection or transmission of phonons has e.g. been reported for GaAs/AlGaAs superlattices by
Narayanamurti et al [25]. The phonon scattering is similar to the reflection of electromagnetic
waves at the interface between two optical media with different refractive indices [25]. Moreover, Spitzer et al [26] show clear evidence for optic phonon confinement in isotopically
modulated germanium superlattices. 15 New J. Phys. 16 (2014) 015021 H Bracht et al In the framework of the acoustic mismatch model, the phonons can be considered as
waves whose mean free path is longer than the period length of the multilayer structure [27]. Within this limit the thermal conductivity of a multilayer structure will decrease with increasing
superlattice period due to band-folding effects [27]. Band-folding reduces the phonon group
velocities and thus the thermal conductivity [28, 29]. If the phonon mean free path is shorter
than the period length, phonons can be treated as particles and diffuse scattering prevail. In
this limit the thermal conductivity will increase with decreasing interface density. Accordingly,
a minimum in thermal conductivity is expected as function of the superlattice period. This
is supported by our MD simulation results shown in figure 10. 4. Discussion A minimum in the thermal
conductivity as function of the period length is also confirmed by MD calculations performed
by Yang et al [24]. The minimum in thermal conductivity at a period length of 1.09 nm describes
the crossover between a wave- and particle-type phonon transport [27], i.e. for period lengths
below 1.09 nm the wave-like behavior and for period lengths above 1.09 nm the particle-like
behavior of phonons prevails. In the first case the phonons are fully coherent and give rise to
phonon bands specific for the superlattice structure. In the latter case, the phonons are fully
incoherent and the thermal conductivity can be calculated by means of the Boltzmann transport
equation assuming the diffused scattering at the interfaces [30]. This impact of coherent and
incoherent phonons on heat transport in superlattices is treated theoretically and discussed in
the literature in detail (see e.g. [31–33]). The inset in figure 10 suggests a nonlinear dependence
of the thermal resistivity as function of the number of interfaces for period lengths larger than
1.09 nm. This dependence indicates that phonon coherence still affects the thermal conductivity
at this length scale. Although our MD calculations support a reduction in thermal conductivity by isotopic
modulation, the absolute values obtained for the thermal conductivity of natural Si, isotopically
enriched
28Si, the
28Si0.5 30Si0.5 alloy and of the isotope superlattice deviate from the
experimental results listed in table 1. The calculated thermal conductivity is much lower
compared to the experiment. This is a consequence of the limited size of the simulation cell
both in vertical and parallel directions of heat flow. In particular, the limited size affects the
phonon mean free path, i.e. larger cells would yield larger phonon mean free path. Accordingly,
phonons with long mean free path that significantly contribute to the thermal conductivity in
bulk silicon are not considered by MD simulations [34]. Moreover, our calculations assume
perfect interfaces that are hardly realized experimentally. The impact of interfacial mixing on
phonon transport in silicon/germanium superlattices has been studied by Landry et al [30]
with MD simulations. They observe that phonon coherence vanishes in the case of interface
mixing and, consequently, an increase in thermal conductivity with increasing period length is
suggested indicating incoherent phonon transport [30]. The measurements of the two samples #1 and #2 with different isotopic compositions
(28Si/29Si) and (28Si/30Si) indicate similar thermal conductivities. [1] Kishi M, Nemoto H, Hamao T, Yamamoto M, Sudou S, Mandai M and Yamamoto S 1999 Proc. 18th Int.
Conf. on Thermoelectrics p 301
[2] Lay-Ekuakille A, Vendramin G, Trotta A and Mazzotta G 2009 Proc. 2009 IEEE Int. Workshop on Medical
Measurements and Applications p 1
[3] Snyder G J and Toberer E S 2008 Nature Mater. 7 105
[4] Bhandari C 1994 CRC Handbook of Thermoelectrics ed D M Rowe (Boca Raton, FL: CRC) 4. Discussion The MD simulations reveal
a further reduction of the thermal conductivity with increasing mass difference between the
constituents of a superlattice in which the interfaces were assumed to be sharp (see figure 8). The comparison between experimental and theoretical results demonstrates the strong effect of
the thermal interface resistance, which may cover the effect of the higher mass difference on the
phonon transport in the experiment. This interface resistance is likely due to the interfacial
mixing as discussed above. To understand more quantitatively the experimentally observed
reduction in the thermal conductivity of silicon by isotopic modulation not only a mixing at the 16 New J. Phys. 16 (2014) 015021 H Bracht et al isotope interfaces but also appropriate procedures to eliminate the size effect in MD simulations
must be considered in the future MD simulations. isotope interfaces but also appropriate procedures to eliminate the size effect in MD simulations
must be considered in the future MD simulations. 5. Conclusion The experimental and theoretical results of this work lead to the conclusion that the acoustic
mismatch model and the Fourier heat conduction theory based on bulk material properties do
not explain in a satisfactory manner the effective thermal conductivity of isotopically modulated
superlattice structures. The suggestion that the physical properties of the superlattice itself
govern the thermal transport in such structures seems to be more convincing. Thus far the argumentation includes a diffuse and acoustic mismatch model. In the first
case, the conductivity of a given multilayer is determined by the density of the interfaces,
which scatter phonons incoherently. In the latter case one may speculate about the influence of
coherence on the phonon transport. In the optical picture [31, 35] of Bragg reflection of coherent
phonons [32, 36] not only the presence of interfaces matters but also the periodic arrangement
due to long mean free paths. A multilayer represents a Bragg grating that can efficiently block
complete phonon bands. On the other hand a periodic lattice might not be the optimal structure,
as compared to tailored aperiodic or chirped layer stacks. Such tailored structures will be
investigated in future by combining predictions from MD simulations with experimental tests. These studies will help to identify more quantitatively the factors that determine the thermal
conductivity in isotopically modulated silicon. Tailored silicon structures may find applications as thermoelectric power generators or
refrigerators in high temperature applications or highly integrated miniaturized devices. The
ultimate power factor needs to be proven. Acknowledgments Provision of beamtime at the facilities ANKA and ESRF is gratefully acknowledged. We wish
to thank for the excellent support by M Khakulin, M Wulff and G Buth. This work was funded
by the Deutsche Forschungsgemeinschaft via the priority program SPP1386 ‘Nanostructured
Thermoelectric Materials: Theory, Model Systems and Controlled Synthesis’ (BR 1520/13-1
and BR 1520/15-1) and individual grants for AP and within the Heisenberg program for HB
(BR 1520/10-2). The isotopically enriched Si was developed by the Initiatives for Proliferation
Prevention Program of the Office of Nonproliferation Research and Engineering (NN-20) of the
U.S. Department of Energy under contract DE-AC03-76SF00098. Stimulating discussions with
G Bastian, A Vogelsang and C Heiliger are acknowledged. [4] Bhandari C 1994 CRC Handbook of Thermoelectrics ed D M Rowe (Boca Raton, FL: CRC) [3] Snyder G J and Toberer E S 2008 Nature Mater. 7 105 541 28–31 R [31] Ezzahri Y, Grauby S, Rampnoux J M, Michel H, Pernot G, Claeys W, Dilhaire S, Rossignol C, Zeng G and [31] Ezzahri Y, Grauby S, Rampnoux J M, Michel H, Pernot G, Claeys [31] Ezzahri Y, Grauby S, Rampnoux J M, Michel 541 28–31 [14] Bracht H, Wehmeier N, Eon A, Plech A, Issenmann D, Lundsgaard Hansen J, Nylandsted Larsen A,
Haller E E and Ager I I I J W 2012 Appl. Phys. Lett. 101 064103 [15] Plech A, Grésillon S, von Plessen G, Scheidt K and Naylor G [15] Plech A, Grésillon S, von Plessen G, Scheidt K and Naylor G 2004 Chem. Phys. 299 183 [16] Cammarata M et al 2009 Rev. Sci. Instrum. 80 15101 ] Cammarata M et al 2009 Rev. Sci. Instrum. 80 1510 [17] Plimpton S 1995 J. Comput. Phys. 117 1–19 [18] Stillinger F H and Weber T A 1985 Phys. Rev. B 31 5262 [19] Turney J E, McGaughey A J H and Amon C H 2009 Phys. Rev. B 79 224305 [20] Schelling P K, Phillpot S R and Keblinski P 2002 Phys. Rev. B 65 144306 [21] Jund P and Jullien R 1999 Phys. Rev. B 59 13707 [22] Grauby S, Puyoo E, Rampnoux J-M, Rouvière E and Dilhaire S 2013 J. Phys. Chem. C 117 9025 [22] Grauby S, Puyoo E, Rampnoux J-M, Rouvière E [22] Grauby S, Puyoo E, Rampnoux J-M, Rouvière E and Dilhaire S 2013 J. Phys. Chem. C 117 9025 [23] Chen Y, Li D, Lukes J, Ni Z and Chen M 2005 Phys. Rev. B 72 174302 ] Chen Y, Li D, Lukes J, Ni Z and Chen M 2005 Phy [24] Yang N, Zhang G and Li B 2008 Nano Lett. 8 276 [24] Yang N, Zhang G and Li B 2008 Nano Lett. 8 276 [25] Narayanamurti V, Störmer H L, Chin M A, Gossard A C and Wiegmann W 1979 Phys. Rev. Lett. 4 [26] Spitzer J, Ruf T and Cardona M 1994 Phys. Rev. Lett. 72 1565 [27] Simkin M V and Mahan G D 2000 Phys. Rev. Lett. 84 927 [27] Simkin M V and Mahan G D 2000 Phys. Rev. Lett. 84 927 [28] Ren S Y and Dow J D 1982 Phys. Rev. B 25 375 y
[29] Tamura S and Tanaka Y 1999 Phys. Rev. B 60 2627 [29] Tamura S and Tanaka Y 1999 Phys. Rev. B 60 2627 [30] Landry E S and McGaughey A J H 2009 Phys. Rev. B 79 075316 [30] Landry E S and McGaughey A J H 2009 Phys. [32] Chen G 1998 Phys. Rev. B 57 14958 [32] Chen G 1998 Phys. Rev. B 57 14958 [33] Yang B and Chen G 2003 Phys. Rev. B 67 195311 [34] Sellan D P, Landry E S, Turney J E, McGaughey A J H and Amon C H 2010 Phys. Rev. B 81 2143 [34] Sellan D P, Landry E S, Turney J E, McGaughey [34] Sellan D P, Landry E S, Turney J E, McGaughey A J H and Amon C H 20 [35] Bastian G, Vogelsang A and Schiffmann C 2010 J. Electron. Mater. 39 9 [36] Sondhauss P, Larsson J, Harbst M, Naylor G A, Plech A, Scheidt K, Synnergren O, Wulff M and Wark J S
2005 Phys. Rev. Lett. 94 125509 References 17 New J. Phys. 16 (2014) 015021 H Bracht et al [5] Ruf T, Henn R W, Asen-Palmer M, Gmelin E, Cardona M, Pohl H-J, Devyatych G G and Sennikov P G 2000
Solid State Commun. 115 243–7 [6] Ruf T, Henn R W, Asen-Palmer M, Gmelin E, Cardona M, Pohl H-J, Devyatych G G and Sennikov P G 2003
Solid State Comm. 127 257 [7] Kremer R K, Graf K, Cardona M, Devyatych G G, Gusev A V, Gibin A M, Inyushkin A V, Taldenkov A N
and Pohl H-J 2004 Solid State Commun. 131 499–503 [8] Zollner S, Cardona M and Gopalan S 1992 Phys. Rev. B 45 3376 [8] Zollner S, Cardona M and Gopalan S 1992 Phys. Rev. B 45 3376
Zollner S, Cardona M and Gopalan S 1992 Phys. Rev. B 46 7337 [ ]
,
p
y
Zollner S, Cardona M and Gopalan S 1992 Phys. Rev. B 46 7337 Zollner S, Cardona M and Gopalan S 1992 Phys. Rev. B 46 7337 [9] Karaiskaj D, Thewalt M L W, Ruf T, Cardona M and Konuma M 2002 Solid State Commun. 123 8 j
[10] Thewalt M L W 2005 Solid State Commun. 133 715 [10] Thewalt M L W 2005 Solid State Commun. 133 715 [10] Thewalt M L W 2005 Solid State Commun. 133 715 [11] Geballe T H and Hull G W 1955 Phys. Rev. 98 940 [12] Ryu H J, Aksamija Z, Paskiewicz D M, Scott S A, Lagally M G, Knezevic I and Eriksson M A 2010
Phys. Rev. Lett. 105 256601 [13] Issenmann D, Wehmeier N, Eon S, Bracht H, Buth G, Ibrahimkutty S and Plech A 2013 Thin Solid Films
541 28–31 2005 Phys. Rev. Lett. 94 125509 18
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Long noncoding RNA XIST suppresses tumorigenesis and enhances radiosensitivity in neuroblastoma cells through regulating miR-653-5p/HK2 axis
|
Research Square (Research Square)
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cc-by
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Long noncoding RNA XIST suppresses
tumorigenesis and enhances radiosensitivity in
neuroblastoma cells through regulating miR-653-
5p/HK2 axis Liping Mou
People's Hospital of Rizhao
Lili Wang
People's Hospital of Rizhao
Shaoming Zhang
People's Hospital of Rizhao
Qinghua Wang
(
lwnl5ya@163.com
People's Hospital of Rizhao
https://o Primary research Page 1/22 Page 1/22 Page 1/22 Abstract Background: Abnormal expression of long noncoding RNAs (lncRNAs) was usually involved in
tumorigenesis and radiosensitivity of various cancers. The aim of this study was to explore the biological
function and regulatory mechanism of lncRNA X-inactive specific transcript (XIST) in tumorigenesis and
radiosensitivity of neuroblastoma (NB). Methods: The expression levels of XIST, microRNA-653-5p (miR-653-5p) and hexokinase 2 (HK2) were
detected by quantitative real-time polymerase chain reaction (qRT-PCR). Methylthiazolyldiphenyl
tetrazolium bromide (MTT) assay, colony formation assay and transwell assay were utilized to detect cell
viability, colony formation and cell invasion abilities. Glucose consumption or lactate production was
measured by glucose assay kit or lactate assay kit, respectively. The mice xenograft model was
established to investigate the role of XIST in vivo. The interaction between miR-653-5p and XIST or HK2
was predicted by starBase v2.0 and verified by dual-luciferase reporter, RNA Immunoprecipitation (RIP)
and RNA pull-down assays. Western blot was used to measure the protein expression of HK2. Results: XIST and HK2 were highly expressed whilst miR-653-5p was lowly expressed in NB tissues and
cells. XIST knockdown inhibited tumorigenesis by repressing NB cell proliferation and invasion. Meanwhile, XIST downregulation increased the radiosensitivity via inhibiting colony formation rates and
glycolysis. Moreover, miR-653-5p could bind to XIST and its downregulation reversed the effects of XIST
knockdown on tumorigenesis and radiosensitivity. Additionally, HK2 was a direct target of miR-653-5p
and its overexpression attenuated the effects of miR-653-5p restoration on suppression of tumorigenesis
and promotion of radiosensitivity. Besides, XIST functioned as a molecular sponge of miR-653-5p to
regulate HK2 expression. Furthermore, XIST knockdown also suppressed tumor growth by upregulating
miR-653-5p and downregulating HK2 in vivo. Results: XIST and HK2 were highly expressed whilst miR-653-5p was lowly expressed in NB tissues and
cells. XIST knockdown inhibited tumorigenesis by repressing NB cell proliferation and invasion. Conclusion: XIST interference inhibited tumorigenesis and increased radiosensitivity in NB by regulating
miR-653-5p/HK2 axis, providing a novel therapeutic strategy for NB. Background Neuroblastoma (NB) is one of the most frequent extracranial childhood tumors and originates from
primitive neural crest cells of the sympathetic nervous system, accounting for 7% of malignant tumors in
children and approximately 15% of all childhood cancer deaths [1, 2]. NB is notable for its phenotypic
diversity, from undifferentiated tumors to tumors containing a neural crest-derived differentiated cell
range [3]. Although advances in treatment have improved the survival times of NB patients, children with
regional or distant metastatic disease still have a poor prognosis [4]. Radiotherapy is the main treatment
for tumors, but the efficacy of radiotherapy is limited due to obtaining radioresistance in the treatment of
NB [5]. Thus, it is necessary to explain the molecular mechanisms of NB and identify more effective
therapeutic targets to increase the radiosensitivity. Page 2/22 Page 2/22 Long noncoding RNAs (lncRNAs) are highly conserved transcripts (>200 nucleotides) with limited or
without protein-coding ability and play regulatory roles in various physiopathology processes [6]. Currently, numerous studies have demonstrated that lncRNAs are abnormally expressed in a variety of
cancers, including NB [7]. For instance, lncRNA NBAT-1 downregulation promoted aggressive NB through
enhancing proliferation and attenuating differentiation of neuronal precursors [8]. Moreover, lncRNA
RMRP was overexpressed in NB tissues and its knockdown suppressed the progression of NB [9]. X
inactive-specific transcript (XIST) belongs to a class of RNA molecules known as non-coding transcripts. XIST gene is located in the X inactivation center, and its product is transcribed from the inactive X
chromosome [10]. Besides, XIST plays critical roles in the differentiation, proliferation, and genome
maintenance of human cells. Specifically, it has been suggested that dysregulation of XIST is tightly
associated with the progression of multiple cancers, such as lung cancer [11], hepatocellular carcinoma
[12] and gastric cancer [13]. Besides, pervious study uncovered that XIST was highly expressed in NB
tissues and its expression was related to NB development [14]. However, the underlying mechanisms by
which XIST is involved in regulating NB progression and radiosensitivity remain largely unknown. Long noncoding RNAs (lncRNAs) are highly conserved transcripts (>200 nucleotides) with limited or
without protein-coding ability and play regulatory roles in various physiopathology processes [6]. Currently, numerous studies have demonstrated that lncRNAs are abnormally expressed in a variety of
cancers, including NB [7]. For instance, lncRNA NBAT-1 downregulation promoted aggressive NB through
enhancing proliferation and attenuating differentiation of neuronal precursors [8]. Moreover, lncRNA
RMRP was overexpressed in NB tissues and its knockdown suppressed the progression of NB [9]. X
inactive-specific transcript (XIST) belongs to a class of RNA molecules known as non-coding transcripts. XIST gene is located in the X inactivation center, and its product is transcribed from the inactive X
chromosome [10]. Besides, XIST plays critical roles in the differentiation, proliferation, and genome
maintenance of human cells. Specifically, it has been suggested that dysregulation of XIST is tightly
associated with the progression of multiple cancers, such as lung cancer [11], hepatocellular carcinoma
[12] and gastric cancer [13]. Besides, pervious study uncovered that XIST was highly expressed in NB
tissues and its expression was related to NB development [14]. However, the underlying mechanisms by
which XIST is involved in regulating NB progression and radiosensitivity remain largely unknown. Cell culture and transfection Human embryonic kidney (HEK293) and NB cell line (SK-N-BE(2)) were purchased from BeNa Culture
Collection (Beijing, China). The NB cell line (GI-LI-N) was obtained from Conservation Genetics CAS
Kunming Cell Bank (Yunnan, China). These cells were cultured in Dulbecco’s modified eagle medium
(DMEM; Invitrogen, Waltham, MA, USA) containing 10% fetal bovine serum (FBS; Invitrogen), 100 U/mL
penicillin and 100 μg/mL streptomycin in an incubator with 5% CO2 at 37℃. For this study, small interfering RNA against XIST (si-XIST) and the corresponding control (si-NC), miR-
653-5p mimic (miR-653-5p) and the corresponding control (miR-NC), miR-653-5p inhibitor (anti-miR-653-
5p) and the corresponding control (anti-miR-NC), XIST or HK2 overexpression plasmid (XIST or HK2) and
the corresponding control (pcDNA) were purchased from GenePharma (Shanghai, China). Lentivirus-
mediated shRNA interference targeting XIST (sh-XIST) and the corresponding control (sh-NC) were
constructed by Genechem (Shanghai, China). GI-LI-N and SK-N-BE(2) cells with 50–60% confluence were
transfected with oligonucleotide (50 nM) or plasmid (2 μg) using Lipofectamine 3000 (Invitrogen). Clinical tissue samples In this study, thirty NB tissues and paired normal tissues were obtained from patients undergoing surgery
at People's Hospital of Rizhao. The patients did not receive any treatment before surgery. Each patient
has signed written informed consent. Excised tissues were collected and promptly frozen in liquid
nitrogen, and then cryopreserved at -80℃ for subsequent study. Page 2/22 Increasing evidence has shown that lncRNAs serve as competing endogenous RNAs (ceRNAs) to
modulate gene expression through sponging microRNA (miRNA) [15]. MiRNAs are usually small RNAs
(18-25 nucleotides) that lack protein-coding potential and negatively gene expression via combining with
complementary sequences on target mRNA [16, 17]. Currently, accumulating evidence demonstrated that
aberrant expression miRNA was closely related to the development and progression of cancers, and could
affect the cell’s response to radiation [18, 19]. MiR-653-5p targets 615 transcripts with conserved sites,
containing a total of 662 conserved sites and 487 poorly conserved sites, and miR-653-5p can exert
regulatory functions in mammalian evolution [20]. MiR-653-5p has been suggested to function as a
tumor suppressor or tumor promoter in different cancers [21, 22]. Moreover, miR-653-5p was also reported
to be lowly expressed in NB [23]. Nevertheless, the biological functions of miR-653-5p in the
tumorigenesis and radiosensitivity of NB are poorly understood. Several miRNAs target hexokinase 2 (HK2; a metabolism-related factor) to influence the progression of
multiple types of cancer [24, 25]. HK2, a member of the human glandular kallikrein family, is a serine
protease expressed by the prostate gland with 80% identity in primary structure to prostate-specific
antigen (PSA) [26]. HK2 has been shown to act as a critical regulator in cell growth, invasion and
glycolysis [27]. Moreover, HK2 was reported to be upregulated in NB and can act as a target of miR-143-
3p in NB [28]. However, there is no report on the interaction between miR-653-5p and HK2, and the exact
roles of HK2 in NB progression and radiosensitivity should be explored. Interestingly, starBase v2.0
software online predicted that XIST and HK2 shared the complementary binding sites of miR-653-5p. Hence, we hypothesized XIST might regulate the tumorigenesis and radiosensitivity of NB by acting as a
sponge of miR-653-5p to modulate HK2 expression. In the present study, the expression levels of XIST, miR-653-5p and HK2 were analyzed in NB tissues and
cells. In addition, we explored their effects on proliferation, invasion, glycolysis, and radiosensitivity, and
investigated the regulatory network of XIST/miR-653-5p/HK2 in NB cells. The aim of this study was to Page 3/22 Page 3/22 identify promising therapeutic targets for treatment of NB and explore a novel mechanism for better
understanding the pathogenesis of NB. identify promising therapeutic targets for treatment of NB and explore a novel mechanism for better
understanding the pathogenesis of NB. Cell viability assay Methylthiazolyldiphenyl tetrazolium bromide (MTT) was utilized for detecting cell viability. In brief, GI-LI-N
and SK-N-BE(2) cells (100 μL) were seeded in 96-well plates at a density of 1 × 104/mL and then
transfected with si-XIST, si-XIST + anti-miR-653-5p, miR-653-5p, miR-653-5p + HK2, or matched controls. MTT reagent (5mg/mL, 10 μL, Beyotime, Shanghai, China) was added to each well after transfection for
24, 48 h, or 72 h. After incubation for 4 h, the cultured medium was carefully discarded and dimethyl
sulfoxide (DMSO; 150 μL) was added to per well. Lastly, the absorbance was evaluated at 490 nm under
a microplate reader (Bio-Rad, Hercules, CA, USA). Transwell assay Transwell assay was performed using a 24-well plate inserts with 8 μm pores (Corning Incorporated,
Corning, NY, USA) to evaluate cell invasion capacity. GI-LI-N and SK-N-BE(2) cells (2×104 cells/well) re-
suspended in DMEM medium alone (100 μL) were seeded into the top chamber pre-coated with Matrigel
(BD Bioscience, Franklin Lakes, NJ, USA). To induce cells invading through the membrane, the bottom
chamber was filled with DMEM containing 10% FBS (600 μL). After incubation for 24 h, non-invaded cells
were carefully removed with a cotton bud, and invaded cells were fixed with 95% ethanol and then stained
with 0.1% crystal violet. Finally, invaded cells from five random fields were photographed and counted by
a microscope. Irradiation (IR) and colony formation assay After transfection for 48 h, GI-LI-N and SK-N-BE(2) cells (150 cells per well) were seeded into six-well
plates and the medium was updated every three days. For treatment of IR, cells were exposed to different
doses of radiation by a linear accelerator (Varian, Palo Alto, CA, USA) at a dose rate of 3.5 Gy/min. After
incubation for 2 weeks, GI-LI-N and SK-N-BE(2) cells were carefully washed with cold phosphate-buffered
saline (PBS; pH=7.2) and subsequently fixed with 4% paraformaldehyde for 30 min at 4℃. After that, GI-
LI-N and SK-N-BE(2) cells were washed by PBS and then stained with 0.1% crystal violet (Sigma-Aldrich,
St. Louis, MO, USA). Colonies containing more than 50 cells were counted by a microscope (Olympus,
Tokyo, Japan). The survival fraction was calculated as previously described [29]. Quantitative real-time polymerase chain reaction (qRT-PCR) TRIzol reagent (Invitrogen) was applied to isolate total RNA from tissues (NB tissues and normal tissues
and cells (HEK293, GI-LI-N and SK-N-BE(2)). Next, the first strand of complementary DNA (cDNA) was
synthesized with a High-Capacity cDNA Reverse Transcription Kit and TaqMan MicroRNA Reverse
Transcription Kit (Thermo Fisher Scientific, Waltham, MA, USA). The qRT-PCR was carried out using the
SYBR Green PCR kit (Thermo Fisher Scientific) on the ABI 7300 system (Thermo Fisher Scientific). Primers used for qRT-PCR were exhibited as below: XIST (Forward, 5’-CCTCTCCACATACCTCAGT-3’;
Reverse, 5’-ACATAATCACACGCATACCA-3’); miR-653-5p (Forward, 5’-
CTCAACTGGTGTCGTGGAGTCGGCAATTCAGTTGAGCAGTAGAG-3’; Reverse, 5’-
ACACTCCAGCTGGGGTGTTGAAACAATCT-3’); HK2 (Forward, 5’-ACAGCCTGGACGAGAGCATC-3’; Reverse,
5’-AGGTCAAACTCCTCTCGCCG-3’); 18S RNA (Forward, 5’-CGAACGTCTGCCCTATCAACTT-3’; Reverse, 5’-
ACCCGTGGTCACCATGGTA-3’), U6 snRNA (Forward, 5’-CTCGCTTCGGCAGCACATATACT-3’; Reverse, 5’- TRIzol reagent (Invitrogen) was applied to isolate total RNA from tissues (NB tissues and normal tissues)
and cells (HEK293, GI-LI-N and SK-N-BE(2)). Next, the first strand of complementary DNA (cDNA) was
synthesized with a High-Capacity cDNA Reverse Transcription Kit and TaqMan MicroRNA Reverse
Transcription Kit (Thermo Fisher Scientific, Waltham, MA, USA). The qRT-PCR was carried out using the
SYBR Green PCR kit (Thermo Fisher Scientific) on the ABI 7300 system (Thermo Fisher Scientific). Primers used for qRT-PCR were exhibited as below: XIST (Forward, 5’-CCTCTCCACATACCTCAGT-3’;
Reverse, 5’-ACATAATCACACGCATACCA-3’); miR-653-5p (Forward, 5’- CAACTGGTGTCGTGGAGTCGGCAATTCAGTTGAGCAGTAGAG-3’; Reverse, 5’- ACACTCCAGCTGGGGTGTTGAAACAATCT-3’); HK2 (Forward, 5’-ACAGCCTGGACGAGAGCATC-3’; Reverse,
5’-AGGTCAAACTCCTCTCGCCG-3’); 18S RNA (Forward, 5’-CGAACGTCTGCCCTATCAACTT-3’; Reverse, 5’-
ACCCGTGGTCACCATGGTA-3’), U6 snRNA (Forward, 5’-CTCGCTTCGGCAGCACATATACT-3’; Reverse, 5’- ACACTCCAGCTGGGGTGTTGAAACAATCT-3’); HK2 (Forward, 5’-ACAGCCTGGACGAGAGCATC-3’; Reverse,
5’-AGGTCAAACTCCTCTCGCCG-3’); 18S RNA (Forward, 5’-CGAACGTCTGCCCTATCAACTT-3’; Reverse, 5’-
ACCCGTGGTCACCATGGTA-3’), U6 snRNA (Forward, 5’-CTCGCTTCGGCAGCACATATACT-3’; Reverse, 5’- Page 4/22 Page 4/22 ACGCTTCACGAATTTGCGTGTC-3’). The expression levels of XIST, HK2 and miR-653-5p were calculated
with the 2-ΔΔCt method, followed by normalizing to GAPDH or U6 snRNA, respectively. ACGCTTCACGAATTTGCGTGTC-3’). The expression levels of XIST, HK2 and miR-653-5p were calculated
with the 2-ΔΔCt method, followed by normalizing to GAPDH or U6 snRNA, respectively. Measurement of glucose consumption and lactate production GI-LI-N and SK-N-BE(2) cells (5×104 cells/well) were seeded into six-well plates and transfected with
oligonucleotide or/and plasmid. Cell culture media were collected 48 h after the transfection. In
accordance with the manufacturer’s instructions, the glucose consumption and lactate production were
detected with the glucose assay kit (Sigma-Aldrich) and lactate assay kit (BioVision, Mountain View, CA, Page 5/22 Page 5/22 USA), respectively. A standard calibration curve was used for determining the data, followed by
normalizing to the amount of total protein. Dual-luciferase reporter assay The possible binding sites of miR-653-5p and XIST or HK2 were predicted by starBase v2.0. The XIST and
HK2 3’UTR fragments containing wild-type (WT) or mutant (MUT) binding sites of miR-653-5p were
amplified and inserted into pmirGlO luciferase reporter vector (Promega, Madison, WI, USA) to create the
WT plasmids (WT-XIST, HK2 3’UTR-WT) or MUT plasmids (MUT-XIST, HK2 3’UTR-MUT). Afterward, GI-LI-N
and SK-N-BE(2) cells were seeded in 24-well plates (2×104 cells/well) and were co-transfected with
reporter plasmids and miR-653-5p or miR-NC. After incubating the cells for 48 h, the luciferase activity
was estimated via Dual-Luciferase Reporter assay system (Promega). RNA pull-down assay RNA pull-down assay was performed to verify the endogenous interaction between miR-653-5p and XIST
or HK2 in NB cells. Biotinylated miRNAs (bio-miR-NC and bio- miR-653-5p) were obtained from Sangon
Biotech (Shanghai, China). In brief, cells transfected with bio-miR-NC or bio- miR-653-5p were lysed by
lysis buffer. The cell lysates were incubated with Dynabeads M-280 Streptavidin (Thermo Fisher
Scientific). Finally, the enrichment of XIST and HK2 was detected by qRT-PCR. RNA immunoprecipitation (RIP) assay EZ-Magna RIP Kit (Millipore, Billerica, MA, USA) was used to validate the interaction between miR-653-5p
and XIST or HK2. In brief, cells were lysed by complete RIP lysis buffer. After that, whole cell extract (100
µL) was incubated by RIP buffer containing magnetic beads coated with human anti-argonaute2 (Ago2)
or anti-IgG antibody (as control). Next, samples were digested using the proteinase K. Finally,
immunoprecipitated RNA was isolated, and the expression levels of XIST, miR-653-5p and HK2 were
examined by qRT-PCR. In vivo tumor growth assay BALB/c nude mice (male, 5-week-old) were purchased from Huafukang (Beijing, China). The sh-XIST or
sh-NC was transfected into SK-N-BE(2) cells. Subsequently, stably transfected cells (3×106) were
subcutaneously injected in BALB/c nude mice. From the 8th day, tumor volume was examined using a
caliper every 4 days and calculated with the formula: length × width2/2. After injection for 10 days, sh-
XIST group or sh-NC group were randomly divided into two groups. One group was irradiated with 6Gy X-
ray once a week, and the other group served as control. All mice were sacrificed after injection for 4
weeks, and tumor samples were weighted and collected for detection of XIST, miR-653-5p and HK2
expression levels. Western blot assay GI-LI-N and SK-N-BE(2) cells (1×105 cells/well) were seeded into six-well plates and transfected with
oligonucleotide or/and plasmid. After transfection for 48h, cells were lysed using RIPA lysis buffer
(Sigma-Aldrich) supplemented with 1mM phenylmethylsulphonyl fluoride (PMSF; Sigma-Aldrich) to
extract the total protein, followed by being centrifuged at 12 000 × g at 4℃ for 15 min. After
quantification by using bicinchoninic acid protein assay kit (Tanon, Shanghai, China), 30 μg of protein in
each group was separated by sodium dodecyl sulfate-polyacrylamide gel electrophoresis (SDS-PAGE),
and then and then transferred to polyvinylidene fluoride membranes (Beyotime). After blocking with 5%
non-fat milk in PBS containing 0.05% Tween 20 (PBST), the membranes were immunoblotted by primary
antibody against HK2 (1:5000, ab227198, Abcam, Cambridge, UK) or GAPDH (1:2500, ab9485, Abcam)
for 12-16 h at 4℃. After washing with PBST, membranes were incubated in horseradish peroxidase- Page 6/22 Page 6/22 conjugated anti-rabbit IgG (1:4000, D110058, Sangon Biotech) for 2 h at room temperature. Immunoreactive bands were visualized using the enhanced chemiluminescence (ECL; Tanon) reagent
following the manufacturer’s protocol. ImageJ software was utilized to quantify the protein expression. GAPDH was used as an internal control. Statistical analysis All data in this study were displayed as mean ± standard deviation (SD) and all experiments were
repeated at least 3 times. Correlation between miR-653-5p and XIST or HK2 was detected by Spearman
rank correlation. The results from different groups were assessed using the two-tailed Student’s t-test (for
two groups) and a one-way analysis of variance (ANOVA; for more than two groups). Statistical analyses
were performed using Graphpad Prism version 6.0 software (GraphPad Software, San Diego California,
USA). P<0.05 indicates a statistically significant result. (*P<0.05, **P<0.01, ***P<0.001, ****P<0.0001). XIST was upregulated and miR-653-5p was downregulated in NB tissues and cells Firstly, we explored the expression of XIST and miR-653-5p in NB tissues and cells by qRT-PCR. As
presented in Figure 1A and 1B, XIST was overexpressed in NB tissues and cells in contrast to their
matched controls. Moreover, we found that the abundance of miR-653-5p was decreased in NB tissues
and cells with respect to their corresponding controls (Figure 1C and 1D). Besides, the correlation between
of XIST and miR-653-5p was analyzed in NB tissues. As depicted in Figure 1E, XIST expression was
negatively correlated with miR-653-5p expression in NB tissues (r=-0.8114, p<0.001). These data
indicated that XIST and miR-653-5p might be involved in the pathogenesis of NB. XIST knockdown inhibited cell proliferation and invasion, and enhanced radiosensitivity by inhibiting
glycolysis in NB cells Next, the effects of XIST on cell proliferation, invasion, glycolysis, and radiosensitivity were investigated
using loss-function experiments. The transfection efficiency of si-XIST was determined by qRT-PCR. The Page 7/22 Page 7/22 Page 7/22 results showed that the expression of XIST was decreased in GI-LI-N, SK-N-BE(2) and HEK293 cells
transfected with si-XIST relative to those cells transfected with si-NC or control cells (Figure 2A,
Supplementary Figure 1A), suggesting that si-XIST was successfully transfected into GI-LI-N, SK-N-BE(2)
and HEK293 cells. MTT analysis revealed that XIST interference inhibited the viability of GI-LI-N and SK-
N-BE(2) cells (Figure 2B). However, downregulation of XIST did not significantly inhibit the viability of
HEK293 cells (Supplementary Figure 1B), indicating that XIST knockdown had little effect on HEK293
cells. Moreover, colony formation assay indicated that XIST deficiency decreased the number of colonies
in GI-LI-N and SK-N-BE(2) cells (Figure 2C). Furthermore, GI-LI-N and SK-N-BE(2) cell invasion were
inhibited by silencing XIST (Figure 2D). GI-LI-N and SK-N-BE(2) cells were transfected with si-XIST or si-NC
and then irradiated with 0 Gy to 8 Gy to explore the effect of XIST on radiosensitivity. The data showed
that XIST downregulation strikingly decreased the survival fraction of GI-LI-N and SK-N-BE(2) cells
exposed to radiation compared to si-NC or control group (Figure 2E). Most cancer cells mainly rely on
aerobic glycolysis to produce the energy needed for cellular processes [30]. This aerobic glycolysis will
result in increased glucose consumption and lactate production. We observed that knockdown of XIST
inhibited glucose consumption and lactate production in GI-LI-N and SK-N-BE(2) cells (Figure 2F and 2G). Moreover, we found that glucose consumption and lactate production were decreased in GI-LI-N and SK-
N-BE(2) cells treated with 2-deoxyglucose (2-DG; glycolytic inhibitor) (Figure 2H and 2I). QRT-PCR analysis
showed that the expression of XIST was enhanced in cells transfected with XIST compared to pcDNA
group (Figure 2J). Besides, the promoting effect of XIST on cell survival fraction was overturned by
treatment with 2-DG (Figure 2K), suggesting that XIST knockdown enhanced the radiosensitivity through
inhibition of glycolysis. Taken together, these results demonstrated that XIST interference inhibited the
tumorigenesis and increased the radiosensitivity in NB cells. XIST directly interacted with miR-653-5p in NB cells In view of the alteration of XIST and miR-653-5p in NB tissues and cell lines, as well as the negative
correction between XIST and miR-653-5p expression, we wondered whether the function of XIST was
mediated by miR-653-5p through complementary binding sites. StarBase v2.0 predicted that XIST
contained putative binding sites of miR-653-5p (Figure 3A). To verify whether miR-653-5p was a direct
target of XIST, the dual-luciferase reporter assay, RIP assay and RNA pull-down assay were performed. As
presented in Figure 3B, overexpression of miR-653-5p led to a significant decrease in the luciferase
activity of WT-XIST, while luciferase activity of MUT-XIST was not evidently affected after transfection
with miR-653-5p in GI-LI-N and SK-N-BE(2) cells. RIP assay revealed that both miR-653-5p and XIST were
immunoprecipitated in Ago2 group instead of IgG group (Figure 3C). RNA pull-down assay showed that
the expression of XIST was significantly elevated when GI-LI-N and SK-N-BE(2) cells were transfected with
bio-miR-653-5p (Figure 3D), suggesting that miR-653-5p could pull down XIST. Moreover, the expression
of XIST was reduced in GI-LI-N and SK-N-BE(2) cells transfected with si-XIST, while its expression was
elevated in cells transfected with XIST (Figure 3E). Next, we explored the effect of XIST on expression of
miR-653-5p. As expected, knockdown of XIST increased the expression of miR-653-5p, whereas
overexpression of XIST presented an opposite effect (Figure 3F), suggesting that miR-653-5p was
negatively regulated by XIST. In addition, XIST downregulation also enhanced the expression of miR-653- Page 8/22 Page 8/22 Page 8/22 5p in HEK293 cells (Supplementary Figure 1C). At the same time, we observed that co-transfection of
anti-miR-653-5p and si-XIST abated the effect of si-XIST on promotion of miR-653-5p expression (Figure
3G). Additionally, deficiency of miR-653-5p reversed the inhibitory effects of XIST knockdown on viability,
colony formation and invasion of GI-LI-N and SK-N-BE(2) cells (Figure 3H-3J). Moreover, the suppressive
effect of XIST interference on the survival fraction was abolished by downregulation of miR-653-5p in GI-
LI-N and SK-N-BE(2) cells exposed to IR (Figure 3K). Furthermore, miR-653-5p silence abated the inhibitory
effect of XIST knockdown on glucose consumption and lactate production (Figure 3L and 3M). Our
findings suggested that miR-653-5p could bind to XIST and its knockdown reversed the effects of XIST
interference on tumorigenesis and radiosensitivity in NB cells. HK2 was a direct target of miR-653-5p in NB cells To explore the underlying mechanism of miR-653-5p in progression of NB, the function targets of miR-
653-5p were searched by starBase v2.0. As presented in Figure 4A, miR-653-5p and HK2 3’UTR had
complementary binding sequence, indicating that HK2 might be a target of miR-653-5p. Dual-luciferase
reporter assay displayed that the luciferase activity of HK2 3’UTR-WT was obviously inhibited by
transfection of miR-653-5p, whereas no clear change of the luciferase activity of HK2 3’UTR-MUT was
found (Figure 4B). RIP assay demonstrated that miR-653-5p and HK2 were obviouly enriched in the Ago2
immunoprecipitation compared with the IgG immunoprecipitation (Figure 4C). Moreover, HK2 was
strikingly enriched in GI-LI-N and SK-N-BE(2) cells transfected with bio- miR-653-5p (Figure 4D). Next, we
detected the expression of HK2 in NB tissues and cells. The results suggested that the mRNA expression
and protein expression of HK2 were increased in NB tissues in comparison with normal tissues (Figure 4E
and 4F). Additionally, HK2 expression was negatively correlated with miR-653-5p level in NB tissues
(r=-0.5985, p<0.001) (Figure 4G). Likewise, the mRNA expression and protein expression of HK2 were also
enhanced in NB cells (GI-LI-N and SK-N-BE(2)) compared to HEK293 cells (Figure 4H). These data
illustrated that miR-653-5p directly interacted with HK2. Downregulation of XIST inhibited tumor growth and increased radiosensitivity by regulating miR-653-5p To explore the impact of XIST on tumor growth and radiation response in vivo, we established a
xenograft model in which the SK-N-BE(2) cells stably transfected with sh-XIST or sh-NC were
subcutaneously injected into BALB/c nude mice and irradiated with 6Gy X-ray once a week or didn’t
irradiate. In line with in vitro results, XIST knockdown or IR treatment suppressed tumor volume and
weight, and combination of XIST interference and IR treatment significantly inhibited tumor volume and
weight in xenograft model compared with only sh-XIST group or IR group (Figure 7A and 7B). In addition,
knockdown of XIST decreased the expression of XIST and HK2 while increased the expression of miR-
653-5p in excised tumor masses (Figure 7C and 7D). These above findings indicated that downregulation
of XIST could enhance the radiosensitivity to inhibit tumor growth in vivo. Overexpression of HK2 reversed the effects of miR-653-5p on inhibition of tumorigenesis and promotion
of radiosensitivity in NB cells To determine whether the effects of miR-653-5p were regulated by HK2 expression, GI-LI-N and SK-N-
BE(2) cells were transfected with miR-NC, miR-653-5p, miR-653-5p + pcDNA, or miR-653-5p + HK2. Western blot showed that HK2 protein expression was decreased in cells transfected with miR-653-5p,
while the effect was abated by co-transfection of HK2 (Figure 5A). Additionally, overexpression of miR-
653-5p reduced the cell viability, colony formation and invasion of GI-LI-N and SK-N-BE(2) cells, which
was reversed by upregulating HK2 (Figure 5B-5D). Moreover, the inhibitory effects of miR-653-5p
upregulation on survival fraction and glycolysis were also overturned by overexpression of HK2 (Figure
5E-5H). Collectively, these findings demonstrated that miR-653-5p exerted its biological functions through
regulating HK2 expression. HK2 was regulated by XIST and miR-653-5p in NB cells Page 9/22 Next, knockdown efficiency of miR-653-5p was tested by qRT-PCR. As shown in Figure 6A, the expression
of miR-653-5p was significantly reduced in GI-LI-N and SK-N-BE(2) cells transfected with anti-miR-653-5p
compared to those cells transfected with anti-miR-NC or control group. To explore whether XIST served as
a ceRNA of miR-653-5p to modulate HK2 expression, GI-LI-N and SK-N-BE(2) cells were transfected with
si-NC, si-XIST, si-XIST + anti-miR-NC, or si-XIST + anti-miR-653-5p. Western blot assay demonstrated that
the protein level of HK2 was decreased after transfection with si-XIST, while the effect was reversed by
downregulating miR-653-5p (Figure 6B). Meanwhile, knockdown of XIST also decreased the protein
expression of HK2 in HEK293 cells (Supplementary Figure 1D). In a word, our results proved that XIST
regulated HK2 expression by sponging miR-653-5p in NB cells. Downregulation of XIST inhibited tumor growth and increased radiosensitivity by regulating miR-653-5p
and HK2 in vivo Downregulation of XIST inhibited tumor growth and increased radiosensitivity by regulating miR-653-5p
and HK2 in vivo Discussion NB is a common and aggressive malignancy in children. Recently, it has been increasingly recognized
that dysregulation of lncRNAs is involved in the progression of NB [31]. Radiotherapy has become an
effective strategy for treatment of NB; however, the influence of lncRNAs on radiosensitivity of NB cells is
not well elucidated. The purpose of this study was to explore the effects of XIST on NB progression and
radiosensitivity. Up to now, a growing number of studies have shown that XIST serves as an oncogene and plays
essential roles in cellular behaviors, such as cell growth, cell cycle, metastasis and apoptosis [32, 33]. Besides, Song et al. pointed out that XIST was overexpressed in nasopharyngeal carcinoma tissues, and
accelerated nasopharyngeal carcinoma cell growth through targeting miR-34a-5p [34]. Moreover, Chen et
al. uncovered that XIST knockdown inhibited colorectal cancer cell proliferation and metastasis via
sponging miR-200b-3p to decrease ZEB1 expression [35]. In our research, it was found that XIST
abundance was elevated in NB tissues and cells. Additionally, interference of XIST suppressed cell
proliferation and invasion, and elevated radiosensitivity via suppressing glycolysis in NB cells. In
agreement with our findings, Zhang et al. disclosed that XIST expression was markedly enhanced in NB
tissues and its knockdown inhibited cell proliferation and metastasis in NB cells by regulating H3 histone Page 10/22 Page 10/22 methylation of DKK1 [14]. These results revealed that XIST was involved in the tumorigenesis and
radiosensitivity of NB. Previous studies showed that miR-653-5p played pivotal roles in the regulating cellular behaviors, such as
proliferation, cell cycle and apoptosis [36]. It has recently been identified as a cancer-related miRNA for
several cancers. For example, Fu et al. declared that miR-653-5p was highly expressed in prostate cancer
tissues, and miR-653-5p knockdown limited prostate cancer cell proliferation and metastasis via
inhibiting Wnt/β-catenin signaling [37]. Han, et al. proved that miR-653-5p acted as a tumor-suppressive
miRNA through targeting TIAM1 to suppress lung cancer cell proliferation and invasion [38]. These
findings suggested that miR-653-5p could exert a tumor-suppressive or tumor-promotive function
depending on the type of cancer. More importantly, Chi et al. showed that miR-653-5p expression was
reduced in NB tissues, and miR-653-5p knockdown reversed the inhibitory abilities of cell proliferation,
migration, and invasion induced by downregulating SNHG7 in NB cells, suggesting that miR-653-5p might
act as a tumor suppressor in NB [23]. Consent for publication Not applicable. Authors' contributions Liping Mou participated in the conception and design of the study. Lili Wang performed the analysis and
interpretation of data. Shaoming Zhang contributed to drafting the manuscript. Qinghua Wang
contributed the methodology and analyzed the data. All authors read and approved the final manuscript. Conclusion XIST and HK2 were upregulated and miR-653-5p was downregulated in NB tissues and cells. Knockdown
of XIST inhibited the tumorigenesis and enhanced the radiosensitivity in NB cells by regulating miR-653-
5p and HK2 expression. These findings might provide a potential therapeutic strategy for NB. Funding None. Availability of data and materials The data sets used and/or analyzed during the current study are available from the corresponding author
on reasonable request. Discussion Here, we found that miR-653-5p abundance was declined in NB
tissues and cells, and miR-653-5p expression was inversely correlated with XIST. Previous studies have
demonstrated that lncRNAs can execute their functions through binding with their downstream miRNAs
[39]. To further explore the relationship between XIST and miR-653-5p, starBase v2.0 was used to predict
the targeting relationship. Interestingly, starBase v2.0 showed that miR-653-5p contained predicted
binding sites with XIST. Next, the prediction was validated through dual-luciferase reporter assay. In
addition, rescue experiments demonstrated that miR-653-5p knockdown could reverse the impact of XIST
interference on cell proliferation, invasion, radiosensitivity, and glycolysis in NB cells. Collectively, our data
indicated that XIST exerted its function through regulating miR-653-5p expression. It is well known that the miRNAs exerted their biological functions via modulating the expression of target
mRNAs, so the potential target genes for miR-653-5p were analyzed in further analysis. Despite the fact
that numerous tumor-associated genes were predicted using starBase v2.0, HK2 was selected as the
candidate target gene of miR-653-5p due to its tumor-promoting effect. Further, dual-luciferase reporter
assay proved that miR-653-5p directly targeted HK2. HK2 (a major type of hexokinase family) was
reported to be overexpressed and facilitated rates of glucose metabolism necessary for tumor growth in
multiple cancers [40, 41]. In addition, Botzer et al. reported that high expression of HK2 promoted NB cell
metastasis [42]. Besides, Cen et al. revealed that HK2 was upregulated in NB tissues and cells, and HK2
accumulation weakened the repressive effects of miR-143-3p on progression of NB [28]. In line with
previous findings, we also demonstrated that HK2 expression was increased in NB tissues and cells. Moreover, HK2 upregulation reversed the effect of miR-653-5p overexpression on inhibition of
tumorigenesis and promotion of radiosensitivity in NB cells. Furthermore, we uncovered that XIST acted
as a molecular sponge of miR-653-5p to modulate HK2 expression. Besides, knockdown of XIST
restrained tumor growth and enhanced radiosensitivity by upregulating miR-653-5p and downregulating
HK2 in vivo. In a word, these findings disclosed that XIST regulated the progression and radiosensitivity
of NB cells by sponging miR-653-5p to modulate HK2 expression. Page 11/22 Ethics approval and consent to participate All the cervical cancer tissues samples were collected with written informed consent in accordance with
the Declaration of Helsinki and with the approval of the Ethics Committee of People's Hospital of Rizhao
(No. SU493565, Date: 2019/01/22, Shandong, China). Animal studies were performed in compliance with the ARRIVE guidelines and the Basel
Declaration.Experimental procedures were approved by the Institutional and Local Committee on the Care
and Use of Animals of People's Hospital of Rizhao (ACU146379) on January 25, 2019. All animals
received humane care according to the National Institutes of Health (USA) guidelines. Competing interests The authors declare that they have no competing interests. References 1. Matthay KK. Neuroblastoma: biology and therapy. Oncology (Williston Park). 1997;11(12):1857-66. 1. Matthay KK. Neuroblastoma: biology and therapy. Oncology (Williston Park). 1997;11(12):1857-66. 1. Matthay KK. Neuroblastoma: biology and therapy. Oncology (Williston P 2. Ward E, DeSantis C, Robbins A, Kohler B, Jemal A. Childhood and adolescent cancer statistics, 2014. CA Cancer J Clin. 2014; 64(2):83-103. 3. Coulon A, Flahaut M, Mühlethaler-Mottet A, Meier R, Liberman J, Balmas-Bourloud K, Nardou K, Yan P,
Tercier S. Joseph JM. Functional sphere profiling reveals the complexity of neuroblastoma tumor-
initiating cell model. Neoplasia (New York, NY). 2011;13(10): 991-1004. 3. Coulon A, Flahaut M, Mühlethaler-Mottet A, Meier R, Liberman J, Balmas-Bourloud K, Nardou K, Yan P,
Tercier S. Joseph JM. Functional sphere profiling reveals the complexity of neuroblastoma tumor-
initiating cell model. Neoplasia (New York, NY). 2011;13(10): 991-1004. 4. Harrison J, Myers M, Rowen M, Vermund H. Results of combination chemotherapy, surgery, and
radiotherapy in children with neuroblastoma. Cancer. 1974;34(3):485-90. 4. Harrison J, Myers M, Rowen M, Vermund H. Results of combination chemotherapy, surgery, and
radiotherapy in children with neuroblastoma. Cancer. 1974;34(3):485-90. 5. Madhusoodhanan R, Natarajan M, Veeraraghavan J, Herman TS, Jamgade A, Singh N, Aravindan N. NFκB signaling related molecular alterations in human neuroblastoma cells after fractionated
irradiation. J Radiat Res (Tokyo). 2009;50(4):311-24. 6. Wilusz JE, Hongjae S, Spector DL. Long noncoding RNAs: functional surprises from the RNA world. Genes Dev. 2009;23(13):1494-504. 6. Wilusz JE, Hongjae S, Spector DL. Long noncoding RNAs: functional surprises from the RNA world. Genes Dev. 2009;23(13):1494-504. 7. Prensner JR, Chinnaiyan AM. The emergence of lncRNAs in cancer biology. Cancer Discov. 2011;1(5):391-407. 8. Pandey GK, Mitra S, Subhash S, Hertwig F, Kanduri M, Mishra K, Fransson S, Ganeshram A, Mondal T,
Bandaru S. The risk-associated long noncoding RNA NBAT-1 controls neuroblastoma progression by
regulating cell proliferation and neuronal differentiation. Cancer Cell. 2014; 26(5):722-37. 9. Pan J, Zhang D, Zhang J, Qin P, Wang J. LncRNA RMRP silence curbs neonatal neuroblastoma
progression by regulating microRNA-206/tachykinin-1 receptor axis via inactivating extracellular
signal-regulated kinases. Cancer Biol Ther. 2019;20(5):653-65. 10. Brown CJ, Ballabio A, Rupert JL, Lafreniere R G, Grompe M, Tonlorenzi R, Willard HF. A gene from the
region of the human X inactivation centre is expressed exclusively from the inactive X chromosome. Nature. 1991; 349(6304):38-44. 10. Brown CJ, Ballabio A, Rupert JL, Lafreniere R G, Grompe M, Tonlorenzi R, Willard HF. Abbreviations lncRNAs: long noncoding RNAs; XIST: X-inactive specific transcript; miR-653-5p: microRNA-653-5p; HK2:
hexokinase 2; qRT-PCR: quantitative real-time polymerase chain reaction; MTT: Methylthiazolyldiphenyl
tetrazolium bromide; ceRNAs: competing endogenous RNAs; miRNA: microRNA; PBS: phosphate‐buffered
saline; WT: wild-type; MUT: mutant Acknowledgement Thanks for all participants involved in this study. Page 12/22 References A gene from the
region of the human X inactivation centre is expressed exclusively from the inactive X chromosome. Nature. 1991; 349(6304):38-44. 11. Fang J, Sun CC, Gong C. Long noncoding RNA XIST acts as an oncogene in non-small cell lung
cancer by epigenetically repressing KLF2 expression. Biochem Biophys Res Commun. 2016;478(2):811-7. 12. Zhuang LK, Yang YT, Ma X, Han B, Wang ZS, Zhao QY, Wu LQ, Qu ZQ. MicroRNA-92b promotes
hepatocellular carcinoma progression by targeting Smad7 and is mediated by long non-coding RNA
XIST. Cell Death Dis. 2016;7:e2203. Page 13/22 Page 13/22 13. Chen DL, Ju HQ, Lu YX, Chen LZ, Zeng ZL, Zhang DS, Luo HY, Wang F, Qiu MZ, Wang DS. Long non-
coding RNA XIST regulates gastric cancer progression by acting as a molecular sponge of miR-101
to modulate EZH2 expression. J Exp Clin Cancer Res. 2016;35(1):142. 14. Zhang J, Li WY, Yang Y, Yan LZ, Zhang SY, He J, Wang JX. LncRNA XIST facilitates cell growth,
migration and invasion via modulating H3 histone methylation of DKK1 in neuroblastoma. Cell
Cycle. 2019;18(16):1882-92. Lee SK, Sood AK. Circular RNAs in Cancer. Mol Ther Nucleic Acids. 2019;16 15. Bach DH, Lee SK, Sood AK. Circular RNAs in Cancer. Mol Ther Nucleic Ac 16. Ardekani AM, Naeini MM. The role of microRNAs in human diseases. Avicenna J Med Biotechnol. 2010;2(4):161-79. 17. Jansson MD, Lund AH. MicroRNA and cancer. Mol Oncol. 2012; 6(6):590-610. 18. Dickey JS, Zemp FJ, Martin OA, Kovalchuk O. The role of miRNA in the direct and indirect effects of
ionizing radiation. Radiat Environ Biophys. 2011;50(4):491-9. 19. Reddy KB. MicroRNA (miRNA) in cancer. Cancer Cell Int. 2015;15:38. 19. Reddy KB. MicroRNA (miRNA) in cancer. Cancer Cell Int. 2015;15:38. 20. Xie R, Tang J, Zhu X, Jiang H. Silencing of hsa_circ_0004771 inhibits proliferation and induces
apoptosis in breast cancer through activation of miR-653 by targeting ZEB2 signaling pathway. Biosci Rep. 2019;39(5):BSR20181919. 21. Su Y, Feng W, Zhong G, Ya Y, Du Z, Shi J, Chen L, Dong W, Lin T. ciRs-6 upregulates March1 to
suppress bladder cancer growth by sponging miR-653. Aging (Albany NY). 2019;11(23):11202-23. 21. Su Y, Feng W, Zhong G, Ya Y, Du Z, Shi J, Chen L, Dong W, Lin T. ciRs-6 upregulates March1 to
suppress bladder cancer growth by sponging miR-653. Aging (Albany NY). 2019;11(23):11202-23. 22. References Liu F, Hu L, Pei Y, Zheng K, Wang W, Li SL, Qiu ED, Shang GN, Zhang JM, Zhang XJ. Long non-coding
RNA AFAP1-AS1 accelerates the progression of melanoma by targeting miR-653-5p/RAI14 axis. BMC
Cancer. 2020;20(1):258.. 23. Chi R, Chen X, Liu M, Zhang H, Li F, Fan X, Wang W, Lu H. Role of SNHG7‐miR‐653‐5p‐STAT2
feedback loop in regulating neuroblastoma progression. J Cell Physiol. 2019;234(8):13403-12. 24. Yoshino H, Enokida H, Itesako T, Kojima S, Kinoshita T, Tatarano S, Chiyomaru T, Nakagawa M, Seki
N. Tumor‐suppressive micro RNA‐143/145 cluster targets hexokinase‐2 in renal cell carcinoma. Cancer Sci. 2013;104(12):1567-74. 25. Fang R, Xiao T, Fang Z, Sun Y, Li F, Gao Y, Feng Y, Li L, Wang Y, Liu X. MicroRNA-143 (miR-143)
regulates cancer glycolysis via targeting hexokinase 2 gene. J Biol Chem. 2012;287(27):23227-35. 26. Lövgren J, Airas K, Lilja H. Enzymatic action of human glandular kallikrein 2 (hK2). Substrate
specificity and regulation by Zn2+ and extracellular protease inhibitors. Eur J Biochem. 1999;262(3):781-789. 27. Song J, Wu X, Liu F, Li ML, Sun YR, Wang Y, Wang C, Zhu K, Jia XJ, Wang B, Ma XY. Long non-coding
RNA PVT1 promotes glycolysis and tumor progression by regulating miR-497/HK2 axis in
osteosarcoma. Biochem Biophys Res Commun. 2017;490(2):217-224. 28. Cen Y, Xu L, Huang S, Zhuang S. miR-143-3p functions as a tumor suppressor by targeting HK2 in
neuroblastomas. Int J Clin Exp Med. 2019;12(7):8450-60. 28. Cen Y, Xu L, Huang S, Zhuang S. miR-143-3p functions as a tumor suppressor by targeting HK2 in
neuroblastomas. Int J Clin Exp Med. 2019;12(7):8450-60. Page 14/22 29. Zhou S, Ye W, Ren J, Shao Q, Qi Y, Liang J, Zhang M. MicroRNA-381 increases radiosensitivity in
esophageal squamous cell carcinoma. Am J Cancer Res. 2015;5(1):267-77. 30. Hsu PP, Sabatini DM. Cancer cell metabolism: Warburg and beyond. Cell. 2008;134(5):703-7. 31. Bevilacqua V, Gioia U, Di Carlo V, Tortorelli AF, Colombo T, Bozzoni I, Laneve P, Caffarelli E. Identification of linc-NeD125, a novel long non coding RNA that hosts miR-125b-1 and negatively
controls proliferation of human neuroblastoma cells. RNA Biol. 2015;12(12):1323-37. 32. Jiang H, Zhang H, Hu X, Li W. Knockdown of long non-coding RNA XIST inhibits cell viability and
invasion by regulating miR-137/PXN axis in non-small cell lung cancer. Int J Biol Macromol. 2018;111:623-31. 33. Song H, He P, Shao T, Li Y, Li J, Zhang Y. References Hexokinase 2 is a determinant of
neuroblastoma metastasis. Br J Cancer. 2016;114(7):759-66. 42. Botzer LE, Maman S, Sagi-Assif O, Meshel T, Nevo I, Yron I, Witz IP. Hexokinase 2 is a determinant of
neuroblastoma metastasis. Br J Cancer. 2016;114(7):759-66. References Long non-coding RNA XIST functions as an oncogene in
human colorectal cancer by targeting miR-132-3p. J BUON. 2017;22(3):696-703. 34. Song P, Ye LF, Zhang C, Peng T, Zhou XH. Long non-coding RNA XIST exerts oncogenic functions in
human nasopharyngeal carcinoma by targeting miR-34a-5p. Gene. 2016;592(1):8-14. 35. Chen DL, Chen LZ, Lu YX, Zhang DS, Zeng ZL, Pan ZZ, Huang P, Wang FH, Li YH, Ju HQ. Long
noncoding RNA XIST expedites metastasis and modulates epithelial–mesenchymal transition in
colorectal cancer. Cell Death Dis. 2017;8(8):e3011. 36. Cao YL, Dong W, Li YZ, Han W. MicroRNA-653 Inhibits Thymocyte Proliferation and Induces
Thymocyte Apoptosis in Mice with Autoimmune Myasthenia Gravis by Downregulating TRIM9. Neuroimmunomodulation. 2019;26(1):7-18. 36. Cao YL, Dong W, Li YZ, Han W. MicroRNA-653 Inhibits Thymocyte Proliferation and Induces
Thymocyte Apoptosis in Mice with Autoimmune Myasthenia Gravis by Downregulating TRIM9. Neuroimmunomodulation. 2019;26(1):7-18. 37. Fu Q, Sun Z, Yang F, Mao T, Gao Y, Wang H. SOX30, a target gene of miR-653-5p, represses the
proliferation and invasion of prostate cancer cells through inhibition of Wnt/β-catenin signaling. Cell
Mol Biol Lett. 2019;24(1):1-13. 37. Fu Q, Sun Z, Yang F, Mao T, Gao Y, Wang H. SOX30, a target gene of miR-653-5p, represses the
proliferation and invasion of prostate cancer cells through inhibition of Wnt/β-catenin signaling. Cell
Mol Biol Lett. 2019;24(1):1-13. 38. Han W, Wang L, Zhang L, Wang Y, Li Y. Circular RNA circ-RAD23B promotes cell growth and invasion
by miR-593–3p/CCND2 and miR-653–5p/TIAM1 pathways in non-small cell lung cancer. Biochem
Biophys Res Commun. 2019;510(3):462-6. 38. Han W, Wang L, Zhang L, Wang Y, Li Y. Circular RNA circ-RAD23B promotes cell growth and invasion
by miR-593–3p/CCND2 and miR-653–5p/TIAM1 pathways in non-small cell lung cancer. Biochem
Biophys Res Commun. 2019;510(3):462-6. 39. Jin B, Jin H, Wu HB, Xu JJ, Li B. Long non-coding RNA SNHG15 promotes CDK14 expression via miR-
486 to accelerate non-small cell lung cancer cells progression and metastasis. J Cell Physiol. 2018;233(9):7164-72. 40. He HC, Bi XC, Zheng ZW, Dai QS, Han ZD, Liang YX, Ye YK, Zeng Gh, Zhu G. Real-time quantitative RT-
PCR assessment of PIM-1 and hK2 mRNA expression in benign prostate hyperplasia and prostate
cancer. Med Oncol. 2009;26(3):303-8. 41. Mathupala S, Ko Ya, Pedersen PL. Hexokinase II: cancer's double-edged sword acting as both
facilitator and gatekeeper of malignancy when bound to mitochondria. Oncogene. 2006;25(34):4777-
86. 42. Botzer LE, Maman S, Sagi-Assif O, Meshel T, Nevo I, Yron I, Witz IP. Figures Page 15/22 Page 15/22 Figure 1
XIST was upregulated while miR-653-5p was downregulated in NB tissues and cell lines. (A and B)
Relative XIST expression was detected by qRT-PCR in NB tissues, normal tissues, NB cells (GI-LI-N and S
N-BE(2)) and HEK293 cells. (C and D) Relative miR-653-5p expression was measured by qRT-PCR in NB
tissues, normal tissues, NB cells (GI-LI-N and SK-N-BE(2)) and HEK293 cells. (E) Correlation between XIS
and miR-653-5p expression was verified by Spearman rank correlation. ***P<0.001, ****P<0.0001. Figure 1 Figure 1 XIST was upregulated while miR-653-5p was downregulated in NB tissues and cell lines. (A and B)
Relative XIST expression was detected by qRT-PCR in NB tissues, normal tissues, NB cells (GI-LI-N and SK-
N-BE(2)) and HEK293 cells. (C and D) Relative miR-653-5p expression was measured by qRT-PCR in NB
tissues, normal tissues, NB cells (GI-LI-N and SK-N-BE(2)) and HEK293 cells. (E) Correlation between XIST
and miR-653-5p expression was verified by Spearman rank correlation. ***P<0.001, ****P<0.0001. Page 16/22 Page 16/22 Figure 2
XIST knockdown suppressed cell proliferation and invasion, and promoted radiosensitivity t Page 17/22
Figure 2
XIST knockdown suppressed cell proliferation and invasion, and promoted radiosensitivity through
inhibiting glycolysis in NB cells. (A-D) GI-LI-N and SK-N-BE(2) cells were divided into 3 groups: Control, si-
NC, and si-XIST. (A) The expression of XIST was examined using qRT-PCR analysis. (B) MTT assay was
employed to analyze cell viability. (C) Colony formation assay was utilized to determine the number of
colonies. (D) Cell invasion was detected by transwell assay. (E) Cell survival fraction was detected by Figure 2 Page 17/22
XIST knockdown suppressed cell proliferation and invasion, and promoted radiosensitivity through
inhibiting glycolysis in NB cells. (A-D) GI-LI-N and SK-N-BE(2) cells were divided into 3 groups: Control, si-
NC, and si-XIST. (A) The expression of XIST was examined using qRT-PCR analysis. (B) MTT assay was
employed to analyze cell viability. (C) Colony formation assay was utilized to determine the number of
colonies. (D) Cell invasion was detected by transwell assay. (E) Cell survival fraction was detected by Page 17/22 Page 17/22 colony formation assay in GI-LI-N and SK-N-BE(2) cells transfected with si-NC or si-XIST and exposed to
radiation. (F-I) Glucose consumption and lactate production were measured in GI-LI-N and SK-N-BE(2)
cells transfected with si-NC or si-XIST as well as the cells treated with 2-DG by glucose assay kit and
lactate assay kit, respectively. (J) The expression of XIST was analyzed in GI-LI-N and SK-N-BE(2) cells
transfected with pcDNA or XIST using qRT-PCR analysis. (K) Colony formation assay was applied to
determine cell survival fraction in LI-N and SK-N-BE(2) cells transfected with si-NC or si-XIST or si-XIST +
2-DG under radiation condition. *P<0.05, ****P<0.0001. Page 18/22
transfected with pcDNA or XIST using qRT-PCR analysis. (K) Colony formation assay was applied to
determine cell survival fraction in LI-N and SK-N-BE(2) cells transfected with si-NC or si-XIST or si-XIST +
2-DG under radiation condition. *P<0.05, ****P<0.0001. 2 DG under radiation condition. P<0.05,
P<0.0001. , Page 18/22 Page 18/22 Page 18/22 Figure 3 XIST knockdown inhibited tumorigenesis and promoted radiosensitivity in NB cells by sponging miR-653-
5p. (A) Predicted binding sites between miR-653-5p and XIST were shown. (B) Dual-luciferase reporter
assay was conducted to determine luciferase activity in GI-LI-N and SK-N-BE(2) cells co-transfected with
miR-653-5p or miR-NC and WT-XIST or MUT-XIST. (C) The levels of miR-653-5p and XIST were measured
by RIP assay in GI-LI-N and SK-N-BE(2) incubated with Ago2 or IgG. (D) The level of XIST was examined
in GI-LI-N and SK-N-BE(2) cells transfected with bio-miR-653-5p or bio-miR-NC by RNA pull-down assay. (E
and F) XIST and miR-653-5p expression were detected using qRT-PCR analysis in GI-LI-N and SK-N-BE(2)
cells transfected with si-NC, si-XIST, pcDNA, or XIST. (E-K) GI-LI-N and SK-N-BE(2) cells were transfected
with si-NC, si-XIST, si-XIST + anti-miR-NC, or si-XIST + anti-miR-653-5p. (G) The abundance of miR-653-5p
was measured by qRT-PCR. (H) MTT assay was performed to examine cell viability. (I) The number of
colonies was determined by colony formation assay. (J) Transwell assay was carried out to detect the
number of invaded cells. (K) Cell survival fraction was determined by colony formation assay under
radiation condition. (L and M) Glucose consumption or lactate production was measured by glucose
assay kit or lactate assay kit, respectively. *P<0.05, **P<0.01, ***P<0.001, ****P<0.00001. XIST knockdown inhibited tumorigenesis and promoted radiosensitivity in NB cells by sponging miR-653-
5p. (A) Predicted binding sites between miR-653-5p and XIST were shown. (B) Dual-luciferase reporter
assay was conducted to determine luciferase activity in GI-LI-N and SK-N-BE(2) cells co-transfected with
miR-653-5p or miR-NC and WT-XIST or MUT-XIST. (C) The levels of miR-653-5p and XIST were measured
by RIP assay in GI-LI-N and SK-N-BE(2) incubated with Ago2 or IgG. (D) The level of XIST was examined
in GI-LI-N and SK-N-BE(2) cells transfected with bio-miR-653-5p or bio-miR-NC by RNA pull-down assay. (E
and F) XIST and miR-653-5p expression were detected using qRT-PCR analysis in GI-LI-N and SK-N-BE(2)
cells transfected with si-NC, si-XIST, pcDNA, or XIST. (E-K) GI-LI-N and SK-N-BE(2) cells were transfected
with si-NC, si-XIST, si-XIST + anti-miR-NC, or si-XIST + anti-miR-653-5p. (G) The abundance of miR-653-5p
was measured by qRT-PCR. (H) MTT assay was performed to examine cell viability. (I) The number of
colonies was determined by colony formation assay. (J) Transwell assay was carried out to detect the
number of invaded cells. (K) Cell survival fraction was determined by colony formation assay under
radiation condition. Figure 3 (L and M) Glucose consumption or lactate production was measured by glucose
assay kit or lactate assay kit, respectively. *P<0.05, **P<0.01, ***P<0.001, ****P<0.00001. Figure 4
HK2 was a downstream target of miR-653-5p in NB cells. (A) The putative binding sites between miR-653
5p and HK2 were predicted by starBase v2.0. (B) Relative luciferase activity was determined in GI-LI-N an
SK-N-BE(2) cells co-transfected with HK2 3’UTR-WT or HK2 3’UTR-MUT and miR-653-5p or miR-NC. (C) Figure 4 HK2 was a downstream target of miR-653-5p in NB cells. (A) The putative binding sites between miR-653-
5p and HK2 were predicted by starBase v2.0. (B) Relative luciferase activity was determined in GI-LI-N and
SK-N-BE(2) cells co-transfected with HK2 3’UTR-WT or HK2 3’UTR-MUT and miR-653-5p or miR-NC. (C) Page 19/22 Page 19/22 RIP assay was used to explore the interaction between HK2 and miR-653-5p in GI-LI-N and SK-N-BE(2)
cells. (D) RNA pull-down assay was performed to confirm the targeted relationship between miR-653-5p
and HK2 in GI-LI-N and SK-N-BE(2) cells. (E and F) The mRNA and protein expression of HK2 were
evaluated in NB tissues and normal tissues by miR-653-5p and western blot analysis, respectively. (G)
Correlation between HK2 and miR-653-5p expression was determined by Spearman rank correlation. (H)
The mRNA and protein expression of HK2 were assessed in NB cells (GI-LI-N and SK-N-BE(2)) and
HEK293 cells by qRT-PCR and western blot, respectively. ***P<0.001, ****P<0.0001. Figure 5
Overexpression of miR-653-5p suppressed tumorigenesis and increased radiosensitivity in NB cells by
( ) Figure 5 Figure 5 Page 20/22
Overexpression of miR-653-5p suppressed tumorigenesis and increased radiosensitivity in NB cells by
downregulating HK2. GI-LI-N and SK-N-BE(2) cells were divided into 5 groups: Control, miR-NC, miR-653-
5p, miR-653-5p + pcDNA, and miR-653-5p + HK2. (A) The protein abundance of HK2 was detected by western blot assay. (B) Cell viability was evaluated by MTT assay. (C) The number of colonies was
determined using colony formation assay. (D) Transwell assay was performed to assess cell invasion
ability. (E and F) Cell survival fraction was measured by colony formation assay under radiation
condition. (G and H) Glucose consumption and lactate production were measured using glucose assay
kit and lactate assay kit, respectively. *P<0.05, ***P<0.001, ****P<0.0001. Figure 7 XIST positively regulated HK2 expression via sponging miR-653-5p. (A) Knockdown efficiency of miR-653-
5p was determined by qRT-PCR. (B) Weston bolt assay was conducted to measure the protein abundance
of HK2 in GI-LI-N and SK-N-BE(2) cells transfected with si-NC, si-XIST, si-XIST + anti-miR-NC, or si-XIST +
anti-miR-653-5p. ***P<0.001, ****P<0.0001. XIST positively regulated HK2 expression via sponging miR-653-5p. (A) Knockdown efficiency of miR-653-
5p was determined by qRT-PCR. (B) Weston bolt assay was conducted to measure the protein abundance
of HK2 in GI-LI-N and SK-N-BE(2) cells transfected with si-NC, si-XIST, si-XIST + anti-miR-NC, or si-XIST +
anti-miR-653-5p. ***P<0.001, ****P<0.0001. Figure 6 Interference of XIST treatment of IR inhibited tumor growth by upregulating miR-653-5p and
downregulating HK2 in vivo. SK-N-BE(2) cells transfected with sh-NC or sh-XIST were injected
subcutaneously into nude mice, and the mice were treated with IR or without IR. (A and B) Tumor volume
and weight were detected. (C) The expression levels of XIST and miR-653-5p were analyzed by qRT-PCR
in resected tumor tissues. (D) Western blot assay was used to measure the protein expression of HK2 in
resected tumor tissues. *P<0.05, **P<0.01, ***P<0.001, ****P<0.0001. Interference of XIST treatment of IR inhibited tumor growth by upregulating miR-653-5p and
downregulating HK2 in vivo. SK-N-BE(2) cells transfected with sh-NC or sh-XIST were injected
subcutaneously into nude mice, and the mice were treated with IR or without IR. (A and B) Tumor volume
and weight were detected. (C) The expression levels of XIST and miR-653-5p were analyzed by qRT-PCR
in resected tumor tissues. (D) Western blot assay was used to measure the protein expression of HK2 in
resected tumor tissues. *P<0.05, **P<0.01, ***P<0.001, ****P<0.0001. Page 21/22 Figure 7
XIST positively regulated HK2 expression via sponging miR-653-5p. (A) Knockdown efficiency of miR-653-
5p was determined by qRT-PCR. (B) Weston bolt assay was conducted to measure the protein abundance
of HK2 in GI-LI-N and SK-N-BE(2) cells transfected with si-NC, si-XIST, si-XIST + anti-miR-NC, or si-XIST +
anti-miR-653-5p. ***P<0.001, ****P<0.0001. SupplementaryFigure1revised.tif Supplementary Files This is a list of supplementary files associated with this preprint. Click to download. Page 22/22 Page 22/22
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On the Quotients of the Maximal Unramified 2-Extension of a Number Field
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1263 1263 Documenta Math. Documenta Math. Communicated by Otmar Venjakob Abstract. Let K be a totally imaginary number field. Denote by
Gur
K (2) the Galois group of the maximal unramified pro-2 extension
of K. By using cup-products in étale cohomology of SpecOK we study
situations where Gur
K (2) has no quotient of cohomological dimension 2. For example, in the family of imaginary quadratic fields K, the group
Gur
K (2) almost never has a quotient of cohomological dimension 2 and
of maximal 2-rank. We also give a relation between this question and
that of the 4-rank of the class group of K, showing in particular that
when ordered by absolute value of the discriminant, more than 99%
of imaginary quadratic fields satisfy an alternative (but equivalent)
form of the unramified Fontaine-Mazur conjecture (at p = 2). 2010 Mathematics Subject Classification: 11R37, 11R29. 2010 Mathematics Subject Classification: 11R37, 11R29. Keywords and Phrases: Unramified extensions, cohomological dimen-
sion, uniform pro-2 groups. Keywords and Phrases: Unramified extensions, cohomological dimen-
sion, uniform pro-2 groups. Received: June 14, 2018
Revised: July 26, 2018 Received: June 14, 2018
Revised: July 26, 2018 On the Quotients of the Maximal
Unramified 2-Extension of a Number Field Christian Maire Documenta Mathematica 23 (2018) 1263–1290 1.1
On the cohomological dimension Let S be a finite set of places of K. Denote by KS(p) the maximal unramified
outside S pro-p extension of K; put GK,S = Gal(KS(p)/K). For p = 2 and
for a real archimedean place v not in S, we assume that v splits totally in
KS(p)/K. Hence, Kur(p) = K∅(p), Gur
K (p) = GK,∅(p), and by class field theory
the p-Sylow ClK of the class group of K is isomorphic to the abelianization of
Gur
K (p). When S contains the set Sp of all p-adic places, and when moreover
K is totally imaginary for p = 2, it has been known for a long time that the
cohomological dimension cd(GK,S(p)) of the groups GK,S(p) is at most 2 (See
for example [12], [24, Chapter X, §2], etc.). In the two last decades, various
results have completed this fact. −First, when Sp ⊂S, Schmidt in [29] completed the Galois cohomological
study of GK,S(p) at p = 2, proving in particular that if S contains a real place,
then the group GK,S(p) has some torsion (and then cd(GK,S(p)) = ∞). −First, when Sp ⊂S, Schmidt in [29] completed the Galois cohomological
study of GK,S(p) at p = 2, proving in particular that if S contains a real place,
then the group GK,S(p) has some torsion (and then cd(GK,S(p)) = ∞). −A short while later, Labute in [17] made a real breakthrough by giving some
examples of pro-p groups of cohomological dimension 2 when S∩Sp = ∅. Recall
that in this tame context, the cohomological dimension cd(GK,S(p)) of GK,S(p)
is always > 1 (when GK,S(p) is not trivial). Methods and ideas of Labute have
been extended by many authors: Labute-Mináˇc [18], Schmidt [28] [30], Vogel
[34], Forré [6], Gärtner [9], etc. Let us give probably the most complete result
known due to Schmidt [30]: Given a finite set T of places of K with T ∩Sp = ∅,
there exist infinitely many finite sets S of places of K with T ⊂S and S∩Sp = ∅,
such that cd(GK,S(p)) = 2. −A short while later, Labute in [17] made a real breakthrough by giving some
examples of pro-p groups of cohomological dimension 2 when S∩Sp = ∅. Recall
that in this tame context, the cohomological dimension cd(GK,S(p)) of GK,S(p)
is always > 1 (when GK,S(p) is not trivial). 1
Introduction Let K be a number field. Given a prime number p, denote by Kur(p) the max-
imal unramified pro-p extension of K; put Gur
K (p) := Gal(Kur(p)/K). Here we
are interested in the quotients of Gur
K (p), more precisely in their cohomolog-
ical dimension, and in the comparison to their structure with those of p-adic
analytic groups, a question which is related to the unramified Fontaine-Mazur
conjecture. Documenta Mathematica 23 (2018) 1263–1290 1264 Christian Maire 1.1
On the cohomological dimension Methods and ideas of Labute have
been extended by many authors: Labute-Mináˇc [18], Schmidt [28] [30], Vogel
[34], Forré [6], Gärtner [9], etc. Let us give probably the most complete result
known due to Schmidt [30]: Given a finite set T of places of K with T ∩Sp = ∅,
there exist infinitely many finite sets S of places of K with T ⊂S and S∩Sp = ∅,
such that cd(GK,S(p)) = 2. In this work, when p = 2, we propose to give some families of imaginary
quadratic number fields K for which Gur
K (2) has no quotient of cohomological
dimension 2 and large 2-rank. The starting point comes from the fact that H3
et(SpecOK, F2) is not trivial. Then we exploit a computation of cup-products in H3
et(SpecOK, F2) made by
Carlson and Schlank in [3], thanks to the relationship between cohomology of
number fields and étale cohomology (see the work of Mazur [23]). We first prove that in the family of imaginary quadratic fields F−, there are
few fields K for which Gur
K (2) has a quotient G of maximal 2-rank and of
cohomological dimension 2, in particular, such that cd(Gur
K (2)) = 2. Indeed,
for X ≥2 denote by for X ≥2 denote by F−
X := {K ∈F−, |discK| ≤X}, and D−
X = {K ∈F−
X, Gur
K (2) has no quotient G s.t. cd(G) = 2 & d2G = d2Gur
K (2)}. D−
X = {K ∈F−
X, Gur
K (2) has no quotient G s.t. cd(G) = 2 & d2G = d2Gur
K (2)}. Theorem 1. One has: Theorem 1. One has: 0 ≤1 −#D−
X
#F−
X
≤C log log X
√log X , where C is an absolute constant. where C is an absolute constant. Documenta Mathematica 23 (2018) 1263–1290 Documenta Mathematica 23 (2018) 1263–1290 1265 Unramified 2-Extensions of a Number Field Unramified 2-Extensions of a Number Field cd(G) = 2 & d2G ≥d}, D(d)
n,X := {K ∈Fn,X, Gur
K (2) has no quotient G s.t. cd(G) = 2 & d2G ≥d}, and consider the limit: D(d)
n
:= lim inf
X→+∞
#D(d)
n,X
#Fn,X
. In the family of imaginary quadratic fields K where the 2-rank of the class
group is equal to n, the quantity D(d)
n
measures the proportion of fields K for
which Gur
K (2) has no quotient G of cohomological dimension 2 and of 2-rank
d2G ≥d. In the family of imaginary quadratic fields K where the 2-rank of the class
group is equal to n, the quantity D(d)
n
measures the proportion of fields K for
which Gur
K (2) has no quotient G of cohomological dimension 2 and of 2-rank
d2G ≥d. Then [10] allows us to obtain the following densities: Then [10] allows us to obtain the following densities: Corollary i. One has: Unramified 2-Extensions of a Number Field Next, we extend this result by using a bilinear form that appears in the study
of the 4-rank of the class group of number fields. Let us be more precise. Let (xi)i=1,··· ,n be an F2-basis of H1(Gur
K (2), F2) ≃H1
et(SpecOK, F2), and con-
sider the n × n-square matrix MK := (ai,j)i,j with coefficients in F2, where
the ai,j’s are cup-products ai,j = xi ∪xi ∪xj, thanks to the fact that here
H3
et(SpecOK, F2) ≃F2. As we will see, this is the Gram matrix of a certain
bilinear form defined, via the Artin symbol, on the Kummer radical of the 2-
elementary abelian maximal unramified extension Kur,2/K of K. We also will
see that for imaginary quadratic number fields, this matrix is often of large
rank. Next, we extend this result by using a bilinear form that appears in the study
of the 4-rank of the class group of number fields. Let us be more precise. Let (xi)i=1,··· ,n be an F2-basis of H1(Gur
K (2), F2) ≃H1
et(SpecOK, F2), and con-
sider the n × n-square matrix MK := (ai,j)i,j with coefficients in F2, where
the ai,j’s are cup-products ai,j = xi ∪xi ∪xj, thanks to the fact that here
H3
et(SpecOK, F2) ≃F2. As we will see, this is the Gram matrix of a certain
bilinear form defined, via the Artin symbol, on the Kummer radical of the 2-
elementary abelian maximal unramified extension Kur,2/K of K. We also will
see that for imaginary quadratic number fields, this matrix is often of large
rank. For a profinite group G, as usual we denote by dpG := dimFp H1(G, Fp) the
p-rank of G. We can now present the second result of our work: We can now present the second result of our work: Theorem 2. Let K be a totally imaginary number field. Then the pro-2 group
Gur
K (2) has no quotient G for which cd(G) = 2 and d2G > d2ClK −1
2rk(MK). Now the key fact is the following: by relating the matrix MK to a Rédei-matrix
type, and thanks to the work of Gerth [10] and Fouvry-Klüners [8], one can
also deduce some density information when K varies in F−. For n, d, X ≥0,
denote by Fn,X := {K ∈F−
X,
d2ClK = n}, D(d)
n,X := {K ∈Fn,X, Gur
K (2) has no quotient G s.t. Corollary i. One has: (i) D(3)
5
≥.33129, D(4)
5
≥.99062, D(5)
5
≥.99999,
(ii) D(4)
6
≥.86718, D(5)
6
≥.99925, D(6)
6
≥1 −5.2 · 10−8. Moreover, for large n, D(2+n/2)
n
≥.99995. (i) D(3)
5
≥.33129, D(4)
5
≥.99062, D(5)
5
≥.99999,
(ii) D(4)
6
≥.86718, D(5)
6
≥.99925, D(6)
6
≥1 −5.2 · 10−8. Moreover, for large n, D(2+n/2)
n
≥.99995. To conclude, let us mention a general asymptotic estimate thanks to [8]. Put D[i]
X := {K ∈F−
X, Gur
K (2) has no quotient G s.t. cd(G) = 2 & d2G ≥i+d2ClK
2
} D[i]
X := {K ∈F−
X, Gur
K (2) has no quotient G s.t. cd(G) = 2 & d2G ≥i+d2ClK
2
} Documenta Mathematica 23 (2018) 1263–1290 Documenta Mathematica 23 (2018) 1263–1290 Documenta Mathematica 23 (2018) 1263–1290 1266 Christian Maire and D[i] := lim inf
X→+∞
#D[i]
X
#F−
X
. Our work allows us to obtain: Corollary ii. One has: D[1] ≥.28878,
D[2] ≥0.99471,
and D[3] ≥1 −9.7 · 10−8. Remark. At this point, one should make three observations. 1) Perhaps for many K ∈F3,X and F4,X, the pro-2 group Gur
K (2) is finite
but, by the Theorem of Golod-Shafarevich (see for example [16]), for every
K ∈Fn,X, n ≥5, the pro-2 group Gur
K (2) is infinite. 2) In our work, it will appear that we have no information about the cohomo-
logical dimension of the quotients of Gur
K (2) for number fields K for which the
4-rank of the class group is large. Typically, in the estimates of D(∗)
i
one keeps
out all the number fields having maximal 4-rank. 3) A part of the computation of [3] has been extended in [1] by Bleher, Chinburg,
Greenberg, Kakde, Pappas and Taylor, at all p and number fields K containing
µp. 1.2
On the unramified Fontaine-Mazur conjecture at p = 2 Now we also propose to give a relation between the unramified Fontaine-Mazur
conjecture (conjecture (5b) of [5]) and the matrix MK defined before. More
precisely, here we are interested in uniform quotients of Gur
K (p) (see section 2.2
for definition) which are related to the unramified Fontaine-Mazur conjecture
thanks to the following equivalent version: Conjecture 1.1. Every uniform quotient G of Gur
K (p) is trivial. Conjecture 1.1. Every uniform quotient G of Gur
K (p) is trivial. Remark that Conjecture 1.1 can be rephrased as follows: the pro-p group
Gur
K (p) has no uniform quotient G of dimension d for all d > 0. As we will
see, the matrix MK dectects the 4-rank of the class group of K, and the 4-rank
is a first test for Conjecture 1.1. We also obtain: Theorem 3. Let K/Q be a number field. Theorem 3. Let K/Q be a number field. (i) Suppose that the 4-rank of the class group of K is at most 2. Then Con-
jecture 1.1 holds for K (at p = 2). (ii) Suppose K is totally imaginary. Then the pro-2 group Gur
K (2) has no
uniform quotient of dimension d > d2ClK −rk(MK). In particular, Con-
jecture 1.1 holds (for Gur
K (2)) when rk(MK) ≥d2ClK −2. (ii) Suppose K is totally imaginary. Then the pro-2 group Gur
K (2) has no
uniform quotient of dimension d > d2ClK −rk(MK). In particular, Con-
jecture 1.1 holds (for Gur
K (2)) when rk(MK) ≥d2ClK −2. (ii) Suppose K is totally imaginary. Then the pro-2 group Gur
K (2) has no
uniform quotient of dimension d > d2ClK −rk(MK). In particular, Con-
jecture 1.1 holds (for Gur
K (2)) when rk(MK) ≥d2ClK −2. Now as for the cohomological dimension, one can also deduce a general asymp-
totic estimate when K varies in the family F−(resp. F+) of imaginary (resp. Documenta Mathematica 23 (2018) 1263–1290 1267 Unramified 2-Extensions of a Number Field real) quadratic fields. For n, d, X ≥0, denote by F±
X := {K ∈F±, |discK|
X}. Put
FM±
X := {K ∈F±
X, Conjecture 1.1 holds for K } real) quadratic fields. For n, d, X ≥0, denote by F±
X := {K ∈F±, |discK| ≤ and FM± := lim inf
X→+∞
#FM±
X
#F±
X
. Corollary iii. One has Corollary iii. One has FM−≥.99471, and FM+ ≥.99929. This paper has five sections. In Section 2, we give the elementary tools con-
cerning the étale cohomology of number fields and p-adic analytic groups. In
section 3, we develop some basic facts about bilinear forms over F2, specially
for the form introduced in our study (which is defined on a certain Kummer
radical). In particular, we emphasize the role played by totally isotropic sub-
spaces. Section 4 is devoted to considerations of cohomological dimension. After proving Theorem 1 and Theorem 2 we consider a relation with a Rédei
matrix that allows us to obtain density information. In Section 5, we consider
the unramified Fontaine-Mazur conjecture at p = 2 by showing the relation
with the bilinear form studied in the previous sections. We finish this section
by giving a computational approach of this conjecture. Documenta Mathematica 23 (2018) 1263–1290 2.1
Cup-products and etale cohomology: what we need Assume K is totally imaginary when p = 2, and put XK = SpecOK. We use the
formalism of étale cohomology Hi
et of the site XK that we can find for example
in [23] (see also for example [28], [29]). The Hochschild-Serre spectral sequence
gives for every i ≥1 a map αi : Hi(Gur
K (p)) −→Hi
et(XK), where the coefficients are in Fp (meaning the constant sheaf for the étale site
XK). Remark that α1 is an isomorphism. As H1
et(XKur(p)) is trivial, one obtains
the long exact sequence (see for example [24, Chapter I, Proposition 1.6.7]): H2(Gur
K (p)) ֒→H2
et(XK) −→H2
et(XKur(p))Gur
K (p) −→H3(Gur
K (p)) −→H3
et(Xk)
(1) where H3
et(Xk) ≃(µK,p)∨, here (µK,p)∨is the Pontryagin dual of the group of
pth-roots of unity in K. p
y
For the two next subsections, take p = 2. For the two next subsections, take p = 2. Notations • Let p be a prime number and let K be a number field. Denote by • Let p be a prime number and let K be a number field. Denote by −p∗= (−1)(p−1)/2p, when p is odd; −p∗= (−1)(p−1)/2p, when p is odd; −OK the ring of integers of K; −ClK the p-Sylow of the class group of OK; −dpClK the p-rank of ClK: it is the dimension over Fp of Fp ⊗ClK; −Kur(p) the maximal pro-p extension of K unramified everywhere. Put
Gur
K (p) := Gal(Kur(p)/K). −Kur(p) the maximal pro-p extension of K unramified everywhere. Put
Gur
K (p) := Gal(Kur(p)/K). Recall that the group Gur
K (p) is a finitely presented pro-p group (due to Koch
[16]). See also for example [24, Chapter X, §7] or [11, Appendix]. Moreover
ClK is isomorphic to the abelianization of Gur
K (p). In particular it implies that
every open subgroup H of Gur
K (p) has finite abelianization: this property is
known as "FAb". • If G is a finitely generated pro-p group, denote by • If G is a finitely generated pro-p group, denote by −Hi(G) := Hi(G, Fp), i ∈Z≥0; −Hi(G) := Hi(G, Fp), i ∈Z≥0; −Hi(G) := Hi(G, Fp), i ∈Z≥0; −dpG = dimFp H1(G) the p-rank of G; −dpG = dimFp H1(G) the p-rank of G; 1268 Christian Maire −cd(G) the cohomological dimension of G: it is the smallest integer n ≥0
such that Hn+m(G) = {0}, ∀m > 0. Acknowledgements. This work has been done during a visiting scholar
position at Cornell University for the academic year 2017-18, and funded by
the program "Mobilité sortante" of the Région Bourgogne Franche-Comté. The
author thanks the Department of Mathematics at Cornell University for provid-
ing a beautiful research atmosphere. He also thanks Georges Gras and Farshid
Hajir for encouragement and useful remarks, Ravi Ramakrishna for very in-
spiring discussions, Alexander Schmidt for helpful comments, and construc-
tive observations concerning the cup-products, Etienne Fouvry for stimulating
exchanges and the computation of Proposition 4.7 which is central for Theo-
rem 1, Magnus Carlson for his interest and comments, Christophe Delaunay
for some references, and Bill Allombert for the support concerning the use of
GP-Pari [25]. Documenta Mathematica 23 (2018) 1263–1290 Unramified 2-Extensions of a Number Field 1269 Proof. See for example [31, Chapter 1, §1.2]. Take x a non-trivial character of H1(Gur(p)) ≃H1
et(XK). Put Kx =
(Kur)ker(x). Hence the previous proposition allows us to recover the follow-
ing corollary of Carlson and Schlank [3, Corollary 5.14]: Corollary 2.2. The cup-product x ∪x ∈H2
et(XK) is trivial if and only, the
quadratic extension Kx/K embeds in an unramified degree 4 cyclic extension. Proof. Indeed, as H2(Gur
K (2)) ֒→H2
et(XK), see (1), the cup-product x ∪x
vanishes in H2(Gur
K (2)) if and only if, it vanishes in H2
et(XK). Then, apply
Proposition 2.1 to G = Gur
K (2). Proof. Indeed, as H2(Gur
K (2)) ֒→H2
et(XK), see (1), the cup-product x ∪x
vanishes in H2(Gur
K (2)) if and only if, it vanishes in H2
et(XK). Then, apply
Proposition 2.1 to G = Gur
K (2). Remark 2.3. It is not difficult to see that Corollary 2.2 allows us to obtain
the following equivalence (see [3]): x ∪x = 0 ∈H2
et(XK) if and only if, for all
h ∈ClK[2], h is a norm in Kx/K. Here ClK[2] denotes the kernel of the map
ClK
h7→h2
−→ClK. Remark 2.3. It is not difficult to see that Corollary 2.2 allows us to obtain
the following equivalence (see [3]): x ∪x = 0 ∈H2
et(XK) if and only if, for all
h ∈ClK[2], h is a norm in Kx/K. Here ClK[2] denotes the kernel of the map
ClK
h7→h2
−→ClK. ClK
h7→h2
−→ClK. 2.1.2
Cup-products in H3
et Take x and y two non-trivial characters of H1(Gur(p)) ≃H1
et(X). By Kummer
theory, there exist ax, ay ∈K×/(K×)2 such that Kx = K(√ax) and Ky =
K(√ay). As the extension Ky/K is unramified, for every prime ideal p of OK,
the p-valuation vp(ay) is even, and then
p
(ay) is well-defined (as an ideal of
OK). Let us write OK). Let us write q
(ay) :=
Y
i
(py,i)ey,i. Denote by Ix the set of prime ideals p of OK such that p is inert in Kx/K (or
equivalently, Ix is the set of primes of K such that the Frobenius at p generates
Gal(Kx/K)). In [3, Proposition 3.3], Carlson and Schlank prove: Proposition 2.4. The cup-product x ∪x ∪y ∈H3
et(X) is non-zero if and only
if,
X
p
∈I
ey,i is odd. py,i∈Ix Remark 2.5. The condition of Proposition 2.4 is equivalent to the triviality of
K /K
! Remark 2.5. The condition of Proposition 2.4 is equivalent to the triviality of
/
! the Artin symbol
Kx/K
p
(ay)
! . 2.1.1
Cup-products in H2
et Recall a result concerning cup-products in H2. Recall a result concerning cup-products in H2. Proposition 2.1. Let G be a finitely presented pro-2 group. Take x ∈H1(G). Then x lifts in H1(G, Z/4Z) if and only if, x ∪x = 0 ∈H2(G). In particular,
the cup-product H1(G) ⊗H1(G) →H2(G) is alternating (x ∪x = 0 for all
x ∈H1(G)) if and only if, G/G4[G, G] ≃(Z/4Z)n, where n = d2G. Proposition 2.1. Let G be a finitely presented pro-2 group. Take x ∈H1(G). Then x lifts in H1(G, Z/4Z) if and only if, x ∪x = 0 ∈H2(G). In particular,
the cup-product H1(G) ⊗H1(G) →H2(G) is alternating (x ∪x = 0 for all
x ∈H1(G)) if and only if, G/G4[G, G] ≃(Z/4Z)n, where n = d2G. Documenta Mathematica 23 (2018) 1263–1290 Unramified 2-Extensions of a Number Field 2.2.1 Let us recall the p-central descending series (Gi)i of a pro-p group G: et us recall the p-central descending series (Gi)i of a pro-p group G: G1 = G, Gi+1 = Gp
i [Gi, G], i ≥1. Let us give the definition of a uniform pro-p group (see for example [4, Chapter
4, §4.1]). Documenta Mathematica 23 (2018) 1263–1290 Documenta Mathematica 23 (2018) 1263–1290 1270 Christian Maire Definition 2.6. Let G be a finitely generated pro-p group. We say that G is
uniform if: (i) [G, G] ⊂G2p, and (ii) for i ≥1, [Gi+1 : Gi] = [G2 : G]. Remark 2.7. For a uniform group G, the p-rank of G coincides with the di-
mension of G (as p-adic manifold). See [4, Chapter 4 and 8]. The uniform pro-p groups play a central role in the study of analytic pro-p
groups, indeed: Theorem 2.8 (Lazard [19]). Let G be a profinite group. Then G is p-adic
analytic i.e. G embeds as a closed subgroup of Glm(Zp) for some positive integer
m, if and only if, G contains an open uniform subgroup H. For different equivalent definitions of p-adic analytic groups, see [4, Interlude
A]. See also [22]. 2.2.2
Cohomology Recall by Lazard [19] (see also [33] for an alternative proof): Recall by Lazard [19] (see also [33] for an alternative proof): Theorem 2.9 (Lazard). Let G be a uniform pro-p group (of dimension d > 0). Then for all i ≥1, one has: Hi(G) ≃
i^
(H1(G)), where here the exterior product is induced by the cup-product. where here the exterior product is induced by the cup-product. where here the exterior product is induced by the cup-product. As consequence, one has immediately: Corollary 2.10. Let G be a uniform pro-2 group of dimension d. Then for
all x ∈H1(G), one has x ∪x = 0 ∈H2(G). In particular, Gab ։ (Z/4Z)d. Corollary 2.10. Let G be a uniform pro-2 group of dimension d. Then for
all x ∈H1(G), one has x ∪x = 0 ∈H2(G). In particular, Gab ։ (Z/4Z)d. Proof. By Theorem 2.9, the cup-product form on H1(G) is alternating, then
apply Proposition 2.1. Remark 2.11. For p > 2, Theorem 2.9 is an equivalence: a pro-p group G
is uniform if and only if, for i ≥1, Hi(G) ≃Vi(H1(G). (See [33, Corollary
5.1.7].) Let us mention another consequence useful in our context: Let us mention another consequence useful in our context: Let us mention another consequence useful in our context: Corollary 2.12. Let G be a FAb uniform pro-p group of dimension d > 0. Then d ≥3. Documenta Mathematica 23 (2018) 1263–1290 1271 Unramified 2-Extensions of a Number Field Proof. This is well-known. Let G be a uniform pro-p group of dimension d. If dim G = 1, then G ≃Zp (G is pro-p free) and, if dim G = 2, then by
Theorem 2.9, H2(G) ≃Fp and then, by taking homology long exact sequence
of the exact sequence 1 −→Zp −→Zp −→Fp −→1, one gets · · · −→H2(G, Fp) −→Gab −→Gab −→Gab/p −→1 and then dp(Gab[p]) ≤1, and Gab ։ Zp. Hence, if we assume moreover that G
is FAb, then dim G should be at least 3. and then dp(Gab[p]) ≤1, and Gab ։ Zp. Hence, if we assume moreover that G
is FAb, then dim G should be at least 3. 2.2.3
Filtrations Let us start with a finitely generated pro-p group G with its p-central descend-
ing series (Gi)i. Usually one has [Gi, Gj] ⊂Gi+j, but when p = 2 and when G
is uniform, let us give a refinement of this inclusion. To do this, we need the
following result (see [4, Chapter 3, Theorem 3.6]): Proposition 2.13. When G is uniform, one has for i, k ≥1, Gi+k = Gpk
i . Proposition 2.13. When G is uniform, one has for i, k ≥1, Gi+k = Gpk
i . a bilinear form B is at
ubspace of V of dim
V. It is then easy to s
−2i. al as we can achieve it
The bilinear form H
s called alternating if
nating. 3.1
Bilinear forms over F2 Let B be a bilinear form over an F2-vector space V of finite dimension. Denote
by n the dimension of V and by rk(B) the rank of B. Definition 3.1. Given a bilinear form B, one defines the index ν(B) of B by
ν(B) := max
W⊂V{dim W, B(W, W) = 0}. One has: Proposition 3.2. The index ν(B) of a bilinear form B is at most n −1
2rk(B). Proposition 2.13. When G is uniform, one has for i, k ≥1, Gi+k = Gpk
i . Here as usual, for a pro-p group G, we note by Gpk the subgroup of G generated
by the pk-powers. One can now deduce the following: Corollary 2.14. Let G be an uniform pro-2 group. Then, for all i, j ≥1,
one has: [Gi, Gj] ⊂Gi+j+1. Proof. We prove it by induction. When i = j = 1, [G, G] ⊂G4 = G3, and
the statement holds. Suppose now that [Gi, Gj] ⊂Gi+j+1, and let us look at
[Gi+1, Gj]. Let us apply Hall’s formula: [xy, z] = y−1[x, z]y[x, z]−1[x, z][y, z] = [y, [x, z]−1][x, z][y, z], to note that [xy, z] ∈Gi+j+2 when [x, z] and [y, z] are in Gi+j+2. Moreover,
for x ∈Gi and z ∈Gj, one has [x, [x, z]−1] ∈G2i+j+1 and [x, z]2 ∈Gi+j+2, by
hypothesis. As [x2, z] = [x, [x, z]−1][x, z]2, one obtains [x2, z] ∈Gi+j+2 when
x ∈Gi and z ∈Gj. One conludes thanks to the fact that Gi+1 = G2
i . In [14], the authors show that when G is uniform of dimension d then
Gi/Gpi
i [Gi, Gi] ≃(Z/piZ)d. In fact, for p = 2, one can say a little bit more: Proposition 2.15. Let G be an uniform pro-2 group of dimension d. Then
for i ≥1, one has Gi/G2i+1
i
[Gi, Gi] ≃(Z/2i+1)d. Gi/G2i+1
i
[Gi, Gi] ≃(Z/2i+1)d. When i = 1, it is an alternative proof to Corollary 2.10. Proof. Let S = {g1, · · · , gd} be a set of generators of G. Then the elements
g2i−1
j
, j = 1, · · · , d, generate the uniform group Gi. Let g ∈S and suppose
that (g2i−1)2i ∈[Gi, Gi]. As [Gi, Gi] ⊂G2i+1 by Corollary 2.14, one gets Documenta Mathematica 23 (2018) 1263–1290 1272 Christian Maire g22i−1 ∈G2i+1. Now let us recall that z 7→z22i−1 induces an isomorphism ϕi
between G/G2 and G2i/G2i+1 (see [4, Chapter 4, §4.1]). But as ϕi(g) = 0, one
has g = 0 which is a contraction. Hence, for j = 1, · · · , d, the element g2i−1
j
is
of order at least 2i+1 in Gi/[Gi, Gi]. Chapter 4, §4.1]). But
e, for j = 1, · · · , d, th
ementary maximal
tor space V of finite d
the rank of B. m B, one defines the in
W, B(W, W) = 0}. Proposition 3.2. The index ν(B) of a bilinear form B is at most n −1
2rk(B). Proof. Let W be a totally isotropic subspace of V of dimension i. Let us
complete a basis of W to a basis B of V. It is then easy to see that the Gram
matrix of B in B is of rank at most 2n −2i. This bound is in a certain sense optimal as we can achieve it in the symmetric
case. Definition 3.3. (i) Given a ∈F2. The bilinear form H(a) with matrix
a
1
1
0
is called a metabolic plane.
(ii) A symmetric bilinear form (V, B) is called alternating if B(x, x) = 0 for all
x ∈V . Otherwise B is called nonalternating.
(ii) A symmetric bilinear form (V, B) is called alternating if B(x, x) = 0 for all
x ∈V . Otherwise B is called nonalternating. Recall the Witt decomposition Theorem for symmetric bilinear forms over F2
(see for example [15, Chapter I, §2, Remark 5 of Theorem 1]). Theorem 3.4. Let (V, B) be a symmetric bilinear form of dimension n over
F2. Denote by r the rank of B. Write r = 2r0 +δ, with δ = 0 or 1, and r0 ∈N. (i) If B is nonalternating, then (V, B) is isometric to r0
z
}|
{
H(1)⊥· · · ⊥H(1) ⊥
δ
z}|{
⟨1⟩⊥
n−r
z
}|
{
⟨0⟩⊥· · · ⊥⟨0⟩≃
r
z
}|
{
⟨1⟩⊥· · · ⊥⟨1⟩⊥
n−r
z
}|
{
⟨0⟩⊥· · · ⊥⟨0⟩; (ii) If B is alternating, then B is isometric to r0
z
}|
{
H(0)⊥· · · ⊥H(0) ⊥
n−r
z
}|
{
⟨0⟩⊥· · · ⊥⟨0⟩. Documenta Mathematica 23 (2018) 1263–1290 1273 Unramified 2-Extensions of a Number Field
1273 Unramified 2-Extensions of a Number Field Moreover, ν(B) = n −r + r0 = n −r0 −δ. Moreover, ν(B) = n −r + r0 = n −r0 −δ. Moreover, ν(B) = n −r + r0 = n −r0 −δ. When (V, B) is not necessary symmetric, let us introduce the symmetrization
Bsym of B by Bsym(x, y) = B(x, y) + B(y, x),
∀x, y ∈V. One has: Corollary 3.5. Let (V, B) be a bilinear form of dimension n over F2. Then ν(B) ≥n −⌊1
2rk(Bsym)⌋−⌊1
2rk(B)⌋. In particular, ν(B) ≥min{n −3
2rk(B), 1
2(n −rk(B)}. Proof. It is easy. Proposition 3.2. The index ν(B) of a bilinear form B is at most n −1
2rk(B). Let us start with a maximal totally isotropic subspace W
of (V, Bsym). Then B|W is symmetric: indeed, for any two x, y ∈W, we get
0 = Bsym(x, y) = B(x, y) + B(y, x), and then B(x, y) = B(y, x) (recall that V is
defined over F2). Hence by Theorem 3.4, B|W has a totally isotropic subspace
of dimension ν(B|W) = dim W−⌊1
2rk(B|W)⌋. As dim W = n−⌊1
2rk(Bsym)⌋(by
Theorem 3.4), one obtains the first assertion. For the second one, it is enough
to note that rk(Bsym) ≤max{2rk(B), n}. 3.2
Bilinear form and Kummer radical Let us start with a number field K. Denote by n the 2-rank of Gur
K (2), in other
words, n = d2ClK. Let V = ⟨a1, · · · , an⟩(K×)2 ∈K×/(K×)2 be the Kummer radical of the 2-
elementary abelian maximal unramified extension Kur,2/K. Then V is an F2-
vector space of dimension n. For a ∈V , denote Ka := K(√a), and a(a) :=
p
(a) ∈OK (see section 2.1.2). We can now introduce the bilinear form BK
that plays a central role in our work. Definition 3.6. For a, b ∈V , put: BK(a, b) =
Ka/K
a(b)
· √a
,
√a ∈F2, Documenta Mathematica 23 (2018) 1263–1290 where here we use the additive notation. where here we use the additive notation. Of course, we have: Of course, we have: Lemma 3.7. The application BK : V × V →F2 is a bilinear form on V . Lemma 3.7. The application BK : V × V →F2 is a bilinear form on V . Proof. The linearity on the right comes from the linearity of the Artin symbol. Let us show that BK is linear on the left. Take a1 ̸= a2 ∈V, and let p be a
prime ideal of OK. Let us remark the following: Documenta Mathematica 23 (2018) 1263–1290 1274 Christian Maire • If p splits in Ka1/K and in Ka2/K, then p splits in Ka1a2/K; • If p splits in Ka1/K and in Ka2/K, then p splits in Ka1a2/K; • If p is inert in Ka1/K but splits in Ka2/K, then p is inert in Ka1a2/K. Hence for each case one has
Ka1a2/K
p
=
Ka1/K
p
+
Ka2/K
p
, and we
conclude by using again the linearity of the Artin symbol. • If p is inert in Ka1/K but splits in Ka2/K, then p is inert in Ka1a2/K. Hence for each case one has
Ka1a2/K
p
=
Ka1/K
p
+
Ka2/K
p
, and we
l d b
h l
f h A
b l The bilinear form BK is not necessarily symmetric, but we will give later some
situations where BK is symmetric. The bilinear form BK is not necessarily symmetric, but we will give later some
situations where BK is symmetric. Remark 3.8. Assume K is totally imaginary. If we denote by xi a generator
of H1(Gal(K(√ai)/K)), then the Gram matrix of the bilinear form BK in the
basis {a1(K×)2, · · · , an(K×)2} is exactly the matrix (xi ∪xi ∪xj)i,j of the cup-
products in H3
et(SpecOK). See Proposition 2.4 and Remark 2.5. Hence the
bilinear form BK coincides with the bilinear form Bet
K on H1
et(SpecOK) defined
by Bet
K(x, y) = x ∪x ∪y ∈H3
et(SpecOK). Recall that the right-radical (resp. left-radical) Radr (resp. Radl) of a bilinear
form B on V is the subspace defined by: Radr := {x ∈V, B(V, x) = 0}
(resp. Radl := {x ∈V, B(x, V ) = 0}. Of course one always has dim B =
rk(B) + dim(Radr) = rk(B) + dim(Radl). Documenta Mathematica 23 (2018) 1263–1290 Definition 3.12. The index ν(K) of K is the index of the bilinear form BK. Of course, if the form BK is non-degenerate, one has: ν(K) ≤1
2d2ClK. Thus
one says that ClK is non-degenerate if the form BK is non-degenerate. To finish this part, let us give the relation with the 4-rank RK,4 of the class
group ClK defined as follows: RK,4 := dimF2 ClK[4]/ClK[2], where ClK[m] =
{c ∈ClK, cm = 1}. One has immediately: Proposition 3.13. Let K be a totally imaginary number field. Then RK,4 ≤
d2ClK −rk(BK). Proof. Indeed, the subspace of characters of H1(Gur
K (2)) corresponding to the
unramified degree 4 cyclic extensions of K is a subspace of the left-radical of
BK (see Proposition 3.11), and then RK,4 ≤dim Radl. To conclude, use the
fact that n = d2ClK = dim Radl + rk(BK). the Remark 3.14. Of course, Proposition 3.13 can be made more precise in many
cases. Typically, in the quadratic case thanks to the Rédei matrix (see Section
4.3.4). See also the generalization of Yue [36]. where here we use the additive notation. And, remark moreover that the
restriction of B at Radr (resp. Radl) produces a totally isotropic subspace
of V. Let us come back to the bilinear form BK on the Kummer radical of Kur,2/K,
and let us give now three types of totally isotropic subspaces W that may
appear. Proposition 3.9. Let W := ⟨ε1, · · · , εr⟩(K×)2 ⊂V be an F2-subspace of di-
mension r, generated by some units εi ∈O×
K. Then W ⊂Radr, and thus
(V, BK) contains W as a totally isotropic subspace of dimension r. Proof. Indeed, here a(εi) = OK for i = 1, · · · , r. Proof. Indeed, here a(εi) = OK for i = 1, · · · , r. Proposition 3.10. Let K = k(
√
b) be a quadratic extension. Suppose that there
exist a1, · · · , ar ∈k such that the extensions k(√ai)/k are independent and
unramified everywhere. Suppose moreover that b /∈⟨a1, · · · , ar⟩(k×)2. Then
W := ⟨a1, · · · , ar⟩(K×)2 is a totally isotropic subspace of dimension r. Proof. Let p ⊂Ok be a prime ideal of Ok. It is sufficient to prove that
Kai/K
p
is trivial. Let us study all the possibilities.
p
• If p is inert in K/k, then as K(√ai)/K is unramified at p, p must split in
K(√ai)/K and then
Kai/K
p
is trivial. • If p = P2 is ramified in K/k, then
Kai/K
p
=
Kai/K
P
2
is trivial. Documenta Mathematica 23 (2018) 1263–1290 1275 Unramified 2-Extensions of a Number Field • If p = P1P2 splits, then obviously
Kai/K
P1
=
Kai/K
P2
, and then
Kai/K
p
is trivial. Proposition
3.11. Suppose
K
is
totally
imaginary. Let
W
:=
⟨a1, · · · , ar⟩(K×)2 ⊂V be a subspace of V such that each quadratic ex-
tension K(√ai)/K, i = 1, · · · , r, embeds in an unramified degree 4 cyclic
extension. Then W ⊂Radl. Proof. Denote by xi a generator of H1(Gal(Kai/K)). By Proposition 2.2, we
get xi ∪xi = 0 ∈H2
et(Gur
K (2)), and then BK(ai, V ) = 0 by Remark 3.8. It is then natural to define the index of K as follows: It is then natural to define the index of K as follows: Definition 3.12. where here we use the additive notation. The index ν(K) of K is the index of the bilinear form BK. Documenta Mathematica 23 (2018) 1263–1290 4.1
A first observation As the extension L/K1 is ramified at the odd
prime p3, the fundamental unit of K1 is also the fundamental unit of O×
L . As NK1/Qε = +1, one concludes that −1 is not an universel norm in Kur(2)/K. 4.1
A first observation For basic facts concerning the cohomological dimension of a pro-p group we
refer for example to [24, Chapter III]. For basic facts concerning the cohomological dimension of a pro-p group we
refer for example to [24, Chapter III]. Before developing a general setting, let us start with the following observation. Let O×
Kur(p) be the group generated by the units of the ring of integers of
all subextensions F/K of Kur(p)/K. Let us recall the following result due to
Wingberg [35, Theorem 1.1] (see also [24, Chapter VIII, §8, Corollary 8.8.3]): Before developing a general setting, let us start with the following observation. Let O×
Kur(p) be the group generated by the units of the ring of integers of
all subextensions F/K of Kur(p)/K. Let us recall the following result due to
Wingberg [35, Theorem 1.1] (see also [24, Chapter VIII, §8, Corollary 8.8.3]): Documenta Mathematica 23 (2018) 1263–1290 Documenta Mathematica 23 (2018) 1263–1290 1276 Christian Maire Theorem 4.1 (Wingberg). There are canonical isomorphims: Wingberg). There are canonical isomorphims: ˆHi(Gur
K (p), O×
Kur(p)) ≃ˆH3−i(Gur
K (p), Z)∨, for all i ∈Z. Hence, the exact sequence 0 −→Z/pZ−→Q/Z
p
−→Q/Z −→0
allows us to
obtain: Hence, the exact sequence 0 −→Z/pZ−→Q/Z
p
−→Q/Z −→0
allows us to
obtain: H3(Gur
K (p), Fp) −→ˆH0(GK(p), O×
Kur(p))
p
−→ˆH0(GK(p), O×
Kur(p)) By using the isomorphism ˆH0(GK(p), O×
Kur(p)) ≃lim
←
F
O×
K/NF/K(O×
F ), where F
runs through the finite extensions of K in Kur(p), we then have H3(GK(p), Fp) ։
lim
←−
F
O×
K/NF/K(O×
F )
[p]. (2) (2) Take now p = 2. Thanks to (2), we note that if −1 is not a universal norm
(of a unit) in Kur(2)/K, then H3(G, F2) ̸= {0}, showing that cd(Gur
K (2)) ̸= 2. This condition about −1 is sometimes not so difficult to test, indeed: K
This condition about −1 is sometimes not so difficult to test, indeed: Proposition 4.2. Let K be an imaginary quadratic field such that the discrim-
inant discK of K is divisible by at least three odd primes pi, with pi ≡3(mod 4),
i = 1, 2, 3. Then cd(Gur
K (2)) ̸= 2. Proof. Put L = K(√p1p2) and K1 = Q(√p1p2). Then the biquadratic field L
is an unramified extension of K. 4.2
General statement Let W be the Kummer radical of H1(G)∨; here W is a subspace of the Kummer
radical V of Kur,2/K. As d > ν(K), the space W is not totally isotropic. Then,
one can find x, y ∈H1(G) ⊂H1(XK) such that x ∪x ∪y ∈H3
et(XK) is not
zero (by Proposition 2.4). See also Remark 3.8. And thanks to the stategy
developed just before, we are done for the first part ot the theorem. For the
second part, one has just to note that in this case ν(K) ≤d2ClK −1
2rk(BK) by
Proposition 3.2. Corollary 4.5. If ClK is non-degenerate, then Gur
K (2) has no quotient G of
cohomological dimension 2 and of 2-rank d2G > 1
2d2ClK. roof. In this case, rk(BK) = d2ClK Proof. In this case, rk(BK) = d2ClK 4.2
General statement The strategy here is more or less the one used in [3] to disprove the existence
of unramified embeddings. Here we apply their idea to disprove the apparence
of quotients of Gur
K (2) of cohomological dimension 2 in a more systematic way,
by using the bilinear form BK. From now on we assume that K is totally imaginary (and that p = 2). 1
1 From now on we assume that K is totally imaginary (and that p
2). Suppose given G a quotient of Gur
K (2). Then one has H1(G) ֒→H1(Gur
K (2)). Now take x, y ∈H1(Gur
K (2)) coming from H1(G). Then, the cup-product
x∪x∪y ∈H3(Gur
K (2)) comes from H3(G) by the inflation map. Now, one may
use the computation of Carlson-Schlank : if x ∪x ∪y is non-zero in H3
et(XK),
then H3(G) ̸= 0, and then G is not of cohomological dimension 2. Remark 4.3. If we want x ∪x ∪y ̸= 0, then we need the cup-product x ∪x
non-trivial in H2
et(XK), which is equivalent to the condition that Kx/K can not
be embedded in an unramified degree 4 cyclic extension of K. Let us recall Theorem 2 (we use the notations of Section 3): Documenta Mathematica 23 (2018) 1263–1290 Documenta Mathematica 23 (2018) 1263–1290 1277 Unramified 2-Extensions of a Number Field Theorem 4.4. Let K/Q be a totally imaginary number field. Then Gur
K (2)
has no quotient G of cohomological dimension 2 and of 2-rank d2G > ν(K). In particular, Gur
K (2) has no quotient G of cohomological dimension 2 and of
2-rank d2G > d2ClK −1
2rk(BK). Proof. Let G be a non-trivial uniform quotient of Gur
K (2) of dimension d > 0. Let W be the Kummer radical of H1(G)∨; here W is a subspace of the Kummer
radical V of Kur,2/K. As d > ν(K), the space W is not totally isotropic. Then,
one can find x, y ∈H1(G) ⊂H1(XK) such that x ∪x ∪y ∈H3
et(XK) is not
zero (by Proposition 2.4). See also Remark 3.8. And thanks to the stategy
developed just before, we are done for the first part ot the theorem. For the
second part, one has just to note that in this case ν(K) ≤d2ClK −1
2rk(BK) by
Proposition 3.2. Proof. Let G be a non-trivial uniform quotient of Gur
K (2) of dimension d > 0. 4.3.1
A first density estimate Let us give now a density estimate for imaginary quadratic fields. Recall that
we denote by F−the set of imaginary quadratic fields and by F−
X := {K ∈
F−, |discK| ≤X}. Put also D−
X = {K ∈F−
X, Gur
K (2) has no quotient G s.t. d2G = d2Gur
K (2) & cd(G) = 2}. Theorem 4.6 (Theorem 1). One has: 0 ≤1 −#D−
X
#F−
X
≤C log log X
√log X , where C is an absolute constant. where C is an absolute constant. Proof. The proof is based on the two following things: (i) on an analytic esti-
mate; (ii) on our strategy and on a computation of [3]. Let us start the analytic
tools. For X ≥2, denote by T −
X = {K ∈F−
X, ∃odd primes p ̸= q, pq|discK,
p∗
q
= −1}. Remark at this point that {K ∈F−
X, ∃odd primes p ̸= q, p ≡q ≡3 (mod 4), pq|discK} ⊂T −
X ; {K ∈F−
X, ∃odd primes p ̸= q, p ≡q ≡3 (mod 4), pq|discK} ⊂T −
X ; indeed, by Legendre formula,
p∗
q
q∗
p
= −1. Denote by E−
X the comple-
ment of T −
X in F−
X. ment of T −
X in F−
X. Documenta Mathematica 23 (2018) 1263–1290 1278 Christian Maire Proposition 4.7. The set E−
X is of zero density. More precisely, one has Proposition 4.7. The set E−
X is of zero density. More precisely, one has #E−
X = O
X log log X
√log X
. Proof. Note by Ei,X the set of square-free integers n ≤X, having exactly i
prime factors ≡3 (mod 4), and put EX = E0,X∪E1,X. Clearly, #E−
X = O(#EX). We will use the following: Lemma 4.8. Uniformly for X ≥2, one has Lemma 4.8. Uniformly for X ≥2, one has #E0,X = O
X
√log X
. Proof. Indeed, every integer n ∈E0,X is a sum of two squares. A famous
result of Landau (see for example [21, Chapter 7, Theorem 7.28]) states that
the number of integers n ≤X which are sum of two squares is asymptotic to
X C′
X
√log X , for some absolute positive C′. C′
X
√log X , for some absolute positive C′. We want to prove the bound We want to prove the bound E1,X = O
X log log X
√log X
(3) (3) uniformly for X ≥2, as a consequence of Lemma 4.8. Since we are searching
an upper bound, we may suppose that X = 2κ, where κ > 1 is an integer. We
start from the decomposion formula #E1,X =
X
p≡3(mod 4)
p≤X/2
#E0,X/p + O(π(X)). where C is an absolute constant. Put Y = 2t with t = 1, 2, · · · , κ −1 and split the above formula as Put Y = 2t with t = 1, 2, · · · , κ −1 and split the above formula as Put Y = 2t with t = 1, 2, · · · , κ −1 and split the above formula as #E1,X =
X
t
X
Y/2<p≤Y
#E0,X/p + O
X
log X
. (4) (4) We deduce from Lemma 4.8 that, uniformly for Y/2 < p ≤Y and Y = 2t, and
0 ≤t ≤κ −1, we have the bound #E0,X/p = O
X
Y √κ −t
, and by Tchebychev’s bound we deduce and by Tchebychev’s bound we deduce X
Y/2<p≤Y
#E0,X/p = O
X
t√κ −t
. Documenta Mathematica 23 (2018) 1263–1290 Documenta Mathematica 23 (2018) 1263–1290 Unramified 2-Extensions of a Number Field 1279 Inserting this into (4), we obtain #E1,X = O
X
X
1≤t≤κ−1
1
t√κ −t
. To evaluate the sum over t, we split it according to 1 ≤t < κ/ log κ and
κ/ log κ ≤t ≤κ −1 leading to X
1≤t≤κ−1
1
t√κ −t = O
1
√κ
X
1≤t≤κ
1
t + log κ
κ
X
1≤u≤κ
1
√u
, which gives (3), since κ = O(log X). This completes the proof of Proposi-
tion 4.7. which gives (3), since κ = O(log X). This completes the proof of Proposi-
tion 4.7. Now let us give the tool from étale cohomology. Now let us give the tool from étale cohomology. Lemma 4.9. Let K/Q be an imaginary quadratic field. Suppose that there exist
two distinct odd prime numbers p and q such that pq|discK and
p∗
q
= −1. Then there exist x, y ∈H1(Gur
K (2)) such that x ∪x ∪y ̸= 0 ∈H3(Gur
K (2)). Proof. Take Kx = K(√p∗) and Ky = K(√q∗). Then, by Proposition 2.4,
the cup-product x ∪x ∪y ∈H3
et(X) is not trivial, and then non-trivial in
H3(Gur
K (2)). Lemma 4.9. Let K/Q be an imaginary quadratic field. Suppose that there exist
two distinct odd prime numbers p and q such that pq|discK and
p∗
q
= −1. Then there exist x, y ∈H1(Gur
K (2)) such that x ∪x ∪y ̸= 0 ∈H3(Gur
K (2)). where C is an absolute constant. We now finish the proof of Theorem 4.6. Take K ∈T −
K , and let us consider
a quotient Gur
K (2) ։ G such that H1(Gur
K (2)) ≃H1(G). But by Lemma 4.9,
there exists x, y ∈H1(GK(2)) such that x ∪x ∪y ̸= 0 ∈H3
et(XK), and then
not trivial in H3(Gur
K (2)) and finally not trivial in H3(G). Hence, T −
X ⊂D−
X,
and #F−
X −#D−
X ≤E−
X; to conclude, let us recall the well-known estimate:
3 #F−
X = 3
π2 X + O(
√
X). #F−
X = 3
π2 X + O(
√
X). Now, we would like to extend this density estimate. Now, we would like to extend this density estimate. Documenta Mathematica 23 (2018) 1263–1290 4.3.2
The context Let us consider an imaginary quadratic field K = Q(
√
D), D ∈Z<0 square-
free. Let p1, · · · , pk+1 be the odd prime numbers dividing D (we assume D ̸=
−1, −2). Let us write the discriminant discK of K as: discK = p∗
0 · p∗
1 · · · p∗
k+1,
where p∗
0 ∈{1, −4, ±8}. Denote by n the 2-rank of ClK: −if 2 is unramified in K/Q, i.e. p∗
0 = 1, then n = k and V =< p∗
1, · · · , p∗
k >
(K×)2 ⊂K× is the Kummer radical of Kur,2/K; −if 2 is unramified in K/Q, i.e. p∗
0 = 1, then n = k and V =< p∗
1, · · · , p∗
k >
(K×)2 ⊂K× is the Kummer radical of Kur,2/K; −is 2 is ramified in K/Q, i.e. p∗
0 = −4 or ±8, then n = k + 1 and V =<
p∗
1, · · · , p∗
k+1 > (K×)2 ⊂K× is the Kummer radical of Kur,2/K. −is 2 is ramified in K/Q, i.e. p∗
0 = −4 or ±8, then n = k + 1 and V =<
p∗
1, · · · , p∗
k+1 > (K×)2 ⊂K× is the Kummer radical of Kur,2/K. −is 2 is ramified in K/Q, i.e. p∗
0 = −4 or ±8, then n = k + 1 and V =<
p∗
1, · · · , p∗
k+1 > (K×)2 ⊂K× is the Kummer radical of Kur,2/K. Documenta Mathematica 23 (2018) 1263–1290 Documenta Mathematica 23 (2018) 1263–1290 1280 Christian Maire We denote by F = {p∗
1, · · · , p∗
n} the F2-basis of V , where here n = k or k + 1. Lemma 4.10. (i) For p∗̸= q∗∈F, one has: BK(p∗, q∗) = 0 if and only if,
p∗
q
= 1. We denote by F = {p∗
1, · · · , p∗
n} the F2-basis of V , where here n = k or k + 1. Lemma 4.10. (i) For p∗̸= q∗∈F, one has: BK(p∗, q∗) = 0 if and only if,
p∗
q
= 1.
q
(ii)
For
p|D,
put
Dp
:=
D/p∗. Then
for
p∗
∈
F,
one
has:
BK(p∗, p∗) :=
Dp
p
.
q
(ii)
For
p|D,
put
Dp
:=
D/p∗. 4.3.2
The context Then
for
p∗
∈
F,
one
has:
BK(p∗, p∗) :=
Dp
p
.
Proof. Obvious. Proof. Obvious. Proof. Obvious. Hence the matrix of the bilinear form BK in the basis F is a square n × n
Rédei-matrix type MK = (mi,j)i,j, where mi,j =
p∗
i
pj
if i ̸= j,
Dpi
pi
if i = j. mi,j =
p∗
i
pj
if i ̸= j,
Dpi
pi
if i = j. Here as usual, one uses the additive notation (the 1’s are replaced by 0’s and
the −1’s by 1’s). Here as usual, one uses the additive notation (the 1’s are replaced by 0’s and
the −1’s by 1’s). Example 4.11. Take K = Q(√−4 · 3 · 5 · 7 · 13). This quadratic field has a
root discriminant |discK|1/2 ≈73.89, and the 2-rank of GK(2) is actually 4 but
we don’t know if Gur
K (2) is finite or not; see the recent works of Boston and
Wang [2]. Take F = {−3, −5, −7, −13}. Then the Gram matrix of BK in F is: MK =
1
1
1
0
1
1
1
1
0
1
1
1
0
1
1
0
. Hence rk(BK) = 3 and ν(K) ≤4−3
2 = 2.5. By Theorem 5.1, one concludes that
Gur
K (2) has no quotient G of cohomological dimension 2 and 2-rank d2G ≥3. By Corollay 3.5, remark that here one has ν(K) = 2. Hence rk(BK) = 3 and ν(K) ≤4−3
2 = 2.5. By Theorem 5.1, one concludes that
Gur
K (2) has no quotient G of cohomological dimension 2 and 2-rank d2G ≥3. By Corollay 3.5, remark that here one has ν(K) = 2. Unramified 2-Extensions of a Number Field • p1 ≡· · · pk ≡1(mod 4) and pk+1 ≡3(mod 4);
• for 1 ≤i < j ≤k,
pi
pj
= 1;
• for i = 1, · · · , k,
pi
pk+1
= −1 • p1 ≡· · · pk ≡1(mod 4) and pk+1 ≡3(mod 4); • p1 ≡· · · pk ≡1(mod 4) and pk+1 ≡3(mod 4); • for 1 ≤i < j ≤k,
pi
pj
= 1;
• for i = 1, · · · , k,
pi
pk+1
= −1 • for 1 ≤i < j ≤k,
pi
pj
= 1; Put K = Q(√−p1 · · · pk+1). In this case the matrix of the bilinear form BK in
the basis (pi)1≤k is the identity matrix of dimension k × k and, ν(K) = ⌊k
2⌋. Hence, Gur
K (2) has no quotient G of cohomological dimension 2 and of 2-rank
d2G ≥⌊k
2⌋+ 1. xample 4.14. Take 2m + 1 prime numbers p1, · · · , p2m+1, such that Example 4.14. Take 2m + 1 prime numbers p1, · · · , p2m+1, such that • p1 ≡· · · p2m ≡1(mod 4) and p2m+1 ≡3(mod 4); • p1 ≡· · · p2m ≡1(mod 4) and p2m+1 ≡3(mod 4); •
p1
p2
=
p3
p4
= · · · =
p2m−1
p2m
= −1; • for the other indices 1 ≤i < j ≤2m,
pi
pj
= 1; • for the other indices 1 ≤i < j ≤2m,
pi
pj
= 1; • for i = 1, · · · , 2m,
pi
p2m+1
= −1 Put K = Q(√−p1 · · · p2m+1). In this case the bilinear form BK is non-
m
z
}|
{ Put K = Q(√−p1 · · · p2m+1). In this case the bilinear form BK is non-
m
z
}|
{ degenerate and alternating, then isometric to
z
{
H(0)⊥· · · ⊥H(0). Hence, ν(K) =
m, and Gur
K (2) has no quotient of cohomological dimension 2 and of 2-rank at
least m + 1. Documenta Mathematica 23 (2018) 1263–1290 4.3.3
Symmetric bilinear forms. Examples Let us conserve the context of the previous section 4.3.2. Then, thanks to the
quadratic reciprocity law, one gets: Proposition 4.12. The bilinear form BK : V × V →F2 is symmetric, if and
only if, there is at most one prime p ≡3( mod 4) dividing D. Proposition 4.12. The bilinear form BK : V × V →F2 is symmetric, if and
only if, there is at most one prime p ≡3( mod 4) dividing D. Proof. Obvious. Let us give some examples. Let us give some examples. Example 4.13. Take k + 1 prime numbers p1, · · · , pk+1, such that Example 4.13. Take k + 1 prime numbers p1, · · · , pk+1, such that Documenta Mathematica 23 (2018) 1263–1290 1281 Unramified 2-Extensions of a Number Field 4.3.4
Relation with the 4-rank of the class group The study of the 4-rank of the class group of quadratic number fields started
with the work of Rédei [26] (see also [27]). Since, then many authors have
contribued to its extensions, generalizations and applications. Let us cite an
article of Lemmermeyer [20] where one can find a large literature about the
question. See also a paper of Stevenhagen [32], and the work of Gerth [10] and
Fouvry-Klüners [8] concerning the density question. Let us conserve the context and the notations of the section 4.3.2: here K =
Q(
√
D) is an imaginary quadratic field of discrimant discK, D ∈Z<0 square-
free. Denote by {q1, · · · qn+1} the set of prime numbers that ramify in K/Q;
d2ClK = n. Here we can take qi = pi for 1 ≤i ≤n, and qn = pk+1 or qn = 2
following the ramification at 2. Then, consider the Rédei matrix M′
K = (mi,j)i,j
of size (n + 1) × (n + 1) with coefficients in F2, where mi,j =
q∗
i
qj
if i ̸= j,
Dqi
qi
if i = j. 1282 Christian Maire It is not difficult to see that the sum of the rows is zero, hence the rank of M′
K
is smaller than n. Theorem 4.15 (Rédei). Let K be an imaginary quadratic number field. Then
RK,4 = d2ClK −rk(M′
K). Remark 4.16. The strategy of Rédei is to construct for every couple (D1, D2)
"of second kind", a degree 4 cyclic unramified extension of K. Here to be of
second kind means that discK = D1D2, where Di are fundamental discrimi-
nants such that
D1
p2
=
D2
p1
= 1, for every prime pi|Di, i = 1, 2. And
clearly, this condition corresponds exactly to the existence of orthogonal sub-
spaces Wi of the Kummer radical V, i = 1, 2, generated by the p∗
i , for all pi|Di:
BK(W1, W2) = BK(W2, W1) = {0}. Such orthogonal subspaces allow us to con-
struct totally isotropic subspaces. And then, the larger the 4-rank of ClK, the
larger ν(K) must be (as noted by Proposition 3.2 and 3.13). Consider now the matrix M′′
K obtained from M′
K after deleting the last row. Hence, rk(BK) + 1 ≥rk(M′
K) = rk(M′′
K) ≥rk(BK). Remark that in example 4.11, rk(BK) = 3 and rk(M′
K) = 4. But sometimes
one has rk(M′
K) = rk(Bk), as for example: Remark that in example 4.11, rk(BK) = 3 and rk(M′
K) = 4. But sometimes
one has rk(M′
K) = rk(Bk), as for example: (A): when: p0 = 1 (the set of primes pi ≡3(mod 4) is odd); (A): when: p0 = 1 (the set of primes pi ≡3(mod 4) is odd); (B): or, when BK is non-degenerate. (B): or, when BK is non-degenerate. For situation (A), it suffices to note that the sum of the columns is zero (thanks
to the properties of the Legendre symbol). 4.3.4
Relation with the 4-rank of the class group Remark here that MK (which is the Gram matrix of BK) is a submatrix of the
Rédei matrix M′′
K: Rédei matrix M′′
K: M′′
K =
MK
∗
... ∗
Hence, Unramified 2-Extensions of a Number Field Theorem 4.17 (Gerth [10]). The limits lim
X→∞
|An,r,X|
|An,X| and lim
X→∞
|Fn,r,X|
|Fn,X| exist
and are equal. Denote by dn,r this quantity. Then dn,r can be estimated and, d∞,r := lim
n→∞dn,r = 2−r2 Q∞
k=1(1 −2−k)
Qr
k=1(1 −2−k)
. Recall also the following quantities introduced at the beginning of our work: Recall also the following quantities introduced at the beginning of our work: D(d)
n,X := {K ∈Fn,X, Gur
K (2) has no quotient G s.t. cd(G) = 2 & d2(G) ≥d}, and consider the limit: and consider the limit:
(d) D(d)
n
:= lim inf
X→+∞
#D(d)
n,X
#Fn,X
. After combining all our observations, we obtain (see also Corollary i): 8. For n+1
2
≤d ≤n, one has
D(d)
n
≥dn,0 + dn,1 + · · · + dn,2d−n−1. Corollary 4.18. For n+1
2
≤d ≤n, one has Corollary 4.18. For n+1
2
≤d ≤n, one has
D(d)
n
≥dn,0 + dn,1 + · · · + dn,2d−n−1. D(d)
n
≥dn,0 + dn,1 + · · · + dn,2d−n−1. In particular: (i) D(3)
5
≥.33129, D(4)
5
≥.99062, D(5)
5
≥.99999;
(ii) D(4)
6
≥.86718, D(5)
6
≥.99925, D(6)
6
≥1 −5.2 · 10−8; Moreover, for large n, D(2+n/2)
n
≥.99995. Proof. As noted by Gerth in [10], the dominating set in the density compu-
tation is the set An,X of imaginary quadratric number fields K = Q(
√
D)
satisfying (A). But for K in An,X, one has rk(BK) = rk(MK) = n −RK,4. Hence for K ∈An,X,r, by Proposition 3.2 ν(K) ≤n −1
2
n −RK,4
= 1
2
n + RK,4
. Hence Gur
K (2) has no quotient G of cohomological dimension 2 and 2-rank d
when RK,4 < 2d −n. In particular, when 2d −n ≥1, one has D(d)
n
≥dn,0 + dn,1 + · · · + dn,2d−n−1. 4.3.5 From now on we follow the work of Gerth [10]. Recall that we denote by F−
the set of imaginary quadratic number fields, and for 0 ≤r ≤n and X ≥0, F−
X =
K ∈F−, |discK| ≤X
,
Fn,X =
K ∈F−
X, d2ClK = n
,
Fn,r,X =
K ∈Fn,X, RK,4 = r
. Denote also
F−
X =
K ∈F−, |discK| ≤X
, Denote also AX =
K ∈F−
X, satisfying (A)
, AX =
K ∈F−
X, satisfying (A)
,
An,X =
K ∈AX, d2ClK = n
,
An,r,X =
K ∈An,X, RK,4 = r
. One has the following density theorem due to Gerth: An,X =
K ∈AX, d2ClK = n
,
An,r,X =
K ∈An,X, RK,4 = r
. An,X =
K ∈AX, d2ClK = n
,
An,r,X =
K ∈An,X, RK,4 = r
One has the following density theorem due to Gerth: One has the following density theorem due to Gerth: One has the following density theorem due to Gerth: One has the following density theorem due to Gerth: Documenta Mathematica 23 (2018) 1263–1290 Unramified 2-Extensions of a Number Field 1283 Corollary 4.19. For i ≥1, one has: Corollary 4.19. For i ≥1, one has: D[i] ≥d∞,0 + d∞,1 + · · · + d∞,2i−2. In particular, D[1] ≥.28878,
D[2] ≥.99471, and D[3] ≥1 −9.7 · 10−8. Proof. By Fouvry-Klüners [8], the density of imaginary quadratic fields for
which RK,4 = r, is equal to d∞,r. Recall that for K ∈F−, one has rk(BK) ≥
rk(M′
K) −1. Then thanks to Proposition 3.2 and Theorem 4.15, we get ν(K) ≤1
2d2ClK + 1
2 + 1
2RK,4. Putting this fact together with Theorem 4.4, we obtain that Gur
K (2) has no
quotient G of cohomological dimension 2 and 2-rank d2G > 1
2d2ClK+ 1
2 + 1
2RK,4. Then for i ≥1, the proportion of the fields K in D[i] is at least the proportion
of K ∈F−for which RK,4 < 2i −1, hence at least d∞,0 + d∞,1 + · · · + d∞,2i−2
by [8]. To conclude: D[1] ≥d∞,0 ≈.28878 To conclude:
D[1] ≥d∞,0 ≈.28878
D[2] ≥d∞,0 + d∞,1 + d∞,2 ≈.99471
D[3] ≥d∞,0 + d∞,1 + d∞,2 + d∞,3 + d∞,4 ≈1 −9.7 · 10−8. D[2] ≥d∞,0 + d∞,1 + d∞,2 ≈.99471 D[3] ≥d∞,0 + d∞,1 + d∞,2 + d∞,3 + d∞,4 ≈1 −9.7 · 10−8. Unramified 2-Extensions of a Number Field Now one uses the estimates of Gerth in [10], to obtain: (i) D(3)
5
≥d5,0 ≈.33129, D(4)
5
≥d5,0 + d5,1 + d5,2 ≈.99062, D(5)
5
≥d5,0 +
d5,1 + d5,2 + d5,3 + d5,4 ≈.99999, (i) D(3)
5
≥d5,0 ≈.33129, D(4)
5
≥d5,0 + d5,1 + d5,2 ≈.99062, D(5)
5
≥d5,0 +
d5,1 + d5,2 + d5,3 + d5,4 ≈.99999, (ii) D(4)
6
≥d6,0 + d6,1 ≈.86718, D(5)
6
≥d6,0 + d6,1 + d6,2 + d6,3 ≈.99925,
D(6)
6
≥1 −d6,6 ≈1 −5.2 · 10−8, (ii) D(4)
6
≥d6,0 + d6,1 ≈.86718, D(5)
6
≥d6,0 + d6,1 + d6,2 + d6,3 ≈.99925,
D(6)
6
≥1 −d6,6 ≈1 −5.2 · 10−8, Documenta Mathematica 23 (2018) 1263–1290 284
Christian Maire 1284 Christian Maire In the spirit of the Cohen-Lenstra heuristics, the work of Gerth has been im-
proved by Fouvry-Klüners [7], [8]. This work allows us to give a more general
density estimation as announced in the Introduction. Recall D[i]
X := {K ∈FX, Gur
K (2) has no quotient G s.t. cd(G) = 2 & d2G ≥i+d2ClK
2
} and and D[i] := lim inf
X→+∞
#D[i]
X
#F−
X
. Our work allows us to obtain (see Corollary ii): Our work allows us to obtain (see Corollary ii): Corollary 4.19. For i ≥1, one has: 5.1
General result The unramified Fontaine-Mazur at p = 2 has a first evidence just by looking at
the 2-part of the class group and the matrix of the bilinear form BK. Indeed,
one has very easily: Documenta Mathematica 23 (2018) 1263–1290 Documenta Mathematica 23 (2018) 1263–1290 1285 Unramified 2-Extensions of a Number Field Theorem 5.1 (Theorem 3). Let K/Q be a number field. (i) Suppose that the 4-rank of the class group of K is at most 2. Then Con-
jecture 1.1 holds for K (at p = 2). (ii) Suppose K is totally imaginary. Then Gur
K (2) has no uniform quotient of
dimension d > d2ClK −rk(BK). In particular, Conjecture 1.1 holds for
K (and p = 2) when rk(BK) ≥d2ClK −2. Proof. (i) Let G be a non-trivial uniform quotient of Gur
K (2) of dimension d. By class field theory, the group G is FAb, and then by Corollary 2.12 the
dimension of G must verify d ≥3. Then by Proposition 2.15, Gab ։ (Z/4Z)3,
which implies RK,4 ≥3. (ii) If G is a uniform quotient of Gur
K (2) of dimension d then RK,4 ≥d, but by
Proposition 3.13, RK,4 ≤d2ClK −rk(BK). For the second part, recall that as
G must be FAb then d ≥3. Proof. (i) Let G be a non-trivial uniform quotient of Gur
K (2) of dimension d. By class field theory, the group G is FAb, and then by Corollary 2.12 the
dimension of G must verify d ≥3. Then by Proposition 2.15, Gab ։ (Z/4Z)3,
which implies RK,4 ≥3. Proof. (i) Let G be a non-trivial uniform quotient of Gur
K (2) of dimension d. By class field theory, the group G is FAb, and then by Corollary 2.12 the
dimension of G must verify d ≥3. Then by Proposition 2.15, Gab ։ (Z/4Z)3,
which implies RK,4 ≥3. ,
(ii) If G is a uniform quotient of Gur
K (2) of dimension d then RK,4 ≥d, but by
Proposition 3.13, RK,4 ≤d2ClK −rk(BK). For the second part, recall that as
G must be FAb then d ≥3. ,
(ii) If G is a uniform quotient of Gur
K (2) of dimension d then RK,4 ≥d, but by
Proposition 3.13, RK,4 ≤d2ClK −rk(BK). For the second part, recall that as
G must be FAb then d ≥3. Remark 5.2. One of the main draw backs of the bilinear form BK is the appear-
ance of totally isotropic subspaces (following Proposition 3.9 and Proposition
3.10). Here is a situation where such phenomena do not occur. Take a CM-
extension K/k such that (i) the 2-rank of the class group of k in the narrow sense is odd and µK,2 =
{±1}, (ii) the extension K/k is unramified at every prime p|2. 5.2
Climbing in Gur
K (2) Suppose that Gur
K (2) has a non-trivial uniform quotient G of dimension d > 1. Let L/K be the subextension of Kur(2)/K with Galois group G. Consider the
p-central decending series (Gi)i of G, and for i ≥1, denote by Ki the fixed field
by the group Gi. Hence, K2 ⊂K2,el. By Proposition 2.15, Lemma 5.4. One has: ClK2 ։ (Z/8Z)d. In particular, the 8-rank RK2,8 of ClK2 should be at least d. In fact, one can say
a little bit more. Indeed, by Chebotarev’s density theorem there exist prime
ideals p1, · · · , pd of OK such that the Frobenius gi of pi (with an obvious abuse
of notation) in L/K generate G. As G is uniform, the elements g2i−1
1
, . . . , g2i−1
d
generate the subgroups Gi, for all i ≥1. For i = 1, · · · , d, let us choose now
Pi ⊂OK2 a prime ideal of K2 above pi. Then, as pi does not totally split
in K2/K, and thanks to the property of the global Frobenius, we get that the
Frobenius of the primes Pi in L/K2 (or a Gal(K2/K)-conjugate of it) is equal
to g2
i . These Frobenius elements generate the Galois group Gal(L/K2) which
is of p-rank d, and in particular, the class of Pi in ClK2 is of order at least 8 by
Lemma 5.4. This observation is then a new obstruction to test Conjecture 1.1. Let us explain it with an example. Example 5.5. Take K = Q(√−2 · 31 · 41 · 113). Here ClK ≃(Z/4Z)3. The
2-class group ClK of K is generated by the classes of the prime ideals p29,
p823, and p211: by Burnside’s lemma the Frobenius of these elements generate
Gur
K (2) (and then every 2-adic analytic quotient of Gur
K (2)). Note that here
K2 = K(√−31,
√
41,
√
113), and ClK2 ≃(Z/16Z)3×(Z/8Z)2×Z/4Z×(Z/2Z)4. One can also verify that, in ClK2, the class of P29 is of order 16, the class of
P823 is of order 16, and the class of P211 is of order 4. Hence, thanks to the
prime number 211, Conjecture 1.1 holds for K. To finish, let us look at the family of imaginary quadratic fields K for which
ClK ≃(Z/4Z)3. For X ≥0, denote by NX = {K ∈F−
X, ClK ≃(Z/4Z)3}. (ii) the extension K/k is unramified at every prime p|2. (ii) the extension K/k is unramified at every prime p|2. Then there is no totally isotropic subspaces coming from units (see Proposition
3.9). As consequence of Theorem 5.1, one can give some density estimates following
the work of Fouvry-Klueners. Recall also the following quantities introduced
at the beginning of our work: for n, d, X ≥0, denote by F±
X := {K ∈F±, |discK| ≤X},
FM±
X := {K ∈F±
X, Conjecture 1.1 holds for K}, F±
X := {K ∈F±, |discK| ≤X}, and put FM± := lim inf
X→+∞
#FM±
X
#F±
X
. FM± := lim inf
X→+∞
#FM±
X
#F±
X
. This work allows us to give a more general density estimation as announced in
the Introduction. Corollary 5.3. One has FM−≥d∞,0 + d∞,1 + d∞,2 ≈.99471, and FM+ ≥.99929. Proof. It is a consequence of Theorem 5.1, and the work of Fouvry-Klueners [8]. See also [10] for the computation of the densities. Documenta Mathematica 23 (2018) 1263–1290 Documenta Mathematica 23 (2018) 1263–1290 1286 Christian Maire Proof. It is a consequence of the fact that NF/KClF = (ClK)2. Hence, the criteria above the Frobenius will give nothing when the elements
h1, · · · , hs are all trivial in ClK. And this condition is very easy to test thanks
to GP-Pari. As before, take X = 25 ·106; in NX, we find 37 number fields (out
of 459), for which we are guaranteed that the criteria with the Frobenius will
give nothing at the stage F. For the rest, take X = 107; one has |NX| = 120. Now, we use the strategy
developped before. For every class h of ClK/Cl2
K, take a prime ideal p ⊂OK
that corresponds to h (typically the prime having the smallest norm). Then,
we look at the order the Frobenius of P|p in ClF. If this order is less than 4,
then Conjecture 1.1 holds. For 86 of these number fields, the computations
finish, and for 10 of these fields, the strategy concerning the Frobenius holds;
here is the list of these fields (with the prime): (1148984, p211), (1316755, p109), (1466643, p1721), (1934859, p127), (1148984, p211), (1316755, p109), (1466643, p1721), (1934859, p127),
(1972191, p197), (2585464, p43), (3388855, p151), (4200655, p1303),
(7089476, p953), (8139027, p1181). (1972191, p197), (2585464, p43), (3388855, p151), (4200655, p1303),
(7089476, p953), (8139027, p1181). Remark 5.7. It woud be interesting to develop in a systematic way the test im-
plying the Frobenius elements. For example, by studying the action of Gal(F/K)
on ClF. 5.2
Climbing in Gur
K (2) By a result of Koch (see Hajir [13]), one knows that for each K ∈NX, the
pro-2 group Gur
K (2) is infinite. Let us see the different tests for Conjecture 1.1. Denote by F the unramified 2-elementary maximal extension of K. (i) First, let us see the criteria concerning the 8-rank of ClF. When
X
= 25 · 106, we find #NX
= 459, and 7 number fields in NX are
such that RF,8
≤
2 (in fact =
2),
where RF,8 denotes the 8-rank
of the class group of F. Here is the list of these fields:
|discK|
∈
{9384952, 11577476, 13478584, 14524408, 17765944, 20167563, 21799304}. Th
f
th
b
fild
C
j
t
1 1 h ld Then, for these number fields, Conjecture 1.1 holds. Then, for these number fields, Conjecture 1.1 holds. (ii) Now we will test the condition implying the Frobenius. First, remark that
one should exclude quickly some number fields. Let us be more precise. Take a Documenta Mathematica 23 (2018) 1263–1290 Unramified 2-Extensions of a Number Field 1287 set of generators {H1, · · · , Hr} of ClF[4]. One can assume that for i = 1, · · · , s,
the elements Hi are not in (ClF)2, and for i = s+1, · · · , r, the elements Hi are
in (ClF)2. For i = 1, · · · , r, put hi = NF/KHi. Let us make an easy observation: set of generators {H1, · · · , Hr} of ClF[4]. One can assume that for i = 1, · · · , s,
the elements Hi are not in (ClF)2, and for i = s+1, · · · , r, the elements Hi are
in (ClF)2. For i = 1, · · · , r, put hi = NF/KHi. Let us make an easy observation: Proposition 5.6. Suppose that there exists a prime ideal p ∈OK such that
clK(p) ∈ClK −(ClK)2 and clF(P) ∈ClF[4], where P|p, P ⊂OF. Then there
exists i0 ∈{1, · · · , s} such that hi0 ̸= 1. Proof. It is a consequence of the fact that NF/KClF = (ClK)2. Documenta Mathematica 23 (2018) 1263–1290 References [1] F. M. Bleher, T. Chinburg, R. Greenberg, M. Kakde, G. Pappas, M. J. Taylor, Unramified arithmetic Chern-Simons invariants, arxiv 2017,
https://arxiv.org/abs/1705.07110. [2] N. Boston and J. Wang, The 2-class tower of Q(√−5460), arxiv 2017,
https://arxiv.org/pdf/1710.10681.pdf. [3] M. Carlson and T.M. Schlank, The unramified inverse Galois problem
and cohomology rings of totally imaginary number fields, arxiv 2016,
http://front.math.ucdavis.edu/1612.01766. [3] M. Carlson and T.M. Schlank, The unramified inverse Galois problem
and cohomology rings of totally imaginary number fields, arxiv 2016,
http://front.math.ucdavis.edu/1612.01766. [4] J.D. Dixon, M.P.F. Du Sautoy, A. Mann and D. Segal, Analytic
pro-p-groups, Cambridge studies in advances mathematics 61, Cambridge
University Press, 1999. [4] J.D. Dixon, M.P.F. Du Sautoy, A. Mann and D. Segal, Analytic
pro-p-groups, Cambridge studies in advances mathematics 61, Cambridge
University Press, 1999. Documenta Mathematica 23 (2018) 1263–1290 1288 Christian Maire [5] J.-M. Fontaine and B. Mazur, Geometric Galois representations, In
Elliptic curves, modular forms, and Fermat’s last theorem (Hong Kong,
1993), 41–78, Ser. Number Theory, I, Internat. Press, Cambridge, MA,
1995. [6] P. Forré, Strongly free sequences and pro-p-groups of cohomological
dimension 2, J. reine u. angew. Math. 658 (2011), 173-192. [7] E. Fouvry and J. Klüners, Cohen-Lenstra heuristics of quadratic number
fields, Algorithmic number theory, 40–55, Lecture Notes in Comput. Sci.,
4076, Springer, Berlin, 2006. [8] E. Fouvry and J. Klüners, On the 4-rank of the class groups of quadratic
number fields, Invent. Math. 167 (3) (2007), 455-513. [9] J. Gärtner, Mild pro-p-groups with trivial cup-product, Ph.D. thesis,
Heidelberg, 2011. [10] F. Gerth III, The 4-class ranks of quadratic number fields, Invent. Math. 77 (1984), 489-515. [11] G. Gras, Class Field Theory, SMM, Springer, 2003. [12] Haberland, Galois cohomology of algebraic number fields, Deutscher
Verl. der Wiss., Berlin, 1978. [13] F. Hajir, On a theorem of Koch, Pacific J. of Math. 176, 1 (1996), 15-18. [14] F. Hajir and C. Maire, On the invariant factors of class groups in towers
of number fields, Canadian J. Math. 70 (2018), 142-172. [15] M. Knebusch, Specialization of Quadratic and Symmetric Bilinear
Forms, Algebra and Applications 11, Springer, 2010. [16] H. Koch, Galoissche Theorie der p-Erweiterungen, Deutscher Verl. der
Wiss. Berlin, 1970. [17] J. Labute, Mild pro-p-groups and Galois groups of p-extensions of Q, J. reine u. angew. Math. 596 (2006), 155-182. [18] J. Labute and J. Mináˇc, Mild pro-2-groups and 2-extensions of Q with
restricted ramification, J. Algebra 332 (2011), 136-158. [19] M. References Lazard, Groupes analytiques p-adiques, IHES, Publ. Math. 26 (1965),
389-603. [20] F. Lemmermeyer, Higher Descent on Pell Conics I. From Legendre to
Selmer, 2003, https://arxiv.org/pdf/math/0311309.pdf [21] W.J. LeVeque, Topics in Number Theory, Volume II, Addison-Wesley
Publishing Company, Inc, 1956. Documenta Mathematica 23 (2018) 1263–1290 1289 Unramified 2-Extensions of a Number Field [22] A. Lubotzky and A. Mann, Powerful p-groups II. p-adic Analytic
Groups, J. of Algebra 105 (1987), 506-515. Documenta Mathematica 23 (2018) 1263–1290 [23] B. Mazur, Notes on étale cohomology of number fields, Annales Sci.
Ecole Normale Supérieure 6, série 4 (1973), 521-553. [23] B. Mazur, Notes on étale cohomology of number fields, Annales Sci. Ecole Normale Supérieure 6, série 4 (1973), 521-553. [24] J. Neukirch, A. Schmidt and K. Wingberg, Cohomology of Number
Fields, Seconde Edition, GMW 323, Springer-Verlag Berlin Heidelberg,
2008. [25] The PARI Group, PARI/GP version
2.6.1.,http://pari.math.u-bordeaux.fr/. [25] The PARI Group, PARI/GP version
2.6.1.,http://pari.math.u-bordeaux.fr/. [26] L. Rédei, Die Anzahl der durch 4 teilbaren Invarianten der
Klassengruppe eines beliebigen quadratischen Zahlkörpers, Math. Anz. Ungar. Akad. d. Wiss. 49 (1932), 338-363. [27] L. Rédei and H. Reichardt, Die Anzahl der durch vier teilbaren
Invarianten der Klassengruppe eines beliebigen quadratischen
Zahlkörpers (German), J. reine u. angew. Math. 170 (1934), 69-74. [28] A. Schmidt, Rings of integer of type K(π, 1), Documenta Mathematica
12 (2007), 441-471. [29] A. Schmidt, Über Pro-p-Fundamentalgruppen markierter arithmetischer
Kurven, J. reine u. angew. Math. 640 (2010) 203-235. [30] A. Schmidt, On the relation between 2 and ∞in Galois cohomology of
number fields, Compositio Math. 133 (2002), no. 3, 267-288. [31] J.-P. Serre, Topics in Galois Theory, Research Notes in Mathematics,
CRC Press, Taylor & Francis Groups, 1992. [32] P. Stevenhagen, Rédei-matrices and applications, Number theory (Paris,
1992–1993), 245–259, London Math. Soc. Lecture Note Ser., 215,
Cambridge Univ. Press, Cambridge, 1995. [33] P. Symonds and T. Weigel, Cohomology of p-adic analytic groups, in
"New horizons on pro-p-groups", M. du Sautoy, D. Segal, A. Shalev,
Progress in Math. 184, 2000. [34] D. Vogel, On the Galois group of 2-extensions with restricted
ramification, J. reine u. angew. Math. 581 (2005), 117-150. [35] K. Wingberg, On the Fontaine-Mazur conjecture for CM-fields,
Compositio Math. 131 (2002), 341-354. [36] Q. Yue, The generalized Rédei-matrix, Math. Zeit. 261 (2009), 23-37. Documenta Mathematica 23 (2018) 1263–1290 1290 Christian Maire
Laboratoire de Mathématiques
de Besançon (UMR 6623)
Université Bourgogne Franche-Comté
et CNRS
16 route de Gray
25030 Besançon cédex, France
christian.maire@univ-fcomte.fr Christian Maire
Laboratoire de Mathématiques
de Besançon (UMR 6623)
Université Bourgogne Franche-Comté
et CNRS
16 route de Gray
25030 Besançon cédex, France
christian.maire@univ-fcomte.fr
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Development of application-based badminton material teaching media for middle school level PJOK teachers
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Journal of Science and Education
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cc-by-sa
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Journal of Science and Education (JSE)
Vol. 3, No. 2, 2022, 82-93
DOI: 10.56003/jse.v3i2.162
ISSN: 2745-5351
Development of application-based badminton material
teaching media for middle school level PJOK teachers
Ari Wibowo Kurniawan1, Lokananta Teguh Hari Wiguno2, M. Helmy Firman Amrullah3
1,2,3 Physical Education, Health and Recreation, Faculty of Sports Science, Universitas Negeri Malang,
Jl. Semarang No 5, Malang City, East Java Province, Indonesia
E-mail: ari.wibowo.fik@um.ac.id
Received: 27 September 2022
Accepted: 23 November 2022
Published: 12 December 2022 Journal of Science and Education (JSE)
Vol. 3, No. 2, 2022, 82-93
DOI: 10.56003/jse.v3i2.162
ISSN: 2745-5351
Development of application-based badminton material
teaching media for middle school level PJOK teachers
Ari Wibowo Kurniawan1, Lokananta Teguh Hari Wiguno2, M. Helmy Firman Amrullah3
1,2,3 Physical Education, Health and Recreation, Faculty of Sports Science, Universitas Negeri Malang,
Jl. Semarang No 5, Malang City, East Java Province, Indonesia
E-mail: ari.wibowo.fik@um.ac.id
Received: 27 September 2022
Accepted: 23 November 2022
Published: 12 December 2022 Journal of Science and Education (JSE)
Vol. 3, No. 2, 2022, 82-93
DOI: 10.56003/jse.v3i2.162
ISSN: 2745-5351 Ari Wibowo Kurniawan1, Lokananta Teguh Hari Wiguno2, M. Helmy Firman Amrulla
1,2,3 Physical Education, Health and Recreation, Faculty of Sports Science, Universitas Negeri Malang
Jl. Semarang No 5, Malang City, East Java Province, Indonesia
E-mail: ari.wibowo.fik@um.ac.id Abstract: This development research has the goal of developing application-based badminton game learning using the
Java programming language which is used as a supporting tool for learning badminton game material for Middle School
PJOK Teachers in Kediri Regency as well as being a reference and development for further research. This research
method refers to the development research method of Sugiono, which. The test subjects in this study involved 40 SMP
PJOK teachers in Kediri Regency, consisting of 10 teachers involved in the small group trial and 30 teachers involved
in the large group trial. The results of the analysis carried out by experts who have carried out the validity of this
application product, the percentage of learning expert evaluations is obtained, which means it is very valid, the results
of the evaluation of badminton playing experts mean it is very valid, the results of the evaluation of media experts mean
it is very valid. So based on these results, the research product of this badminton material learning application
application was declared "fit for use" for learning badminton game material for junior high school PJOK teachers in
Kediri Regency. Keywords: learning; application media; badminton. How to cite: Kurniawan, A. W., Wiguno, L. T. H., & Amrullah, M. H. F. (2022). Development of
application-based badminton material teaching media for middle school level PJOK teachers. Journal
of
Science
and
Education
(JSE),
3(2):
82-93. https://doi.org/10.56003/jse.v3i2.162 How to cite: Kurniawan, A. W., Wiguno, L. T. H., & Amrullah, M. H. F. (2022). Development of
application-based badminton material teaching media for middle school level PJOK teachers. Journal
of
Science
and
Education
(JSE),
3(2):
82-93. https://doi.org/10.56003/jse.v3i2.162 How to cite: Kurniawan, A. W., Wiguno, L. T. H., & Amrullah, M. H. F. (2022). Development of
application-based badminton material teaching media for middle school level PJOK teachers.
Journal
of
Science
and
Education
(JSE),
3(2):
82-93.
https://doi.org/10.56003/jse.v3i2.162 This is an open access article under CC-BY-SA license. This is an open access article under CC-BY-SA license. INTRODUCTION According to Dasupang & Pane (2017) learning is a process to regulate the environment of students or
students so that they can encourage and create a learning atmosphere for students. Learning is an attempt to
transfer knowledge or information using certain methods in order to achieve the desired goals (Don, et al. 2018). Of course, a systematic learning process must originate from KI-KD in the curriculum. This
expression is in line with Kristin (2016) in his journal which reveals that the process of learning activities
will run and get maximum results if there is a good relationship between students, teachers and the existing
curriculum. Whatever the level of education, of course the learning material delivered must be in accordance
with the KI-KD in the curriculum. There are many levels of education from elementary to university. At the junior high school education
level, for example, there are many subjects including PJOK or physical education which contain a lot of
material, one of which is badminton. According to Yuliansyah, et al (2021) physical education is a learning
activity that focuses on the emotions and movements of students. Badminton is a sport that is very popular
and popular in Indonesia and the lessons taught in physical education subjects in Indonesia (Lismadiana, et
al, 2020). According to Arwih, Fitria & Saifu (2020) badminton is a game that is stiffened by hitting the ball This is an open access article under CC-BY-SA license. This is an open access article under CC-BY-SA license. 82 Kurniawan, Wiguno, & Amrullah – Development of application-based badminton … 83 … 83 83 or shuttlecock using a racket to be able to cross the net with the aim of attacking and positioning the ball so
that it cannot be reached by opposing players. According to Cendra & Gazali (2017) in their research journal
said that the game of badminton is very familiar among students because it has been included in the O2SN
competition. In Permendikbud Number 37 (2018) specifically on badminton material students are required to
master basic competencies and core competencies gradually, starting from class VII given basic badminton
technique material, class VIII material variations on basic badminton techniques, until class IX enters
variations and combinations of badminton games. INTRODUCTION However, PJOK learning activities, especially badminton
material in Kediri Regency, are still not going well and still do not refer to the curriculum because PJOK
teachers still often generalize the provision of badminton material and do not focus on the existing
curriculum so that the learning objectives are not optimally achieved. According to Asro & Muna (2019) the achievement of learning objectives is largely determined by how
the learning process is carried out. In addition to selecting material, the use of media elements in delivering
will also greatly affect the quality of learning (Yanto, 2019). Learning media is anything that is used by
students in providing subject matter to students (Dewi, 2017). According to Kurniawan, et al (2021) the use
of attractive and efficient media will foster students' interest and enthusiasm for learning. This statement is in
line with Maimunah (2016) which states that the use of interesting and not monotonous media will increase
motivation and new stimulation to students. According to Lestari (2018) teachers must innovate themselves
more in honing themselves to utilize technology in order to create a fun and not boring learning atmosphere. The increasingly rapid development of the times in terms of technology followed by the development of the
characteristics of students or students where the need for teaching requires new innovations to improve
innovative ways of learning to adapt technological developments in learning activities according to the
curriculum including physical education lessons (Belmonte, et al. 2019). In this era of globalization, many
new learning media have grown which are more interesting and can be used to facilitate learning activities. Among them is learning media based on Android technology smartphone among students, application
development as teaching media will be very useful and effective (Arista & Kuswanto, 2018). Application
Android is software that can be accessed using smartphone-based Linux that is widely used by people in all
walks of life (Kuswanto & Radiansah, 2018). The more students who have Android smartphones there will
be many opportunities to develop an effective and efficient application-based learning to support learning
activities (Astuti. et al., 2017). According to Herlina & Suherman (2020) innovative learning development
innovations are needed during the Covid-19 to overcome boredom and increase interest in learning and to
achieve learning objectives in PJOK subjects. In previous research conducted by Firlando. INTRODUCTION et al (2020) by creating soccer learning media using a java
at SMPN SMP Ar Risalah Lubuklinggau, the result is an increase in student learning motivation because it
uses learning media that is efficient and can be carried out anywhere and anytime. In previous research,
according to Artanayasa, Dewi & Suwiwa (2018), interactive multimedia applications used in learning basic 84 Journal of Science and Education (JSE), Vol. 3, No. 2, Special Issue 2022, pp. 82-93 84 badminton techniques at Singaraja State Middle School received good marks after being tested on experts
and students so that they can be used as an effective and efficient learning resource. Based on the data from
the needs analysis, learning activities for badminton material in Kediri Regency still use print learning media
and YouTube, and there is no development of effective and efficient application-based interactive learning
developed by teachers in badminton material. Based on the results of initial observations from the collection of needs analysis data for SMP-level
PJOK TEACHER in Kediri Regency conducted by researchers on April 10, 2021 through a direct
questionnaire filled out by 40 PJOK MGMP teachers, the result was that 100% of the teachers had given
badminton material, there was 100% of teachers have provided badminton material using print media such as
books, lesson plans or worksheets, 90% of teachers have provided badminton material using learning media
based on video and powerpoint, 100% of teachers have cellphones or smartphones, 100% of teachers have
never developed teaching media for badminton material based on android application-based learning
development is held android an effective and efficient with a load of badminton game material. And based
on the interviews that the researchers conducted with the Head of the Kediri Regency MGMP, the results
were obtained, namely that there were only 1-2 meetings of badminton material learning in the learning
process which was carried out with field practice but there was a lack of emphasis on basic competencies and
core competencies and there was no development of teaching media applications-based badminton material
android in Kediri Regency. With this problem, the researchers tried to solve the problem by developing learning applications using
Java which contained badminton game material for Middle School PJOK Teachers in Kediri Regency. INTRODUCTION According to Ali (2019) Java is a type of programming language with very rapid development and can be
run in many applications or web-shaped application devices and can be run on many platforms including
using the Android, Windows, and Linux platforms. By using the Android, there are several aspects why this
research is important to do, namely, to make it easier for teachers to convey subject matter and make it easier
for students to understand the material presented both with online and offline. The application also displays
material material for badminton games which are supported by clear images, video and audio and there are
evaluation questions that can be accessed easily. This research has the goal of developing badminton
material learning products containing pictures, material, video (audio-visual) with animations that are made
as attractive as possible so that the objectives of learning badminton material for PJOK Teachers at the
Middle School Level in Kediri Regency can be achieved. METHOD This study refers to the development research steps of Borg & Gall (1983) in Sugiyono (2016) using a
modified procedure as follows (1) Potential & problems, namely analyzing problems by conducting
interviews with the Head of MGMP SMP Kediri Regency, (2) Data collection, namely collecting data called
needs analysis and conducting interviews with PJOK Teachers in Kediri Regency, (3) Product Design is the Kurniawan, Wiguno, & Amrullah – Development of application-based badminton 85 stage of developing an application product that contains badminton material for junior high school students
by taking videos, recording audio, entering material, editing applications and so on, (4) Design validation,
namely the stage of testing the feasibility of the product before testing. In this stage there are 3 experts,
namely Learning Experts, Badminton Game Experts and Media Experts. (5) Design revision, namely the
stage of evaluating and revising the product based on expert input at the validation stage. (6) Product Trial,
namely the product testing stage involving 40 PJOK Teachers of Kediri Regency, divided into 2 groups,
namely 10 teachers in small groups and 30 teachers in large groups. (7) Product revision, namely the final
revision stage from the previous trial stage input. (8) Final Product at this stage the product is ready to be
used by PJOK Teachers in Kediri Regency to provide badminton game material to students. Figure 1. Procedure for Developing Application-Based Badminton Game Learning Media for PJOK
Teachers in Kediri Regency Figure 1. Procedure for Developing Application-Based Badminton Game Learning Media for PJOK
Teachers in Kediri Regency This research obtained qualitative and quantitative data. Qualitative data were obtained through
evaluations of learning experts, badminton game experts, media experts and the results of interviews with the
Head of the MGMP PJOK SMP Kediri Regency and the results of a questionnaire distributed to PJOK
teachers in Kediri Regency. Meanwhile, quantitative data is the result of numerical analysis from product
tests by PJOK teachers in Kediri Regency. The variable used is in the form of learning media for badminton
material in the form of applications with the Java. This Development Research has several data collection instruments including initial observation for
needs analysis in the form of a questionnaire filled out by PJOK Teachers of SMP Kediri Regency, expert
validation questionnaires namely learning experts, media experts, badminton game experts and product
testing. METHOD The technical stages of analyzing the research data are in the form of descriptive statistics technique
for measuring in the process of collecting data uses a Likert, with the aim of measuring the attitudes or views
of individuals or groups towards the phenomena that occur (Sugiyono, 2016). The results of data analysis are
used to improve the product being developed scale instrument Likert has category aspects ranging from very
positive to negative. Table 1. Rating Scale for Positive Statements
No. Explanation
Answers
Positive Score
1. Strongly Agree
A
4
2. Agree
B
3
3. Undecided
C
2
4. Disagree
D
1
Source: Sugiyono (2016) 86 Journal of Science and Education (JSE), Vol. 3, No. 2, Special Issue 2022, pp. 82-93 The formula for data processing is in the form of descriptive quantitative percentage analysis from
Akbar & Sriwiyana (2011), as follows: Description: Description: V
: Validity. TSEV
: Total empirical score of the validator. S-max
: Maximum expected score. 100%
: Constant number. : Total empirical score of the validator. : Maximum expected score. Next according to Akbar & Sriwiyana (2011) to process and conclude the results of the analysis in the
form of percentages so that they are categorized as below: Table 2. Product Quality Criteria
Criteria
Description
Meaning
75.01%-100.00%
Very Valid
Used without revision
50.01%-75.00%
Valid Enough
Used with minor revisions
25.01%-50.00%
Invalid
Cannot be used
00.00% -25.00%
Very Invalid
Forbidden to use
Source: Akbar & Sriwiyana (2011)
RESULTS AND DISCUSSION Source: Akbar & Sriwiyana (2011) RESULTS AND DISCUSSION RESULTS AND DISCUSSION There are seven main contents in this badminton learning application, namely KI-KD, Learning
Materials, Learning Videos, Facilities and Infrastructure, Evaluation Questions, References and Developer
Profile. The entire material and use of the application program have been prepared so that it can be used
effectively and efficiently and is displayed in an attractive design so that learning objectives can be more
easily achieved. Figure 2. Main Display of Application Products Figure 2. Main Display of Application Products Kurniawan, Wiguno, & Amrullah – Development of application-based badminton … … 87 87 The following is a discussion of product development, presentation of data consisting of needs analysis
instruments, expert validation, product trials and product revisions. The following is a discussion of product development, presentation of data consisting of needs analysis
instruments, expert validation, product trials and product revisions. Table 3. Results of Data Analysis of Learning Experts
No. Aspect
%
Category
1. Attractiveness
91%
Very Valid
2. Ease
82%
Very Valid
3. Conformity
100%
Very Valid
4. Accuracy
82%
Very Valid
Validity
87%
Very Valid
Figure 3. Learning Expert Research Diagram
Table 4. Revision from Learning Experts
No. Before Revision
After Revision
1. Learning videos have not been grouped and made
according to KI-KD as a whole. Learning videos are made according to KI-KD
and are presented in more detail. 2. There are no supporting images on the learning
material menu. Learning materials have been added pictures to
facilitate student understanding. 3. There are no examples of motion sequence
material on the class IX learning material menu. Added material for a series of motion variations
on the basic techniques of badminton on the
class IX learning material menu. 4. There are several writing errors on the evaluation
question menu. All text on the evaluation question menu is neat
and written correctly. 91%
82%
100%
82%
87%
0%
20%
40%
60%
80%
100%
Attractiveness
Ease
Conformity
Accuracy
Validity
Learning Expert
Learning Expert Table 4. Revision from Learning Experts
No. Before Revision
After Revision
1. Learning videos have not been grouped and made
according to KI-KD as a whole. Learning videos are made according to KI-KD
and are presented in more detail. 2. There are no supporting images on the learning
material menu. Learning materials have been added pictures to
facilitate student understanding. 3. There are no examples of motion sequence
material on the class IX learning material menu. RESULTS AND DISCUSSION Added material for a series of motion variations
on the basic techniques of badminton on the
class IX learning material menu. 4. There are several writing errors on the evaluation
question menu. All text on the evaluation question menu is neat
and written correctly. The first data is a presentation of quantitative data obtained from the evaluation of learning experts
regarding application products for learning badminton material using the Java for Middle School PJOK
Teachers in Kediri Regency with a level on the attractiveness aspect of 91% which is classified as very valid,
the convenience aspect is 82% classified as very valid, the aspect 100% suitability, which is classified as
very valid and the accuracy aspect of 82%, which is classified as very valid. Based on the results of the data
on all aspects, it can be concluded that the results of the analysis of this product development obtain a
validity of 87% so that it can be interpreted as very valid. 8 Journal of Science and Education (JSE), Vol. 3, No. 2, Special Issue 2022, pp. 82-93 88 Journal of Science and Education (JSE), Vol. 3, No. 2, Special Issue 2022, pp. 82-93 88 Table 5. Results of Badminton Game Expert Data Analysis
No. Aspect
%
Category
1. Clarity
83%
Very Valid
2. Attractiveness
83%
Very Valid
3. Accuracy
92%
Very Valid
Validity
84%
very valid
Figure 4. Badminton game expert assessment diagram
Table 6. Revision of Badminton Experts
No. Before Revision
After Revision
1. The learning video for holding a racket that is
presented is still lacking in detail in its
implementation. The learning video for holding a racket has been
presented correctly and clearly. 2. The learning video for variations of footwork
or footwork has not been presented in detail
from the side of singles and doubles games. The learning video for variations of footsteps or
footwork has been presented correctly and clearly. 3. The backhand learning video is still not quite
right in its implementation. The backhand learning video has been presented
correctly and clearly. 4. The variety of smash strokes is still
incomplete. The smash punch video has been presented
completely and clearly. h
d d
i
h
i
f
i
i
d
b i
d f
h
l
i
f b d i
83%
83%
92%
84%
0%
20%
40%
60%
80%
100%
Clarity
Attractiveness
Accuracy
Validity
Badminton Game Expert
Badminton Game Expert Table 5. Results of Badminton Game Expert Data Analysis
No. Aspect
%
Category
1. Clarity
83%
Very Valid
2. Attractiveness
83%
Very Valid
3. Accuracy
92%
Very Valid
Validity
84%
very valid
Figure 4. Badminton game expert assessment diagram
Table 6. Revision of Badminton Experts
No. Before Revision
After Revision
1. The learning video for holding a racket that is
presented is still lacking in detail in its
implementation. The learning video for holding a racket has been
presented correctly and clearly. 2. The learning video for variations of footwork
or footwork has not been presented in detail
from the side of singles and doubles games. The learning video for variations of footsteps or
footwork has been presented correctly and clearly. 3. The backhand learning video is still not quite
right in its implementation. The backhand learning video has been presented
correctly and clearly. 4. The variety of smash strokes is still
incomplete. The smash punch video has been presented
completely and clearly. 83%
83%
92%
84%
0%
20%
40%
60%
80%
100%
Clarity
Attractiveness
Accuracy
Validity
Badminton Game Expert
Badminton Game Expert Table 6. Revision of Badminton Experts
No. Before Revision
After Revision
1. 88 Journal of Science and Education (JSE), Vol. 3, No. 2, Special Issue 2022, pp. 82-93 The learning video for holding a racket that is
presented is still lacking in detail in its
implementation. The learning video for holding a racket has been
presented correctly and clearly. 2. The learning video for variations of footwork
or footwork has not been presented in detail
from the side of singles and doubles games. The learning video for variations of footsteps or
footwork has been presented correctly and clearly. 3. The backhand learning video is still not quite
right in its implementation. The backhand learning video has been presented
correctly and clearly. 4. The variety of smash strokes is still
incomplete. The smash punch video has been presented
completely and clearly. The second data is the presentation of quantitative data obtained from the evaluation of badminton game
experts regarding product application learning material for badminton using the Java for Middle School
PJOK Teachers in Kediri Regency with an aspect level of clarity of 83% classified as very valid, an aspect of
attractiveness 83% classified as very valid, an aspect of accuracy 92% classified as very valid. Based on the
results of the data on all aspects, it can be concluded that this development product obtains a validity of 84%
so that it can be interpreted as very valid. Table 7. Results of Media Expert Data Analysis
No. Aspect
%
Category
1. Clarity
96%
Very Valid
2. Attractiveness
84%
Very Valid
3. Ease
100%
Very Valid
4. Accuracy
100%
Very Valid
Validity
93%
Very Valid Table 7. Results of Media Expert Data Analysis Kurniawan, Wiguno, & Amrullah – Development of application-based badminton … Figure 5. Media Expert Assessment Diagram
Table 8. Revision from Media Experts
No. Before Revision
After Revision
1. There are no supporting images on the
learning material menu. All infrastructure materials have been added with
pictures to make it easier for students to understand. 88 Journal of Science and Education (JSE), Vol. 3, No. 2, Special Issue 2022, pp. 82-93 96%
84%
100%
100%
93%
0%
20%
40%
60%
80%
100%
Clarity
Attractiveness
Ease
Accuracy
Validity
Media Expert
Media Expert Media Expert 100% After Revision Before Revision The third data is the presentation of quantitative data obtained from the evaluation of media experts
regarding application products for learning badminton material using the Java for Middle School PJOK
Teachers in Kediri Regency with an aspect level of clarity of 96% classified as very valid, the attractiveness
aspect of 84% is classified as very valid, the aspect of convenience is 100 % is classified as very valid and
the accuracy aspect is 100% which is classified as very valid. Based on the results of the data on all aspects,
it can be concluded that this development product obtains a validity of 93% so that it can be interpreted as
very valid. Table 9. Small Group Trial Analysis Results
No. Aspect
%
Category
1. Clarity
79%
Very Valid
2. Attractiveness
79%
Very Valid
3. Ease
79%
Very Valid
4. Accuracy
78%
Very Valid
Validity
79%
Very Valid
Figure 6. Small Group Trial Assessment Diagram
79%
79%
79%
78%
79%
0%
20%
40%
60%
80%
100%
Clarity
Attractiveness
Ease
Accuracy
Validity
Small Group Trial
Small Group Trial Table 9. Small Group Trial Analysis Results Small Group Trial Figure 6. Small Group Trial Assessment Diagram Fourth data is the presentation of quantitative data through 10 SMP PJOK teachers regarding badminton
material learning application products using the Java for SMP PJOK Teachers in Kediri Regency with a
level of clarity of 79% classified as very valid, 79% for attractiveness aspects classified as very valid, 79%
for convenience aspects. classified as very valid and the accuracy aspect of 78% is classified as very valid. ournal of Science and Education (JSE), Vol. 3, No. 2, Special Issue 2022, pp. 82-93 90 Based on the results of the data on all aspects, it can be concluded that this development product obtains a
validity of 79% so that it can be interpreted as very valid. Based on the results of the data on all aspects, it can be concluded that this development product obtains a
validity of 79% so that it can be interpreted as very valid. Table 10. Results of Analysis of Large Group Trials
No. Aspect
%
Category
1. Clarity
83%
Very Valid
2. Attractiveness
84%
Very Valid
3. Ease
83%
Very Valid
4. 88 Journal of Science and Education (JSE), Vol. 3, No. 2, Special Issue 2022, pp. 82-93 Accuracy
83%
Very Valid
Validity
83%
Very Valid
Figure 7. Large Group Trial Assessment Diagram
83%
84%
83%
83%
83%
0%
20%
40%
60%
80%
100%
Clarity
Attractiveness
Ease
Accuracy
Validity
Large Group Trial
Large Group Trial Large Group Trial Figure 7. Large Group Trial Assessment Diagram The fifth data is the presentation of quantitative data through 40 Middle School PJOK Teachers
regarding product application learning material for badminton using the Java for Middle School PJOK
Teachers in Kediri Regency with an aspect level of clarity 83% classified as very valid, 84% for
attractiveness aspects classified as very valid, 83% for convenience aspects classified as very valid and the
accuracy aspect of 83% was classified as very valid. Based on the results of the data on all aspects, it can be
concluded that this development product obtains a validity of 83% so that it can be interpreted as very valid. The overall suggestions from each expert on application products have been improved to make the product
even more perfect. The final product of this research is learning media in the form of an application using Java which
contains badminton game material for PJOK Teachers at SMP Kediri Regency. According to Arliando,
Sallaby & Utami (2015) in his journal said that Java is a programming language commonly used in making
applications that can be accessed using smartphones android with functions including so that the display is
more attractive. According to Irsan (2015) library in Java is very diverse and complete, which has been
provided and contains a collection of programs to facilitate the process of making the product the
programmer wants. Java is a basic level coding language but can produce attractive and attractive application
results according to the programmer's wishes (Nugroho & Rusli, 2017). According to Chotimah (2018) in his
journal states that a media or learning device that is packaged in an interesting and varied way really helps
students understand the material. Based on the data from the needs analysis, among others, it was stated that
100% of teachers agreed that if effective and efficient badminton learning media were developed, of course Kurniawan, Wiguno, & Amrullah – Development of application-based badminton 91 … 91 this would be in line with the existence of Java which were arranged with effective material coverage and an
attractive appearance to achieve learning objectives. 88 Journal of Science and Education (JSE), Vol. 3, No. 2, Special Issue 2022, pp. 82-93 Applications android as learning support has the potential to succeed in seeing the increasingly
widespread use of android smartphones in junior high school students. The use of interesting learning media
will certainly provide a positive stimulus to students in participating in learning activities (Karo & Rohani,
2018). Sourced from expert validation data and trials that the badminton material learning application
products that have been developed by researchers have very valid results in product attractiveness. The game of badminton is very popular with the community and can be played by anyone (Majid, et al. 2021) The game of badminton is a game that requires a very complex combination of movements, starting
from holding a racket, hitting the ball, moving your feet, to producing a punch that can kill the opponent's
defense (Mauludy & Sartono, 2017). According to Sholeh (2017) badminton is a game played by hitting the
shuttlecock to the opponent's area. Badminton is one of the many PJOK materials contained in the
curriculum from elementary to high school with certain learning stages (Sukarini, 2020). In Permendikbud
Number 37 (2018) specifically on badminton material students are required to master basic competencies
and core competencies gradually, starting from class VII who is given basic badminton technique material,
class VIII material variations on basic badminton techniques, until class IX enters variations and
combinations of badminton games. Based on expert validation data, product testing and revision, it is
obtained from research data that the scope of material in learning applications has very valid accuracy
results. There are several menus and material content displayed in the form of images, text to learning videos
that are presented as attractively as possible in this application. According to Yudianto (2017) videos can
help direct students' concentration and attention. According to Kamlin & Keong (2020) video media really
helps students understand learning material because the understanding process becomes easier with the right
display and interesting material. Based on research data from experts and trials, the results show that the
presentation of video material has a very valid level of accuracy and attractiveness. The results of developing
application-based badminton teaching media products using the Java programming language for SMP PJOK
TEACHER, Kediri Regency have gone through several revision stages to obtain product results that are very
valid and feasible to use. REFERENCES Akbar, S. & Sriwiyana, H. (2011). Pengembangan Kurikulum dan PembelajaranIlmu Pengetahuan (IPS). Yogyakarta: Cipta Media. Ali, A. F . (2019). Rancang Bangun Aplikasi Penjualan Barang Berbasis Java Programimming. Jurnal
SIMTIKA, 2(1), 8–17. Arista, F. S & Kuswanto, H. (2018). Virtual Physics Laboratory Aplication Based On The Android
Smartphone To Improve Learning Independence And ConceptualsUnderstanding. International
Journal Of Instruction, 11(1), 1-16. Arliando, Y., Sallaby, A. F., & Utami, F. H. (2015). Aplikasi Widget Berbasis Java. Jurnal Media Infotama,
11(2), 171–180. Artanayasa, I. W., Dewi, N. L. A. M., & Suwiwa, I. G. 2018. Pengembangan Multimedia Interaktif Teknik
Dasar Bulutangkis pada Mata Pelajaran Pendidikan Jasmani Olahraga Dan Kesehatan. Jurnal
Pendidikan Jasmani, Kesehatan dan Rekreasi Pendidikan Jasmani, 8(2), 37-44. Arwih, M. Z., Fitria, N,. & Saifu. (2020). Studi Analisis Keterampilan Teknik Dasar Permainan Bulutangkis
pada Siswa Putra Peserta Ekstrakulikuler SMPN 3 Kapontri. Jurnal Penelitian Ilmu Keolahragaan,
1(1), 35–47. Asro, M. K & Muna, N. (2019). Pengaruh Kompetensi Pedagogik Guru Dan Pemanfaatan Media
Pembelajaran Terhadap Hasil Belajar Fiqih Di MA Darussalam Krempyang Nganjuk. Jurnal
Intelektual: Jurnal Pendidikan dan Studi Keislaman, 9(2), 217–228. Astuti, I. A. D., Sumarni, A. R & Saraswati, L. D. (2017). Pengembangan Media Pembelajaran Mobile
Learning Berbasis Android Pada Materi Sifat Koligatif Larutan. JRPK: Jurnal Riset Pendidikan Kimia
7(2):160–67. Belmonte, J. L. (2019). Academic Effects Of The Use Of Flipped Learning In Physical Education. International Journal Of Evironmental Research an Public Health, 17(2), 2-14. Borg, W. R & Gall, J. P. (1983). Educational Research. An Introduction: New York and London. Longman
Inc. Cendra, R. & Gazali, N. (2017). Pelatihan Shuttle Time Bulutangkis Di Sd Negeri 91 Pekanbaru. Jurnal
Pengabdian Kepada Masyarakat 23(2):305. Chotimah, I., Oktaviani, S., & Madjid, A. (2018). Evaluasi Program Tb Paru Di Puskesmas Belong Kota
Bogor Tahun 2018. Jurnal Kesehatan Masyarakat, 1(2), 87–95. Dasupang, M. D. & Pane, A. (2017). Belajar dan Pembelajaran. Jurnal Kajian Ilu Keislaman, 3(2):33–52. Dewi, K. (2017). Pentingnya Media Pembelajaran Untuk Anak Usia Dini.” Raudhatul Athfal: Jurnal
Pendidikan Islam Anak Usia Dini 1(1):81–96. Don, A. D. (2018). Learning Aplication Of Lampung Language Based On Multimedia Software. International Journal of Engineering & Technology, 7(2), 175-181. Firlando, R., Frima, R & Sunardi, L. (2020). Aplikasi Pembelajaran Teknik Dasar Sepak Bola Berbasis
Android. Jurnal Teknologi Informasi Mura. 12(02), 166-172. Herlina & Suherman M. (2020). Potensi Pembelajaran PJOK Ditengah Pandemi Corona Di Sekolah Dasar. Journal Sport Sciense And Physycal Education, 8(1) 1-7. Irsan, M. (2015). CONCLUSION The results of research on the development of teaching media for application-based badminton materials
with Java programming can be stated to have clarity, convenience, attractiveness, suitability and accuracy
which are very valid according to the results of validation by several experts and product testing by PJOK
teachers at SMP Kediri Regency. Thus this application product is suitable for use in badminton learning
activities. 92 Journal of Science and Education (JSE), Vol. 3, No. 2, Special Issue 2022, pp. 82-93 REFERENCES Rancang bangun aplikasi mobile notifikasi berbasis android untuk mendukung kinerja di
instansi pemerintahan. JustIN (Jurnal Sistem dan Teknologi Informasi), 3(1), 115-120. Kamlin, M. B., & Keong, T. C. (2020). Adaptasi Video dalam Pengajaran dan Pembelajaran Abstrak
Adopting Video in Teaching and Learning Abstract Pengenalan Tinjauan Literatur Teori Kognitif
Pembelajaran Multimedia Mayer. Malaysian Journal of Social Sciences and Humanities (MJSSH), Kurniawan, Wiguno, & Amrullah – Development of application-based badminton … 93 5(10), 105–112. Karo, I. R. K. & Rohani . (2018). Manfaat Media dalam Pembelajaran. Axiom, 91–96. 5(10), 105–112. (
),
Karo, I. R. K. & Rohani . (2018). Manfaat Media dalam Pembelajaran. Axiom, 91–96. Karo, I. R. K. & Rohani . (2018). Manfaat Media dalam Pembelajaran. Axiom, 91–96. Kristin, F. (2016). Analisis Model Pembelajaran Discovery Learning Dalam Meningkatkan Hasil Belajar
Ipa-Biologi. Jurnal Pendidikan Dasar Perkhasa, 2(2). Kurniawan, A, W. (2021). Pengembangan Perangkat Pembelajaran Gerak Dasar Lari Berbasis Articulate
Storyline. Journal Sport Science and Health, 3(4), 108-191. Kurniawan, R., Kurniawan, A. W., & Wijaya, D. (2021). Students’ interest in physical education learning:
Analysis of internal and external factors. Journal Sport Area, 6(3), 385-393. Kuswanto, J. & Radiansah F. (2018). Media Pembelajaran Berbasis Android Pada Mata Pelajaran Sistem
Operasi Jaringan Kelas XI. Jurnal Media Infotama, 14(1). Lestari, I. D. (2018). Peranan Guru Dalam Penggunaan Media Pembelajaran Berbasis Information And
Communication Technology (ICT) Di SDN RRI Cisalak.Jurnal SAP, 3(2):137–42. Lismadiana, L., Nanda, F. A & Prabandaru, R. D. (2020). Problem-Based Learning Approach To Improve
Service Skills Of Badminton In Physical Education Learning. International Journal Of Education and
Learning, 2(1), 14-24. Maimunah. (2016). Metode Penggunaan Media Pembelajaran. Al-Afkar : Jurnal Keislaman & Peradaban
5(1). Majid, R. F., Julianti, R. R., & Iqbal, R. (2021). Tingkat Pengetahuan Siswa Tentang Permainan Bulutangkis
Kelas VIII di SMP Negeri 1 Telukjambe Barat Kabupaten Karawang. Jurnal Ilmiah Wahana
Pendidikan, 7(6), 217-225. Mauludy, N. G., & Sartono, H. (2017). Hubungan Koordinasi Mata Dan Tangan Dengan Hasil Pukulan
Drive Dalam Permainan Bulutangkis. Jurnal Kepelatihan Olahraga, 9(1), 64–71. Nugroho, A & Rusli, M. (2017). Development Of Multimedia Interactive Computer-Based Learning: Case
Studies In The Learning Of Logic. International Journal Of Computer Aplication, 176(8), 8-14. Permendikbud RI Nomor 37 Tahun 2018 Tentang Perubahan Atas Peraturan Menteri Pendidikan Dan
Kebudayaan Nomor 24 Tahun 2016 Tentang Kompetensi Inti Dan Kompetensi Dasar Pelajaran Pada
Kurikulum 2013 Pada Pendidikan Dasar Dan Pendidikan Menengah. JDIH Kemendikbud , 1–527. Sholeh, M. (2018). Yuliansyah, A., & Ayu, M. (2021). The implementation of project-based assignment in online learning
during covid-19. Journal of English Language Teaching and Learning, 2(1), 32-38. REFERENCES Hubungan Antara Kekuatan Otot Lengan, Dengan Kemampuan Long Service Dalam
Permainan Bulutangkis Pada Pemain Pembinaan Prestasi Bulutangkis Utp Surakarta Tahun 2017. Jurnal Ilmiah PENJAS, 4(1), 68–78. Sugiyono. (2016). Metode Penelitian Manajemen. Alfabeta. Sukarini, N. N. (2020). Meningkatkan Hasil Belajar Pendidikan Jasmani Olahraga dan Kesehatan (PJOK)
Materi Permainan Bola Basket melalui Penerapan Model Pembelajaran Problem Based Learning. Journal of Education Action Research, 4(3), 371–377. Syamsudin, A. (2020). Analisis Kesalahan Coding Pemrograman Java Pada Matakuliah Algoritma
Pemrograman
Mahasiswa
Tadris
Matematika
Iain
Kediri. Factor
M,
2(2),
102–114. https://doi.org/10.30762/f_m.v2i2.1711 Yanto, D. T. P. (2019). Praktikalitas Media Pembelajaran Interaktif Pada Proses Pembelajaran Rangkaian
Listrik. INVOTEK: Jurnal Inovasi Vokasional Dan Teknologi 19(1):75–82. Yudianto, A. (2017). Penerapan Video Sebagai Media Pembelajaran. Seminar Nasional Pendidikan 2017,
234–237. Yuliansyah, A., & Ayu, M. (2021). The implementation of project-based assignment in online learning
during covid-19. Journal of English Language Teaching and Learning, 2(1), 32-38.
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https://zenodo.org/records/6822674/files/D3.4%20Empowering%20children_FINAL.pdf
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Empowering children: childcare services in a rights-based comparative perspective
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Zenodo (CERN European Organization for Nuclear Research)
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cc-by
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Empowering children: childcare
services in a rights-based
comparative perspective
Authors
Leonie Westhoff
Francesco Corti
Izabela Grabowska
Cinzia Alcidi
Agnieszka Chłoń-Domińczak
EuSocialCit working paper
July 2022
This project has received funding from the European Union’s Horizon 2020
research and innovation programme under grant agreement No 870978 This working paper is published as part of the EuSocialCit project, which has
received funding from the European Commission’s Horizon 2020 Research and
Innovation programme under Grant Agreement No 870978. This publication reflects the authors’ view only. The European Commission is not
responsible for any use that may be made of the information it contains. Westhoff, L., Corti, F., Grabowska, I., Alcidi, C., Chłoń-Domińczak, A. (2022),
Empowering children: childcare services in a rights-based comparative
perspective, EuSocialCit Working Paper, July 2022. Doi: 10.5281/zenodo.6822674. Leonie Westhoff is Associate Researcher in the Jobs & Skills Unit at CEPS. Francesco
Corti is Postdoctoral researcher at University of Milan. Izabela Grabowska is
Assistant Professor at the Warsaw School of Economics. Cinzia Alcidi is Director of
Research, Head of the Economic Policy and Jobs & Skills Unit at CEPS. Agnieszka
Chlon-Dominczak is the head of the Institute of Statistics and Demography at the
Warsaw School of Economics. This publication is licensed under the Creative Commons CC BY-NC. This
information may be freely used, copied and adapted, provided that the source is acknowledged. inform Keywords: Childcare, European Union, Social Investment Summary This paper analyses early childhood education and care policy in Italy, Germany and Poland. Drawing
on the capability approach and building on the power resources analytical framework, it maps policy
design features in these three countries. Although the three childcare regimes fall under the umbrella
of ‘familialism’, they exhibit some important differences. The paper finds that legal entitlement alone,
which only exists in Germany, is not a necessary or sufficient condition to guarantee access for all
children. In addition, it appears that similar funding structures do not affect all children and their
families equally and quality of services can vary significantly. Instrumental resources, which are
expected to help families to access childcare and reduce informational barriers to take-up, are
underdeveloped in the three countries. Where they do exist, it is at local level. Finally, enforcement
resources, that is, legal channels for individuals to claim their entitlement to childcare, only exist in
Germany, where children have the legal entitlement, and seem to provide families with additional
leverage in claiming a childcare place. Besides the specific results, the paper provides an original analytical grid that for a broader assessment
of childcare policies. Keywords: Childcare, European Union, Social Investment Keywords: Childcare, European Union, Social Investment 3 3 14 July 2022 Deliverable 3.4 - Empowering children: childcare services in a
rights-based comparative perspective
Project name
The Future of European Social Citizenship
Project acronym
EuSocialCit
Grant Agreement ID
870978
Deliverable number
D3.4
Lead partner
CEPS
Work package
EuSocialCit is an interdisciplinary research project aiming to support the
EU in strengthening social rights and European social citizenship. It
evaluates the current state of social rights in Europe and their
relationship to social inequalities, gender inequalities, poverty, and
precariousness, and diagnoses the shortcomings of current policies and
institutions at the level of individual countries and the EU. The EuSocialCit project focuses on three domains in which social rights
are important: the empowerment of citizens (e.g. education and
activation), fair working conditions, and social inclusion. Each of these
domains are respectively studied as part of WP3, WP4 and WP5. This report is produced as part of WP3, which is entitled Empowerment
through social investment. WP3 focuses on social rights that are
associated with the aspiration of empowerment: rights that enable
citizens not only to fully share in the social heritage, but also to further
develop this heritage (Marshall, 1950). Summary Hence, WP3 examines policies
that are commonly captured by the notion of social investment. Web address
For more information about the EuSocialCit project, please visit
www.eusocialcit.eu. EuSocialCit’s output can also be found in its
community on Zenodo: https://zenodo.org/communities/eusocialcit. The EuSocialCit project focuses on three domains in which social rights
are important: the empowerment of citizens (e.g. education and
activation), fair working conditions, and social inclusion. Each of these
domains are respectively studied as part of WP3, WP4 and WP5. This report is produced as part of WP3, which is entitled Empowerment
through social investment. WP3 focuses on social rights that are
associated with the aspiration of empowerment: rights that enable
citizens not only to fully share in the social heritage, but also to further
develop this heritage (Marshall, 1950). Hence, WP3 examines policies
that are commonly captured by the notion of social investment. For more information about the EuSocialCit project, please visit
www.eusocialcit.eu. EuSocialCit’s output can also be found in its
community on Zenodo: https://zenodo.org/communities/eusocialcit. 1. Introduction Over the past three decades, the notion of ‘social investment’ has gained purchase as a novel welfare
policy compass to address economic and social change in the 21st century. Its key objective is to
provide a mix of policies that empower individuals and societies to respond to the changing nature of
post-industrial social risks and labour markets. While policymakers at both national and European
level became increasingly interested in ‘social investment’ from the mid-1990s (Hemerijck and Corti,
2022), the pandemic crisis has further strengthened the demand not only for inclusive income support
policies but also for (gendered) life-course transition and human capital-enhancing policies (Hemerijck
and Huguenot-Noël, 2022). With social investment gaining increasing political attention, the academic
focus in comparative welfare state research predictably shifted from explaining change-resistant
welfare states (Pierson, 1994, 1998) towards a better understanding of how welfare states do change
over time (Ferrera Hemerijck, 2003; Ferrera, Hemerijck, Rhodes, 2000). Understanding trajectories of
welfare recalibration became thus a key object of investigation. In our first EuSocialCit deliverable (see Baiocco et al., 2021) we attempted to identify social investment
strategies across EU countries and explain their evolution between 2004 and 2018, namely before,
during and after the global financial crisis. By using cluster analysis on expenditure variables, we
identified different groups of countries that have diversified over time in a progressively complex way. Since the financial crisis, three main strategies have emerged in Europe. They do not overlap with
canonical welfare state models, nor have a clear-cut geographical connotation. The strategies are
distinct because of different levels of overall expenditure in social investment but also different
degrees of life-course orientation. A first group of countries, including continental and Scandinavian
welfare states, is characterised by what we called a ‘balanced strategy’, that is, high spending on all
main social investment areas, with comparatively higher spending on family policies, in particular on
childcare services. A second group of countries, including mostly centre-eastern European welfare
states, Spain and Greece, which we call a ‘bent strategy’, is characterised by a medium to low overall
expenditure in social investment policies with a particularly high spending in early life-course stage,
especially through in-cash parental leaves. Table of contents 1. INTRODUCTION .................................................................................................................... 6
2. THE CAPABILITY APPROACH AND A RIGHTS-BASED APPROACH TO CHILDCARE POLICIES ......... 9
3. CASE SELECTION AND METHODOLOGICAL APPROACH ......................................................... 15
4. RESULTS ............................................................................................................................. 18
4.1. ECEC IN GERMANY ......................................................................................................................... 18
4.2. ECEC IN ITALY ................................................................................................................................ 24
4.3. ECEC IN POLAND ............................................................................................................................ 28
CONCLUSION ............................................................................................................................. 33
APPENDIX – COUNTRY SHEETS ................................................................................................... 37
A1 ECEC IN ITALY ..................................................................................................................................... 37
A2 ECEC IN GERMANY ............................................................................................................................... 44
A3 ECEC IN POLAND ................................................................................................................................. 56
REFERENCES .............................................................................................................................. 68 5 5 14 July 2022 1. Introduction 1. Introduction Finally, a third group of countries, including Italy, Cyprus,
Portugal and Ireland, which we call a ‘basic strategy’, is characterised by an overall low-medium to
low spending on social investment policies, with higher spending on later life-course stage, especially
university and compulsory education, and low expenditure in family policies. 6
14 July 2022 6 14 July 2022 One of the key findings of our previous working paper is how the role of policies for early life stages,
namely child and family policies, defines social investment strategies. This is not surprising, as the
lynchpin of the new social investment paradigm is the idea of work-family life course (Kuitto, 2016),
which requires state intervention over the life course to break the cycle of disadvantage and to smooth
life transitions by facilitating women’s participation in the economy. An abundant scholarship
demonstrates the benefits of early childhood education and care for children, families and society. Investment in children is thought to lead to long-term benefits for children by enhancing their human
capital and learning outcomes, as well as their longer-term social and labour market prospects (Van
Lancker and Ghysels, 2016). The first three years of life indeed represent a phase of particular
sensitivity in which the possibilities for the acquisition of fundamental skills are maximised (Cavioni
and Zanetti, 2015). As such, the quality of care and education has strong preventive implications for
later life, because it allows the neuro-psychological system of a child to better structure itself, in
cognitive but also socio-emotional and relational terms, developing children’s (skills) resilience (Del
Boca et al., 2020; Cefai et al., 2015; Harbach, 2019). Studies by James Heckman and his collaborators
(Heckman, 2006; Heckman and Masterov, 2007) have shown that investment (by families and the
education system) in the very first years of life is crucial for individual cognitive development. At the same time, a wide literature has provided empirical evidence of how increasing the supply of
public places in early childhood education and care (ECEC) services, which reduces the childcare costs
borne by families, has a positive impact on the participation of mothers in the labour market
(Morrissey, 2017). In particular, the literature shows that it is usually mothers with a lower level of
education that benefit the most from the provision of public childcare services, with positive
externalities in terms of social integration and the reduction of poverty (Alleanza per l’Infanzia, 2020). 1. Introduction Other studies have shown the positive impact of early childhood investment on society overall, where
enrolment in childcare and pre-primary school has an impact in terms of occupation and salaries. Non-
cognitive skills acquired at an early age are remunerated in the labour market (Bennett, 2008; Duncan
and Te One, 2012). At the same time, a wide literature has provided empirical evidence of how increasing the supply of
public places in early childhood education and care (ECEC) services, which reduces the childcare costs
borne by families, has a positive impact on the participation of mothers in the labour market
(Morrissey, 2017). In particular, the literature shows that it is usually mothers with a lower level of
education that benefit the most from the provision of public childcare services, with positive
externalities in terms of social integration and the reduction of poverty (Alleanza per l’Infanzia, 2020). externalities in terms of social integration and the reduction of poverty (Alleanza per l’Infanzia, 2020). Other studies have shown the positive impact of early childhood investment on society overall, where
enrolment in childcare and pre-primary school has an impact in terms of occupation and salaries. Non-
cognitive skills acquired at an early age are remunerated in the labour market (Bennett, 2008; Duncan
and Te One, 2012). An in-depth analysis of ECEC policy is therefore key from a social investment perspective. This is
certainly not a novelty. As illustrated above, there are plenty of studies that investigate the impact of
childcare attendance on children’s educational attainment, female employment, and other societal
outcomes. Similarly, the political science literature has broadly investigated the politics behind the
introduction of childcare policies over time (Häusermann, 2018; Blome, 2017). Yet what is missing in
the literature is a comparative analysis of early childhood and education services from a capability
perspective, that is, by looking at how different institutional settings impact on the concrete potential
for children to enhance their capabilities by attending childcare. 7 7 7
14 July 2022 14 July 2022 While in the first EuSocialCit deliverable we briefly sketched institutional variation in early childhood
education and care policy, the aim of this working paper is to examine the institutional features of
these social investment policies in detail. To analyse cross-country variation, we take insights from the
traditional defamilialisation (Leitner, 2003; Saraceno, 2016; Korpi, 2000) and degenderisation
(Saxonberg, 2013; Kurowska, 2018) approaches to child and family policies. 2. The capability approach and a rights-based approach to
childcare policies Based on increasing empirical evidence, childcare policy has undergone rapid change and expansion
in many European countries since the 1990s, with the dual ambition of increasing investment in
children and furthering work-care reconciliation, particularly for mothers. Simultaneously, substantial
advancements and improvements in childcare policies were further incentivised by the changing legal
landscape, notably at the EU level1, with the emergence of non-discrimination and equal rights’ cases
that obliged employers to accommodate workers’ care obligations (Yerkes and Javornik, 2019). Accordingly, scholarly attention has focused on developing analytical frameworks and tools for
categorising different models of childcare policy across countries. Most prominently, the literature on
(de)familialisation (e.g. Leitner, 2003; Saraceno, 2016) has focused on the extent to which individuals’
welfare is dependent on their family and, conversely, the extent to which families are responsible for
providing welfare to other family members. Key policy dimensions examined in this field include the
provision of parental leave, formal childcare and care provision for the elderly (Leitner, 2003). Parts
of this literature have also explicitly focused on degenderisation as an analytical lens, examining to
what extent policy provisions reinforce gender divisions in society, including the division of labour and
care (Saxonberg, 2013). While the familialism perspective is a valuable tool for comparative childcare policy analysis, it tends
to focus on the family unit, particularly parents, and on the description of policy design. Conversely,
less attention has been paid to children and their personal development. To this end, we use an
alternative but increasingly applied analytical approach to childcare policy: the capability approach,
originally developed by Sen (1992). The central aim of the capability approach is to assess what
individuals are effectively able to achieve in life (their ‘capabilities’), depending on the outcomes (or
‘functionings’) they value, and to remove obstacles to enable them to achieve these ends (Yerkes and
Javornik, 2019; Gladstone et al., 2021). The capability approach does not define a specific outcome as
desirable, but argues for enabling individuals to access a plurality of options depending on what they
most value (Yerkes and Javornik, 2019). In this context, a range of individual, institutional and society
dimensions may influence the capabilities individuals are able to achieve (Hobson, 2018). The
capability approach is not to be considered as a contrast to the literature on defamilialisation and
degenderisation, but rather as a valuable tool for refining this (Kurowska, 2018). 1. Introduction Contrary to traditional
literature that looked at childcare policies from a family or female perspective, however, we are
principally interested in comparing different welfare regimes based on the extent to which they
improve children’s capabilities, that is, whether they are accessible, available, adequate, and quality
systems. To do so, we look at childcare policies from a rights-based perspective. Since children cannot
directly claim for their dues, a rights-based approach to childcare policies means looking at the
resources provided to parents and carers to claim for and help their children access high-quality
childcare facilities that contribute to the enhancement of their capabilities. Comparing childcare
regimes from a rights-based perspective can thus be an original and useful viewpoint from which to
understand which resources are concretely provided to parents and carers and ultimately which
capabilities the children can benefit from. The rest of the paper is organised as follows: section 2 illustrates our rights-based approach and sets
out the main elements of the analytical grid. Section 3 presents the case selection and the
methodology used for the analysis. Section 4 presents the results for Italy, Germany and Poland. Section 5 concludes. 8 8 14 July 2022 1 Three recommendations are particularly relevant: the 2013 Council Recommendation on Investing in children:
breaking the cycle of disadvantage; the 2019 Council Recommendation on High-Quality Early Childhood
Education and Care Systems; and the 2021 Council Recommendation establishing a European Child Guarantee. 2. The capability approach and a rights-based approach to
childcare policies In particular, it allows 1 Three recommendations are particularly relevant: the 2013 Council Recommendation on Investing in children:
breaking the cycle of disadvantage; the 2019 Council Recommendation on High-Quality Early Childhood
Education and Care Systems; and the 2021 Council Recommendation establishing a European Child Guarantee. 9 9
14 July 2022 14 July 2022 the perspectives of children to be taken into account more thoroughly, and to distinguish between
policy regimes based on how these strengthen children’s concrete capabilities (Hobson, 2018;
Kurowska, 2018). As stressed above, to analytically study childcare regimes and how they enhance, in principle,
children’s capabilities, we adopt a rights-based approach. Building on Vandenbroucke et al. (2021),
we define rights as a bundle of power resources that confer to individuals the possibility of obtaining
conformity from other individuals (horizontal power) and from public authorities (vertical power). Applying the power resources framework to childcare policies might not appear appropriate at first
sight. Children do not and cannot claim for something. It is their parents or carers who, both as
workers and representatives of the interests of their children, mobilise for childcare policies. Similarly,
the public administration does not interact with young children, but rather with parents. In this
respect, one might say that parents are ultimately empowered and provided with resources to claim
for childcare services. Yet capabilities are developed by children and the fact that parents can claim
for a childcare service that is free of charge or not, that is guaranteed from the age of 1 or not, that is
provided part-time or full-time, that is subject to high-standard educational guidelines or not,
ultimately affects the capabilities of children. This is why adopting the lenses of the power resources
approach, zooming in on what parents or carers can claim for, is an original and interesting analytical
angle to identify variation in childcare policies across countries and ultimately to understand how this
can affect children’s capabilities. The traditional power resource theory (Korpi, 1974) has concentrated mainly on the vertical upward
dynamic, which led from individual discontent to collective mobilisation to the evolution of the various
welfare regimes and the outputs (benefits and services) and outcomes they have generated
(dependent variables). Yet the power resource theory has largely ignored the vertical downward
dynamic leading from the formal institution of social rights (macro level) to the concrete improvement
of life chances and relational power at the individual (micro) level. 2. The capability approach and a rights-based approach to
childcare policies Vandenbroucke et al. (2021) argue
that the presence of institutionalised social rights (their content and production), despite being a
necessary condition, is not sufficient for the real improvement of people’s life chances. Indeed, what
counts is the effective access of individuals to their rights, which the norm itself, however, cannot
guarantee. The concrete access to a right requires in fact a direct encounter between the owner of a 10
14 July 2022 10 14 July 2022 right and the administration that provides it. Through this encounter, rights-holders obtain what is
due to them: a transfer of money, an exemption, a service2. Building on Vandenbroucke et al. (2021), we argue that the concrete use of a service depends on three
sets of normative, instrumental and enforcement resources that parents or carers can be entitled to. First, normative resources are the ensemble of legislative acts that provide a detailed and operational
definition about entitlements to a service, as well as the scope of any entitlement and the responsible
authority for provision. There are several dimensions of childcare provision that are affected by such
legislative provision, including availability, accessibility, affordability and quality (Yerkes and Javornik,
2019). In the first place, there is the question of whether any legal entitlement to childcare exists in a
given country, and if so, who is covered by it. A policy that guarantees a childcare place empowers
parents to legitimately claim for their children access to childcare from the legal age. The more
expansive and universal such a legal entitlement is, the greater the positive effect on children’s
capabilities. When a child can be refused a place based on preferential criteria – such as parental
employment, income or siblings – service provision may be more restricted (Yerkes and Javornik,
2019). The existence of a right to childcare alone does not necessarily guarantee access to high-quality
childcare services; other resources also play an important role. First, normative resources typically
encompass funding arrangements for childcare. Depending on the fee structure set out in legislation,
affordability of and therefore access to childcare may be influenced. While in some countries, funding
support is often means-tested and mostly consists of tax concessions or cash benefits for parents with
children in non-parental care, other countries provide more direct funding for childcare provision
(OECD, 2020). 2 To explain this idea, the authors explicitly invoke the capability literature and Amartya Sen (1999), who argues
that the actual enjoyment of the ‘what’ that is foreseen by a formal right can be made difficult and/or impeded
by many obstacles. During a famine, for example, the right to subsistence by means of in-kind benefits (such as
the distribution of food parcels), can remain a dead letter if the state is unable to guarantee access to the aid
needed in the area concerned. 2. The capability approach and a rights-based approach to
childcare policies In some cases, fees are directly set or capped by the government, sometimes based on
a sliding-fee scale, with discounts for certain groups (Yerkes and Javornik, 2019). These arrangements
will have different effects on the net costs of childcare, and ultimately on the affordability of early
childhood education and care for parents, which then might be desensitised to enrol their pupils. A further aspect of childcare policies influencing its quality is the means of provision, which may be
specified in legislation. In this respect, four main logics underlie the provisions of services or goods: 2 To explain this idea, the authors explicitly invoke the capability literature and Amartya Sen (1999), who argues
that the actual enjoyment of the ‘what’ that is foreseen by a formal right can be made difficult and/or impeded
by many obstacles. During a famine, for example, the right to subsistence by means of in-kind benefits (such as
the distribution of food parcels), can remain a dead letter if the state is unable to guarantee access to the aid
needed in the area concerned. 11
14 July 2022 11 14 July 2022 market provision (for profit), state provision, provision by association (formal private not-for-profit
organisations), and private family provision (Brennan et al., 2012). Public and market provision of
childcare may have different impacts on the availability and quality of childcare. For instance, in the
absence of government involvement, profit childcare may be associated with lower quality, higher
costs and rationing (Van Lancker and Ghysels, 2016). Increased marketisation may also favour families
with more financial resources, who have advantages in acquiring information about options and
navigating the system, so that inequality among service users may be exacerbated (Brennan et al.,
2012). Overall, higher levels of government involvement in the form of public or subsided childcare
places, legal entitlements and lower net costs have been shown to be related to lower levels of
inequality in childcare use (Van Lancker and Ghysels, 2016). Conversely, where structural constraints
in childcare provision are more prevalent, children growing up in disadvantaged circumstances tend
to be particularly impacted (Pavolini and Van Lancker, 2018). Legislative provision can also address aspects relating to the quality of childcare. Quality can be
operationalised both in structural terms (e.g. maximum group size, child-to-staff ratios and the
educational level of childcare staff and their working conditions) and procedural terms at the
organisational/staff level (e.g. 2. The capability approach and a rights-based approach to
childcare policies what happens in the setting: the play and learning environment, child–
teacher, quality management and child–child interaction) (Yerkes and Javornik, 2019). Given the poor
information available on procedural quality, in this paper we focus on structural quality. All aspects of
the legislation should be considered, as it is shown that benefits for children associated with childcare
provision are conditional on quality in terms of teachers’ qualifications, child ratios, group sizes and
curricula. By contrast, low-quality services may lead to detrimental outcomes in terms of child
development relative to home care (Van Lancker and Ghysels, 2016). If codified in the national or
regional legislation, the child ratio, group size, curriculum and a minimum qualification for educators
can constitute a power resource and a guarantee for parents to claim for compliance and thus
enhance the quality of the childcare service and ultimately strengthen their children’s capabilities. To access any service, however, the existence of normative resources is not enough. As shown in the
literature on take-up of social rights, many obstacles can prevent the holder of an entitlement from
accessing it, such as the complexity of application procedures, insufficient information and
fragmentation among levels of administration (Daly, 2002). Therefore, next to normative resources,
we also focus on instrumental resources, that is institutional and non-institutional channels that are
available to facilitate parents’ access to childcare (Vandenbroucke et al., 2021). In the case of childcare
services, families might face several barriers to access, such as lack of knowledge about the existence
of a service, or lack of familiarity with application procedures for places and funding. Furthermore, as
various studies have illustrated, sometimes barriers to accessing childcare facilities are not only of an 12 12
14 July 2022 14 July 2022 economic nature, but can also be cultural (e.g. scepticism about the opportunity to enrol children too
early) that ultimately affect the decision to enrol children (Milan et al., 2020). Instrumental resources
include informational channels that may reduce such cultural barriers. In addition, instrumental
resources may particularly benefit vulnerable groups within the population, for whom it may be more
difficult to access childcare. For instance, an increasing number of studies emphasise migrants’ lack of
knowledge about their childcare rights as a barrier to their childcare usage (Seibel, 2021). 3 Each item of expenditure is expressed in 2005 constant prices and converted in PPS for EU-27, to ensure
comparability both among countries and across time by discounting for differences in price levels and price
fluctuations over time. 2. The capability approach and a rights-based approach to
childcare policies Evidence
shows that migrant parents tend to acquire knowledge about their childcare rights either via formal
information platforms, such as governmental webpages, childcare information brochures, or through
informal networks (ibid.). Finally, access to childcare services can be related to a public administration’s lack of compliance. Enforcement resources are channels providing avenues for individuals to enforce the supply of a
service in the case of non-provision or disputes (Vandenbroucke et al., 2021). Where children are
entitled with a legal right to childcare services, their families may then claim and call for enforcement
channels, such as civil trials. As demonstrated by recent disputes in Germany (DW, 2016), the
existence of a legal entitlement to childcare gives children and their families additional resources to
legitimately claim for the provision of a service and thus further increase, in principle, the accessibility
of childcare services. Indeed, in Germany, where some local authorities failed to provide access to
childcare facilities, families took the case to court and received a pecuniary compensation for the non-
service. Table 1 summarises the dimensions we selected to operationalise the three sets of resources outlined
above. 13 13 14 July 2022 Table 1. Indicators used to analyse childcare policies from a rights-based approach
Type of resource
Dimension
Operationalisation
Normative
resources
Existence of legal entitlement to childcare
Yes/No
Scope of legal entitlement to childcare
Universal/Restricted to specific groups based on
preferential criteria/Not applicable
Main providers of childcare
Public/Private for profit/Private non-profit/Mixed
provision
Funding mechanisms
Public funding/Public funding with parental fee
contributions/Mixed/No public funding
Support policies
Tax deductions/Allowances/None
Funding provisions for disadvantaged
groups
None/Staggered fees for disadvantaged groups/Free
provision for disadvantaged groups
Main providers of childcare
Public/Private for profit /Private non-profit/ Mixed
provision
Regulation on structural quality provision
None/Regulation
on
child-staff
ratio/Group
sizes/Regulation on staff qualification/Regulation on
hours of provision/Educators’ salaries
Extent of regional variation in provision
Low/Medium/High
Instrumental
resources
Existence of resources for improved access
to childcare
National programmes/Some regional provision/Local
services/Private initiatives/None
Existence of specific initiatives to reach out
to groups with lower access to childcare
National programmes/Some regional provision/Local
services/Private initiatives/None
Enforcement
resources
Existing judicial procedures for claiming
childcare
Yes/No
Source: Authors’ composition. 14 14 14 July 2022 Figure 1. Budgetary effort (per capita, in euro PPS) in childcare facilities over time (lhs panel) and enrolment rate 2005-
2018 (rhs panel) Figure 1. Budgetary effort (per capita, in euro PPS) in childcare facilities over time (lhs panel) and enrolment rate 2005-
2018 (rhs panel) Figure 1. Budgetary effort (per capita, in euro PPS) in childcare facilities over time (lhs panel) and enrolment rate 2005
2018 (rhs panel)
Source: Authors’ composition. 0
500
1000
1500
2000
2500
3000
3500
4000
4500
5000
IT
DE
PL
2004-2008
2009-2013
2014-2018
0
5
10
15
20
25
30
35
40
2005
2006
2007
2008
2009
2010
2011
2012
2013
2014
2015
2016
2017
2018
2019
Proportion (%)
Germany
Italy
Poland Figure 1. Budgetary effort (per capita, in euro PPS) in chi
2018 (rhs panel)
Source: Authors’ composition. 0
500
1000
1500
2000
2500
3000
3500
4000
4500
5000
IT
DE
PL
2004-2008
2009-2013
2014-2018 0
5
10
15
20
25
30
35
40
2005
2006
2007
2008
2009
2010
2011
2012
2013
2014
2015
2016
2017
2018
2019
Proportion (%)
Germany
Italy
Poland Source: Authors’ composition. Traditionally, the three countries considered have been grouped as part of the same explicit
familialism regime, as they were lagging behind in the development of family policies and suffered
from a modernisation deficit in this field. The varieties of familialism literature labelled Germany,
Poland and Italy as welfare regimes that strengthen the role of families in caring for children through
highly generous income support measures, but ones that lack provision of alternative policies that
unburden families from their caring responsibilities, such as childcare services (Szelewa, 2017;
Saraceno, 2016). While this is true for the early 2000s, all three countries undertook a series of
important reforms in the 2000s and after the Great Recession in the direction of strengthening the
provision of childcare services and degenderising family policies (see next section for more details). In
Germany, the first significant development in childcare policy had already occurred in the 1990s, while
the first major interventions were in the 2000s. In Poland, a first order change with respect to childcare
services occurred only in 2011. Finally, in Italy, a paradigmatic change occurred only between 2015
and 2017. Against this background, in what follows, we are interested in exploring how concretely parents have
been empowered to claim for childcare services and consequently how children’s capabilities have
been strengthened. Our purpose is descriptive and comparative and not explanatory. 3. Case selection and methodological approach We apply our analytical grid to three case studies: Germany, Italy and Poland. Based on the results of
Baiocco et al. (2021), these countries figure in three different clusters of social investment strategies,
and indeed their budgetary efforts in early childhood education differ significantly in the time periods
2004-2008, 2009-2013, and 2014-2018 (see Figure 1, left panel). The budgetary effort variable is
expressed in per capita terms, scaled down to the target population, and measures the general
government public spending per possible beneficiary, that is, in the case of childcare, the total
spending per children aged 0-33. Germany is the country that invests the most in early childhood
education per number of pupils aged 0-3, with a significant increase between the early 2000s and the
post-Great Recession period. Next is Poland, which experienced a net increase of spending per
targeted population in the immediate period after accession to the EU. Italy has the lowest budgetary
effort in childcare, which remains on average the same over the three periods before, during and after
the financial crisis. We juxtapose these figures with data on enrolment rates for children under 3 years
in the three countries over the same period. Though it is notable that none of the three countries
achieve the Barcelona target of 33 % enrolment for children under 3 – with Germany coming closest
– there has been a significant increase in enrolment rates in Germany and Poland. Yet the most
noticeable trend is that of Italy, where enrolment rates appear comparatively high compared to the
other two countries and relatively stable with some ups and downs. 3 Each item of expenditure is expressed in 2005 constant prices and converted in PPS for EU-27, to ensure
comparability both among countries and across time by discounting for differences in price levels and price
fluctuations over time. 15 14 July 2022 4. Results In the previous sections, we have set out our analytical framework, detailing how the capabilities
approach provides a normative framework for focusing on policy to increase children’s access to early
childhood education and care. We have also used the power resources framework to derive and
operationalise indicators of the design of ECEC, consisting of three essential dimensions: normative
resources, instrumental resources, and enforcement resources. We now apply this analytical grid to
three country case studies - Germany, Italy and Poland – drawing on desk research and the interviews
with national experts. Our analysis first provides a brief description of the management of ECEC in
each country and then zooms in on the three types of resources. We focus in particular on ECEC for
children under 3, which has been an area of policy focus in the three countries in recent years. The
Appendix provides further detail on the three case studies in the text. Figure 1. Budgetary effort (per capita, in euro PPS) in childcare facilities over time (lhs panel) and enrolment rate 2005-
2018 (rhs panel) We do not aim
to explain how the design of early childcare policies in the three countries can ultimately explain
children’s take-up of these services. Neither do we want to explain the interaction between
institutional inputs and budgetary outputs. The relationship between childcare spending effort
(explored in our EuSocialCit deliverable D3.1) and power resources inputs (explored in this deliverable) 16
14 July 2022 14 July 2022 and their interplay impact on childcare take-up, that is, the outcome, will be explored in our
forthcoming paper (EuSocialCit D3.5). Methodologically, in this paper, the analysis makes use of a range of qualitative and quantitative data. First, for each country, we carry out an evaluation of the ‘state of the art’ of the current set of power
resources. Official documents and national reports concerning the progress of reforms, and the laws
and regulations associated with these, are the object of our investigations. Data are collected from
various national administrative and statistical sources: Bertelsmann Stiftung, the Italian National
Institute of Statistics (ISTAT), the Polish Labour Force Survey, the Polish Central Statistical Office,
Eurydice Comparative Reports and the MISSOC databases. In addition, 10 semi-structured interviews
were carried out with country experts: 4 experts were interviewed in Italy, 4 in Germany and 2 in
Poland. 17 17 14 July 2022 4.1.1. Normative resources As described above, normative resources define the entitlements to early education and care set out
in national legislation, and as such, may have crucial influence on children’s educational capabilities. The first step towards the right to childcare in Germany was made in 1996, when a right to ECEC for
children aged 3 and older was first codified into legislation (West, Blome and Lewis, 2020). The
Daycare Expansion Act (Tagesbetreuungsausbaugesetz, or TAG) from 2005 was the first significant
step towards expansion of ECEC for children under 3, as the first legislative effort to determine
concrete goals for the number of childcare places for children (Scholz et al., 2019). A very significant
development occurred in 2008, when the Child Support Law (Kinderförderungsgesetz, or KiföG)
established a universal legal right to ECEC for all children from the age of 1, to officially come into
force on 1 August 2013 (BPB, 2021). In addition to the universal right to ECEC from age 1, the 2008
law also laid down a gradual expansion of supervision and care offers for children under the age of 3
to meet the increased demand (Eurydice, 2021). In addition to the existence of a right to childcare, the mix of providers and design of funding structures
can hold central importance in influencing access. Funding structures for ECEC in Germany are very
complex and characterised by regional variation due to decentralisation, though they generally rely
on a mix of public and private sources (FiBS, 2016; Scholz et al., 2019). The municipality is usually
responsible for most of the funding for ECEC, with limited involvement from the regional and,
particularly, federal government. This means that funding, and therefore access and quality, depends
strongly on place of residence, as highlighted by experts. Though there is a universal entitlement to a
place in care, ECEC is generally not free of charge (Eurydice, 2021). The level of contributions depends,
for instance, on the region, parents’ financial circumstances, the number of children and attendance
time (ibid.). In some Länder, there are general subsidies for all children or free amounts for some years
or families with several children, while elsewhere, provision is completely free of charge, at least for
some hours (Bertelsmann Stiftung, 2021). There are also varying regional funding arrangements for
lunch provision and additional services (ibid.). 4.1. In Germany, ECEC is part of the public welfare system, where responsibility is shared between the
federal government, the 16 state governments and the municipalities (Linberg, Baeumer and
Rossbach, 2013). The governance structure of ECEC in Germany is complex and decentralised, relying
on a system of multilevel governance (Oberhuemer, 2014). At national level, the German ECEC system
is the responsibility of the Federal Ministry for Family Affairs, Senior Citizens, Women and Youth
(BMFSFJ) (OECD, 2016), with some responsibility for the Ministry of Education and Cultural Affairs
(Eurydice, 2021). However, the Federation only sets the general framework for ECEC, with the
national legislative framework on ECEC contained within the Child and Youth Services Act in Book Eight
of the Social Code (Achtes Buch Sozialgesetzbuch) (Scholz et al., 2019). While the national level sets
binding framework conditions and guidelines for childcare services and defines the key tasks of ECEC,
no concrete content requirements beyond general guidelines are provided (ibid.). Rather, the 16
German Länder are responsible for adapting the framework conditions set by federal legislation into
state-specific ECEC laws (Oberhuemer, 2014) and have regulatory competence, meaning that there
are 16 state-specific frameworks for the funding and licensing of ECEC, as well as for setting standards
and developing curricula (Scholz et al., 2019). Finally, the responsibility for the planning, organisation
and provision of ECEC lies at the local level of municipalities, who also have responsibility for securing
funding for ECEC (Scholz et al., 2019). 18
14 July 2022
ECEC in Germany is provided in daycare centres (Kindertageseinrichtungen) for children under 3 years
(Krippen), in Kindergärten for 3 to 6 year-olds or in mixed-age facilities (BPB, 2021). Increasingly, ECEC in Germany is provided in daycare centres (Kindertageseinrichtungen) for children under 3 years
(Krippen), in Kindergärten for 3 to 6 year-olds or in mixed-age facilities (BPB, 2021). Increasingly, 18 18
14 July 2022 14 July 2022 Kindergärten are expanding their services to younger children so that the traditional formal distinction
between Krippen and Kindergärten no longer applies in many cases, and the mixed-age model is more
common (Linberg, Baeumer and Rossbach, 2013). In addition, there is the option of Kindertagespflege,
home-based child-minding services by qualified individuals, which is particularly common for children
under 3 (Eurydice, 2021). 4.1.1. Normative resources Fees remain a barrier to take-up of ECEC (BPB, 2021) –
as highlighted in interviews, fees vary enormously, even across municipalities in the same region, and
are sometimes very high. The median cost of care for children under 3 in Germany is EURO 214 per 19
14 July 2022 14 July 2022 month, while that for children over 3 is EUR 100 per month (DJI, 2021). However, fees for under 3s
can vary from little to no fees to more than EUR 300 per month, depending on the region (ibid.). Fees are a particularly significant barrier to entry for socioeconomically disadvantaged families. 31 %
of German families with children under 3 and with a low net equivalent household income indicate
that fees are a barrier to accessing ECEC (DJI, 2021). Through the 2019 Good Day-care Facilities Act
(KiQuTG, ‘Gute-Kita-Gesetz’), since August 2019, parental fee contributions are required to be
staggered according to social criteria, including parental income (Eurydice, 2021). Nevertheless, the
precise determination of how fees are staggered depends on the Land-specific legislation. Over time,
progressively more regulations to make ECEC affordable have been introduced, and in some Länder,
care is already completely free, depending on age and scope of care (ibid.). As a result of the increased investment in provision and more generous entitlements, take-up of ECEC
has increased significantly in Germany in recent years (Appendix, Figure A2.1). Attendance for children
aged 3-6 is almost universal. Moreover, between 2006 and 2015, the proportion of children aged 1
and 2 in care (daycare centres and childminding services) – that is, children covered by the legal
entitlement to care – increased from 29.4 % to 48.5 %, with further increases between 2015 and 2020. However, a lack of places for children under 3 remains an issue in some Länder, with provision
particularly low in the West (Appendix, Figure A2.2). Survey data indicate that the demand for
childcare places by parents remains significantly higher than available supply, particularly in Western
Germany (Anton, Hubert and Kuger, 2020). On average across Germany, the gap between indicated
demand (49 %) and actual take-up of places (34.3 %) amounts to 15 percentage points (DJI, 2021). In
addition to regional inequalities, there are socioeconomic disparities in access. Parents of children
under 3 from lower income families remain less likely than those from other families to use ECEC
(West, Blome and Lewis, 2020). 4.1.1. Normative resources In principle, the diversity in providers was evaluated as positive by experts, as it increases choice and
options. Yet studies have shown that social segregation can already be observed among young
children in ECEC, as care providers exhibit marked differences with regard to, for instance, the
proportion of children coming from poor families or children with native languages other than German
(Hogrebe, Mierendorff and Nebe, 2021). Though research in this area is still developing, there is some
evidence that these segregational tendencies could be linked to the German provider structure, as
groups of providers differ with regard to the access criteria they prioritise, which include the family
situation and age of the child, but also subjective criteria such as alignment with the provider
institution’s values or pedagogical concept (ibid.). Moreover, the heterogeneity of quality in provision
across providers is a concern. While large associations of providers have a large infrastructure and can
provide high-quality training for staff, for instance, this is not the case for small providers. Indeed, in addition to normative resources that affect access to care, legal provisions on the quality
of ECEC are of importance. The central motif in the German case is that of regional variation. While
the Social Code does not define a specific time entitlement to care, 10 of the 16 Länder define a
minimum number of hours per day, with additional variation at regional level (Bertelsmann Stiftung,
2021). Entitlements tend to be more generous in Eastern Germany, where childcare use was
historically more prevalent than in the Western part of the country. There are also no national
requirements regarding the child-staff ratio, which exhibits large regional variation according to
Länder-specific regulation (BPB, 2021). However, it should be noted that there are efforts to improve
the quality of childcare across Germany, with the national government increasingly involved. In 2019,
the Good Day-care Facilities Act committed to federal support of EUR 5.5 billion from 2019 to 2022 to
implement measures in 10 qualitative fields (which the Länder can select from), such as decreasing
the specialist-child ratio, in addition to decreasing and socially staggering fee burdens. As regards quality provisions directed at children from socioeconomically disadvantaged backgrounds,
the focus is mainly on fee staggering, but there may also be other entitlements. 4.1.1. Normative resources Moreover, although there have been large increases in the proportion
of children with a migration background in ECEC for under 3s in recent years (Olszenka and Riedel,
2020), they continue to be under-represented in German ECEC relative to other children (Bertelsmann
Stiftung, 2021), even in families that indicate that they are in need of a place (Anton, Hubert and
Kuger, 2020). In addition to fees, the mix of childcare providers may influence access. In Germany, the provision of
ECEC is strongly governed by the subsidiarity principle – that is, public authorities are only obliged to
provide social services if non-governmental agencies are not in a position to do so (Oberhuemer, 2014)
– and by the principle of diversity of providers (Scholz et al., 2019). Only about one-third of children
in Germany are in publicly provided care, with the majority provided for by not-for-profit private
organisations (Bertelsmann Stiftung, 2021). In particular, non-profit private organisations active in 20 20
14 July 2022 14 July 2022 childcare provision are churches and welfare organisations, while private for-profit providers are very
rare (West, Blome and Lewis, 2020). Providers have to have public recognition but have freedom in
designing the content and method of care that they provide (BPB, 2021), within the broad objectives
set at national level and the framework specified by the Land (Eurydice, 2021). In principle, the diversity in providers was evaluated as positive by experts, as it increases choice and
options. Yet studies have shown that social segregation can already be observed among young
children in ECEC, as care providers exhibit marked differences with regard to, for instance, the
proportion of children coming from poor families or children with native languages other than German
(Hogrebe, Mierendorff and Nebe, 2021). Though research in this area is still developing, there is some
evidence that these segregational tendencies could be linked to the German provider structure, as
groups of providers differ with regard to the access criteria they prioritise, which include the family
situation and age of the child, but also subjective criteria such as alignment with the provider
institution’s values or pedagogical concept (ibid.). Moreover, the heterogeneity of quality in provision
across providers is a concern. While large associations of providers have a large infrastructure and can
provide high-quality training for staff, for instance, this is not the case for small providers. 4.1.1. Normative resources In some Länder,
entitlements are expanded, for instance for younger children or additional hours, depending on the
position of the parents or if the children have any special requirements (Bertelsmann Stiftung, 2021). In addition, there has been increased investment in the development of language diagnostics and
support in daycare to improve linguistic competence, particularly for children with a migrant 21 21
14 July 2022 14 July 2022 background or with deficiencies in language development (Eurydice, 2021). Nevertheless, there
remain issues relating to quality in ECEC for children from socioeconomically disadvantaged groups,
including children from families with lower financial means and children with a migrant background. These socioeconomic disparities appear to have been intensified, rather than weakened, in the course
of the large childcare expansion Germany has undergone in recent years (Stahl, 2015). Evidence
indicates that children from migrant families tend to attend facilities with lower performance in
structural and procedural quality indicators and a less privileged social composition, though more
research on this is necessary (ibid.). Moreover, in practice, the pedagogical approach in daycare
seldom devotes space to multilingualism and may even marginalise children with a multilingual
background (Olszenka and Riedel, 2020). Finally, there are national standards regarding the qualification of personnel in ECEC. The qualification
to become a state-recognised pre-primary educator takes three years of post-secondary vocational
training, as well as either a course as a childcare assistant or training and work experience in the field
(OECD, 2016). Though there has been a move towards the academisation of ECEC qualifications, this
process has been slow (Rauschenbach and Riedel, 2016), and the number of staff with tertiary
education remains marginal (Oberhuemer, 2014). In interviews with experts, the lack of qualified staff
was highlighted as a major issue for the provision and quality of ECEC in Germany, which will likely be
exacerbated in future years. In staff surveys, one in five leaders of educational institutions name staff
shortages as a barrier towards providing high quality education and care (OECD, 2018). Expert
interviews showed a concern about a decreasing trend in quality of provision even while maintaining
the number of places, leading to a situation where the educational role of ECEC is no longer fulfilled. In particular, the lack of entitlements relating to quality at national level results in significant
heterogeneity across regions, so that the quality that children are de facto experiencing depends on
where they live. 4.1.2. Instrumental resources In addition to normative resources – the legal provisions setting out the right to ECEC for children and
what exactly it entails – instrumental resources may be essential in increasing access by providing
children and their families with the necessary information and assistance to gain access to care. As
stated previously, in Germany, the concrete implementation of measures in ECEC, including measures
to facilitate delivery and access, depend on the state and local level. Generally, when parents are
looking for a place in (centre-based) daycare, the first step – often during pregnancy – is to seek out
local daycare centres, where they can find information and be placed on a waiting list (Schettler,
2016). In addition, in most Länder, regulation specifies that the need for a space has to be registered 22
14 July 2022 14 July 2022 with public authorities, usually the youth and welfare services, who may then provide information on
how best to access a place in ECEC (ibid.). Increasingly, there are online tools to facilitate the process
of parents registering their need for a place in ECEC, which can increase parents’ access to information
and understanding of the process; however, this is not available everywhere (ibid.). Additional measures to raise awareness and provide information on quality are location dependent. As was also pointed out in interviews, there is currently little evidence on the existence of
informational and other instrumental resources. Several regional examples of efforts to facilitate
access to ECEC do exist, for instance the Kita-Navigator provided by the city state of Berlin4, where
parents can search for available places and filter according to their preferences. However, systematic
initiatives to provide information and increase access are generally lacking on a national level. In
general, it can be concluded that a systematic approach to helping parents decrease barriers to access
is lacking. Rather, the onus is on parents to seek out the public authorities, where they can then
receive information. In a context where demand for ECEC continues to outpace supply, this lack of
systematic information provision can be an impediment to accessing the right to ECEC. Informational barriers related to access to ECEC may be particularly pronounced for children from
migrant families or families where parents do not speak German. 4.1.2. Instrumental resources As highlighted by experts, parents
in these families may often not be aware of their entitlements to childcare or may not know how to
access these entitlements. Here, a greater effort has been made to increase outreach. For instance,
there is the federal programme, Daycare Entry: Building bridges for early education (Guter Kita-
Einstieg: Brücken bauen in frühe Bildung), which initially targeted mostly refugee children but has
since been opened up to other groups, such as families that are economically at risk or in precarious
living situations5. The aim of the programme is to provide information on ECEC to these families and
thereby facilitate access. There are also local initiatives to increase access for disadvantaged groups,
though this is not the case everywhere. 5 For more information see https://www.bmfsfj.de/bmfsfj/service/publikationen/bundesprogramm-kita-
einstieg-bruecken-bauen-in-fruehe-bildung--118650. 4 For more information see kita-navigator.berlin.de. 4 For more information see kita-navigator.berlin.de. 4.1.3. Enforcement resources Finally, enforcement resources may play a role in influencing access to ECEC, in that they enable legal
avenues for families to take in case their right to childcare is denied. As stated previously, in Germany,
the legal right to a place in ECEC is codified in national legislation from the age of 1, and local
maintenance bodies are therefore obliged to provide a place for all children. If the legal entitlement 4 For more information see kita-navigator.berlin.de. 23
14 July 2022
g
5 For more information see https://www.bmfsfj.de/bmfsfj/service/publikationen/bundesprogramm-kita-
einstieg-bruecken-bauen-in-fruehe-bildung--118650. 5 For more information see https://www.bmfsfj.de/bmfsfj/service/publikationen/bundesprogramm-kita-
einstieg-bruecken-bauen-in-fruehe-bildung--118650. 5 For more information see https://www.bmfsfj.de/bmfsfj/service/publikationen/bundesprogramm-kita-
einstieg-bruecken-bauen-in-fruehe-bildung--118650. 14 July 2022 to care cannot be honoured, then parents have the right to sue these authorities for a place (Schettler,
2016; Eurydice, 2021). In October 2016, the German Constitutional Court (Bundesgerichtshof) ruled
that parents may be entitled to compensation for lost earnings from their local authority if a place in
daycare for their child cannot be provided (Spiegel, 2016). However, there may be specific cases where
the municipality can justify the lack of places, for instance if agreed contracts were unfulfilled by
contracting partners. Nevertheless, while the right to sue for a place in ECEC exists, in practice, few families actually make
use of this avenue, as pointed out by experts. Currently, around 1 000 court cases relating to the legal
entitlement §24 SGB VIII are listed6. As stated by experts, however, this does not reflect the overall
number of complaints, as not all are accepted by courts because they may be legally insecure, or
because local authorities find a place before the legal process commences. There are barriers that
explain parents’ reluctance to sue, such as an unwillingness to cause a confrontation in the local
community, perceived costs, time until the decision, and the chance of losing. Moreover, the families
that do sue tend to be those in socioeconomically advantaged positions, who can afford to invest the
time and other resources needed for such an endeavour. Hence, suing for a childcare place should not
be seen as an effective avenue to increase access to childcare. At the same time, the existence of such
a legal avenue may have contributed to increased provision of places. 4.1.3. Enforcement resources As laid out in the expert
interviews, many municipalities increased their provision in anticipation of the establishment of the
right to childcare for children under 1, and the potential suits associated with it. Hence, while
enforcement resources do not in themselves appear as an effective way of accessing the entitlement
to ECEC, they can have an indirect effect by increasing the bargaining and legal power of families
relative to public authorities. 4.2. In Italy, crèches have traditionally been under the responsibility of local and regional authorities since
1971, when they were first defined as social services of public interest (Law No 1044). In recent years,
however, a significant change occurred when an integrated system for early childhood education and
care for children aged 0 to 6 years was introduced for the first time (Law No 124/2015 and Legislative
Decree No 81/2017). The new system consists of two main pillars: the nurseries or crèches (nidi di
infanzia) and the kindergarten (scuole d’infanzia). Importantly, this legislative change constituted the
first time that the State, particularly the Ministry of Education (MIUR), assumed responsibility for
services for children under 3. Although not directly involved in service management, the MIUR 24
14 July 2022
6 https://dejure.org/dienste/lex/SGB_VIII/24/1.html 6 https://dejure.org/dienste/lex/SGB_VIII/24/1.html 24 14 July 2022 exercises an important role in planning and coordination, as well as financing for the system. While
the governance of the system remains decentralised – as will be set out in the analysis of power
resources – there is evidently a move towards homogenising the quantity and quality of childcare
services offered across the Italian regions. Around the same time, legislation was also introduced to
formally recognise nurseries and supplementary services as services of public interest (Law 107/2015
and the subsequent Legislative Decree No 65/2017). Overall, it is evident that early childhood
education and care is increasingly recognised as an important policy field within the Italian context,
with the national government gradually assuming more responsibility. 4.2.1. Normative resources 4.2.1. This figure, which is equal to one-fifth of the expenditure incurred to provide these services,
varies greatly in the different areas of the country: it is highest in the Centre-North, where it is around
EUR 1 600-1 700, with a peak of almost EUR 1 900 in the North-East, while it drops to around EUR 600-
700 in the South. Research indicates that despite the availability of financial support measures, 12.8
% of families who do not use nursery services cite financial barriers as a reason not to take up care
services. The fragmented governance and funding of childcare services across Italian regions means
that the enrolment rate for children aged 0-3 is relatively low, at 29.6 %. In addition, there is significant
variation in enrolment rates across regions (Appendix, Figure A1.1). While the North-East (34.5 %) and
the Centre (35.3 %) have a relatively high coverage, rates are lower in the North-West (31.4 %) and
particularly in the South (14.5 %) and the Islands (15.7 %). Coverage also tends to be higher in urban
areas. In addition, financial barriers may be particularly significant for children from socioeconomically
disadvantaged families. However, in Italy there are no particular provisions, including financial
support, for children from disadvantaged backgrounds. At the same time, evidence shows that these
children do indeed have significantly reduced access to childcare services relative to those in more
economically advantaged positions. Recent studies by ISTAT (2020) indicate that for children
belonging to the poorest brackets within the population (first and second quintile of income
distribution), the enrolment rate in nurseries remains just below 14 %, while in the third and fourth
quintiles it increases to 20 % and to 26 % respectively, reaching 35 % in the top quintile (ISTAT, 2020). Hence, substantial inequality in access to childcare across income groups remains in Italy. Inequality in access to childcare may also be influenced by the structure of providers. Both public and
private nurseries exist in Italy, with public nurseries run directly by municipalities in accordance with
regulation defined at local level. Alongside these facilities, there are also services run by private not-
for-profit or for-profit organisations, which may receive municipal funding, as well as fully private
offers, mainly financed through parental fees. Across Italy, services remain roughly equally split
between private and public providers, though there is significant regional variation (Appendix, Figure
A1.1). 4.2.1. As set out in the theoretical framework, a very significant part of the policy configuration in ECEC are
normative resources, the legislative acts that define the entitlement to a service and the scope of such
entitlements. Within the context of ECEC, the first important dimension of normative resources is
whether a legal entitlement to ECEC exists. In Italy, there is no formal entitlement to a place in
education and care. Rather, to access a place, families submit a request of admittance to childcare
services at the relevant local office responsible for the organisation of ECEC services. Depending on
availability in their region, in principle, families have freedom of choice of the facilities. Considering
requests and admittance requirements established at local level, municipalities make priority lists
based on criteria defined at local level in order to regulate admissions, and then allocate places. Given
the lack of formal entitlement, a place in ECEC is not guaranteed for children. Nevertheless, there are other significant provisions under the umbrella of normative resources. First,
as discussed in the analytical framework, the funding structure of ECEC is significant in affecting access
to childcare services. Prior to the 2017 reform, the state intervened in ECEC only with extraordinary
funding, but has become more involved in funding provision for ECEC since then. As part of the funding
structure for ECEC, different types of financial support measures to help families in financing ECEC are
available in Italy. These include a 19 % deduction of the cost of nursery school fees, up to EUR 632 per
year per child, and the bonus asilo nido (nursery school bonus), which consists of an annual voucher
of EUR 1 000 (increased to EUR 1 500 in 2019) to reimburse the cost of attending a nursery school. In
2019, 38 % of families’ expenditure on nurseries was covered by the bonus and another 5 % by
deductions. However, the cost of childcare services to parents remains substantially high (Appendix,
Table A1.1). 25
14 July 2022 25 14 July 2022 Moreover, there is significant regional variation, as the setting of fees is left to municipalities’
discretion. On average, in Italy, families pay EUR 1 581 per year for each of their children enrolled in
nursery. 4.2.1. Research suggests that the high share of private providers affects the affordability of childcare
services (Alleanza per l’Infanzia, 2020), therefore constituting a barrier to access. In addition to normative resources, particularly funding provisions, that influence access to childcare,
regulation on the quality of childcare services is very important. Again, there is significant regional
variation. Each municipality is responsible for the organisation of the educational services for early 26
14 July 2022 14 July 2022 childhood, in compliance with regional regulations, and also develops its own educative project. These
plans are then implemented by nurseries within the framework set by the municipality. Regulation on
important aspects of quality, including the child-staff ratio and group sizes, is established at regional
level. Finally, a further dimension of normative resources on quality of ECEC are regulations regarding staff
qualifications. In contrast to other dimensions of quality, national regulation exists in this respect. With the legislative decree 65/2017, a requirement for educators to have a university degree was
introduced for both public and private nurseries. However, in expert interviews, the bad working
conditions and wages of early childhood educators was highlighted as a cause of shortages in qualified
teaching personnel. Working conditions of educators change significantly depending on whether they
are employed in publicly managed services or in private ones (Neri, 2016). Leon et al. (2019) show that
in 2015 29.3 % of the teachers in childcare had non-standard contracts and 30.3 % worked part-time,
despite having stayed with the same employer for 12.3 years on average. In terms of wages, there is
a significant monthly wage gap between childcare teachers and their pre-primary colleagues of around
15 %. While quality regulation related to the qualification of educators therefore does exist, the staff
shortages within the ECEC sector pose a significant challenge for maintaining quality in the future. 4.2.2 Instrumental resources Instrumental resources constitute the second type of resource we consider. These include targeted or
universal support channels, which facilitate individuals’ access to social rights. In the absence of an
individual entitlement to access to childcare or pre-primary school, as is the case in Italy, instrumental
resources consist in those procedures, information and support channels that support families in
overcoming the barriers that still hamper the access to the service. Significant barriers to access to
childcare do exist in the Italian case. In addition to financial barriers and regional inequalities, as set
out above, these also include informational barriers, and in some cases cultural barriers. Instrumental
resources could play an important role here in increasing access to information about ECEC and
therefore incentivising take-up. Despite this, we generally find no evidence of systematic provision of such resources in Italy. There
are some local or regional initiatives, for instance, the Emilia-Romagna region has a dedicated website
and service, Informa Famiglie e Bambini, where support is provided to families who want to access to
ECEC services. A particularly good example is that of Reggio Emilia, where the municipality informs
new parents, even before they give birth, about the opportunity to enrol their children in nursery. A
childcare information kit is sent to the new parents with support for the administrative procedures. As stressed by our interviews, however, this ‘door-to-door’ information service is a peculiarity of few 27 27
14 July 2022 14 July 2022 municipalities, mostly in the Centre (Bologna) and North of Italy (Milan). Other information activities
are carried out by the organisations that manage the private not-for-profit childcare services. For
instance, the FISM (Federazione Italiana Scuole Materne) raises awareness around the educational
and social services provided by the kindergarten. Nevertheless, overall, there is little systematic
provision of information about access to ECEC. Informational barriers may be particularly prevalent for children from socioeconomically
disadvantaged families. For instance, as observed by Favaro (2013), the enrolment of pupils aged 3-5
in pre-primary school reduces significantly among non-Italian citizens (80.2 %, compared with 93.6 %
of Italians). 4.2.3 Enforcement resources As no legal entitlement to childcare exists in Italy, there are no remedy procedures in place for cases
where children do not have access to services. 4.2.2 Instrumental resources This discrepancy can be attributed to factors affecting both the family (an underestimation
of the importance of this educational stage, or the organisational difficulties and the physical distances
between home and school, especially for the those that live in isolated situations) and the reception
context (the costs of canteen service being unsustainable for all, the difficulties of integrating the
children of immigrants, especially where available places are limited or where, in a discriminatory
manner, the intention is to discourage the attendance of foreign children). At the moment, however,
there are neither institutional nor non-institutional channels to facilitate access and support non-
Italian citizens in accessing childcare services. 4.3. In Poland, ECEC is not a uniform system but is rather based on two pillars: the childcare system
supervised by the Ministry of Family and Social Policy (children aged 0-3 years) and the pre-primary
education system that falls under the Ministry of Education and Science (children aged 4-6/7 years). For children aged 0-3, centre-based childcare is provided in crèches (żłobki) and, since 2011, kids clubs
(kluby dziecięce), as well as home-based provision by daycare providers or childminders (opiekun
dzienny) and nannies (niania). It is regulated by the Act of 4 February 2011 on the Care for children
aged up to 3. For children aged 4-6/7 years, pre-school education is provided in nursery schools
(przedszkole), pre-school classes (oddziały przedszkolne) in primary schools and other pre-school
education settings. It is regulated by the Act of 14 December 2016, the Law on School Education. 28
14 July 2022 28 14 July 2022 ECEC includes three functions: educational, upbringing, and care provision. However, there is a clear
division of competences between particular ministries (the Ministry of Family and Social Policy for 0-
3 year-olds and the Ministry of Education and Science for 4-6/7 year-olds). As regards ECEC for children
up to 3, the Ministry of Family and Social Policy is responsible for general monitoring of the
implementation of the Act on the Care for Children up to the age of 3, but real implementation of the
provisions takes place in communes (local municipalities). Local authorities are responsible for running
ECEC facilities for children up to 3 years’ old and supervising the whole system of ECEC facilities
(private and public) on its territory. Hence, overall implementation is highly decentralised. 4.3.1 Normative resources The first aspect to consider when analysing the normative resources in childcare is the existence of a
right to care. In Poland, children aged 3-5 are entitled to a place in a pre-primary setting in their
locality, with a year of compulsory pre-school at age 6. However, for children under 3, there is no legal
guarantee of a place in ECEC. There is no single national rule for crèche or kids club recruitment. It
depends on the institution and can be found on the website of a given institution, city or commune
office. As such, access to a place cannot be guaranteed and will depend on local provision and
guidelines. However, in addition to legal entitlements to a place in childcare, the design of other
normative resources can also significantly influence access and quality. Funding structures are significant. In Poland, funding for care services for children aged up to 4 comes
primarily from the budgets of communes and other local government units, targeted state grants and
EU structural funds. Generally, nurseries receive funding from the local governance unit for each child
in the facility. Targeted state grants (e.g. the Maluch+ Programme) can be allocated for either the
creation of new facilities, the creation of new places in existing nurseries and the subsidising of existing
places to reduce fees. Moreover, there are specific financial support measures for parents. From 1
April 2022, parents have been able to apply for co-financing of their children’s places at institutional
care of up to PLN 400. Previously, such direct support for parents was available through the Maluch+
Programme, but it depended on the availability of the funds within the programme. This subsidy will
cover a significant part of the cost of childcare for children aged 0-3 but a portion of the cost will still
be borne by parents. In two-thirds of public institutions, fees are PLN 600 or lower, meaning that two-
thirds or more of the cost of care will be covered by the subsidy. In contrast, among private
institutions, the share of institutions with relatively low fees is smaller and fees can exceed PLN 1 000,
so the subsidy may be less effective (Table A3.2). 29
14 July 2022 29 14 July 2022 There are also regional disparities in financial support. 4.3.1 Normative resources Parents can be supported by vouchers or
subsidies organised by communes, but this is not a formal obligation; it depends on the particular
commune. Big and affluent communes provide better access to institutional care for children under 3
by introducing special programmes, for example the Warsaw crèche voucher. Additionally, employed
parents can apply for co-financing from the company’s social benefits fund. However, it is not the case
that these funds are open and available in every case – the rules of the company’s social benefits fund
are the deciding factor here. There may also be further regional financial support, depending on the
commune. There are no specific financial support provisions for children from socioeconomically
disadvantaged families. As a result of public policy aimed at improving the access to ECEC, 12.4 % children aged 0-2 were
covered by ECEC services in 2019, compared with 2 % in 2004 and 4.8 % in 2013 (Appendix, Figure
A3.2). For children aged 0-3, the coverage rate rose to 15.4 % in 2019 and 17.5 % in 2020. Nevertheless, demand for care is not met, even though the number of children is decreasing. Moreover, the design of the Polish ECEC system exhibits significant regional inequalities in access. The
coverage rate in 2020 for children 0-3 years’ old varies greatly by regions. It ranges from 11.3 % in the
Świętokrzyskie Province, 12.2 % in Warmia and Masuria, and 13.1 % in the Lubelskie Province, to 25.6
% in Lower Silesia, 21.4 % in the Opolskie Province and 21 % in Mazovia (Statistics Poland 2022). There
are still communes where no places of institutional care for children up to 3 exist. There are also strong
differences in access to ECEC for children up to 3 between rural and urban areas (especially big cities). In some rural communes, there are no places of institutional care for children up to 3. Costs are also
a more significant barrier for disadvantaged groups. In general, women with low and medium
education indicate higher barriers than those with tertiary education, especially in the case of the cost
of childcare, though a reduction in these barriers has been observed in recent years (Appendix, Figure
A3.1). In terms of the type of providers for childcare, creches and kids clubs are mostly non-public. There are
approximately three times as many private creches as public institutions, and the dimensions are
similar for kids clubs. 4.3.1 Normative resources The differences are less pronounced when it comes to number of places, but
private provision still dominates (Table A3.1). Among children aged 4-7, the majority of institutions
are run by local municipalities, but 45.1 % of institutions remain privately run (Statistics Poland, 2020). Creches and kids clubs that operate as private companies or are run by a non-government organisation
have to comply with standards set in the Act of 4 February 2011 on the Care for children up to the age
of 3. They can apply for public grants from the Maluch+ Programme, and after fulfilling the
requirements they are generally granted support. In private care settings, financing is based mainly 30
14 July 2022 14 July 2022 on fees from parents, supplemented by other sources. It is not an obligation, but communes can grant
subsidies to private care settings, after meeting some specific conditions set by the commune. Generally, private institutions operate mostly in urban areas and demand higher fees from parents
than public institutions (Table A3.2). As a result, the access to these institutions is constrained by place
of residence and income. In addition to funding structures and the mix of providers, we also examine resources relating to the
quality of childcare. In Poland, some national regulations on quality-of-service provision do exist. At
national level, there are regulations on group sizes in crèches (Act on Care for children up to the age
of 3), set at a maximum of 8 children cared for by 1 childminder in a crèche or kids club. The maximum
number is reduced to 5 when a group includes a child with a disability, a child requiring special care
or a child under 1 year of age. Crèches with more than 20 children employ at least 1 nurse or midwife. However, the Act on the Care for Children up to the age of 3 does not specify the number of working
hours per week for childcare institutions. Working hours in crèches and kids clubs are determined by
their organisational regulations, taking into account parents’ preferences. Crèches and kids clubs
provide care for up to 10 hours per day. In special cases, at parents’ request, the duration of the stay
can be extended for an additional fee. For a daycare provider (home-based provision), working hours
are set in an agreement between the provider and the employing entity. 4.3.2 Instrumental resources As set out previously, instrumental resources consist of those procedures, information and support
channels that support families in overcoming the barriers that continue to hamper access to childcare
services. There are substantial barriers to take-up of childcare services in Poland (Magda, 2020). These
include the lack of availability of high-quality childcare services, the difficulties mothers face in finding
flexible working arrangements, and financial incentives to stop working, given the cost of childcare. Cultural pressure and social norms also influence decisions about childcare take-up. Instrumental
resources could play a role in increasing information about access to childcare services. In Poland, activities that facilitate the delivery and access to ECEC are undertaken locally, mainly in big
cities. Many communes create separate websites for educational and care issues. For example, in
Warsaw, each woman in hospital receives a layette for the baby she is delivering. This includes small
practical gifts and a book with all the necessary information. Moreover, Warsaw provides a separate
website (https://zlobki.waw.pl/) with information on crèches and a Warsaw crèche voucher. In the
case of nursery schools, there in an electronic system for recruitment in Warsaw. There are also
provisions that facilitate the access of children with disabilities to ECEC, although mainly for children
from 3 years’ old. Some crèches or kids club offer places for younger children with disabilities or
special care needs, but it does not create a coherent structure and is dependent on a particular unit. In Poland there are two distinct groups of NGOs supporting parents with different services, as well as
legal organisations. One group of NGOs is aimed at the general population of families with children,
and the second integrates parents of children with disabilities. However, they do not have a common
structure, so the support provided by them is fragmented. In conclusion, access to instrumental
resources is rather fragmented and locally based, and this can be an impediment to accessing ECEC. 4.3.1 Normative resources Overall, the Act on Care for children up to the age of 3 sets basic requirements, leaving much space
for improvement. Each facility can decide on additional activities or introduce higher quality standards
than required by law. However, it depends on each facility or its leading authority. There are no
additional formal/legal requirements on quality at regional level. Additional quality standards are
usually introduced by private entities and are connected to higher fees paid by parents. Higher quality
entities have been established mostly in cities, where the competition between institutions (mostly
private) is higher, and parental demand and financial capabilities are larger. As regards staff qualifications, different types of qualifications are accepted in crèches and kids clubs:
nurses, midwives, childminders, pre-school teachers, early school education or pedagogical
specialists, and those who have completed a degree in areas relating to early childhood education and
care. If employees have completed a specialist child first aid course less than 2 years before
undertaking employment, they can also have completed any type of higher education which includes
aspects of childcare and development (in addition to 80 hours of training) or secondary or vocational
secondary education with at least 1 year’s experience of work with children aged under 3 (or 280
hours of training). Hence, staff employed in ECEC have diverse profiles. Childminders can also have
several qualifications. Childminders and child carers employed in creches and children’s clubs are 31
14 July 2022 14 July 2022 employed on the basis of general employment regulations (Labour Code). Recruiting young people to
work in institutional forms of childcare is a growing problem. 4.3.3 Enforcement resources As there is no right to childcare for children under three, there is consequently no access to
enforcement resources in Poland. 32
14 July 2022 32 32 14 July 2022 Conclusion This paper provides an analysis of early childhood education and care policy in three EU countries:
Italy, Germany and Poland. By drawing on the capability approach, and building on an original power
resources analytical framework that defines relevant policy dimensions in ECEC policy from a rights-
based perspective, we map policy design features in the three countries. Table 2 presents an overview
of the relevant indicators in Germany, Italy and Poland. As can be seen, there are both similarities and
differences in policy design. Table 2. Summary of childcare power resources in Italy, Germany and Poland
Type
of
resource
Dimension
Italy
Germany
Poland
Normative
resources
Existence
of
legal
entitlement to childcare
No
Yes
Yes
Scope of legal entitlement
to childcare
Not applicable
Universal from age 1
Universal from age 3
Funding mechanisms
Public
funding
with
parental
fee
contributions
Public funding with
parental
fee
contributions
Public funding with
parental
fee
contributions
Support policies
Tax
deduction
and
child bonuses (applied
universally)
Subsidies depending
on Bundesland
Allowances
Funding
provisions
for
disadvantaged groups
None
Staggered fees for
disadvantaged
groups
None
Main
providers
of
childcare
Public and private for
profit
Public and private
not-for profit
Public and private for
profit
Regulation on structural
quality provision
Regulation on child-
staff ratio/group sizes
at regional level
Regulation on hours of
provision at regional
level
Regulation
on
staff
qualification
at
national level
Regulation on child-
staff
ratio/group
sizes at regional level
Regulation on hours
of
provision
at
regional level
Regulation on staff
qualification
at
national level
Regulation on child-
staff ratio/group sizes
at national level
Regulation on staff
qualification
at
national level
Extent
of
regional
variation in provision
High
High
Low Table 2. Summary of childcare power resources in Italy, Germany and Poland 33 14 July 2022 Instrumental
resources
Existence of resources for
improved
access
to
childcare
Some
municipal
provision
Some
municipal
provision
Some
municipal
provision
Existence
of
specific
initiatives to reach out to
groups with lower access
to childcare
Some local initiatives
Some
national
initiatives
and
regional provision
Local services and
private initiatives
Enforcement
resources
Existing
judicial
procedures for claiming
childcare
No
Yes
No
Source: Authors’ composition. Source: Authors’ composition. The first aspect of normative power resources examined in detail was the existence of a legal
entitlement to childcare. Within the three countries examined, only one country – Germany - has
established a legal entitlement to a place in childcare for the under 3s’ age group. The establishment
of such a legal entitlement, and the accompanying expansion in childcare places to guarantee the
fulfilment of this right, certainly had a positive impact on the ability of children and families to access
childcare in Germany, as evidenced by the significant positive trend in take-up of places in the past
decade. In the absence of an entitlement to a place, as is the case in Italy and Poland (for children
under 3), there may be limited incentives for public administrations to invest significantly in childcare
expansion and limited opportunities for families to claim for places in childcare. However, this does not mean that the existence of a legal entitlement to a place in childcare alone is
a necessary or sufficient condition to guarantee access for all children. Indeed, for an entitlement to
childcare to be effective at increasing access to childcare, it must be accompanied by further resources
to reduce the cost of such care for families. In Germany, we find that there is a large regional variation
in funding structures, which results in very high fees for care in some regions. This can significantly
curtail access to care, even where a place is guaranteed. In contrast, in Italy and Poland, there are
more concerted efforts to specifically reduce the cost of childcare through universal subsidies. In
Poland, there has been a marked increase in take-up of childcare – albeit starting from very low levels
– even without the existence of a legal right to childcare, whereas levels in Italy have been somewhat
erratic, though not significantly lower than in Germany. A common finding across the three countries is that funding structures do not affect all children and
their families equally. 33 First, the existence of measures for cost reduction and funding support is
particularly significant for children from socioeconomically disadvantaged families. Inequality in
access to childcare for children from these families continues to be an issue in all countries examined. The development of measures, including financial measures, targeted to vulnerable groups is an 34 34
14 July 2022 14 July 2022 important avenue to consider. Second, there is significant regional inequality in funding support for
childcare, which affects both access and quality within facilities. Since funding for childcare services
often relies on funding from local municipalities, the quality of childcare provision can strongly depend
on children’s place of residence. Stronger financial support measures at national level to equalise
funding for childcare across regions could be an important policy measure in this context. Some
measures in this direction have already been taken in the countries examined, but they could be
further accelerated. Specifically, policy should explicitly seek to channel funding for childcare services
towards regions with comparatively lower financial means. Beyond funding structures, the mix of childcare providers may also play a significant role. In principle,
having a range of childcare providers is a positive thing, as it increases choice for parents. Yet it may
also be associated with inequality in access to and the quality of childcare services. In the two
countries where private provision of childcare plays a significant role - Italy and Poland - this tended
to be associated with a higher cost of care for parents, and therefore reduced access. Beyond structural factors affecting access to childcare, quality is a significant issue. In two of the
countries examined - Italy and Germany - regulation on staff-child ratios and hours of provision for
childcare services falls to the regional level, while only Poland has regulation on staff-child ratios at
national level. In the absence of national standards on the quality of care, regional inequalities will
continue to persist. While the management and administration of services at local level – a common
theme across all countries – may be appropriate in the context of the service being delivered, it should
be accompanied by central (national/federal) action to reduce regional inequalities, not only in access
but also in quality. In all three countries, regulations on staff qualifications in ECEC services exist at national level, though
the type of qualification required differs. 33 Putting greater emphasis on high-quality training and
education for care staff in ECEC facilities emerged as one of the most significant policy measures to
ensure continuing high-quality provision of care services in the country examined. However, all three
countries face issues in recruiting and retraining staff in ECEC, particularly highly qualified staff, and
this was highlighted as a major issue for the future. In this respect, taking measures to increase
working conditions and pay within the ECEC sector is crucial to counteract the issues in staff
recruitment. In addition to the formal entitlements, the analysis also examined the role of instrumental resources,
that is, institutional and non-institutional channels to aid families in accessing childcare and reduce
informational barriers to take-up. In all three countries examined, these resources tend to be
underdeveloped and, if anything, are available at local level. Yet instrumental resources may greatly 35 35
14 July 2022 14 July 2022 help in increasing access to childcare services, particularly for children from particular backgrounds,
such as families who do not speak the native language in the country of residence. Experience does
suggest that specific programmes aiming to ease their access to education and care services can
significantly increase take-up. This illustrates the role that instrumental resources could play in
improving access to ECEC, particularly for disadvantaged groups. Finally, the empirical research also investigated the role of enforcement resources, that is, legal
channels for individuals to claim their entitlement to childcare. In Germany, the only country where
children under 3 have a right to childcare, such channels do exist. In practice, enforcement resources
appear of lower relevance in the context of childcare policy, as only a few families – those with
sufficient resources – use legal channels to claim for their place in childcare. However, the existence
of enforcement resources may have an indirect effect, in that the threat of a potential suit puts
pressure on administrations to invest in the development of facilities in order to meet their legal
obligations. In this sense, enforcement resources do provide families with additional leverage in
claiming for a childcare place. Overall, the analysis allowed us to shed light on the variation in the institutional design of three
childcare regimes that, based on traditional literature, are grouped under the umbrella of familialism. 33 Even though they exhibit different levels of budgetary effort in childcare policies, they are all
characterised by a performance below the Barcelona targets in terms of enrolment of children under
the age of 3. We provided an original analytical grid that links the rights-based approach with insights
from the capability approach literature. The resources-based approach that draws on Vandenbroucke
et al. (2021), and is here operationalised, can serve as a grid for the assessment of the quality of
childcare policies. In the context of the EuSocialCit project, an forthcoming working paper links the
institutional design of childcare policies with the public budgetary effort, and studies their interaction
and the impact on the final take-up. The aim is to investigate the extent to which institutional design
and public spending affect the use of these services. 36 36 14 July 2022 Appendix – Country sheets
A1 ECEC in Italy
With the adoption of Law No 124/2015 and then the Legislative Decree No 81/2017, Italy introduced
Type of resource
Dimension
Normative resources
Existence of legal entitlement to childcare
No
Scope of legal entitlement to childcare
No legal entitlement but universal
free of charge from age 3
Funding mechanisms
Public funding with parental fee
contributions
Support policies
Tax deduction and child bonuses
(applied universally)
Funding
provisions
for
disadvantaged
groups
None
Main providers of childcare
Municipalities (0-3 years)
Private for profit (0-3 years)
State (3-5 years)
Private non-profit (3-5 years)
Regulation on structural quality provision
Regulation
on
child-staff
ratio/group sizes at regional level
Regulation on staff qualification at
national level
Regulation on hours of provision
at regional level
Extent of regional variation in provision
High
Instrumental resources
Existence of resources for improved access
to childcare
Some municipal provision
Existence of specific initiatives to reach out
to groups with lower access to childcare
Some local initiatives
Enforcement resources
Existing judicial procedures for claiming
childcare
No A1 ECEC in Italy at regional level
Extent of regional variation in provision
High
Instrumental resources
Existence of resources for improved access
to childcare
Some municipal provision
Existence of specific initiatives to reach out
to groups with lower access to childcare
Some local initiatives
Enforcement resources
Existing judicial procedures for claiming
childcare
No With the adoption of Law No 124/2015 and then the Legislative Decree No 81/2017, Italy introduced
for the first time an integrated system for early childhood education and care from 0 to 6 years’ old. 33 It is composed of two main pillars: the nurseries or crèches (nidi di infanzia) and the kindergarten
(scuole d’infanzia). With this new provision, the State and, in particular, the Ministry of Education
(MIUR) take on the responsibility for childcare services for the first time. Although not directly involved
in the management of these services (unlike the kindergartens), the MIUR is called on to exercise a
very important role of the direction, planning, coordination, and financing of the entire 0-6 system, 37 37 37 37 37
14 July 2022 14 July 2022 with the aim of gradually homogenising the offer in terms of quantity and quality. The governance of
the system remains decentralised (see below for details), but the assumption of responsibility by the
MIUR is evident and represents the main challenge of the decree. In what follows, we look at the
individual power resources that are provided to children under the age of 5 in Italy to access both
early childcare services and pre-primary school. Normative legal resources Formally in Italy there is no legal entitlement to early childhood education and care (ECEC) Formally in Italy there is no legal entitlement to early childhood education and care (ECEC). Initially developed as health and welfare services within the company to help working mothers (Royal
Decree No 718 of 1926), crèches were defined as social services of public interest by Law No 1044 of
1971, under the responsibility of local and regional authorities. In more detail, public nurseries are run
directly by the municipalities, in accordance with general criteria defined at regional level, either
directly or indirectly. Alongside services with mainly municipal funding (both managed directly by the
municipalities and given in agreement to private non-profit or for-profit organisations, and private but
affiliated with the municipalities), there is a private offer in Italy, mainly financed with fees paid by
families, and in some cases by companies (public or private). From a regulatory perspective, childcare
services were initially recognised as services of individual interest, which means without any duty from
the state to guarantee access to them. In general, families submit a request of admittance to childcare
services at the relevant local office responsible for the organisation of ECEC services. Where more
than one service is available in the municipality, families have freedom of choice, and they may also
indicate more than one option. Considering requests and admittance requirements established at
local level, municipalities make priority lists based on criteria defined at local level in order to regulate
admissions in case there are fewer places available than requests. At the national level, the educational purpose of 0-3 services has definitively established itself since
2001, with the reform of Title V, which defines the competences of the state, regions and
municipalities, and the various sentences of the Constitutional Court that accompanied it, such as
judgment no 467 of 2002. 37 Yet the formal recognition occurred only in 2015 with Law 107/2015 and
the subsequent Legislative Decree No 65/2017, which brought nurseries and supplementary services
for early childhood back to the educational sphere rather than to the welfare sector, and defined them
as ‘services of public interest’. The 2015 law and the 2017 decree also introduced the ‘integrated
education and training system from birth up to six years’, directed and coordinated by the Ministry of
Education, University and Research, with the aim of ensuring the continuity of the educational and
scholastic path from birth up to 6 years of age. Before 2017, the state intervened only with ad hoc extraordinary funding, as in 2007 with the
Extraordinary Plan for the development of the integrated system of socio-educational services for
early childhood. This was financed by the 2007 Budget Law (Law No 296 of 2006) and in 2011, with
the Cohesion Action Plan (PAC), a state intervention that financed, among other things, the
strengthening of early childhood services in four southern regions - Calabria, Campania, Puglia and
Sicily. In the 1990s, Italy acknowledged various types of supplementary services for early childhood,
such as playgrounds, parent-children centres and childminders as well as the micro-nurseries, defined
as smaller crèches with greater flexibility, sized according to individual regional regulatory provisions. 38
14 July 2022 14 July 2022 In 2007, spring sections were created in pre-primary schools, which welcome girls and boys between
24 and 36 months of age and favour the continuity of the educational path from 0 to 6 years of age. In terms of quality of the service provided, each municipality is responsible for the organisation of the
educational services for early childhood, in compliance with regional regulations. Therefore, the offer
varies throughout the country. In general, nurseries admit children aged from 3 to 36 months. Municipalities may also offer services for children aged less than 3 months. Each municipality draws
up a general educative project that is applied by each nursery through its own educational plan. The
school plan details the activities carried out. The children/educator ratio, as well as minimum and
maximum group size, are legally established at regional level. Since nurseries are managed at local
level, it is not possible to provide detailed information on the organisation of time. 37 Coverage of 0-2 childcare services in Italy by region (2019) g
g
y y
g
(
)
Source: Authors’ composition based on ISTAT. 0
5
10
15
20
25
30
35
40
Public
Private
Target Source: Authors’ composition based on ISTAT. The high share of private providers affects the affordability of childcare services (Alleanza per
l’Infanzia, 2020). To support families in taking up childcare services, the Italian state offers two types
of support for the costs incurred by families: a 19 % deduction of the cost of nursery school fees, up
to EUR 632 per year per child, and the bonus asilo nido (nursery school bonus), which consists of an
annual voucher of EUR 1 000 (increased to EUR 1 500 in 2019) to reimburse the cost of attending a
nursery school. In 2019, 38 % of families’ expenditure on nurseries was covered by the bonus and
another 5 % by deductions. There are other forms of homecare assistance (Forme di supporto presso
la propria abitazione) for disabled children. In this case the bonus asilo nido is granted under the form
of home nursing for children under 3 years of age suffering from serious chronic diseases. Despite
these measures, as shown in Table 1.1, the costs for parents remain quite high, thus undermining
children’s overall take-up of the service. Indeed, municipalities have the discretion to set the amount
and methods of calculating these fees. On average, in Italy, families pay EUR 1 581 per year for each
of their children enrolled in nursery (see Table A1.1). This figure, which is equal to one-fifth of the
expenditure incurred to provide these services, varies greatly in the different areas of the country: it
is highest in the Centre-North, where it is around EUR 1 600-1 700, with a peak of almost EUR 1 900
in the North-East, while it drops to around EUR 600-700 in the South. Such amounts are quite
significant if we consider that according to the Ministry of Education, 12.8 % of the families who do
not use nurseries report having made this choice because they can’t afford the expense. 37 The high fragmentation in the governance of childcare services as well as the fragmentation in the
funding scheme means Italy has been characterised by a low coverage, with a national average of 26.9
%, with significant disparities across regions (24.6 % for childcare services, and 2.3 % for integrative
services). While the North-East and the Centre of Italy have a coverage level above the European
target (34.5 % and 35.3 % respectively), the North-West present levels a little below the target (31.4
%). The South (14.5 %) and the Islands (15.7 %) are still far from the target. On a regional level, Emilia
Romagna (36.4 %) has the highest coverage of childcare services (nurseries, micro-nurseries, spring
sections), followed by various regions in the Centre (Umbria, Toscana, Lazio), Aosta Valley, and the
autonomous province of Trento, all of which are above the European target. Southern regions, notably
Campania and Calabria, show the worst results. Such percentages slightly increase if we account also
for the integrative services, such as game space, childminders and child-parent centres, which cover
at national level respectively 1.3 %, 0.4 % and 0.6 % of children aged 0-2. Game spaces are particularly
important in Aosta Valley (7.1 %), Umbria (4.6 %) and Piemonte (3.1 %), while childminders are present
in the autonomous province of Bolzano (7.1 %) and Trento (3.7 %). The province capitals have a
coverage rate of 34.8 %. All the remaining municipalities have an average of 23.7 spots per 100 people
under the age of 3. The cities of Florence, Bologna, and Rome have more than 45 % coverage among
the central municipalities of the central-northern metropolitan areas, followed by other metropolitan
cities and, at a significant distance, those of the South and the Islands, where coverage does not
exceed 20 % (with the exception of Cagliari). Some urban cities, such as Bologna, Florence, Milan, and
Genoa, are able to provide adequate coverage even in outlying municipalities. The Rome metropolitan
area’s peripheral municipalities, however, deviate significantly from the area’s centre, with a coverage
of 23.6 % (ISTAT, 2021). In terms of providers, as shown in Figure A1.1, childcare services remain substantially split between
public and private sector, with significant cross-regional differences. 39 39 14 July 2022 Figure A1.1. Coverage of 0-2 childcare services in Italy by region (2019) Figure A1.1. 37 Recent
studies by ISTAT (2020) show that for children belonging to the poorest brackets (I and II quintile of
income distribution), the frequency of nursery school remains just below 14 %, while in the third- and
fourth-income classes it rises to 20 % and to 26 % respectively, reaching 35 % frequency in the last
fifth (ISTAT, 2020). 40 14 July 2022 Table A1.1 Average expenditure per child Table A1.1 Average expenditure per child
Percentage
of
expenditure
paid
by
parents
Average expenditure per child
Fee
paid
by
the
municipalities (euro)
Fee paid by users (euro)
North-West
23.0
5.655
1.687
North-East
22.9
6.381
1.892
Centre
17.8
7.546
1.636
South
10.7
5.374
643
Islands
10.7
6.180
739
ITALY
19.8
6.393
1.581
Source: Authors’ composition based on ISTAT. Finally, with respect to the educators, a university degree requirement has been introduced with the
legislative decree 65/2017, which is required in both public and private nurseries and corresponds to
a 3-year degree in the L-19 class (Educational Sciences). Working conditions of educators change
significantly depending on whether they are employed in publicly managed services or in private ones
(Neri, 2016). Overall, Italy is characterised by a high share of temporary involuntary contracts. Leon et
al. (2019) show that, in 2015, 29.3 % of the teachers in childcare had non-standard contracts, 30.3 %
worked part-time, despite the average number of years worked with the same employer being quite
high (around 12.3 years). The consequence of such career fragmentation is a high dissatisfaction linked
to income discontinuity and uncertainty, which is then translated into lower quality of the service for
kids. In terms of wages, there is a significant monthly wage gap between childcare teachers and their
pre-primary colleagues of around 15 %. If one considers the hourly wage, the gap between childcare
and pre-primary teachers is even higher at around 25 %. Considering the wage dynamics for the level
of qualification of teachers and the length of careers, childcare teachers have the lowest wages,
regardless of their qualifications and their ages, with the sole exception of older teachers with 3-year
degrees and a very long career. As stressed by our interviews, the bad working conditions and wages
of early childhood educators in part explains the low attractiveness of this job and therefore the
shortages of qualified teaching personnel. 37 In this respect, the fact that the educators are not even
recognised at the same level as pre-primary teachers in public schools, and are represented by two
different trade union organisations, does not help in supporting the former and explains the low
mobility. Instrumental resources Instrumental power resources include targeted or universal support channels, which facilitate
individuals’ access to social rights or assist them in access to justice in cases of non-compliance or
rights-violation by third parties. In the absence of an individual entitlement to access to childcare or
pre-primary school, instrumental resources consist of those procedures, information and support
channels that support families in overcoming the barriers that still hamper the access to the service. As observed above, access to pre-primary school is almost universal and barriers in access are limited. Yet, as observed by Favaro (2013), the enrolment of pupils aged 3-5 diminishes significantly among
non-Italian citizens (80.2 %, compared with 93.6 % of Italians). The reasons for this absence can be
attributed respectively to the family (an underestimation of the importance of this educational stage,
the organisational difficulties and the physical distances between home and school, especially for the 41 41
14 July 2022 14 July 2022 those that live in isolated situations) and the reception context (the costs of canteen service
unsustainable for all, the difficulties of integrating the children of immigrants, especially where
available places are limited, or where, in a discriminatory manner, the intention is to discourage the
attendance of foreign children). At the moment, however, there are no institutional or non-
institutional channels to facilitate access and support non-Italian citizens in accessing pre-primary
schools. The situation is more complex when it comes to early childcare. As observed above, there are various
factors that hamper participation. First, there are territorial barriers, as the services are more
widespread in the Northern and Centre regions than they are in the South and the Islands. In the
southern regions, the available places in public and private nurseries and complementary services do
not reach an average of 15 % of the potential catchment area for children up to 3 years of age,
compared with the Italian average of 24.7 %. In addition, significant disparities occur within territories,
depending on the size of the municipality. The available places in centres with fewer than 10 000
inhabitants are 22.7 %, compared with 26.6 % in cities between 10 001 and 50 000 inhabitants, and
29.9 % in cities with more than 50 000 inhabitants. The second type of barriers are economic barriers. Instrumental resources Educational barriers also play an important role, with the high school diploma and the middle school
certificate under-represented among the families that use nurseries (31.8 % and 18.7 % respectively,
against 39.5 % and 24.2 % of total families). Finally, cultural barriers play only a minor role in
explaining the take-up of childcare facilities. In this case the main reason for not sending a child to
childcare is that they are too young to be sent and would be better educated at home. While territorial and economic barriers cannot be addressed via instrumental resources, that is, via
strengthening information channels and helping families with the administrative procedures to enrol
their children at nursery, educational and cultural barriers can be in principle reduced with
instrumental resources. In this respect, however, there is no systematic evidence of the existence of
such channels in Italy. Since the childcare system is managed locally with regional guidelines, each
region provides a system of information and consultancy to parents or future parents on the services
of childcare and pre-primary education. For instance, Emilia-Romagna has a dedicated website and
service, Informa Famiglie e Bambini, where support is provided to families who want to access ECEC
services. A particularly admirable example is that of Reggio Emilia, where the municipality informs
new parents, even before they give birth, about the opportunities to enrol their children in nursery. A
childcare information kit is sent to the new parents with support for the administrative procedures. As stressed by our interviews, however, this door-to-door information service is a peculiarity of just a
few municipalities, mostly in Centre (Bologna) and North Italy (Milan). Other information activities are
carried out by the organisations that manage the private not-for-profit childcare services. For instance,
the FISM (Federazione Italiana Scuole Materne) raises awareness of public opinion around the
educational and social service provided by the kindergarten. To address the problem in access to information about childcare services, a proposal has been
discussed in the Italian Parliament regarding the possibility of creating a home-visiting service, which
would consist of the creation of a network of paediatricians to support families in getting the
information to apply for the nurseries. Another initiative has created a network of parents to spread
information about the advantages of enrolment in childcare services. 42
14 July 2022 14 July 2022 Enforcement resources Since there is no right to childcare, and attendance not compulsory, there are no remedy procedures
if a child cannot access childcare facilities. 43 43 14 July 2022 A2 ECEC in Germany
Type of resource
Dimension
Normative resources
Existence of legal entitlement
to childcare
Yes
Scope of legal entitlement to
childcare
Universal from age 1
Funding mechanisms
Public funding with parental
fee contributions
Funding
provisions
for
disadvantaged groups
Staggered
fees
for
disadvantaged groups
Regulation on quality provision Regulation
on
child-staff
ratio/group sizes
Regulation
on
staff
qualification
Regulation
on
hours
of
provision
Main providers of childcare
Mixed provision
Regulation on quality provision Regulation
on
child-staff
ratio/group sizes
Regulation
on
staff
qualification
Regulation
on
hours
of
provision
Extent of regional variation in
provision
High
Instrumental resources
Existence of resources for
improved access to childcare
Some regional provision
Existence of specific initiatives
to reach out to groups with
lower access to childcare
Some national initiatives and
regional provision
Enforcement resources
Existing judicial procedures for
claiming childcare
Yes A2 ECEC in Germany 44 14 July 2022 In Germany, ECEC is part of the public welfare system, where responsibility is shared between the
federal government, the 16 state governments and the municipalities (Linberg, Baeumer and
Rossbach, 2013). As such, the governance structure of ECEC in Germany is complex and decentralised,
relying on a system of multilevel governance (Oberhuemer, 2014). At national level, the German ECEC
system is the responsibility of the Federal Ministry for Family Affairs, Senior Citizens, Women and
Youth (BMFSFJ) (OECD, 2016), with some responsibility for the Ministry of Education and Cultural
Affairs (Eurydice, 2021). However, the Federation only sets the general framework for ECEC, with the
national legislative framework on ECEC contained within the Child and Youth Services Act in Book Eight
of the Social Code (Achtes Buch Sozialgesetzbuch) (Scholz et al., 2019), which was passed in 1990
(Eurydice, 2021). While the national level sets binding framework conditions and guidelines for
childcare services and defines the key tasks of ECEC, no concrete content requirements beyond
general guidelines are provided (ibid.). In addition, the national level has ‘stimulatory competence’
regarding childcare issues, for instance through launching initiatives to improve the quality of
childcare (Scholz et al., 2019). At regional level, the 16 German Länder are responsible for adapting the framework conditions set by
federal legislation into state-specific ECEC laws (Oberhuemer, 2014). Enforcement resources The states have regulatory
competence, meaning that there are 16 state-specific frameworks for the funding and licensing of
ECEC, as well as for setting standards and developing curricula (Scholz et al., 2019). In addition to a
legislative framework, each Land also has its own policy initiatives for access and quality in ECEC
(Oberhuemer, 2014). Finally, the responsibility for the planning, organisation and provision of ECEC
lies at the local level of municipalities, which also have responsibility for securing funding for ECEC
(Scholz et al., 2019). Within the framework set by state law, each municipality can set its own
framework for ECEC and the youth welfare offices (Jugendämter) – local agencies responsible for child
welfare – have the overall responsibility for planning and implementation (BPB, 2021). ECEC in Germany is provided in daycare centres (Kindertageseinrichtungen) for children under 3
(Krippen), in Kindergärten for 3 to 6 year-olds or in mixed-age facilities (BPB, 2021). Increasingly,
Kindergärten are expanding their services to younger children so that the traditional formal distinction
between Krippen and Kindergärten no longer applies in many cases, and the mixed-age model is more
common (Linberg, Baeumer and Rossbach, 2013). In addition, there is the option of Kindertagespflege,
home-based child-minding services by qualified individuals, which is particularly common for children
under 3 (Eurydice, 2021). Traditionally, there is no strict distinction between childcare and education
in care provision. Rather, institutionalised daycare is defined by a triad of Bildung (education),
Erziehung (upbringing) and Betreuung (care) (OECD, 2016; Frindte and Mierendorff, 2017). 45
14 July 2022 14 July 2022 Normative resources As set out in the theoretical framework, normative resources define the entitlements to early
education and care set out in the national legislation, and as such, may have crucial influence on
children’s educational capabilities. The provision of and entitlements to ECEC have been progressively
expanding in Germany in recent decades. As regards the existence of a right to childcare, a first step
was made in 1996, when a right to ECEC for children aged 3 and older was first codified into legislation
(West, Blome and Lewis, 2020). The Daycare Expansion Act (Tagesbetreuungsausbaugesetz, or TAG)
from 2005 was the first significant step towards expansion of ECEC for children under 3, as the first
legislative effort to determine concrete goals for the number of childcare places for children (Scholz
et al., 2019). It required local authorities to provide enough places for children below 3 to meet
demand or, at a minimum, to make places available for children with particular need, for instance
where parents were in employment (West, Blome and Lewis, 2020). According to experts interviewed,
expansion efforts were only progressing slowly in this period. However, in 2008, the Child Support Law (Kinderförderungsgesetz, or KiföG) established a universal
legal right to ECEC for all children from the age of 1 to officially come into force on 1 August 2013
(BPB, 2021). In addition to the universal right to ECEC from age 1, the 2008 law also laid down a gradual
expansion of supervision and care offers for children under the age of 3 to meet increased demand
(Eurydice, 2021). As a result of the increased investment in provision and more generous entitlements,
take-up of ECEC has increased significantly in Germany in recent years, as highlighted in Figure A2.1. Between 2006 and 2015, the proportion of children aged 1 and 2 in care (daycare centres and
childminding services) increased from 29.4 % to 48.5 %, with further increases between 2015 and
2020. Overall, it can be concluded that the introduction of a right to childcare for children aged 1 and
older, and the associated investment in provision, had a significant impact on access to childcare. Figure A2.1. Proportion of children in care (daycare centres and childminding services), Germany, 2009-2020 Figure A2.1. Proportion of children in care (daycare centres and childminding services), Germany, 2009-2020
Source: Authors’ calculation based on (Bertelsmann Stiftung, 2022). 0
20
40
60
80
100
2009
2011
2013
2015
2016
2017
2018
2019
2020
Proportion (%)
Children 1-2
Children 3-6 Source: Authors’ calculation based on (Bertelsmann Stiftung, 2022). 46 14 July 2022 However, while attendance for children aged 3-6 is almost universal, a lack of places for children under
3 remains an issue in some Länder. In particular, as shown in Figure A2.2 provision remains lower in
West Germany compared with the East. This can be traced back to historical development, as childcare
provision was much more common in Eastern Germany (in the states previously belonging to the
GDR), whereas initial levels of provision were much lower in the West. Survey data indicate that the
demand for childcare places on the part of parents remains significantly higher than available supply,
particularly in Western Germany (Anton, Hubert and Kuger, 2020). On average across Germany, the
gap between indicated demand (49 %) and actual take-up of places (34.3 %) amounts to 15 percentage
points (DJI, 2021). It should also be noted that the legal entitlement to publicly subsidised daycare
may be realised in home-based provision (Eurydice, 2021). That is, not all families who would like
access to institutionalised daycare receive a place there. Parents are free to indicate a facility of their
preference but are not entitled to receive a place at any particular facility (Eurydice, 2021). Overall,
therefore, there have been substantial advancements in Germany in access to ECEC following the
introduction of the legal entitlements for children aged 3 in 1996 and aged 1 in 2013. Nevertheless, a
discrepancy between demand and supply remains. Figure A2.2. Proportion of children aged 1 and 2 in care (daycare centres and childminding services), Germany,
by Bundesland Figure A2.2. Proportion of children aged 1 and 2 in care (daycare centres and childminding services), Germany,
by Bundesland Figure A2.2. Proportion of children aged 1 and 2 in care (daycare centres and childminding services), Germany,
by Bundesland Source: Authors’ calculation based on (Bertelsmann Stiftung, 2022). 83,4 82,3 81,9 79,1 76,3
69,0 66,3
51,3 48,3 46,5 45,6 43,8 43,4 43,1 43,0 42,8
76,2
45,4
51,1
0
10
20
30
40
50
60
70
80
90
Proportion (%) Source: Authors’ calculation based on (Bertelsmann Stiftung, 2022). Furthermore, as set out previously, in addition to the existence of a right to ECEC, other legal
provisions may further lay out what precisely is contained within this right, in turn affecting the access
to and quality of ECEC, and therefore the educational capabilities of children. First, funding provisions
are of central importance. Funding structures for ECEC in Germany are very complex and characterised
by regional variation as a result of decentralisation, though they generally rely on a mix of public and
private sources (FiBS, 2016; Scholz et al., 2019). Overall, approximately 0.8 % of GDP in Germany is 47
14 July 2022 14 July 2022 devoted to ECEC, a similar figure to the OECD average (OECD, 2016). While the precise funding
arrangements vary by Land, it is generally the case that the municipality is responsible for most of the
funding for ECEC, with limited involvement from the regional and, particularly, federal government. The result of this, as found from the expert interviews, is that access to and quality of ECEC for children
depends strongly on their place of residence. In municipalities that have lower financial resources, less
funding will in turn be available for ECEC. Though there is a universal entitlement to a place in daycare, ECEC is not part of the school system
and generally not free of charge (Eurydice, 2021). The level of contributions will depend on several
factors, including the region, parents’ financial circumstances, the number of children and attendance
time (ibid.). Funding and subsidies for childcare differ by Land. In some, there are general subsidies
for all children or free places for some years or families with several children, while in others, provision
is completely free of charge, at least for some hours, and there are also varying regional funding
arrangements for lunch provision and additional services (Bertelsmann Stiftung, 2021). Fees remain a
barrier to take up of ECEC (BPB, 2021). As highlighted in interviews, fees can vary enormously, even
across municipalities in the same region, and are in some cases very high. Figure A2.2. Proportion of children aged 1 and 2 in care (daycare centres and childminding services), Germany,
by Bundesland The median cost of care for
children under 3 in Germany is EUR 214 per month, while for children over 3 it is EUR 100 per month
(DJI, 2021). However, fees for under 3s can vary from little to no fees to more than EUR 300 per month,
depending on the region (ibid.). Fees may particularly form a barrier to entry for socioeconomically disadvantaged families. 31 % of
German families with children under 3 and a low net equivalent household income indicate that fees
are a barrier to accessing ECEC (DJI, 2021). Since August 2019, the Good Day-care Facilities Act
(KiQuTG, ‘Gute-Kita-Gesetz’) requires parental contributions to be staggered according to social
criteria, including parental income (Eurydice, 2021). Nevertheless, the precise determination of how
fees are staggered depends on the legislation set out by the Land. Over time, progressively more
regulations to make ECEC affordable have been introduced, and in some Länder, care is already
completely free, depending on age and scope of care (ibid.). However, despite these subsidies, parents
of children under 3 from lower income families still remain less likely than other families to use ECEC,
(West, Blome and Lewis, 2020). Some aspects of ECEC provision may disproportionately benefit
socially privileged groups, such as the common prioritisation of double-earning households where
both parents are working (BPB, 2021). Further to funding structures, legal provisions on the quality of ECEC are of importance. Again, the
central motif in the German case is that of regional variation. As highlighted multiple times in the
expert interviews, additional provisions beyond the right to childcare vary by Land, resulting in a high 48 48
14 July 2022 14 July 2022 degree of heterogeneity across the country. For instance, there is a high degree of variation in the
number of hours of care children are entitled to. While the Social Code does not define a specific time
entitlement to care, 10 of the 16 Länder define a minimum number of hours per day, with some
additional variation at regional level (Bertelsmann Stiftung, 2021). Entitlements tend to be more
generous in Eastern Germany, where childcare use was historically more prevalent than in the western
part of the country. There are also no national requirements regarding the child-to-staff ratio, which
exhibits large regional variation according to Länder-specific regulation (BPB, 2021). Figure A2.2. Proportion of children aged 1 and 2 in care (daycare centres and childminding services), Germany,
by Bundesland Finally, there are specific support 49 49
14 July 2022 14 July 2022 measures available for children with disabilities and special education needs (Eurydice, 2021). These
children can either attend daycare centres with inclusive care concepts or separate facilities. Most of
the children attending a daycare facility who receive integration support or who have special
educational needs will be cared for alongside children without disabilities. As regards the specific
support provisions, there is a large amount of regional variation. However, issues relating to access and quality in ECEC for children from socioeconomically
disadvantaged groups remain, including for children from families with lower financial means and
children with a migrant background. Evidence indicates that these socioeconomic disparities have
been intensified, rather than weakened, in the course of the large expansion in ECEC Germany has
undergone in recent years (Stahl, 2015). For instance, although there have been large increases in the
proportion of children with a migration background in ECEC for under 3s in recent years (Olszenka and
Riedel, 2020), they continue to be under-represented in German ECEC relative to other children
(Bertelsmann Stiftung, 2021), even in families that indicate that they are in need of a place (Anton,
Hubert and Kuger, 2020). This is likely related to a variety of barriers to entry on the parts of both
institutions and families, including the cost of care, distance to the daycare, lack of information and
transparency about access, perceived quality of care, the intercultural and linguistic competencies of
staff in daycare and norms and values within the family (ibid.). While the educational plans of many
states include support for multilingualism in daycare centres, in practice, the pedagogical approach in
daycare seldom devotes space to multilingualism and may even marginalise children with a
multilingual background (Olszenka and Riedel, 2020). In addition, evidence appears to indicate that
children from migrant families tend to attend facilities with lower performance in structural and
procedural quality indicators and a less privileged social composition, though more research on this is
necessary (Stahl, 2015). Investment in the quality of ECEC in Germany, and in closing socioeconomic
gaps in the quality of education that children receive, therefore remains a significant concern for the
future. There are also national standards regarding the qualification of personnel in ECEC. Historically, the
concept of public childcare and the professionalisation of the ECEC was contentious in Germany
(Rauschenbach and Riedel, 2016). Figure A2.2. Proportion of children aged 1 and 2 in care (daycare centres and childminding services), Germany,
by Bundesland Across Germany,
the child-staff ratio for children under 3 in full-time daycare is 3.9, increasing to 8.2 for children aged
3-6 (DJI, 2021). As a result, the de facto quality of childcare that children are entitled to varies
immensely across Germany. However, it should be noted that there is more effort being made to improve the quality of childcare
across Germany, with the national government increasingly involved. In 2019, the Good Day-care
Facilities Act committed to federal support of EUR 5.5 billion from 2019 to 2022 to implement
measures in 10 qualitative fields (which the Länder can select from), such as decreasing the specialist-
child ratio, in addition to decreasing and socially staggering fee burdens. As such, experts noted that
efforts to improve quality and decrease heterogeneity therein are increasing, though progress is slow. While provisions to specifically support socioeconomically disadvantaged families mostly focus on fee
staggering in some regions, there may also be provisions relating to other entitlements. In some cases,
there may be additional entitlements, for instance for younger children or additional hours, depending
on the position of the parents or if the children have special requirements (Bertelsmann Stiftung,
2021). There are also Bundesländer, where daycare centres receive higher funding when they have a
higher share of children coming from a migrant background (FiBS, 2016). In addition, there has been increased investment in the development of language diagnostics and
support in daycare to improve linguistic competence, particularly for children with a migrant
background or with deficiencies in language development (Eurydice, 2021). For instance, the federal
programme ‘Language-Kitas: Because language is the key to the world’, launched by the BMFSFJ,
promotes the teaching of language education in daycare centres, with a commitment of EUR 1 billion
spent between 2016 and 2020 (ibid.). Moreover, a joint initiative to develop language promotion was
launched by the Standing Conferences of Ministers for Education and Ministers for Youth, together
with the Federal Ministries, in 2012 (ibid.). The resulting programme, ‘Education through Language
and Writing’ (2013-2019), scientifically developed the linguistic education of children and assessed
measures developed in the Länder for language promotion. In March 2020, a five-year initiative was
launched to bring the results of the scientific initiative to a wider network of institutions, funded by
the Federal Ministry of Education and Research and the Länder. Figure A2.2. Proportion of children aged 1 and 2 in care (daycare centres and childminding services), Germany,
by Bundesland The qualification to become a state-recognised pre-primary
educator takes 3 years of post-secondary vocational training, as well as either a course as a childcare
assistant or training and work experience in the field (OECD, 2016). Since 2005, there have also been
minimum qualifications for childminders (Eurydice, 2021). Currently, the traditional vocational
qualification is placed at Level 6 on the National and European Qualifications Framework, on a par 50 50
14 July 2022 14 July 2022 with a bachelor’s degree, though this issue is contentious (ibid.). As such, although there has been a
move towards the academisation of ECEC qualifications, this process has been slow (Rauschenbach
and Riedel, 2016), and the number of staff with tertiary education remains marginal (Oberhuemer,
2014). Though staff qualifications are agreed nationally, the state government decides on staff-child
ratios, the rate of inspections and training for childminders (West, Blome and Lewis, 2020). In interviews with experts, the lack of qualified staff was highlighted as a major issue for the provision
and quality of ECEC in Germany, and one that will likely be exacerbated in future years. In some cases,
provision already has to be limited because of the lack of qualified staff. In staff surveys, one in five
leaders of educational institutions name staff shortages as a barrier towards providing high-quality
education and care (OECD, 2018). Expert interviews showed concern about a decreasing trend in
quality of provision even while maintaining the number of places, leading to a situation where the
educational role of ECEC is no longer fulfilled. Overall, the assessment of normative resources as
relating to the quality of ECEC therefore shows that, while there has been significant progress in access
to ECEC through the expansion efforts made in recent years, there are concerns relating to the quality
of ECEC. In particular, the lack of entitlements relating to quality at national level results in significant
heterogeneity across regions, so that the quality that children are de facto entitled to depends on
their place of residence. In interviews with experts, the lack of qualified staff was highlighted as a major issue for the provision
and quality of ECEC in Germany, and one that will likely be exacerbated in future years. In some cases,
provision already has to be limited because of the lack of qualified staff. Figure A2.2. Proportion of children aged 1 and 2 in care (daycare centres and childminding services), Germany,
by Bundesland Though research in this area
is still developing, there is some evidence that these segregational tendencies could be linked to the
German provider structure, as groups of providers differ with regard to the access criteria they
prioritise, including the family situation and the age of the child, but also subjective criteria such as
alignment of the family with the provider institution’s values or pedagogical concept (ibid.) Nevertheless, all providers are subject to guidelines on the content of ECEC. At national level, the
overall objectives of ECEC and broad (but binding) guidelines are defined. As specified in the Child and
Youth Welfare Act, all ECEC should encourage children’s mental, physical and emotional development
to help them become responsible and autonomous members of society, and support families in raising
children and reconciling this with employment (Linberg, Baeumer and Rossbach, 2013). These general
objectives of daycare also apply for home-based provision of ECEC (Eurydice, 2021). In 2004, the Standing Conferences of Regional (Länder) Ministers for Education and Cultural Affairs
and Ministers for Youth adopted the Joint Framework of the Länder for Early Education in Day-Care
Centres (Gemeinsamer Rahmen der Länder für die frühe Bildung in Kindertageseinrichtungen), which
applies to centre-based ECEC across age groups (Eurydice, 2021). The framework lays down the
objectives of ECEC, which include transferring basic skills, developing and fostering personal resources
to motivate children and promote their ability to take up and cope with future challenges in learning
and life, encouraging children to become responsible members of society, and enabling them to cope
with lifelong learning (Linberg, Baeumer and Rossbach, 2013). In 2009, the national working group of
the Länder youth welfare services adopted the Specialist Recommendations on the Quality of
Education, Upbringing and Care for Children Under Three Years of Age in Day-Care Centres and Child-
minding Services (Fachliche Empfehlungen zur Qualität der Bildung, Erziehung und Betreuung der
unter Dreijährigen in Kindertageseinrichtungen und Kindertagespflege (Eurydice, 2021). The national frameworks set out guidelines for ECEC (Eurydice, 2021). As regards ECEC for children
under 3, the 2009 guidelines state that care must respond to the basic needs of small children, such
as loving attention, sympathetic support and safety and security. At this stage, the aim of educational
support is to holistically support child development through play, social interaction and
communication. Figure A2.2. Proportion of children aged 1 and 2 in care (daycare centres and childminding services), Germany,
by Bundesland In staff surveys, one in five
leaders of educational institutions name staff shortages as a barrier towards providing high-quality
education and care (OECD, 2018). Expert interviews showed concern about a decreasing trend in
quality of provision even while maintaining the number of places, leading to a situation where the
educational role of ECEC is no longer fulfilled. Overall, the assessment of normative resources as
relating to the quality of ECEC therefore shows that, while there has been significant progress in access
to ECEC through the expansion efforts made in recent years, there are concerns relating to the quality
of ECEC. In particular, the lack of entitlements relating to quality at national level results in significant
heterogeneity across regions, so that the quality that children are de facto entitled to depends on
their place of residence. Finally, the provision of ECEC is strongly governed by the subsidiarity principle – that is, public
authorities are only obliged to provide social services if non-governmental agencies are not in a
position to do so (Oberhuemer, 2014) – and by the principle of diversity of providers (Scholz et al.,
2019). Only about one-third of children in Germany are in publicly provided care, with the majority
provided by not-for-profit private organisations (Bertelsmann Stiftung, 2021). In particular, non-profit
private organisations that are very active in childcare provision are churches and welfare
organisations, while private for-profit providers are rare (West, Blome and Lewis, 2020). Providers
have to have public recognition but have freedom in designing the content and method of care that
they provide (BPB, 2021). Overall, there are many diverse providers in Germany. In principle, the diversity in providers was evaluated as positive by experts, as it increases choice and
options. However, there is a concern as regards the heterogeneity of quality in provision across
providers. While large associations of providers have a large infrastructure and can provide high-
quality training for staff, for instance, this is not the case for small providers. Pay rates for staff can
also vary immensely by provider. Moreover, studies have shown that social segregation can already
be observed among young children in ECEC, as care providers exhibit marked differences with regard
to, for instance, the proportion of children coming from poor families or children with native 51
14 July 2022 14 July 2022 languages other than German (Hogrebe, Mierendorff and Nebe, 2021). 7 For more information see kita-navigator.berlin.de. Figure A2.2. Proportion of children aged 1 and 2 in care (daycare centres and childminding services), Germany,
by Bundesland From the age of 3, the 2004 Joint Framework of the Länder sets out further
educational areas in order to support the development of children’s intellectual, physical, emotional
and social abilities. For instance, educational areas include (ibid.) language and communication,
personal development and nature and cultural environments. 52
14 July 2022
At Länder level, while there are no binding curricula, in recent years there has been an increased focus
on developing educational plans and language support programmes (Linberg, Baeumer and Rossbach, At Länder level, while there are no binding curricula, in recent years there has been an increased focus
on developing educational plans and language support programmes (Linberg, Baeumer and Rossbach, 52
14 July 2022
At Länder level, while there are no binding curricula, in recent years there has been an increased focus
on developing educational plans and language support programmes (Linberg, Baeumer and Rossbach, At Länder level, while there are no binding curricula, in recent years there has been an increased focus
on developing educational plans and language support programmes (Linberg, Baeumer and Rossbach, 52 14 July 2022 2013). Educational plans (Bildungspläne) further concretise the legal mandate for ECEC by providing a
(non-binding) framework for curricula and developing recommendations for personnel and providers
of ECEC at local level, covering guiding principles of ECEC, the core objectives of education, and
educational areas to be addressed in ECEC (BPB, 2021). Based on the framework specified by the Land,
each centre providing ECEC must develop its own pedagogical plan, which must be approved by youth
and welfare services and is to be coordinated with primary schools (Eurydice, 2021). Depending on
the Land, the responsibility for the licensing of family daycare and childcare services lies with
regional/state level authorities or local municipalities (OECD, 2016). 8 For more information see https://www.bmfsfj.de/bmfsfj/service/publikationen/bundesprogramm-kita-
einstieg-bruecken-bauen-in-fruehe-bildung--118650. Instrumental resources As highlighted by experts, parents
in these families may often be unaware of their childcare entitlements or may not know how to access
these entitlements. Here, a greater effort has been made to increase outreach. For instance, there is
the federal programme ‘Daycare Entry: Building bridges for early education’ (Guter Kita-Einstieg:
Brücken bauen in frühe Bildung), which targeted mainly refugee children at first but has since been
opened up to other groups, such as families that are economically at risk or in precarious living
situations8. The aim of the programme is to provide information on ECEC to these families and thereby
facilitate access. There are also local initiatives to increase access for disadvantaged groups, though
this is not the case everywhere. In most municipalities, information in multiple languages is lacking,
which is an issue in this context. Informational barriers related to access to ECEC may be particularly pronounced for children from
migrant families or families where parents do not speak German. As highlighted by experts, parents
in these families may often be unaware of their childcare entitlements or may not know how to access
these entitlements. Here, a greater effort has been made to increase outreach. For instance, there is
the federal programme ‘Daycare Entry: Building bridges for early education’ (Guter Kita-Einstieg:
Brücken bauen in frühe Bildung), which targeted mainly refugee children at first but has since been
opened up to other groups, such as families that are economically at risk or in precarious living
situations8. The aim of the programme is to provide information on ECEC to these families and thereby
facilitate access. There are also local initiatives to increase access for disadvantaged groups, though
this is not the case everywhere. In most municipalities, information in multiple languages is lacking,
which is an issue in this context. Instrumental resources In addition to normative resources – the legal provisions setting out the right to ECEC for children and
what exactly it entails – instrumental resources may be essential in increasing access by providing
children and their families with the necessary information and assistance to gain access to care. As
stated previously, in Germany, the concrete implementation of measures in ECEC, including measures
to facilitate delivery and access, depend on the state and local level. Generally, when parents are
looking for a place in (centre-based) daycare, the first step – often during pregnancy – is to seek out
local daycare centres, where they can get information and be placed on a waiting list (Schettler, 2016). In most Länder, regulation specifies that the need for a space has to be registered with public
authorities, usually the youth and welfare services, who may then provide information on how best
to access a place in ECEC (ibid.). Increasingly, there are online tools to facilitate the process of parents
registering their need for a place in ECEC, which can increase parents’ access to information and
understanding of the process. However, this is not available everywhere (ibid.). Additional measures to raise awareness and provide information on quality are location dependent. As was also pointed out in interviews, the existence of informational and other instrumental resources
is an issue on which there is currently little evidence. Several regional examples of efforts to facilitate
access to ECEC do exist, for instance the Kita-Navigator provided by the city state of Berlin7, where
parents can search for available places and filter according to their preferences. However, systematic
initiatives to provide information and increase access are generally lacking on a national level. In
general, it can be concluded that approaching parents in order to decrease barriers to access is not
systematic. Rather, the onus is on parents to seek out the public authorities, where they can then 53
14 July 2022
7 For more information see kita-navigator.berlin.de. 53 14 July 2022 receive information. In a context where demand for ECEC continues to outpace supply, this lack of
systematic information provision can be an impediment to accessing the right to ECEC. Informational barriers related to access to ECEC may be particularly pronounced for children from
migrant families or families where parents do not speak German. Enforcement resources Finally, enforcement resources may play a role in influencing access to ECEC, in that they enable legal
avenues that families can take if their right to childcare is denied. As stated previously, in Germany,
the legal right to a place in ECEC is codified in national legislation from the age of 1, and local
maintenance bodies are therefore obliged to provide a place for all children. If the legal entitlement
to care cannot be honoured, parents have the right to sue these authorities for a place (Schettler,
2016; Eurydice, 2021). In October 2016, the German Constitutional Court (Bundesgerichtshof) ruled
that parents may be entitled to compensation for lost earnings from their local authority if a place in
daycare for their child cannot be provided (Spiegel, 2016). The court responded to a suit by three
mothers, whose return to work after childbirth was delayed because of unavailability of daycare
places. The Constitutional Court ruled that the legal right to ECEC is partially motivated by helping
parents balance their employment with caring responsibilities; if authorities fail in this legal mandate,
they may be required to pay compensation. However, there may be specific cases where the
municipality can justify the lack of places, for instance if agreed contracts were not met by contracting
partners. Nevertheless, while the right to sue for a place in ECEC exists, in practice, few families actually make
use of this avenue, as pointed out by experts. Currently, around 1 000 court cases relating to the legal 54
14 July 2022
8 For more information see https://www.bmfsfj.de/bmfsfj/service/publikationen/bundesprogramm-kita-
einstieg-bruecken-bauen-in-fruehe-bildung--118650. 8 For more information see https://www.bmfsfj.de/bmfsfj/service/publikationen/bundesprogramm-kita-
einstieg-bruecken-bauen-in-fruehe-bildung--118650. 14 July 2022 entitlement §24 SGB VIII are listed9. As stated by experts, however, this does not reflect the overall
number of complaints, as not all are accepted by courts. This is because they may be legally insecure,
or the local authorities find a place before the legal process commences. Nevertheless, it was also
pointed out that parents can be reluctant to sue owing to barriers such as an unwillingness to cause a
confrontation in the local community, perceived costs, time until the decision and chances of losing. Moreover, the families that do sue tend to be those in socioeconomically advantaged positions, who
can afford to invest the time and other resources needed for such a legal endeavour. 9 https://dejure.org/dienste/lex/SGB_VIII/24/1.html Enforcement resources As such, suing
for a childcare place should not be seen as an effective avenue to increase access to childcare. At the
same time, the existence of such a legal avenue may have contributed to increased provision of places. As laid out in the expert interviews, many municipalities increased their provision in anticipation of
the establishment of the right to childcare for children under 1, and the potential suits associated with
it. Hence, while enforcement resources do not in themselves appear to be an effective way of
accessing the entitlement to ECEC, they can have an indirect effect by increasing the bargaining and
legal power of families relative to public authorities. 9 https://dejure.org/dienste/lex/SGB_VIII/24/1.html 55 55 14 July 2022 14 July 2022 A3 ECEC in Poland A3 ECEC in Poland The right to ECEC is codified into the Polish national legislation. ECEC in Poland does not form a single
Type of resource
Dimension
Normative resources
Existence of legal entitlement
to childcare
Yes
Scope of legal entitlement to
childcare
Universal from age 3
Funding mechanisms
Public funding with parental
fee contributions
Support policies
Allowances
Funding
provisions
for
disadvantaged groups
None
Main providers of childcare
Mixed provision
Regulation on quality provision
Regulation
on
child-staff
ratio/group sizes
Regulation
on
staff
qualification
Extent of regional variation in
regulation
Low
Instrumental resources
Existence of resources for
improved access to childcare
Some local services (in some
communes)
Existence of specific initiatives
to reach out to groups with
lower access to childcare
Local services and private
initiatives
Enforcement resources
Existing judicial procedures for
claiming childcare
No The right to ECEC is codified into the Polish national legislation. ECEC in Poland does not form a single
or uniform system in Poland. It is based on two systems: the childcare system supervised by
the Ministry of Family and Social Policy (children aged 0-3 years) and the pre-primary education
system that falls under the Ministry of Education and Science (children aged 4-6/7 years). 56
14 July 2022 56 14 July 2022 So, ECEC in Poland is divided into two stages: So, ECEC in Poland is divided into two stages: So, ECEC in Poland is divided into two stages: So, ECEC in Poland is divided into two stages: 1. for children aged 0-3 years: centre-based childcare provided in crèches (żłobki) and, since
2011, kids clubs (kluby dziecięce), and home-based provision by daycare providers or
childminders (opiekun dzienny) and nannies (niania). Enforcement resources It is regulated by the Act of 4 February
2011 on the Care for children aged up to 3. Centre-based crèches and home-based provision (daycare providers/child minders and nannies) care
for children aged at least 20 weeks, while kids clubs are for children aged 1 year and above. Children
can attend those settings until the end of the school year in which they reach the age of 3 or up to the
age of 4 in cases where it is difficult or not possible for the child to participate in pre-school education. Attending a crèche is not obligatory; crèches are not part of the education system. 2. for children aged 4-6/7 years: pre-school education provided in nursery schools (przedszkole),
pre-school classes (oddziały przedszkolne) in primary schools and other pre-school education
settings, including pre-school education units (zespół wychowania przedszkolnego) and pre-
school education centres (punkt przedszkolny). This is regulated by the Act of 14 December
2016, Law on School Education. Pre-school education is optional for 3, 4 and 5 year-old children and obligatory for 6 year olds. Every
3, 4 and 5 year old has an entitlement to a place in a pre-primary setting in his/her locality. As of the
school year 2016/17 compulsory education in Grade 1 of primary school starts at the age of 7. All 6
year olds have to attend a pre-school institution for 1 year in order to acquire basic skills before they
start school. Normative legal resources Normative legal resources Care for children aged up to 3 years is a statutory task of the commune - gmina (the lowest-level local
government unit). However, there is no legal guarantee to a place in ECEC for children aged up to 3
years. Creches or kids club can be led by public or non-public institutions that fulfil the proper
conditions and requirements. Funding Funding for care provided to children aged up to 3 years at crèches, kids clubs and daycare providers
comes primarily from: Funding for care provided to children aged up to 3 years at crèches, kids clubs and daycare providers
comes primarily from: •
budgets of communes and other local government units (LGUs) in the form of a subsidy. Generally, the only condition for the payment of the subsidy which follows directly from the
Act on the Care for Children up to the age of 3 is the child’s place of residence. The subsidy
for a day nursery is granted only for children residing in the municipality – unless the
municipality adopts a different decision in the resolution. Subsidies may be granted to
children residing outside the municipality, but only if there is a resolution permitting it, and
secondly, an inter-municipality agreement (i.e. reimbursement from a neighbouring
municipality). •
state specific-purpose (targeted) grants, such as the Maluch+ Programme. In the case of the
Maluch+ Programme, the funds generally can be allocated to three tasks: (1) creation of new
facilities; (2) creating new places in existing nurseries; (3) subsidising existing places, thus 57 14 July 2022 reducing fees. The subsidy covers up to 80 % of the total cost. In 2020, the entity receiving
funding from the programme is required to ensure the operation of childcare places created
or subsidised with funding from the programme for a minimum period of 5 years. Ensuring
the operation of childcare places means that at least 60 % of the places indicated in the
agreement are used during the required period. The programme is available both for public
entities (mostly communes) and private. The programme is financed from the State Budget
and the Labour Fund (since 2018 as a measure facilitating parents’ engagement on the labour
market). •
EU structural funds (as part of regional operational programmes). •
EU structural funds (as part of regional operational programmes). Funding The above funding sources can be granted measures to develop and maintain childcare facilities for
children up to the age of 3: renumeration of teachers and administration, supply of utilities, rent,
administrative charges relating to the premises, costs related to maintenance of cleanliness in the care
institution, purchase of hygiene products, indirect costs, such as service costs (management,
accounting, legal, human resources, training, recruitment and staff insurance costs, certification and
authorisation costs, training and insurance costs for volunteers, child recruitment costs, costs of
promotion and information on childcare facilities, bank account management and transfer costs),
purchase of real estate (only for local administrative units – communes), construction or conversion
of real estate (only for local administrative units – communes), purchase and installation of equipment
(including, among other things, furniture, leisure equipment, sanitary equipment, kitchen equipment,
toys), purchase of teaching and educational aids, specialised equipment and tools, purchase of aids
for carrying out care and educational activities, specialist equipment and tools for diagnosing
developmental and educational needs and psycho-physical capabilities of children, supporting
development and carrying out therapy for children with special educational needs, with particular
attention to these aids, equipment and tools, equipping and installing a playground with a safe
surface. Creches and kids clubs are mostly non-public (Table A3.1). There are approximately three times as
many private creches as public institutions, and the dimensions are similar for kids clubs. In terms of
number of places, the differences are less pronounced, but private provision still dominates. The vast
majority of home-based provision is private. Among children aged 4-7, most institutions are run by
local municipalities, but 45.1 % of institutions remain privately run (Statistics Poland, 2020). 58 58 14 July 2022 Table A3.1. Distribution of public and private childcare institutions for children aged 0-3, 2022
Sector
Creches
Kids clubs
Home-based provision TOTAL
No of
institutions
No of
places
No of
institutions
No of
places
No of
institutions
No of
places
No of
institutions
No of
places
Public
1,119
74,019
152
3,185
106
520
1,377
77,724
Private
3,334
111,408
755
14,321
1,784
11,529
5,873
137,258
TOTAL
4,453
185,427
907
17,506
1,890
12,049
7,250
214,982
Source: National Creche Reporting System. able A3.1. Distribution of public and private childcare institutions for children aged 0-3, 2022 Creches and kids clubs operate mostly as private companies or are run by an NGO. 10 Typical fees in public creches vary between approximately PLN 500-800, so the co-financing for
parents can amount to more than 50 %. Funding They have to
comply with standards set in the Act of 4 February 2011 on the Care for children aged up to 3. At the
same time, non-public entities react faster to growing demand. These institutions can apply for public
grants from the Maluch+ Programme, and in all cases after fulfilling some requirements they are
granted support. In the case of private care settings, financing is based mainly on fees for parents,
supplemented by other sources. Communes can (but this is not an obligation) grant subsidies to
private care settings, after meeting some specific conditions set by the commune. Another, completely separate, catalogue of subsidies are those that entitle parents to subsidise their
children’s places in creches. From 1 April 2022 parents are able to apply for co-financing of their
children’s time in institutional care up to PLN 40010 (provided they are not granted the Family Care
Capital – another support measure – for a particular child). Such direct support for parents so far has Another, completely separate, catalogue of subsidies are those that entitle parents to subsidise their
children’s places in creches. From 1 April 2022 parents are able to apply for co-financing of their
children’s time in institutional care up to PLN 40010 (provided they are not granted the Family Care
Capital – another support measure – for a particular child). Such direct support for parents so far has
been available from the Maluch+ Programme, but it has depended on the availability of its funds. From April 2022 this possibility became a legal right coded in the proper Act (Bill). This subsidy will
cover a significant part of the cost of childcare for children aged 0-3 but a portion of the cost will still
be borne by parents. As shown in Table A3.2, in two-thirds of public institutions, fees are PLN 600 or
lower, meaning that two-thirds or more of the cost of care will be covered by the subsidy. In contrast,
among private institutions, the share of institutions with relatively low fees is smaller and fees can
exceed PLN 1 000, so that the subsidy may be less effective. been available from the Maluch+ Programme, but it has depended on the availability of its funds. From April 2022 this possibility became a legal right coded in the proper Act (Bill). Funding This subsidy will
cover a significant part of the cost of childcare for children aged 0-3 but a portion of the cost will still
be borne by parents. As shown in Table A3.2, in two-thirds of public institutions, fees are PLN 600 or
lower, meaning that two-thirds or more of the cost of care will be covered by the subsidy. In contrast,
among private institutions, the share of institutions with relatively low fees is smaller and fees can
exceed PLN 1 000, so that the subsidy may be less effective. 10 Typical fees in public creches vary between approximately PLN 500-800, so the co-financing for
parents can amount to more than 50 %. 59 14 July 2022 Table A3.2. Monthly residence fees by type of institution, 2021
Fee
Residence fee, monthly
Public
Private
No
of
institutions
No
of
places
No
of
institutions
No
of
places
no fee*
84
4.7
326
5.4
2-300
579
33.8
276
8.9
301-600
543
32.0
1,192
32.0
601-900
34
0.5
1,420
35.3
901-1200
12
0.5
1,301
28.4
1201-1500 12
0.2
823
14.8
1501-1800 0
0
174
2.9
1801-2100 0
0
63
0.9
2101-2400 0
0
17
0.2
2400>
0
0
6
0.07
Total
1,264
71,622
5,598
128,853
Source: Polish Creche Register. Table A3.2. Monthly residence fees by type of institution, 2021 Additionally, parents can apply for co-financing from the company’s social benefits fund (but this
possibility is only available for employed parents). In 2009, an amendment concerning labour law and
company social benefit funds came into force. At that time, the definition of social activity that can be
financed from the company social benefit funds was broadened – as this is what the funds are to be
used for – and crèche care was introduced as one such purpose. Therefore, an employer may finance
the participation of its employees’ children in creches from the company’s social benefits fund. The
second, more complex, option (and therefore rarely used so far) is the possibility of financing the
establishment of a company crèche. The employer must meet safety, hygiene, and fire protection
criteria appropriate for creches. Even if they create a creche for a small group of their employees, this
is quite a barrier. However, it is not the case that these funds are open and available in every case –
the rules of the company’s social benefits fund is the deciding factor here. 11 The coverage rate calculated by the Polish Ministry of Family and Social Policy does not include
children below 1 year old, because those children are rarely covered by institutional care. The parental
leave (with high replacement rate) lasts 1 year and parents usually do not place children below 1 year
old in institutional care. Funding Of course, this co-financing
should apply to employees who are most in need according to economic and social criteria. But
undoubtedly such a source exists and can be used. Parents can also be supported by all kinds of vouchers or subsidies organised by communes, but this
is not a formal obligation, and depends on particular communes. However, there are plans to co-
finance the access to institutional care for children up to 3 years’ old from the state budget on a regular
basis (in the form of the legal act). 60
14 July 2022 14 July 2022 Care provided by nannies is based on a service agreement which, in accordance with the Civil Code, is
subject to regulations applicable to civil law contracts (a ‘contract of mandate’). A nanny can be
anyone who meets the following three conditions: (1) is not the parent of the child to be cared for, (2)
is over 18 years of age, (3) has a sanitary-epidemiological qualification and a certificate of no
impediment to work. A nanny can be a grandmother, a sister, a cousin of the child, or someone from
outside the family, for example a neighbour, a student, a pensioner, or a person on a pre-retirement
benefit. A nanny does not need to have any specialist education or professional experience of working
with young children. Neither do they have to undergo special training. Public funding is available for
hiring nannies. The National Social Security Institution pays contributions for nannies, including
pension, disability pension, and accident and health insurance contributions. The Social Insurance
Institution pays contributions on half of the minimum wage (100 % before 2018), the remaining part
is paid by a person or persons (mostly parents) hiring nannies (as social security contribution payers). For example: you hire a nanny in January 2021 and give her a salary of PLN 3 000 (the minimum salary
in 2021 was PLN 2 800). The Social Insurance Institution pays contributions on half of the minimum
wage, i.e. PLN 1 400. You pay contributions on the remaining amount, i.e. on PLN 1 600 (PLN 3 000
minus PLN 1 400 equals PLN 1 600). Accessibility The way the system is constructed results in inequalities in access to institutional care provided for
children up to 3 years’ old. Big and affluent communes provide better access to institutional care for
this group of children by, for example, introducing special programmes such as the Warsaw creche
voucher. According to the Ministry of Family and Social Policy, the coverage rate of institutional care
for children aged 1 and 2 years old11 reached 28 % in 2021 (the rate does not take into account children
below 1 year old). This is growing, but the demand is still not met. Although the number of children is
decreasing there is a demand for new places of institutional care up to 3 years’ old. This suggests that
the access to institutional care for children in this age group is not sufficient. There are still
communes where no places of institutional care for children up to 3 years’ old exist at all (especially
rural). 61
14 July 2022 14 July 2022 Since 2008, the existence of various types of barriers related to access to childcare (cost, distance,
quality of care) is monitored in the Labour Force Survey. Figure A3.1 shows the share of women in age
group 25-44 years experiencing these barriers by educational attainment. In general, women with low
and medium education indicate higher barriers than those with tertiary education, especially in the
case of the cost of childcare, but also in distance to childcare institutions. Significant reduction of
barriers has been recorded for women with education below tertiary. Since 2008, the existence of various types of barriers related to access to childcare (cost, distance,
quality of care) is monitored in the Labour Force Survey. Figure A3.1 shows the share of women in age
group 25-44 years experiencing these barriers by educational attainment. In general, women with low
and medium education indicate higher barriers than those with tertiary education, especially in the
case of the cost of childcare, but also in distance to childcare institutions. Significant reduction of
barriers has been recorded for women with education below tertiary. Figure A3.1. Share of women in age group 25-44 years experiencing barriers in access to childcare by
educational attainment, 2008-2019 3.1. Share of women in age group 25-44 years experiencing barriers in access to childcare by
nal attainment, 2008-2019 Figure A3.1. Accessibility Share of women in age group 25-44 years experiencing barriers in access to childcare by
educational attainment, 2008-2019
a. Below tertiary education
b. Tertiary education
Source: Polish Labour Force Survey data. As a result of public policy aiming to improve access to ECEC, we can note that in 2019, 12.4 % children
aged 0-2 were covered by the ECEC care, compared with 2.0 % in 2004 and 4.8 % in 2013 (Figure A3.2). At the same time, there are significant geographical differences - 18.4 % of children in urban areas but
only 3.7 % of children in rural areas attend ECEC. 0
5
10
15
20
25
30
35
40
2008
2009
2010
2011
2012
2013
2014
2015
2016
2017
2018
2019
Share of women in age gropu 25-44
years with below tertiary education
distance
cost
quality
0
5
10
15
20
25
30
35
40
2008
2009
2010
2011
2012
2013
2014
2015
2016
2017
2018
2019
Share of women in age gropu 25-44
years with tertiary education
distance
cost
quality b. Tertiary education
0
5
10
15
20
25
30
35
40
2008
2009
2010
2011
2012
2013
2014
2015
2016
2017
2018
2019
Share of women in age gropu 25-44
years with tertiary education
distance
cost
quality b. Tertiary education
0
5
10
15
20
25
30
35
40
2008
2009
2010
2011
2012
2013
2014
2015
2016
2017
2018
2019
Share of women in age gropu 25-44
years with tertiary education
distance
cost
quality a. Below tertiary education
Source: Polish Labour Force Survey data. 0
5
10
15
20
25
30
35
40
2008
2009
2010
2011
2012
2013
2014
2015
2016
2017
2018
2019
Share of women in age gropu 25-44
years with below tertiary education
distance
cost
quality Source: Polish Labour Force Survey data. As a result of public policy aiming to improve access to ECEC, we can note that in 2019, 12.4 % children
aged 0-2 were covered by the ECEC care, compared with 2.0 % in 2004 and 4.8 % in 2013 (Figure A3.2). At the same time, there are significant geographical differences - 18.4 % of children in urban areas but
only 3.7 % of children in rural areas attend ECEC. 62
14 July 2022
Figure A3.2. Participation of children in Early Childhood Education and Care in Poland, 2004-2019
Source: Statistics Poland. Scope of services The tasks of crèches and kids clubs are, in particular, to: The tasks of crèches and kids clubs are, in particular, to: •
provide care to children in home-like conditions •
provide proper nursing and educational care to children through the organisation of play
activities with learning elements, while taking into consideration their individual needs •
provide proper nursing and educational care to children through the organisation of play
activities with learning elements, while taking into consideration their individual needs •
organise care, educational and learning activities that are suitable for the age of children and
the level of their physical and psychological development. The services provided by crèches include the following elements based on the norms for children of
this age: meals; care and nursing; sleep and rest hygiene; indoor and outdoor educational and learning
activities; activities preventing diseases and promoting health; corrective activities; and medical first
aid. In accordance with the Act on the Care for Children up to the age of 3, a parents’ council can be
established and operate in a crèche or kids club. The council may, for example, propose action, put
forward suggestions and give opinions to the head and the administering body of a crèche or kids club
in all matters relating to its activities, and, in particular its educational and learning activities. However,
as it is for pre-school education, there is no national core curriculum. Eligibility criteria Crèches or home-based provision are for children aged at least 20 weeks, and kids clubs for children
aged 1 year and above. Children can attend those settings until the end of the school year in which
they reach the age of 3, or up to the age of 4 in cases where it is impossible or difficult for the child to
participate in pre-school education. There is no single national rule for crèche or kids club recruitment. It depends on the institution and can be found on the website of the given institution, city or commune
office. Accessibility 0
10
20
30
40
50
60
70
80
90
2004 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 2017 2018 2019
% of children in age group 0-2 years Figure A3.2. Participation of children in Early Childhood Education and Care in Poland, 2004-2019
0
10
20
30
40
50
60
70
80
90
2004 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 2017 2018 2019
% of children in age group 0-2 years Figure A3.2. Participation of children in Early Childhood Education and Care in Poland, 2004-2019
0
10
20
30
40
50
60
70
80
90
2004 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 2017 2018 2019
% of children in age group 0-2 years Figure A3.2. Participation of children in Early Childhood Education and Care in Poland, 2004-2019 Figure A3.2. Participation of children in Early Childhood Education and Care in Poland, 2004-2019
0
10
20
30
40
50
60
70
80
90
2004 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 2017 2018 2019
% of children in age group 0-2 years 62 14 July 2022 Learning and development The Act on the Care for Children up to the age of 3 does not recommend any teaching methods or
aids. Activities in crèches are based on their organisational regulations, which specify the institution's
tasks. These include, in particular, the provision of care and education in safe and hygienic conditions
that are necessary for children’s development; disease prevention and health promotion; and nursing
care. In addition to care and education and nursing activities, crèches and kids clubs organise play activities
with learning elements that are suited to children’s individual needs and the level of their physical and
psychological development. Staff are free to choose teaching aids, while taking into consideration
children’s age and development needs. Organisation of services The maximum number of children cared for by 1 childminder in a crèche or kids club is 8. However,
the maximum number is 5 when a group includes a child with a disability, a child requiring special care
or a child under 1 year of age. Crèches with more than 20 children employ at least 1 nurse or midwife. Crèches and kids clubs may have volunteers supporting the provision of childcare. Volunteers who do
not have the necessary qualifications are required to complete 40 hours of training in baby/child first
aid. The Act on the Care for Children up to the age of 3 does not specify the number of working hours per
week for childcare institutions. Working hours in crèches and kids clubs are determined in their
organisational regulations, taking into account parents’ preferences. Crèches and kids clubs provide
care for up to 10 hours per day. In special cases, at parents’ request, the duration of the stay can be
extended for an additional fee. For a daycare provider (home-based provision), working hours are set
in an agreement between the provider and the employing entity. 63
14 July 2022 14 July 2022 14 July 2022 12 Based on Magda I. (2020), Increasing female labour market participation in Poland, IBS Policy Paper.
https://www.researchgate.net/profile/Iga-
Magda/publication/338656073_Increasing_female_labour_force_participation_in_Poland/links/5e21cd12a6fd
cc1015715c0e/Increasing-female-labour-force-participation-in-Poland.pdf. Assessment The Act on the Care for Children up to the age of 3 does not provide the assessment for children
attending crèches or kids-clubs. Crèche staff work with parents, providing on an ongoing basis
information about children’s achievements, their problems and any worrying health symptoms. Crèches with more than 20 children employ at least one nurse or midwife. Crèches and kids clubs may
have volunteers supporting the provision of childcare. Volunteers who do not have the necessary
qualifications are required to complete 40 hours of training in baby/child first aid. The following types of child carers can be employed in crèches and children’s clubs: The following types of child carers can be employed in crèches and children’s clubs: •
a person with the qualifications of a nurse, midwife, childminder, pre-school teacher, as well
as early school education or pedagogical specialists in early care, social care, early education,
and a pedagogical therapist •
a person who graduated from a study programme (or a postgraduate study programme) in
the following areas: early development support, child development support in the framework
of psychological and pedagogical support in crèches and nursery schools, pro-development
education, young child pedagogy, child psychology, psychology of support to development
and education, care psychology. The persons employed in crèches and children’s clubs can also hold the following qualifications
provided they have completed a specialist child first aid course less than 2 years before undertaking
employment: The persons employed in crèches and children’s clubs can also hold the following qualifications
provided they have completed a specialist child first aid course less than 2 years before undertaking
employment: 1. any type of higher education that includes aspects of childcare and child development, and
completed 80 hours of additional training, 2. secondary or vocational secondary education with at least 1 year’s experience in work with
children aged below 3 or before employment in ECEC has undergone 280 hours of training,
including 80 hours of practical training (looking after a young child under supervision). 64
14 July 2022 14 July 2022 A childminder should complete 160 hours of training that includes such topics as early childhood
development, stimulating comprehensive development, childminders’ competences, and practical
training. Assessment If the childminder has the qualifications of a nurse, midwife, child carer, pre-school teacher,
as well as early school education or pedagogical specialists in early care, social care, early education,
and a pedagogical therapist or is a person who graduated from a study programme (or a postgraduate
study programme) in the following areas: early development support, child development support in
the framework of psychological and pedagogical support in creches and nursery schools, pro-
development education, young child pedagogy, child psychology, psychology of support development
and education, care psychology, they are obliged to undergo 40 hours of training that includes first
aid offered to children, stress management, problem solving, and innovation methods of stimulating
a child’s development. Child carers employed in creches and children’s clubs and childminders are
employed on the basis of general employment regulations (Labour Code). There is a growing problem
in recruiting young people to work in institutional forms of childcare. Besides staff requirements there are precise conditions on premises and nutrition. Instrumental resources There are many causes of non-take-up of childcare facilities12: There are many causes of non-take-up of childcare facilities12: •
Low availability of high-quality early education and care facilities of different forms (especially
in rural areas with high spatial dispersal of children). Although the availability of early
education and childcare facilities has greatly improved in Poland over the past two decades,
still only 1 in 10 children aged 0-3 has a secured place at a nursery – while more than two-
thirds of municipalities in Poland have no available places for children under 3. Alternative,
more flexible forms of childcare provision (such as childminders) are growing dynamically, but
their availability is still low. Another limitation to ECEC has been not just its unavailability, but
its price (particularly when most available forms are private, i.e. not co-funded by municipal
authorities). The quality of childcare is also important as well as the still persistent perception
of the creche as a ‘child storage’ facility devised for the sole purpose of ‘pushing’ women into
the labour market. Another obstacle are the limited hours when childcare is available, which
preclude parents from flexibly reconciling work and family obligations. •
Low availability of high-quality early education and care facilities of different forms (especially
in rural areas with high spatial dispersal of children). Assessment Although the availability of early
education and childcare facilities has greatly improved in Poland over the past two decades,
still only 1 in 10 children aged 0-3 has a secured place at a nursery – while more than two-
thirds of municipalities in Poland have no available places for children under 3. Alternative,
more flexible forms of childcare provision (such as childminders) are growing dynamically, but
their availability is still low. Another limitation to ECEC has been not just its unavailability, but
its price (particularly when most available forms are private, i.e. not co-funded by municipal
authorities). The quality of childcare is also important as well as the still persistent perception
of the creche as a ‘child storage’ facility devised for the sole purpose of ‘pushing’ women into
the labour market. Another obstacle are the limited hours when childcare is available, which
preclude parents from flexibly reconciling work and family obligations. •
Labour market situations of mothers. Unattractive jobs with non-flexible working hours that
require lengthy and costly commuting leads to mothers’ inactivity on the labour market that
in turn results in non-take-up of ECEC. This is especially the case of mothers of two or more
children. Only a small number of Polish women are free to decide about their working day’s
start and finish times, which would enable them to reconcile work with childcare obligations. •
Labour market situations of mothers. Unattractive jobs with non-flexible working hours that
require lengthy and costly commuting leads to mothers’ inactivity on the labour market that
in turn results in non-take-up of ECEC. This is especially the case of mothers of two or more
children. Only a small number of Polish women are free to decide about their working day’s
start and finish times, which would enable them to reconcile work with childcare obligations. 65
14 July 2022
12 Based on Magda I. (2020), Increasing female labour market participation in Poland, IBS Policy Paper. https://www.researchgate.net/profile/Iga-
Magda/publication/338656073_Increasing_female_labour_force_participation_in_Poland/links/5e21cd12a6fd
cc1015715c0e/Increasing-female-labour-force-participation-in-Poland.pdf. 65 14 July 2022 This option is available to 12 % of working women, compared with about 40 % in the EU-28
(Figure A3.3). The situation persists despite numerous demands and recommendations to
make the labour market more flexible and introduce solutions that would be more conducive
to reconciling work and family life. Most women in Poland have no opportunity to decide
about their working hours (this share is twice as high than in the EU). Assessment Figure A3.3. Share of women aged 25-49 declaring their ability to use flexi-time due to childcare
obligations re A3.3. Share of women aged 25-49 declaring their ability to use flexi-time due to childcare
gations Figure A3.3. Share of women aged 25-49 declaring their ability to use flexi-time due to childcare
obligations Source: Eurostat. Source: Eurostat. •
Money issues. For some women, taking up work is unprofitable. This concerns, in particular,
single mothers and women with potentially low wages. The tax and benefit system – set
thresholds, amount of benefits and the rules of their withdrawal – means that taking a low-
paid job would lower the total income of a household. This difference becomes even greater
if we take into account the cost of childcare provision. Consequently, working becomes
unprofitable in the short-term cost-benefit analysis (which fails to include long-term benefits
of work, such as gaining experience or accumulating pension contributions). Moreover,
unprofitability of work is enhanced by the Family 500+ allowance (PLN 500 paid for each child
every month). Non-working mothers usually do not take up childcare facilities for children
below the age of 5. •
Cultural pressure and social norms influencing decisions about individual childcare provision. As a result, some women decide to withdraw from the labour market and devote themselves
to household work and childcare, and thus do not use ECEC. Research fails to give a clear
answer as to whether the share of women who make this decision in Poland is higher than in
other EU countries. On the one hand, Polish society is generally viewed as more conservative. On the other hand, Poland – like other post-socialist CEE countries – traditionally had high
women’s employment rates (strengthened by economic necessity). Moreover, a number of 66
14 July 2022 14 July 2022 signals indicate that social norms are evolving and Polish women are ever more frequently
declaring their support for equality in terms of women’s labour market participation. signals indicate that social norms are evolving and Polish women are ever more frequently
declaring their support for equality in terms of women’s labour market participation. •
Family network providing care for children. Around 20 % of households with dependent
children receive unpaid care from family members outside the household. In most cases the
care provided by relatives can be considered a substitute for institutional care. •
Family network providing care for children. Assessment Around 20 % of households with dependent
children receive unpaid care from family members outside the household. In most cases the
care provided by relatives can be considered a substitute for institutional care. Activities that facilitate the delivery and access to ECEC are undertaken locally, mainly in big cities. Many communes create separate websites for educational and care issues. For example, in Warsaw,
each woman delivering a baby in hospital receives a layette for the baby. This includes small practical
gifts and a book with all the necessary information. Moreover, for example, Warsaw provides a
separate website (https://zlobki.waw.pl/) with information on crèches and a Warsaw crèche voucher. In the case of nursery schools there in an electronic system for recruitment in Warsaw. There are also provisions that facilitate the access of children with disabilities to ECEC. However, it is
mainly available for children from 3 years’ old. Some crèches or kids club offer places for younger
children with disabilities or special caring needs, but it does not create a coherent structure and is
dependent on a particular unit. In Poland there are NGOs supporting parents with different services, and also legal ones. Two groups
of such organisations can be distinguished. The first one refers to NGOs aimed at the general
population of families with children, the second one consists of NGOs integrating parents of children
with disabilities. However, they do not create a common structure, so the support provided by them
is fragmented. Enforcement resources Enforcement resources Enforcement resources Public authorities are not obliged to ensure ECEC for children aged 0-3 years, and there are no remedy
procedures. 67 67 14 July 2022 References References Alcidi C., Baiocco, S., Corti, F. and Di Salvo, M. (2021), Changing Social Investment Strategies in the EU,
JRC working paper series, https://joint-research-centre.ec.europa.eu/system/files/2022-
01/jrc127769.pdf. Alleanza per l’infanzia (2020), Investire nell’infanzia: Prendersi cura del futuro a partire del presente,
https://www.savethechildren.it/cosa-facciamo/pubblicazioni/investire-nell-infanzia-prendersi-
cura-del-futuro-a-partire-dal-presente. Alleanza per l’infanzia (2020), Investire nell’infanzia: Prendersi cura del futuro a partire del presente,
https://www.savethechildren.it/cosa-facciamo/pubblicazioni/investire-nell-infanzia-prendersi-
cura-del-futuro-a-partire-dal-presente. Anton, J., Hubert, S. and Kuger, S. (2020), Der Betreuungsbedarf bei U3- und U6- Kindern,
https://www.dji.de/themen/kinderbetreuung/kinderbetreuungsstudie2019/20.html. Anton, J., Hubert, S. and Kuger, S. (2020), Der Betreuungsbedarf bei U3- und U6- Kindern,
https://www.dji.de/themen/kinderbetreuung/kinderbetreuungsstudie2019/20.html. Bennett, J. (2008), Early Childhood Services in the OECD Countries: Review of the Literature and Current
Policy in the Early Childhood Field, UNICEF Innocenti Working Paper, https://www.unicef-
irc.org/publications/pdf/iwp_2008_01_final.pdf. Bennett, J. (2008), Early Childhood Services in the OECD Countries: Review of the Literature and Current
Policy in the Early Childhood Field, UNICEF Innocenti Working Paper, https://www.unicef-
irc.org/publications/pdf/iwp_2008_01_final.pdf. Bertelsmann
Stiftung
(2021),
Ländermonitor:
Frühkindliche
Bildungssysteme,
https://www.laendermonitor.de/de/startseite. Bertelsmann
Stiftung
(2021),
Ländermonitor:
Frühkindliche
Bildungssysteme,
https://www.laendermonitor.de/de/startseite. Bertelsmann
Stiftung
(2022),
Bildungsbeteiligung
in
Kindertagesbetreuung,
https://www.laendermonitor.de/de/vergleich-bundeslaender-daten/kinder-und-
eltern/bildungsbeteiligung/bildungsbeteiligung-in-kitas-und-kindertagespflege-gesamt-
4?tx_itaohyperion_pluginview%5Baction%5D=chart&tx_itaohyperion_pluginview%5Bcontroll
er%5D=Plugin. Black, K., and Lobo, M. (2008), 'A Conceptual Review of Family Resilience Factors', Journal of Family
Nursing, 14, pp. 33-55, doi: 10.1177/1074840707312237. BPB
(2021),
Frühkindliche
Bildung,
https://www.bpb.de/gesellschaft/bildung/zukunft-
bildung/174699/fruehkindliche-bildung. Brennan, D. et al. (2012), ‘The marketisation of care: Rationales and consequences in Nordic and
liberal care regimes’, Journal of European Social Policy, 22(4), pp. 377-391, doi:
10.1177/0958928712449772. Cavioni, V., and Zanetti, M.A. (2015), 'Social-Emotional Learning and Students' Transition from
Kindergarten to Primary School in Italy', in H. Askell-Williams, Transforming the Future of
Learning
with
Educational
Research,
pp. 241-258.,
https://www.salzburgglobal.org/fileadmin/user_upload/Documents/2010-
2019/2018/Session_603/Transforming_the_Future_of_Learning.pdf. Cefai, C. et al. (2015), 'Social inclusion and social justice: A resilience curriculum for early years and
elementary schools in Europe', Journal for Multicultural Education, 9(3), pp. 122-139,
https://www.um.edu.mt/library/oar//handle/123456789/29111. Daly, K. (2002), 'Restorative justice: The real story', Punishment & Society, 4(1), pp. 55-79, doi:
10.1177/14624740222228464. Del Boca, D., Oggero, N., Profeta, P., and Rossi, M. (2020), 'Women’s and men’s work, housework and
childcare, before and during COVID-19', Review of Economics of the Household, 18, pp. 1001-
1017, doi: 10.1007/s11150-020-09502-1. DJI (2021), ERiK Forschungsbericht I: Konzeption und Befunde des indikatorengestützten Monitorings
zum
KiQuTG,
https://www.dji.de/ueber-uns/projekte/projekte/entwicklung-von-
rahmenbedingungen-in-der-kindertagesbetreuung-erik/aktueller-stand-des-
forschungsprojektes.html. 68 14 July 2022 Eurydice (2021), Germany: Early Childhood Education and Care, https://eacea.ec.europa.eu/national-
policies/eurydice/content/early-childhood-education-and-care-31_en. Ferrera, M., Hemerijck A. and Rhodes, M. (2000), The Future of Social Europe: Recasting Work and
Welfare in the New Economy, Oeiras: Celta Editora. Ferrera, M., and Hemerijck, A. References (2003), ‘Recalibrating Europe’s Welfare Regimes’, in Zeitlin, J. and
Trubek, D.M. (eds), Governing Work and Welfare in the New Economy: European and American
Experiments, Oxford, UK: Oxford University Press, pp. 88-128. FiBS (2016), Expertise zu Finanzierungsfragen der Kindertagesbetreuung im Rahmen der AG Frühe
Bildung,
https://www.fibs.eu/fileadmin/dev/img/FiBS_Expertise_Kita-
Finanzierung_Kurzfassung_final.pdf. Frindte, A. and Mierendorff, J. (2017), ‘Bildung, Erziehung [education] and care in German early
childhood settings - spotlights on current discourses’, Journal of Pedagogy, 8(1), pp. 99-120,
doi: 10.1515/jped-2017-0005. Gladstone, B. et al. (2021), ‘The Capability Approach in Research about Children and Childhood: a
Scoping Review’, Child Indicators Research, 14(1), pp. 453-475, doi: 10.1007/s12187-020-
09766-0. Harbach, M.J. (2019), 'Childcare, Vulnerability, and Resilience', 37, Yale Law & Policy Review, 459,
https://scholarship.richmond.edu/cgi/viewcontent.cgi?article=2529&context=law-faculty-
publications. Heckman, J.J. (2006), Skill Formation and the Economics of Investing in Disadvantaged Children,
Science, 312(5782), pp. 1900-1902, doi: 10.1126/science.1128898. Heckman, J.J. and Masterov, D.V. (2007), The Productivity Argument for Investing in Young Children,
Review of Agricultural Economics, 29(3), pp. 446-493, doi: 10.1111/j.1467-9353.2007.00359.x. Hemerijck, A. (2017), 'The Uses of Social Investment', Oxford University Press, Oxford. Hemerijck, A. and Corti, F. (forthcoming, 2022), 'The interactive politics of EU social investment agenda
setting', in Graziano, P. and Tosun, J. (eds), Handbook of European Public Policy, Edward Elgar
Publishing Ltd, Cheltenham. Hemerijck, A. and Huguenot-Noël, R. (2022), 'Resilient Welfare States in the European Union -
Comparative Political Economy', Agenda Publishing. Hobson, B. (2018), ‘Gendered Dimensions and Capabilities: Opportunities, Dilemmas and Challenges’,
Critical Sociology, 44(6), pp. 883-898, doi: 10.1177/0896920516683232. Hogrebe, N., Mierendorff, J. and Nebe, G. (2021), ‘Platzvergabeprozesse in Kindertages-
einrichtungen : Aufnahmekriterien aus Sicht pädagogischer Fachkräfte unter Berücksichtigung
der Trägerorganisationen’, in Brockmann, L. et al. (eds), Soziale Ungleichheit im Sozial- und
BIldungswesen, Reproduktion und Legitimierung, Beltz Juventa, Weinheim, pp. 90-113, doi:
10.25656/01. ISTAT (2021), 'Nidi e servizi integrativi per la prima infanzia - Anno educativo 2019-2020',
https://www.istat.it/it/archivio/263120. Korpi, W. (1974), 'Conflict and the Balance of Power', Acta Sociologica, 17(2), pp. 99-114, doi:
10.1177/000169937401700201. Korpi, W. (2000), 'Faces of Inequality: Gender, Class, and Patterns of Inequalities in Different Types of
Welfare States', Social Politics: International Studies in Gender, State & Society, 7(2), pp. 127-
191, doi: 10.1093/sp/7.2.127. 69 14 July 2022 Kuitto, K. (2016), 'From social security to social investment? Compensating and social investment
welfare policies in a life-course perspective', Journal of European Social Policy, 26(5), pp. 442-
459, doi: 10.1177/0958928716664297. Kurowska, A. (2010), 'Bariery i uwarunkowania aktywności zawodowej młodych matek w Polsce',
Polityka
Społeczna,
11-12,
pp. References 11-17,
http://www.ipiss.com.pl/wp-
content/uploads/downloads/2013/02/ps_11-12_2010_a_kurowska.pdf. Kurowska, A. (2018), ‘(De)familialization and (De)genderization – Competing or Complementary
Perspectives in Comparative Policy Analysis?’, Social Policy and Administration, 52(1), pp. 29-
49, doi: 10.1111/spol.12272. Leitner, S. (2003), ‘Varieties of familialism: The caring function of the family in comparative
perspective’, European Societies, 5(4), pp. 353-375, doi: 10.1080/1461669032000127642. León, M., Ranci, C., Sabatinelli, S., and Ibáñez, Z. (2019), 'Tensions between quantity and quality in
social investment agendas: Working conditions of ECEC teaching staff in Italy and Spain', Journal
of European Social Policy, 29(4), pp. 564-576, doi: 10.1177/0958928718808401. Linberg, T., Baeumer, T. and Rossbach, H.G. (2013), ‘Data on Early Child Education and Care Learning
Environments in Germany’, International Journal of Child Care and Education Policy, 7(1), pp. 24-42, doi: 10.1007/2288-6729-7-1-24. Linberg, T., Baeumer, T. and Rossbach, H.G. (2013), ‘Data on Early Child Education and Care Learning
Environments in Germany’, International Journal of Child Care and Education Policy, 7(1), pp. 24-42, doi: 10.1007/2288-6729-7-1-24. Magda, I., Kiełczewska, A., and Brandt, N. (2018), The ‘Family 500+’ child allowance and female labour
supply in Poland, IBS Working Paper 1/2018, Institute for Structural Research (IBS), Warsaw. Magda, I., Kiełczewska, A., and Brandt, N. (2018), The ‘Family 500+’ child allowance and female labour
supply in Poland, IBS Working Paper 1/2018, Institute for Structural Research (IBS), Warsaw. Magda, I. (2020), Increasing female labour market participation in Poland, IBS Policy Paper,
https://www.researchgate.net/profile/Iga-
Magda/publication/338656073_Increasing_female_labour_force_participation_in_Poland/lin
ks/5e21cd12a6fdcc1015715c0e/Increasing-female-labour-force-participation-in-Poland.pdf. Morrissey, T.W. (2017), 'Child care and parent labor force participation: a review of the research
literature', Review of Economics of the Household, 15(1), pp. 1-24. doi, 10.1007/s11150-016-
9331-3. Myck, M. (2016), Estimating Labour Supply Response to the Introduction of the Family 500+
Programme,
CenEA
Working
Paper
Series
WP01/16,
http://www.cenea.org.pl/images/stories/pdf/working_papers/cenea_wp_0116.pdf. Myck, M. and Trzciński, K. (2019), 'From Partial to Full Universality: The Family 500+ Programme in
Poland and its Labor Supply Implications', ifo DICE Report, 17(3), pp. 36-44,
https://www.ifo.de/en/publikationen/2019/article-journal/partial-full-universality-family-500-
programme-poland-and-its. Neri, S. (2016), 'Garantire i servizi nella crisi. I processi di ibridazione dei servizi comunali per l’infanzia',
Social Policies, 3, pp. 441-458, doi: 10.7389/84845. Nowakowska, U. (2000), 'Polish Women in the 1990s', Women's Rights Centre, Warsaw. Oberhuemer, P. (2014), ‘Access and quality issues in early childhood education and care: The case of
Germany’, in Gambaro, K., Stewart, K., and Waldfogel, J. (eds), An equal start? Providing quality
early education and care for disadvantaged children, Policy Press, Bristol. OECD
(2016),
‘Early
Childhood
Education and
Care Data
Country
Note:
Germany’,
https://www.oecd.org/education/school/ECECDCN-Germany.pdf. References OECD (2018), 'Further Results from Talis Starting Strong 2018 - Country Note for Germany', Co-
Creation, Innovation and New Service Development, OECD Publishing, Paris, doi:
10.4324/9781315205908-5. 70 70
14 July 2022 14 July 2022 OECD (2020), Is Childcare Affordable?, Policy Brief on Employment, Labour and Social Affairs,
oe.cd/childcare-brief-2020. OECD (2020), Is Childcare Affordable?, Policy Brief on Employment, Labour and Social Affairs,
oe.cd/childcare-brief-2020. Olszenka,
N. and
Riedel,
B. (2020),
'Kulturelle
Vielfalt
in
Kitas',
https://www.dji.de/themen/kinderbetreuung/kulturelle-vielfalt-in-kitas.html. Pavolini, E. and Van Lancker, W. (2018), ‘The Matthew effect in childcare use: a matter of policies or
preferences?’,
Journal
of
European
Public
Policy,
25(6),
pp. 878-893,
doi:
10.1080/13501763.2017.1401108. Peleg, N. (2013), ‘Reconceptualising the child’s right to development: Children and the capability
approach’,
International
Journal
of
Children’s
Rights,
21(3),
pp. 523-542,
doi:
10.1163/15718182-02103003. Pierson, P. (1994), Dismantling the Welfare State? Reagan, Thatcher, and the Politics of Retrenchment,
Cambridge University Press, Cambridge. Pierson, P. (1998), ‘Irresistible Forces, Immovable Objects: Post-industrial Welfare State Confront
Permanent Austerity’, Journal of European Public Policy, 5(4), pp. 539-60, doi:
10.1080/13501769880000011. Rauschenbach, T. and Riedel, B. (2016), ‘Germany’s ECEC workforce: a difficult path to
professionalisation’, Early Child Development and Care, Taylor & Francis, 186(1), pp. 61-77, doi:
10.1080/03004430.2015.1014811. Saraceno, C. (2016), ‘Varieties of familialism: Comparing four southern European and East Asian
welfare regimes’, Journal of European Social Policy, 26(4), pp. 314-326, doi:
10.1177/0958928716657275. Saxonberg, S. (2013), ‘From Defamilialization to Degenderization: Toward a New Welfare Typology’,
Social Policy and Administration, 47(1), pp. 26-49, doi: 10.1111/j.1467-9515.2012.00836.x. Schettler, A. (2016), ‘Kita-Plätze einklagen – ein Erfahrungsbericht’, djbZ - Zeitschrift des Deutschen
Juristinnenbundes, 19(4), pp. 155-161, doi: 10.5771/1866-377x-2016-4-155. Scholz, A. et al. (2019), 'Inequalities in Access to Early Childhood Education and Care in Germany'. Deutsches
Jugendinstitut,
München,
https://www.dji.de/ueber-
uns/projekte/projekte/internationales-zentrum-fruehkindliche-bildung-betreuung-und-
erziehung-icec/diversitaet html Seibel, V. (2021), ‘What Do Migrants Know About Their Childcare Rights? A First Exploration in West
Germany’, Journal of International Migration and Integration, 22(3), pp. 1181-1202, doi:
10.1007/s12134-020-00791-0. Sen, A. (1992), Inequality Reexamined, Harvard University Press, Cambridge. Sen, A. (1999), Development as freedom, Oxford University Press, Oxford. Spiegel (2016), ‘Kommunen können wegen fehlender Kitaplätze haftbar gemacht werden’,
https://www.spiegel.de/karriere/bundesgerichtshof-kommunen-koennen-wegen-fehlender-
kita-plaetze-haftbar-gemacht-werden-a-1117557.html. Stahl, J. (2015), ‘Wer nutzt welche Qualität? Zusammenhänge zwischen sozioökonomischer Herkunft
und
Kita-Qualität’,
DIW
Roundup,
https://www.diw.de/documents/publikationen/73/diw_01.c.511607.de/DIW_Roundup_73_d
e.pdf. Szelewa, D. (2017), 'From Implicit to Explicit Familialism: Post-1989 Family Policy Reforms in Poland',
in Auth, D., Hergenhan, J. and Holland-Cunz, B. (eds), Gender and Family in European Economic
Policy, Palgrave Macmillan, Cham, doi: 10.1007/978-3-319-41513-0_7. References 71 71 14 July 2022 Underwood, K., Valeo, A. and Wood, R. (2012), ‘Understanding inclusive early childhood education: A
capability approach’, Contemporary Issues in Early Childhood, 13(4), pp. 290-299, doi:
10.2304/ciec.2012.13.4.290. Vandenbroucke, F. et al. (2021), The nature and rationale for European social rights, EuSocialCit
Working Paper, https://www.eusocialcit.eu/published-our-working-paper-on-the-nature-and-
rationale-for-european-social-rights/. Van Lancker, W. and Ghysels, J. (2016), 'Explaining patterns of inequality in childcare service use across
31 developed economies: A welfare state perspective', International Journal of Comparative
Sociology, 57(5), pp. 310-337, doi: 10.1177/0020715216674252. West, A., Blome, A. and Lewis, J. (2020), ‘What characteristics of funding, provision and regulation are
associated with effective social investment in ECEC in England, France and Germany?’, Journal
of Social Policy, 49(4), pp. 681-704, doi: 10.1017/S0047279419000631. Wojewódzki Urząd Pracy w Rzeszowie (2019), 'Bierni zawodowo na Podkarpaciu. Charakterystyka i
możliwości aktywizacji', Rzeszów. Wojewódzki Urząd Pracy w Rzeszowie (2019), 'Bierni zawodowo na Podkarpaciu. Charakterystyka i
możliwości aktywizacji', Rzeszów. Yerkes, M.A. and Javornik, J. (2019), ‘Creating capabilities: Childcare policies in comparative
perspective’,
Journal
of
European
Social
Policy,
29(4),
pp. 529-544,
doi:
10.1177/0958928718808421. Yerkes, M.A. and Javornik, J. (2019), ‘Creating capabilities: Childcare policies in comparative
perspective’,
Journal
of
European
Social
Policy,
29(4),
pp. 529-544,
doi:
10.1177/0958928718808421. Yerkes, M.A., Javornik, J. and Hoogenboom, M. (2020), 'Where’s the Community in Community, Work
and Family? A Community-based Capabilities Approach', Community Work & Family, 23(4), pp. 1-18, doi: 10.1080/13668803.2020.1818547. Yerkes, M.A., Javornik, J. and Hoogenboom, M. (2020), 'Where’s the Community in Community, Work
and Family? A Community-based Capabilities Approach', Community Work & Family, 23(4), pp. 1-18, doi: 10.1080/13668803.2020.1818547. 72 72 14 July 2022
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English
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Conceptualisations of mental illness and stigma in Congolese, Arabic-speaking and Mandarin-speaking communities: a qualitative study
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BMC public health
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Conceptualisations of mental illness
and stigma in Congolese, Arabic‑speaking
and Mandarin‑speaking communities:
a qualitative study Shameran Slewa‑Younan1,2*, Klimentina Krstanoska‑Blazeska1, Ilse Blignault1, Bingqin Li3, Nicola J Reavley2 and
Andre M. N. Renzaho1 Shameran Slewa‑Younan1,2*, Klimentina Krstanoska‑Blazeska1, Ilse Blignault1, Bingqin Li3, Nicola J Reavley2 and
Andre M. N. Renzaho1 Abstract Background: Australia is an ethnically diverse nation. Research has demonstrated an elevated risk of developing a
mental illness in culturally and linguistically diverse (CaLD) communities yet uptake of mental health services is low. To improve mental health treatment seeking and outcomes for CaLD individuals in Australia there is an urgent need
to deeply understand barriers to treatment such as stigma. Using an exploratory qualitative approach, the aim of the
study was to explore how CaLD communities’ conceptualise and interpret mental illness and associated beliefs and
experiences of stigma. Methods: The study focused on three key CaLD groups: the Congolese, Arabic-speaking and Mandarin-speaking
communities residing in Sydney, Australia. A series of eight focus group discussions (n = 51) and 26 key informant
interviews were undertaken online using Zoom during the period of November to December 2021. Focus group
discussions and key informant interviews were digitally recorded, transcribed, and analysed using NVivo software. Results: Three major themes were identified. The first theme related to mental illness terminology used in the three
communities. Despite variation in the terms used to refer to ‘mental illness’ all three communities generally distin‑
guished between ‘mental illness’, a more severe condition and ‘mental health problems’, considered to arise due to
stressors. The second theme centred on beliefs about mental illness; with all three communities identifying migration-
related stressors as contributing to mental illness. Culturally related beliefs were noted for the Congolese participants
with the perception of a link between mental illness and supernatural factors, whereas Mandarin-speaking partici‑
pants highlighted lack of inter and intrapersonal harmony and failure to adhere to values such as filial piety as contrib‑
uting to mental illness. The final theme related to mental illness related stigma and the various ways it manifested in
the three communities including presence of collectivist public stigma felt across all three groups and affiliate (family)
stigma reported by the Arabic and Mandarin-speaking groups. Slewa‑Younan et al. BMC Public Health (2022) 22:2353
https://doi.org/10.1186/s12889-022-14849-4 Slewa‑Younan et al. BMC Public Health (2022) 22:2353
https://doi.org/10.1186/s12889-022-14849-4 © Crown 2022. Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits
use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original
author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third
party material in this article are included in the article’s Creative Commons licence, unless indicated otherwise in a credit line to the mate‑
rial. If material is not included in the article’s Creative Commons licence and your intended use is not permitted by statutory regulation
or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit
http://creativecommons.org/licenses/by/4.0/. The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/
publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated in a credit line to the data. *Correspondence: s.younan@westernsydney.edu.au 1 Translational Health Research Institute, School of Medicine, Western Sydney
University, Campbelltown, Australia
Full list of author information is available at the end of the article Introduction Australia is an extremely diverse nation with the most
recent 2021 census data indicating just over half (51.5%)
of Australians were born overseas (first generation
migrant) or had a parent born overseas (second genera-
tion migrant; [1]). The term Culturally and Linguistically
Diverse (CaLD) is often used to refer to migrants from a
non-English speaking background, excluding those from
an Anglo-Saxon, Anglo Celtic, Aboriginal or Torres-
Strait Islander ancestry [2]. Within Australia, two of the
largest CaLD groups are those with Chinese and Arab
ancestry and correspondingly, the two most commonly
spoken languages in the home other than English in Aus-
tralia are Mandarin (spoken by 2.7%) followed by Ara-
bic (1.4%; [1]). Australia has multiple migration streams
including Skilled pathway, the Family Stream and the
Refugee and Humanitarian Program [3]. With respect to
refugee and humanitarian entrants, Iraq and Syria have
comprised the top source of individuals granted offshore
humanitarian visas granted over the past seven years
[4]. Another emerging migrant community in Australia
comprises individuals from the Democratic Republic of
the Congo (DRC), with Australia increasingly resettling
those fleeing the worsening civil unrest and violence [5]. l
Due to greater likelihood of exposure to potentially
traumatic events such as torture, murder of family mem-
bers and friends and other human rights violations, refu-
gee humanitarian entrants are a particularly vulnerable
subset of CaLD individuals [6]. They are at significantly
greater risk of developing posttraumatic stress disor-
der (PTSD) and major depressive disorder [7, 8] com-
pared to the general Australian public often as result of
increased exposure to trauma events. Post-migration,
stressors such as family separation, loss of existing sup-
ports, racism, socioeconomic difficulties, and language
barriers pose further challenges to the mental health of
all migrants irrespective of migration pathways [9–11]. Stigma toward people with mental illness is recog-
nised as a significant barrier to seeking help and is asso-
ciated with low self-esteem and reduced self-efficacy; a
“double burden” when experiencing mental illness [24]. Mental illness related stigma is a complex construct
and has been extensively researched and elaborated on
since Goffman who first categorised it within a social
framework as an “attribute that is deeply discrediting”
[25]. . Open Access T Slewa‑Younan et al. BMC Public Health (2022) 22:2353 Page 2 of 13 Conclusions: We found rich diversity in how these communities view and respond to mental illness. Our findings
provide some possible insights on both service provision and the mental health system with a view to building effec‑
tive engagement and pathways to care. Keywords: Culturally and Linguistically Diverse, Mental illness, Mental Health, Stigma, Arabic-speaking, Congolese,
Mandarin-speaking, Australia, Qualitative to non-CaLD, with individuals from the Middle East and
Africa demonstrating low uptake of mental health ser-
vices despite high reported rates of psychological distress
[14]. Similarly, despite comparable rates of depression
among Chinese and non-Chinese patients in Australia,
Chinese immigrants have been shown to under-utilise
mental health services compared to non-Chinese individ-
uals [15]. Although CaLD individuals underutilise mental
health services in the community, evidence suggest they
are disproportionately admitted to mental health units
[16]. Relatedly, there is evidence from studies examin-
ing longitudinal data on resettled refugees in Australia
to suggest that even when professional help is sought the
average number of mental health sessions is less than the
recommended treatment guidelines [17, 18]. In addition
to structural barriers such as financial constraints, trans-
portation difficulties and lack of culturally and linguisti-
cally appropriate mental health services [19], differing
knowledge and beliefs about mental illness have been
suggested to contribute to lower levels of professional
help-seeking among CaLD individuals [20]. Researchers
have defined knowledge and beliefs about mental illness
as well as attitudes toward mental illness as components
of ‘mental health literacy’ [21]. Notably, mental illness
related stigma has been postulated to play a significant
role in CaLD communities engagement with mental
health services [19, 22, 23]. Design and study contexth This exploratory qualitative research was couched within
a larger study investigating views on mental health
help-seeking including that of stigma. All research
was performed in accordance with relevant guidelines
and regulations of Western Sydney University Human
Research Ethics Committee (approval number H14608). All researchers had qualifications in health, or a health‐
related discipline obtained in their country of origin,
Australia or in both countries. Six bilingual health workers from the target commu-
nities were employed and trained in the recruitment,
screening, and interviewing processes. Triangulation of
data sources (community members and community lead-
ers) and methods (qualitative individual interviews and
focus groups for each community group) contributed to
rigour and enabled the researchers to explore a broad
range of perspectives and make comparisons within and
between the three CaLD communities. The COREQ 32
[37] consolidated criteria for qualitative research (Appen-
dix A Table 1A) is utilised to report the current study. Current studyh There is limited research into conceptualisations of
mental illness and associated beliefs and experiences
of stigma, in the Congolese, Arabic-speaking and Man-
darin-speaking communities in Australia, and to our
knowledge, there is no study to date comparing the views
of people in these three communities. Given that Man-
darin and Arabic are the two most spoken languages in
Australia other than English, and the emerging Congo-
lese community, such an investigation is warranted to
inform targeted stigma reduction initiatives and other
mental health service provision for these specific CaLD
communities. ‘What matters most’ framework for understanding
culture‑specific aspects of stigmah i
This study was informed by ‘What matters most’ frame-
work to understand culture-specific aspects of stigma. Yang and colleagues (2014) postulated a theoretical
approach for examining stigma across cultures based
on ‘what matters most’ to individuals within a cultural
group [27]. They argue that fundamental values that
‘matter most’ in cultures are preserved through every-
day activities and social engagements. When an indi-
vidual member of the group is unable to participate
in such activities, it undermines their standing within
the local group and, thus, endangers their ‘personhood’. This theory emerged from Yang et al. (2014) when they
interviewed 50 Chinese immigrants living in New York
City, USA with a lived experience of mental illness. In
this study, it was noted that mental illness stigma was
related to the degree to which they were able to par-
ticipate in work given that the accumulation of finan-
cial resources in that specific cultural context was
‘what mattered most’ [27]. Consequently, the Yang
argues that ‘What matters most’ framework can assist
in identifying culturally specific dimensions of stigma Introduction the form of affiliate stigma (internalised stigma felt by
family or other associates) or courtesy stigma (public’s
stigma towards family/associates of mental ill person)
[25, 27, 28]. Research has demonstrated that although
stigma is a universal experience, it can manifest dif-
ferently across cultures and moral contexts [29]. For
example, as a result of the collectivistic values that
are inherent in African [30, 31], Chinese [32, 33], and
Arabic-speaking communities [34] decisions are often
made at a family or community level. A sense of self
is interconnected with family wellbeing and decisions
regarding mental health problems are made by the
family/elders not just the individual. In societies that
uphold collectivistic values, having a mental illness is
a reflection on the person’s family and can bring the
family shame. For example, affiliate stigma has been
noted to be more pronounced in Chinese communities
due to cultural values such as ‘face’ and tainted lineage
concerns [27, 28]. Other factors that can influence how
stigma is manifested across different CaLD groups are
culturally related beliefs regarding the aetiology and
risk factors for mental illness [35]. For example, the
belief that mental illness is caused by demonic or spirit-
ual possession commonly held across different African
communities can lead to fearful emotional reactions
and place solutions within the purview of traditional or
religious leaders [36]. Introduction Generally, the term stigma comprises of multiple
components including negative stereotypes (beliefs
such as a person with mental illness is dangerous or
weak in character), prejudice (emotional reactions such
as anger with or fearful of person with mental illness),
and discriminatory behaviour towards people with
mental illness [26]. For a person living with mental ill-
ness, when the public’s negative attitudes are internal-
ised, this can result in self-stigma [26]. Stigma may also
be felt by the family of a person with mental illness, in Mental health conditions and substance use disor-
ders were amongst the top five causes of disease burden
among Australians in 2018 [12]. There is good evidence
to suggest that untreated mental illness and delayed help-
seeking results in significant social and economic costs
to the individual, health system, and society [13]. Nota-
ble disparities exist between how CaLD groups in Aus-
tralia engage and utilise mental health services compared Slewa‑Younan et al. BMC Public Health (2022) 22:2353 Page 3 of 13 the form of affiliate stigma (internalised stigma felt by
family or other associates) or courtesy stigma (public’s
stigma towards family/associates of mental ill person)
[25, 27, 28]. Research has demonstrated that although
stigma is a universal experience, it can manifest dif-
ferently across cultures and moral contexts [29]. For
example, as a result of the collectivistic values that
are inherent in African [30, 31], Chinese [32, 33], and
Arabic-speaking communities [34] decisions are often
made at a family or community level. A sense of self
is interconnected with family wellbeing and decisions
regarding mental health problems are made by the
family/elders not just the individual. In societies that
uphold collectivistic values, having a mental illness is
a reflection on the person’s family and can bring the
family shame. For example, affiliate stigma has been
noted to be more pronounced in Chinese communities
due to cultural values such as ‘face’ and tainted lineage
concerns [27, 28]. Other factors that can influence how
stigma is manifested across different CaLD groups are
culturally related beliefs regarding the aetiology and
risk factors for mental illness [35]. For example, the
belief that mental illness is caused by demonic or spirit-
ual possession commonly held across different African
communities can lead to fearful emotional reactions
and place solutions within the purview of traditional or
religious leaders [36]. by exploring the interactions between cultural norms,
roles, and values that impact personhood. Participants Recruitment was conducted using a combination of pur-
posive and snowball sampling [38]. Participants were
recruited using the networks and contacts of the rele-
vant investigators (AR, BL, SSY) in addition to those of
the bilingual health workers. Focus groups were drawn
from existing networks and included males and females. In relation to recruitment for key informant interviews,
these participants were identified through their involve-
ment with the community via relevant community-based
organisations. Following the dissemination of translated
flyers on the study and via networks, interested par-
ticipants were instructed to contact the bilingual health Slewa‑Younan et al. BMC Public Health (2022) 22:2353 Page 4 of 13 Page 4 of 13 group discussions lasted approximately 90 min and at
the end of each main section of the discussion, the bilin-
gual health worker summarised the content to ensure the
participants’ perspectives were obtained and interpreted
correctly, a verification process that enhanced the credi-
bility of the findings. The key informant interviews lasted
between 20 to 40 min and were undertaken by a bilin-
gual health worker using the interview guide. The inter-
view guides included open ended questions formulated
using a review of literature and input from the primary
researchers. The interview guides which formed part of
the larger qualitative research project focused on gener-
ating an understanding of each community’s conceptuali-
sation of mental illness, including beliefs about aetiology
and risk, barriers to seeking treatment such as stigma and
mental health help-seeking treatment preferences. These
interview guides included open ended questions formu-
lated using a review of literature and input from the pri-
mary researchers, an approach successful used in past
[39]. For the purposes of this current study, responses
regarding conceptualisation of mental illness and mental
illness related stigma are reported upon. All focus group
discussion participants received a $30.00 electronic
supermarket voucher as reimbursement for their time in
participating in the research. workers. Then, bilingual health workers conducted
screening procedures and preparation phone calls with
interested potential participants. A relationship was
established with participants prior to study commence-
ment during the screening procedure and preparation
phone calls. Participants were informed of reasons for
doing the research at screening and at the beginning of
the focus group discussions/informant interviews. Data analysis
I
i Interviews and focus group discussions were transcribed
into English by the bilingual health workers for data
analysis. The bilingual health workers listened to the
audio recordings and subsequently translated the inter-
views from the original language to English, with the
added task of checking and re-checking the translations
as required. Thematic analysis, using NVivo 12 software,
was conducted in accordance with published guidelines
for interpretative phenomenological analysis (IPA) [40] in
order to understand the lived experiences of study partic-
ipants and their views on mental illness and help-seeking
and barriers including mental illness related stigma. IPA
takes a phenomenological and interpretative approach in
which it seeks to understand the subjective account of the
phenomenon of those researched, but always recognising
the centrality of the researcher’s own experiences and
theoretical positioning in making sense of that account
[41]. Analysis was conducted systematically in that the
data from the Congolese group were analysed first,
then the Arabic-speaking group, then the Mandarin-
speaking group. Analysis was undertaken by KKB, SSY
and an experienced research officer and bilingual health
worker (YL). Regular weekly meetings were held to con-
sider aspects of analysis including that of reflexivity, also
addressed through note keeping. The bilingual health
workers and AR were consulted continuously through Participants Participants were eligible to be part of focus group dis-
cussions if they were Arabic speaking, Mandarin-speak-
ing or Congolese individuals with lived experience of
mental illness including those of carers, or family mem-
bers. All participants were 18 years of age or older, resid-
ing in Sydney and had arrived in Australia no more than
seven years ago. However, some of the Mandarin-speak-
ing community participants had arrived in Australia ear-
lier than seven years but due to back-and-forth travel to
China had not spent longer than a total of seven years
residing in Australia. Participants were eligible to participate in the key
informant interviews if they were identified as a leader
within the three groups and had informed perspectives
regarding their communities. This included both formal
or informal roles with examples being community elders,
religious leaders or holding role as community worker
within an ethnic specific and/or trusted organisation. These participants were also required to be 18 years of
age or older and residing in Sydney. Data collection A series of 8 focus group discussions (n = 51) and 26 key
informant interviews with Arabic-speaking, Mandarin-
speaking (Chinese) and Congolese community members
and leaders residing in Sydney were conducted during
November and December 2021. The bilingual health
workers conducted the interviews or focus group dis-
cussions. Due to the COVID-19 Delta outbreak in Syd-
ney and restrictions, all focus group discussions and key
informant interviews were conducted remotely using
Zoom and digitally recorded. Each focus group discus-
sion was facilitated by two bilingual health workers. The
facilitator was not only central to the discussion and its
moderation, but they also created a relaxed and conform-
able Zoom environment to better manage relationships
between unfamiliar participants. The second person’s role
was to take notes in order to complement the audio files,
managed the Zoom meeting by ensuring everyone partic-
ipated, and to observe non-verbal interactions and group
dynamics. Prior to the focus group discussion, sociode-
mographic data of consented participants was collected
via a preliminary phone call by a bilingual health worker,
during which they also ensured the participant has access
to Zoom and understood how to operate it. The focus Slewa‑Younan et al. BMC Public Health (2022) 22:2353 Page 5 of 13 Page 5 of 13 Page 5 of 13 Slewa‑Younan et al. BMC Public Health (2022) 22:2353 the process to clarify transcriptions and words. This pro-
cess was not linear but moved back and forth between
members of the team who transcribed (bilingual health
workers) and those who were conducting analysis. Cod-
ing was conducted separately by YL and KKB with con-
sistency and discrepancies resolved at weekly supervision
meetings with SSY. Inter-rater agreement was assessed
using quadratic weighted Gwet’s AC1 [42]. Gwet’s AC1
and percentage of agreement were 0.88 (95%CI: 0.56,
1.00) and 0.89 (95%CI: 0.63, 1.00) respectively, suggest-
ing excellent agreement. Initial codes were then grouped
into categories. The fourth stage was to search for con-
nections between categories thus generating themes and
subthemes. This process was then repeated for the next
transcript. Once analysis had been completed for each
transcript, a final master list of themes was generated. At
this final stage, a thematic analysis across the interview
types and the community groups was undertaken to gen-
erated the final results. Data collection In line with the broad principles
for IPA rigour, findings were presented by SSY and KKB
at regular meetings with the primary researchers (IB, AR,
BL and NR) as a form of peer critique where descriptive
validity and transparency of interpretation was sought
[41]. Resultsh The socio-demographic characteristics of the participants
are presented in Table 1. A total of 77 individuals partici-
pated in the study. Three Arabic-speaking focus group
discussions with 6 participants in each were conducted. Three Mandarin-speaking focus group discussions, with
6 participants, 7 participants, and 8 participants, respec-
tively, were conducted. The majority of focus group
discussion participants in the Arabic-speaking and Man-
darin-speaking communities were female and fell within
the 18 to ≥ 50 age range. Two Congolese focus group dis-
cussions with 4 participants and 8 participants, respec-
tively, were conducted. Most focus group discussion
participants in the Congolese community were male and
most fell within the 30 years or younger age range. With
regard to key informant interviews, all participants were
aged 30 years or older. # YM and TH facilitated the Arabic-speaking focus group discussions, YM facilitated the Arabic-speaking key informant interviews
^ YL and JL facilitated Mandarin-speaking focus group discussions, YL facilitated the Mandarin-speaking key informant interviews
a AR and VM facilitated the Congolese community focus group discussions, NZ facilitated the Congolese community key informant int Theme 1: mental illness terminologyh In this case, Mandarin-speaking peo-
ple try to protect themselves from others and try not
to let other people know they have a mental illness.”
(Mandarin FGD2, Female 60) “The experience in Australia, for instance, someone
who’s driving and get a fine, they don’t know how to
pay, or they lose their driving license, develop men-
tal health because you lose employment, you don’t
know how to cope, all those things are associated to
mental health.” (Congolese Interview, Community
Leader, Male, 50) This distinction in the Arabic-speaking participants is
important to note because there was a strong belief that
mental illness was a hopeless, chronic and an incurable
condition. One focus participant stated: “Our supports are very limited. Not only do we need
to support our children to go out and come back, but
we also need to do chores and our work and every-
thing for our career. We could easily get frustrated. But, then, what does it look like in China? There are
many other supporting hands under the base hands,
including relatives, parents, parents-in-law, and
grandparents.” (Mandarin Interview, Mental Health
Worker, Female, 30+) “In our society, the mentally ill is considered a hope-
less condition and will never be treated or recovered. They will not accept it as a common disease, make
it a shameful situation.” (Arabic FGD1, Female, 35) By holding such views, individuals are less likely to see
value in seeking help leading to possibility of a worsening
in outcomes and prognosis over time and thus reinforc-
ing perceptions of incurability. “We are new here in Australia, and we get annoyed
because we don’t know the language and peo-
ple make fun of you because of it.” (Arabic FGD3,
Female, 53) “We do not think the mentally ill person will recover. But we trust that this person once mentally ill, will
be forever ill!” (Arabic FGD2, Female, 47) “We do not think the mentally ill person will recover. But we trust that this person once mentally ill, will
be forever ill!” (Arabic FGD2, Female, 47) Changes to the traditional family structure and distinct
gender roles, which were clearly differentiated in Africa,
following migration were described by some Congolese
focus group participants as contributing to lowered self-
esteem and loss of identity for males. As a result, a sen-
timent that mental illness disproportionally affect males
more compared to females was expressed. Theme 1: mental illness terminologyh There was considerable variation in mental illness related
terminology used across all three communities in both
the focus group discussions and key informant inter-
views. Participants utilised various terms to refer to
‘mental illness’ and used these interchangeably with no Table 1 Sociodemographic characteristics of participants
# YM and TH facilitated the Arabic-speaking focus group discussions, YM facilitated the Arabic-speaking key informant interviews
^ YL and JL facilitated Mandarin-speaking focus group discussions, YL facilitated the Mandarin-speaking key informant interviews
a AR and VM facilitated the Congolese community focus group discussions, NZ facilitated the Congolese community key informant interviews
b Iraq, Jordan, Egypt, Lebanon, Syria
c DRC, Rwanda, Nigeria
Arabic-speaking Community#
Mandarin-speaking Community^
Congolese Communitya
Focus group
discussions
Key informant
Interviews
Focus group
discussions
Key informant
Interviews
Focus group
discussions
Key
informant
Interviews
Characteristics
n
n
n
n
n
n
Gender
Male
5
7
6
2
8
4
Female
13
3
15
6
4
4
Age Group
18-30
3
-
1
-
9
-
30-39
4
-
6
2
2
-
40-49
7
2
3
3
-
4
≥50
4
8
11
3
1
4
Country of Origin
Middle Eastb
18
9
-
-
-
-
Australia
-
1
-
-
-
-
China
-
-
21
8
-
-
Sub-Saharan Africac
-
-
-
-
12
8
Years in Australia
<5
14
-
6
-
7
-
≥5
4
-
15
-
5
- ^ YL and JL facilitated Mandarin-speaking focus group discussions, YL facilitated the Mandarin-speaking key informant interviews
a AR and VM facilitated the Congolese community focus group discussions, NZ facilitated the Congolese community key informant interviews
b Iraq Jordan Egypt Lebanon Syria Slewa‑Younan et al. BMC Public Health (2022) 22:2353 Page 6 of 13 Page 6 of 13 Theme 2: cultural health beliefs consistency. However, it was clear that all three com-
munities generally distinguished between ‘mental illness’,
a more severe condition and ‘mental health problems’
or ‘mental issues’, commonly considered to arise due to
stressors. A notion that mental illness manifests when stress
exceeds coping ability was discussed by all three commu-
nities, with resettlement challenges such as unemploy-
ment, loss of support structures, language barriers and so
on consistently mentioned as either contributing to the
development or worsening of mental illness. “They are afraid that a mental health problem is a
mental illness. Theme 1: mental illness terminologyh And
you can see that based on the trauma that they had Slewa‑Younan et al. BMC Public Health (2022) 22:2353 Page 7 of 13 Slewa‑Younan et al. BMC Public Health (2022) 22:2353 Slewa‑Younan et al. BMC Public Health (2022) 22:2353 in the refugee camp, there was not much support. So
they carry the trauma and when they arrive to Aus-
tralia, in a new country, they’re again traumatized
by moving from Congo to the refugee camp, from the
refugee camp to Australia, so there is that shock and
trauma.” (Congolese Interview, Community Leader,
Male, 50) The importance of inter and intra personal harmony
and disruptions to such were highlighted as causing men-
tal illness amongst the Mandarin-speaking participants. Disharmony in the family unit, and in particular the par-
ent–child relationship, was linked to cultural tensions
that may arise due to cultural and generational differ-
ences. For example, how a child for example adheres to
values such as filial piety. Participants noted that seniors
especially will attribute their emotional distress to their
children not adhering to cultural values rather than label-
ling their emotional distress as mental illness. The impact of prolong trauma was also highlighted. “I just want to point out that all the communities
are affiliated, like the Iraqi communities, whether
they are Muslims, Assyrian, Chaldean, Mandean
etc, they live in the same community, the same shell,
and almost have the same mental health status. All
of such happens as a result of wars consequences,
forced displacement effects, the effects of mental
stress, and as a result of everything that happened
before 2003 and after 2003. These are all accumula-
tions of the difficult conditions that have been expe-
rienced by this region and its people.” (Arabic Inter-
view, Community Worker & Religious Leader, Male,
59) “I once have met a family, and I am very close to
that family. The parents have always told me that
their children were unfilial and asked them to do
many things. Sometimes, they quarrel with each
other badly…For young people, " If I have a bad
temper, I may have mental health problems". The
young people are willing to see a psychologist, but
for the seniors, they won’t. The seniors always say,
"I am this kind of person. My children are supposed
to be kind to me. They are supposed to do this and
that". “Whenever this person is distant from his spiritual
and religion, the more he will suffer from mental
problems” (Arabic Interview, Community Leader,
Male, 56) Theme 1: mental illness terminologyh They blame a lot of the problems on their chil-
dren and refuse to admit what problems they have. Maybe they are irritable, but they just won’t admit
that they may have mental health issues.” (Manda-
rin Interview, Community & Organisation Leader,
Male, 70+) Beyond migration related stressors, the Congolese and
Mandarin-speaking communities discussed the role of
other factors in developing mental illness that had more
culturally specific origins. Both focus group participants
and leaders in the Congolese community acknowledged
that when an individual is experiencing mental illness,
some people may attribute it to supernatural causes. Words such as ‘mapepo’ (Swahili for demonic posses-
sion), witchcraft, and poison were used to refer to super-
natural causes. The participants highlighted that such a
belief is commonplace not only amongst some Pastors,
but also family members and friends. Other more culture-specific beliefs about mental ill-
ness were offered again emphasising the importance of
harmony, this time within the individual. “In Mandarin-speaking people’s concept, they always
think I may be off-balance. They use ’off balance’ to
explain many symptoms, whether it’s physical or
psychological.” (Mandarin Interview, Mental Health
Worker, Female, 30+) “Because when somebody is experiencing something
like that, it means the family would start to think
it witchcraft rather than thinking it mental illness. Which is a big problem.” (Congolese FGD1, Male, 59) Other attributes applied to those with mental ill-
ness seemingly suggested unpredictability and personal
responsibility. By contrast, supernatural or spiritual causes were rarely
described in the Arabic-speaking focus group discus-
sions, which is inconsistent with previous research that
has demonstrated its prevalence in Arabic-speaking
society [10]. However, disengagement from religion or
absence of spiritual comfort was highlighted as contrib-
uting to the development or exacerbation of mental ill-
ness by some Arabic- speaking leaders. “They want to do one thing, but they will change
their mind in a minute. Or they’ve made a decision,
but then they will overturn their decision quickly. This decision must be wrong. There are some new
problems. In short, they blow hot and cold.” (Manda-
rin FGD1, Female, 60+) “Whenever this person is distant from his spiritual
and religion, the more he will suffer from mental
problems” (Arabic Interview, Community Leader,
Male, 56) Theme 1: mental illness terminologyh An interesting tension emerged in the views of the
Congolese community with respect to mental illness. Both community leaders and focus group participants
discussed the widespread traditional belief that mental
illness is taboo and as such does not exist. and yet symp-
toms of mental illness were frequently described. “There is this state of suspicion in my community
that people first of all don’t recognise that mental
health [illness] exists.” (Congolese Interview, Health
Care Worker Male 44) “There is this state of suspicion in my community
that people first of all don’t recognise that mental
health [illness] exists.” (Congolese Interview, Health
Care Worker Male 44) “When you get here in Australia, you have this thing
where, I don’t think it necessary a bad thing women
too can go and work. They can also go and do these
things. This is well and good but then the fact that
women can do these stuffs, the role of a men start to
get degraded” (Congolese FGD2, Male, 21) “When you get here in Australia, you have this thing
where, I don’t think it necessary a bad thing women
too can go and work. They can also go and do these
things. This is well and good but then the fact that
women can do these stuffs, the role of a men start to
get degraded” (Congolese FGD2, Male, 21) However, symptoms of mental illness, thought to be
observable and usually not concealable to others were
frequently described. In addition to stressors associated with resettlement,
the Congolese and Arabic-speaking participants dis-
cussed the additional unique challenges associated with
being from a refugee and asylum-seeker background with
the role of trauma featuring strongly as a contributing to
mental illness. “They [people with mental illness] act different from
normal people” (Congolese FGD1, Female, 19). Overall this variation in terminology when discuss-
ing mental illness provides valuable insight into pre-
ferred expressions of mental distress. In particular, it is
clear that there is a strong attachment of stigma to the
label of ‘mental illness’ in all three communities. While
greater contextualisation is required to identified pre-
ferred terms when working within communities, it would
seem that ‘mental health problems’ was more digestible
to participants. “Congolese migrated to Australia, most of them
came through offshore humanitarian settlement,
they are refugees, they are already traumatized. Theme 3: stigma and its variationsh The issue of stigma was commonly raised by participants
in all three CaLD groups as a significant barrier to help-
seeking. Common to all three communities was that Slewa‑Younan et al. BMC Public Health (2022) 22:2353 Page 8 of 13 openly speaking about or identifying mental illness was
considered ‘taboo’. “Maybe they are afraid of losing face. The traditional
mindset is that domestic shame should not be made
public.” (Mandarin FGD1, Female, 39) “Our misunderstanding that mental health illness
is a taboo topic or a secretive issue, no one should
know about it or talk to anyone about it because we
still consider mental health or psychological issues
are madness.” (Arabic Interview, Community Leader,
Male, 68) Relatedly, was the belief that mental illness is associ-
ated with a loss of occupational or social functioning and
therefore threatens social capital and reputation. There-
fore, mental illness is often denied because it is associ-
ated with losing ‘face’ and reputation in the community. is a taboo topic or a secretive issue, no one should
know about it or talk to anyone about it because we
still consider mental health or psychological issues
are madness.” (Arabic Interview, Community Leader,
Male, 68)
“You are born you grow up you never hear about a
certain something [mental illness], they start telling
you about that thing you feel like “no,” they feel like
it is something like kind of taboo.” (Congolese Inter-
view, Community Leader, Female 41)
“In addition, it is not easy for people to speak up
about their problems. It’s like a taboo for Chinese,
right?” (Mandarin FGD2, Female, 69) “You are born you grow up you never hear about a
certain something [mental illness], they start telling
you about that thing you feel like “no,” they feel like
it is something like kind of taboo.” (Congolese Inter-
view, Community Leader, Female 41)
“In addition, it is not easy for people to speak up
about their problems. Theme 3: stigma and its variationsh It’s like a taboo for Chinese,
right?” (Mandarin FGD2, Female, 69) “You are born you grow up you never hear about a
certain something [mental illness], they start telling
you about that thing you feel like “no,” they feel like
it is something like kind of taboo.” (Congolese Inter-
view, Community Leader, Female 41) “One important thing is that if someone has been
diagnosed with mental illness, they will not tell us,
and their children will not tell us either, as many
Mandarin-speaking people care about their ‘face.’”
(Mandarin Interview, Community Organisation
Leader, Male, 70+) Due to the general belief that religion and commu-
nity leaders play an important role in addressing men-
tal illness in the Congolese community, the importance
of trust was highlighted. Some focus group participants
who expressed a concern that when mental illness is
addressed at this wider network level it may lead to gos-
sip and invasion of privacy. However, other more specific manifestation of stigma
seemed to be influenced not only by the communities
conceptualisation of mental illness but also by their tradi-
tional values. In this way the ‘what matters most’ theoret-
ical framework [27] is useful to operationalise these more
culture-specific aspects of stigma and their contextual
environment effect.h “You could be depressed but you will be wondering
by yourself who can I talk to, who can I trust? To tell
how I am feeling? You know, you are scared?” (Con-
golese FGD1, Female, 19) f
The importance of family reputation and honour in
the Arabic-speaking community is strongly upheld [43]. Consequently, mental illness is seen as leaving a ‘mark’
on one’s identity as well as their family’s identity and thus
bringing dishonour and ‘Aár’ (Arabic word for shame
related to mental illness)—to the individual and family. Consequently, participants reported families will hide the
individual with mental illness or presence of mental ill-
ness in the family from the community to maintain repu-
tation and status. Thus self-isolation and withdrawal was seen as a pos-
sible response to evade stigmatisation. Theme 3: stigma and its variationsh “That is why is so hard to identify people who are
mentally ill in the Congolese community, because
you won’t know if this person is staying home
because they are depressed or because they’re run-
ning away from gossip.” (Congolese FGD1, Female,
19) “His family tries to hide it from the community, they
are aware of any rumours that could spread because
of this and the reputation will be that this person in
the family is mentally ill.” (Arabic FGD2, Female, 34) This strong adherence to religion to alleviate mental ill-
ness, was also seen by some of the younger focus group
participants as minimising and dismissive. Participants alluded to the strong presence of affiliate
stigma in the Arabic-speaking community, that is, the
extension of stigma to the family members of the person
with mental illness, further motivating need for secrecy. “I think people come to you and tell you these things
[mental health issues] straight out they don’t they
don’t really hide it but I think – this might sound
bad I like to be a rational person usually – I think
that religion yeah kind of cloud our judgement. How
does it cloud our judgement? I come to you and tell
you aunty life, life is difficult I am going through all
these stuffs and at school I am not doing well. You
know our child, God is there go there and there. You
know they start making it about prayers...we use
religion to dismiss it.” (Congolese FGD2, Male, 21) “The mentally ill person daughters or sisters will lose
the opportunity in getting married even his relatives
will lose a good chance in getting married” (Arabic
Interview, Community Leader, Male, 56) “The mentally ill person daughters or sisters will lose
the opportunity in getting married even his relatives
will lose a good chance in getting married” (Arabic
Interview, Community Leader, Male, 56) A view that disclosing mental illness is associated with
losing ‘face’, and that such a ‘domestic shame’ should not
be made public was reported by the Mandarin-speaking
focus group participants and leaders. Slewa‑Younan et al. BMC Public Health (2022) 22:2353 Slewa‑Younan et al. BMC Public Health (2022) 22:2353 Page 9 of 13 Page 9 of 13 Overall, we found support for the role of traditional
beliefs regarding the factors thought to contribute or
exacerbate mental illness, which was in line with previ-
ous research. Discussion Previous research has demonstrated that stigma towards
people with mental illness is common in CaLD commu-
nities in Australia and this is supported by the findings
of the current study in relation to the Arabic-speaking,
Mandarin-speaking, and Congolese communities. Our
study provided further insights into the conceptualisa-
tions of mental illness and how such conceptualisations
may be related to stigma. Notably, we found variations
in terminology across all three communities when refer-
ring to mental illness. However, in spite of this variation
of terms used by participants, it was clear that all three
communities generally distinguished between ‘mental
illness’ and ‘mental health problems’, with the former
denoting more severe conditions and the latter term
denoting more common conditions such as anxiety and
depression, a finding not dissimilar to that noted in the
general Australian public [44]. We also found that migra-
tion-related stressors were highlighted by all three com-
munities as playing an important role in contributing if
not causing mental illness. This is consistent with previ-
ous research where factors such as separation from fam-
ily, limited English proficiency and experiences of racism
can be associated with increased psychological distress
and vulnerability to mental illness [9–11]. As such stigma
reduction initiatives for CaLD communities should be
cognisant of the language and terminology used, with our
findings suggesting community members found a focus
on specific symptoms such as “stress” more digestible
than diagnostic labels as it related to their universal expe-
riences of migration. However, further research is needed
to understand the implications of incorporating a more
psychosocial explanation on measures of stigma. This
is especially important as evidence is increasingly dem-
onstrating the unintended outcome from public health
campaigns in the general public where biomedical mod-
els to explain mental illness in an effort to reduce blame
can lead to increase aversion and perceptions of danger-
ousness [45] g
g
In relation to the role of stigma in the three communi-
ties, again similarities and differences emerged. From the
Congolese interviews and focus group discussions, pub-
lic stigma and internalised stigma was strongly evident,
with family stigma less so. A systematic review by Misra
and colleagues [50] found that among 18 studies involv-
ing Black Americans, internalised and public stigma were
more commonly reported compared to family stigma. Furthermore, we found a culture-specific aspect of
stigma related to religion and the role it played in care. Theme 3: stigma and its variationsh Similar to the current findings, Chinese
migrants living in Melbourne pointed to psychosocial
problems such as life stress and interpersonal conflict
as causes of depression [46]. An emphasis on the role of
being ‘off balance’, in other words, having an imbalance
of ‘qi’ (Chinese term for vital energy) as contributing to
mental illness was also noted in the Mandarin-speaking
community findings, consistent with traditional Chinese
medical view of mental illness [47]. Within the Congo-
lese participants, the influence of supernatural beliefs
such as demonic possession and witchcraft were noted,
consistent with previous research where such factors
were reported to cause mental illness [48]. Such beliefs
were endorsed to a lesser extent by younger participants,
who expressed a desire for a broader perspective of men-
tal health, which may point to the role of acculturation
in changing views. However, the finding that the Arabic-
speaking community members did not report supernat-
ural or religious causes of mental illness, is inconsistent
with previous research which has found that religious
and supernatural attributions of mental illness were com-
mon among Arabic-speaking individuals and related to
higher levels of stigma [43, 49]. While religion is well rec-
ognised as playing a significant role in Arabic-speaking
communities, individuals differ in levels of religiosity
and this may account for our unexpected finding. Con-
sequently, our findings suggest that while cultural beliefs
play an important role in how CaLD communities per-
ceive and conceptualisation mental illness, the rich diver-
sity of these communities is evident and should not be
neglected when working in this space. Finally, pride and the failure to espouse the traditional
roles of African men as being the provider and ‘a strong
person’ was highlighted by community leaders as having
a significant impact on men not disclosing their mental
illness. “Like men, for example, with men feel proud of
themselves rather than coming up and say I’m suf-
fering from this, they would rather keep quiet, and
the more they keep quiet, that particular mental
health [illness] keeps eating them up.” (Congolese
Interview, Health Care Worker, Male 44) Discussion For example, the belief that men-
tal illness is usually not concealable indicates there may
be lack of knowledge that concealable mental illness,
typically mild or moderate mental illness that does not
impede functioning, exists within the Congolese commu-
nity. Furthermore, there may be minimal opportunities
to learn that most common mental illness is conceal-
able. This is because individuals who choose to disclose
their concealable mental illness may be dismissed, lead-
ing to less contact opportunities with such individuals,
and further reinforcing the stereotype that mental illness
is usually observable and extreme. Increasing contact
with persons with mild and concealable mental illness
may help to disconfirm such culturally specific stereo-
types [50]. Other factors which need to be considered is
the role of religion and how some participants perceived
responses such as prayer and spiritual guidance as being
dismissive of experiences of mental illness. These are all
complex factors that require further research as they will
greatly impact the creation and effectiveness of stigma
reduction interventions for the Congolese community
in Australia. The belief expressed by the Arabic-speak-
ing participants that mental illness is hopelessness and
incurable can be explicitly addressed by increasing con-
tact with individuals who can challenge the stereotype of
what recovery and treatment can look like for someone
with mental illness and thus contribute to positive attitu-
dinal changes [56]. Within the Arabic-speaking community public, fam-
ily, and internalised stigma were noted. Importantly,
there was a belief that mental illness as a condition is
associated with hopelessness and incurability. Sayed [53]
noted there is an implicit assumption in the expectations
of Arab patients when it pertains to therapeutic doc-
tor/patient relationships, leading to a sense of passivity
towards treatment and the omniscient perception of the
doctor to “cure” one’s illness, which is at odds with the
collaborative process which defines much of the West-
ern psychotherapeutic approaches and invites the client
to be an active agent in their healing. The cultural asso-
ciation that mental illness is incurable and hopeless poses
questions about the meaning and concept of recovery
or healing in the Arabic-speaking community as well as
the expectations held towards professional help-seeking
sources. The influence of both pre-migration and post-
migration experiences that may influence concept of
healing and or recovery require further investigation. Discussion In
line with Yang and colleagues [27] research summarising
culture-specific aspects of stigma in African American
groups, the authors note that the value placed on strong
ties to faith and self-reliance contributes to the belief
that mental illness can be addressed by religious institu-
tions and church-based coping or prayer [27, 51]. Such
behaviour may also be related to the structural inequities
in health care faced by African individuals and low faith
in the cultural competency and helpfulness of Western Slewa‑Younan et al. BMC Public Health (2022) 22:2353 Page 10 of 13 Page 10 of 13 from such is viewed as a “symbolic threat to societal
behaviour” [54]. Similarly, the value placed on regulating
one’s behaviour to maintain harmony was also evident in
aspects of stigma in the Mandarin-speaking participants. The concept of filial piety, and deviation from, played a
role in how Mandarin-speaking seniors viewed mental
illness. Another culture-specific aspect of stigma related
to the Chinese community was the concept of ‘face’ and
the relationship between mental illness and loss of repu-
tation, a finding that has been previously reported [27].hi mental health services. A sense of disillusionment with
the Australian system and loss of traditional roles may
also hinder engagement with the broader Australian
health system. Recent research into the barriers to men-
tal health help-seeking among African migrants in South
Australia also found there was a lack of perceived ben-
efits of mental health care which was perceived as cultur-
ally incongruent [48, 52]. Furthermore, the construct of
gender was found to be related to culture-specific aspects
of stigma. Challenges to the traditional family structure
and the distinct gendered role of being the breadwinner
posed as threats to ‘personhood’ and were acutely felt
aspects of stigma for some males. tat o , ai
d
g t at as bee p ev ous y epo ted [ 7]. The current study’s findings have some implications
for the creation and implementation of stigma reduction
initiatives in these three communities. There is strong
evidence to suggest that education campaigns that incor-
porate contact with people with lived experience of men-
tal illness can help correct myths and misconceptions as
well as dispel stereotypes associated with mental illness
that impede help-seeking [55]. However, such campaigns
require targeted education accompanied with well sup-
ported contact opportunities developed to address the
specific beliefs and associated manifestations of stigma
in the communities. Conclusions
O
fi d There are several limitations to note when interpreting
the current findings. Although we used a triangulation
approach to explore broad perspectives, the sociodemo-
graphic characteristics of participants should guide inter-
pretation of the findings and impact the generalisability
of the results. Participants resided in metropolitan Syd-
ney and the generalisability of our results to community
members residing outside the Sydney region are limited,
in addition to individuals residing in Australia for longer
periods of time. Although recruitment was enhanced
through a combination of purposive and snowball sam-
pling using the networks and contacts of the investigators
and bilingual health workers, the possibility remains that
individuals who are more active members in the com-
munity such as those who attend Church groups were
recruited as opposed to members less active in commu-
nity networks. Participants voluntarily participated in the
research knowing it was investigating mental health and
stigma. This may mean the subset of people we included
in the study are individuals who hold more open attitudes
toward mental health and illness and a desire to learn
more about mental health or illness or have had more
contact with people with mental illness compared to indi-
viduals in the community who may not have volunteered. Furthermore, there is a possibility of social desirability
bias in the results given key informant interviews were
conducted with community and religious leaders whose
views are well regarded in their respective community. In terms of methodological limitations, participants did
not have the opportunity to review and check transcripts
due to time and funding constraints, however interview-
ers did summarise the content of what was discussed at Our findings provide crucial insights into how Arabic-
speaking, Mandarin- speaking and Congolese commu-
nities in Australia view mental illness, including beliefs
on risk factors and the role such views have on stigma. Across all three groups, we found migration-related
stressors both pre and post arrival to Australia, were
commonly reported as contributing to mental illness,
while the influence of culturally related health beliefs
featured more prominently in the Mandarin-speaking
and Congolese groups. Finally, stigma was a commonly
reported in the three communities although the manifes-
tation and consequences of stigma differed. Understand-
ing the richly diverse nuances in how CaLD communities
view and respond to mental illness is the necessary first
step, service providers and mental health systems require
in order to build effective engagement and pathways to
care. Discussion The
role of family (affiliate) stigma played an important part
in motivating the need for secrecy because the value of
individual, and by extension, the family’s reputation in
Arab culture is impacted by mental illness. There is some
suggestion that such secrecy may provide a protective
function and buffer against the negative consequences
that may arise in case the individual self-discloses infor-
mation which can be shameful and damaging to the
moral status of the individual and family unit and threat-
ens sense of belonging in the community. Future research
may investigate the association between authoritarian
attitudes and actions toward family members with men-
tal illness and independent/interdependent self-construal
among Arabic-speaking individuals. Types of public, internalised and family stigma were
also reported by the Mandarin-speaking participants. In
terms of public stigma, specifically stereotypes and beliefs
about mental illness such as notions of personal respon-
sibility were evident as well as a component of unpredict-
ability of mental illness. Thus the highly regarded cultural
values of self-reliance and restraint means that deviation Addressing the challenges of mental illness stigma in
CaLD communities requires systems approach with cli-
nicians and community organisations playing important
role in reducing stigma. For example, service providers Slewa‑Younan et al. BMC Public Health (2022) 22:2353 Page 11 of 13 Page 11 of 13 should be mindful of how they utilise and apply psychiat-
ric labels when working with individuals from these three
communities. The provision of a psychoeducation session
which takes a Western biomedical approach with a focus
on psychiatric labels and biochemical causal model may
not be salient to their views or may further risk stigma-
tising individuals with mental illness when considered in
the context of their cultural beliefs and experiences. The
finding that participants were reluctant to apply the label
‘mental illness’ when describing mental illness and their
personal experiences also needs to be considered when
creating stigma reduction initiatives. While avoiding the
label mental illness to encourage uptake and acceptabil-
ity of stigma reduction interventions carries the risk of
further perpetuating stigma, such an approach may need
to be employed in the initial stages of stigma reduction
initiatives until attitudes start to shift and stereotypes of
mental illness (e.g., mental illness is a hopeless and incur-
able condition) are challenged. the end of each of the main sections of the interviews to
ensure the participants’ perspectives were obtained. Discussion Notwithstanding these limitations, the current study
had several strengths. Firstly, the research team and
chief investigators were well integrated in the respective
communities allowing trust. Secondly, the interviews
and focus group discussions were held in the respec-
tive language for each community which allowed for the
inclusion of newly-arrived individuals who may have
otherwise been excluded due to low English proficiency. The use of online technology (Zoom) whilst in the midst
of a prolonged COVID-19 related lockdown is another
strength and goes towards demonstrating innovation and
adaptability of both the research team and participants
[57]. Finally, in undertaking community consultations by
training bilingual health workers, we were able to build
capacity within the CaLD groups and foster advocacy
skills. Conclusions
O
fi d Future research using large scale survey methods
are required to examine the extent to which these find-
ings apply to target communities elsewhere in Australia
including regional locations. Abbreviation
CaLD: Culturally and linguistically diverse. Supplementary Information
The online version contains supplementary material available at https://doi.
org/10.1186/s12889-022-14849-4. Additional file 1: Appendix A. Table A1. Additional file 2. Interview Guides. Abbreviation
CaLD: Culturally and linguistically diverse. Supplementary Information
The online version contains supplementary material available at https://doi.
org/10.1186/s12889-022-14849-4. Additional file 1: Appendix A. Table A1. Additional file 2. Interview Guides. Abbreviation
CaLD: Culturally and linguistically diverse. Funding y
13. The Lancet Global Health. Mental health matters. Lancet Glob Health. 2020;8(11):e1352. https://doi.org/10.1016/S2214-109X(20)30432-0. 13. The Lancet Global Health. Mental health matters. Lancet Glob Health. 2020;8(11):e1352. https://doi.org/10.1016/S2214-109X(20)30432-0. Funding for this research was provided by Mental Health Australia Ltd as part
of the Embrace Multicultural Mental Health Project. 14. Boufous S, Silove D, Bauman A, Steel Z. Disability and health service utili‑
zation associated with psychological distress: the influence of ethnicity. Ment Health Serv Res. 2005;7(3):171–9. 14. Boufous S, Silove D, Bauman A, Steel Z. Disability and health service utili‑
zation associated with psychological distress: the influence of ethnicity. Ment Health Serv Res. 2005;7(3):171–9. Acknowledgements 7. Alhasnawi S, Sadik S, Rasheed MO, Baban AL, Al-Alak MM, Othman AY,
et al. The prevalence and correlates of DSM-IV disorders in the Iraq Men‑
tal Health Survey (IMHS). World Psychiatry. 2009;8(2):97–109. This study could not have been completed without the community leaders
and members from the Congolese, Arabic-speaking, and Mandarin-speaking
communities, who generously participated and shared their time and views. The topics discussed were often sensitive and personal and yet their capacity
to share, motivated by the desire to help their community, was nothing short
of inspiring. We would also like to acknowledge the talented bilingual health
workers who assisted with facilitating the interviews and focus groups; Dr
Yaser Mohammad, Dr Yiran Li, Noel Zihabamwe, Tahani Husari, Jocelyn Yu and
Victoria Mbuto. This study could not have been completed without the community leaders
and members from the Congolese, Arabic-speaking, and Mandarin-speaking
communities, who generously participated and shared their time and views. The topics discussed were often sensitive and personal and yet their capacity
to share, motivated by the desire to help their community, was nothing short
of inspiring. We would also like to acknowledge the talented bilingual health 8. Slewa-Younan S, Mond JM, Bussion E, Melkonian M, Mohammad Y, Dover
H, et al. Psychological trauma and help seeking behaviour amongst reset‑
tled Iraqi refugees in attending English tuition classes in Australia. Int J
Ment Health Syst. 2015;9(5):1–6. 9. Kirmayer LJ, Narasiah L, Munoz M, Rashid M, Ryder AG, Guzder J, et al. Common mental health problems in immigrants and refugees: general
approach in primary care. CMAJ. 2011;183(12):E959–67. workers who assisted with facilitating the interviews and focus groups; Dr
Yaser Mohammad, Dr Yiran Li, Noel Zihabamwe, Tahani Husari, Jocelyn Yu and
Victoria Mbuto. 10. Liddell BJ, Batch N, Hellyer S, Bulnes-Diez M, Kamte A, Klassen C, et al. Understanding the effects of being separated from family on refugees in
Australia: a qualitative study. Aust N Z J Public Health. 2022;46(5):647–53. 10. Liddell BJ, Batch N, Hellyer S, Bulnes-Diez M, Kamte A, Klassen C, et al. Understanding the effects of being separated from family on refugees in
Australia: a qualitative study. Aust N Z J Public Health. 2022;46(5):647–53. Supplementary Information The online version contains supplementary material available at https://doi.
org/10.1186/s12889-022-14849-4. Additional file 1: Appendix A. Table A1. Additional file 2. Interview Guides. Page 12 of 13 Page 12 of 13 Page 12 of 13 Slewa‑Younan et al. BMC Public Health (2022) 22:2353 Slewa‑Younan et al. BMC Public Health (2022) 22:2353 Declarations 17. Tomasi A, Slewa-Younan S, Narchal R, Rioseco P. Professional Mental
Health Help-Seeking Amongst Afghan and Iraqi Refugees in Australia:
Understanding Predictors Five Years Post Resettlement. Int J Environ Res
Public Health. 2022;19(3):1896. Consent for publication
Not applicable. 19. Byrow Y, Pajak R, Specker P, Nickerson A. Perceptions of mental health and
perceived barriers to mental health help-seeking amongst refugees: A
systematic review. Clin Psychol Rev. 2020;75:101812. Availability of data and materials The data sets are not publicly available as they contain information that could
potentially re-identify individuals but are available from SSY upon reasonable
request and with relevant ethical approval. 15. Chan YF, Quine S. Utilisation of Australian health care services by ethnic
Chinese. Aust Health Rev. 1997;20(1):64–77. 15. Chan YF, Quine S. Utilisation of Australian health care services by ethnic
Chinese. Aust Health Rev. 1997;20(1):64–77. 16. Correa-Velez I, Sundararajan V, Brown K, Gifford SM. Hospital utilisation
among people born in refugee-source countries: an analysis of hospital
admissions, Victoria, 1998–2004. Med J Aust. 2007;186(11):577–80. 16. Correa-Velez I, Sundararajan V, Brown K, Gifford SM. Hospital utilisation
among people born in refugee-source countries: an analysis of hospital
admissions, Victoria, 1998–2004. Med J Aust. 2007;186(11):577–80. Authors’ contributions SSY, IB, AR, BL and NR conceived and designed the study. KKB assisted with
data collection and data management. SSY and KKB undertook data analysis. All authors contributed to the data interpretation. SSY and KKB drafted the
initial manuscript. All authors contributed to manuscript revisions. All authors
read and approved the final manuscript. 11. Minas H, Kakuma R, Too L, Vayani H, Orapeleng S, Prasad-Ildes R, et al. Mental health research and evaluation in multicultural Australia: Develop‑
ing a culture of inclusion. Queensland: Mental Health in Multicultural
Australia; 2013. 11. Minas H, Kakuma R, Too L, Vayani H, Orapeleng S, Prasad-Ildes R, et al. Mental health research and evaluation in multicultural Australia: Develop‑
ing a culture of inclusion. Queensland: Mental Health in Multicultural
Australia; 2013. 12. AIHW. Australian Burden of Disease Study: Impact and causes of illness
and death in Australia 2018 Summary Report. Canberra: AIHW; 2021. 12. AIHW. Australian Burden of Disease Study: Impact and causes of illness
and death in Australia 2018 Summary Report. Canberra: AIHW; 2021. Received: 13 September 2022 Accepted: 9 December 2022 Received: 13 September 2022 Accepted: 9 December 2022 23. McCann TV, Renzaho A, Mugavin J, Lubman DI. Stigma of mental illness
and substance misuse in sub-Saharan African migrants: A qualitative
study. Int J Ment Health Nurs. 2018;27(3):956–65. 24. Corrigan P. How stigma interferes with mental health care. Am Psychol. 2004;59(7):614–25.f Competing interests The authors declare that they have no competing interests. y
y
20. Uribe Guajardo MG, Slewa-Younan S, Santalucia Y, Jorm AF. Important
considerations when providing mental health first aid to Iraqi refugees in
Australia: a Delphi study. Int J Ment Health Syst. 2016;10(1):54. Ethics approval and consent to participate The study was carried out in accordance with the Declaration of Helsinki and
has been approved by the Human Research Ethics Committee of Western
Sydney University (approval number: H14608). A written informed consent
was obtained from all participants in the study. 18. Slewa-Younan S, Rioseco P, Guajardo MGU, Mond J. Predictors of profes‑
sional help-seeking for emotional problems in Afghan and Iraqi refugees
in Australia: findings from the Building a New Life in Australia Database. BMC Public Health. 2019;19(1):1485. 18. Slewa-Younan S, Rioseco P, Guajardo MGU, Mond J. Predictors of profes‑
sional help-seeking for emotional problems in Afghan and Iraqi refugees
in Australia: findings from the Building a New Life in Australia Database. BMC Public Health. 2019;19(1):1485. Author details
1 1 Translational Health Research Institute, School of Medicine, Western Sydney
University, Campbelltown, Australia. 2 Centre for Mental Health, Melbourne
School of Population and Global Health, University of Melbourne, Melbourne,
Australia. 3 Social Policy Research Centre, University of New South Wales,
Sydney, Australia. 21. Jorm AF, Korten AE, Jacomb PA, Christensen H, Rodgers B, Pollitt P. “Men‑
tal health literacy”: a survey of the public’s ability to recognise mental
disorders and their beliefs about the effectiveness of treatment. Med J
Aust. 1997;166(4):182–6. 22. de Anstiss H, Ziaian T. Mental health help-seeking and refugee adoles‑
cents: Qualitative findings from a mixed-methods investigation. Aust
Psychol. 2009;45(1):29–37. Received: 13 September 2022 Accepted: 9 December 2022 Publisher’s Note 36. Spittel S, Maier A, Kraus E. Awareness challenges of mental health disor‑
der and dementia facing stigmatisation and discrimination: a systematic
literature review from Sub-Sahara Africa. J Glob Health. 2019;9(2):020419. Springer Nature remains neutral with regard to jurisdictional claims in pub‑
lished maps and institutional affiliations. Springer Nature remains neutral with regard to jurisdictional claims in pub‑
lished maps and institutional affiliations. Springer Nature remains neutral with regard to jurisdictional claims in pub‑
lished maps and institutional affiliations. 37. Tong A, Sainsbury P, Craig J. Consolidated criteria for reporting qualitative
research (COREQ): a 32-item checklist for interviews and focus groups. Int
J Qual Health Care. 2007;19(6):349–57. 38. Palinkas LA, Horwitz SM, Green CA, Wisdom JP, Duan N, Hoagwood
K. Purposeful sampling for qualitative data collection and analysis in
mixed method implementation research. Adm Policy Ment Health. 2015;42(5):533–44. 39. Renzaho A, Oldroyd JC. Closing the gap in maternal and child health:
a qualitative study examining health needs of migrant mothers in Dande‑
nong, Victoria. Australia Matern Child Health J. 2014;18(6):1391–402. 40. Smith J, Osborn, M. Interpretative Phenemenological Analysis. In: Smith
JA, Ed. Qualitative Psychology: A Practical Guide to Research Methods,
editor. London: Sage; 2008. 41. Peat G, Rodriguez A, Smith J. Interpretive phenomenological analysis
applied to healthcare research. Evid Based Nurs. 2019;22(1):7–9. 42. Wongpakaran T, Wedding D, Gwet KL. A comparison of Cohen’s Kappa
and Gwet’s AC1 when calculating inter-rater reliability coefficients: a
study conducted with personality disorder samples. BMC Med Res Meth‑
odol. 2013;13:61. 43. Youssef J, Deane FP. Factors influencing mental-health help-seeking in
Arabic-speaking communities in Sydney. Australia Ment Health Relig Cult. 2006;9(1):43–66. 44. Jorm AF, Reavley NJ. Public confusion caused by differing understandings
of the term “mental illness.” Aust N Z J Psychiatry. 2012;46(5):397–9. 45. Loughman A, Haslam N. Neuroscientific explanations and the stigma
of mental disorder: a meta-analytic study. Cogn Res Princ Implic. 2018;3(1):43. 46. Wong FK, Lam YK, Poon A. Depression literacy among Australians of
Chinese-speaking background in Melbourne. Australia BMC Psychiatry. 2010;10:7. 47. Lin K. Traditional Chinese medical beliefs and their relevance for mental
illness and psychiatry. In: Kleinman A, Lin TY, editors. Normal and abnor‑
mal behavior in Chinese culture. Dordrecht, The Netherlands: Reidel;
1981. p. 95–111. 48. Fauk NK, Ziersch A, Gesesew H, Ward P, Green E, Oudih E, et al. References Cul‑
ture, threat, and mental illness stigma: identifying culture-specific threat
among Chinese-American groups. Soc Sci Med. 2013;1(88):56–67. 32. Hsiao FH, Klimidis S, Minas H, Tan ES. Cultural attribution of mental health
suffering in Chinese societies: the views of Chinese patients with mental
illness and their caregivers. J Clin Nurs. 2006;15(8):998–1006. ,
,
g
y g
pi
among Chinese-American groups. Soc Sci Med. 2013;1(88):56–67. 55. Casados AT. Reducing the stigma of mental illness: Current approaches
and future directions. Clin Psychol (New York). 2017;24(3):306. 56. Couture S, Penn D. Interpersonal contact and the stigma of mental illness:
A review of the literature. J Ment Health. 2003;12(3):291–305. f f
g
p
illness and their caregivers. J Clin Nurs. 2006;15(8):998–1006. 55. Casados AT. Reducing the stigma of mental illness: Current approaches
and future directions. Clin Psychol (New York). 2017;24(3):306. 33. Hwang KK. Chinese relationalism: Theoretical construction and methodo‑
logical considerations. J Theory Soc Behav. 2000;30(2):155–78. 56. Couture S, Penn D. Interpersonal contact and the stigma of mental illness:
A review of the literature. J Ment Health. 2003;12(3):291–305. 56. Couture S, Penn D. Interpersonal contact and the stigma of mental illness:
A review of the literature. J Ment Health. 2003;12(3):291–305. 34. Scull NC, Khullar N, Al-Awadhi N, Erheim R. A Qualitative Study of the
Perceptions of Mental Health Care in Kuwait. Int Perspect Psychol. 2014;3(4):284–99. 57. Marques IC, Theiss LM, Johnson CY, McLin E, Ruf BA, Vickers SM, et al. Implementation of virtual focus groups for qualitative data collection in a
global pandemic. Am J Surg. 2021;221(5):918–22. 57. Marques IC, Theiss LM, Johnson CY, McLin E, Ruf BA, Vickers SM, et al. Implementation of virtual focus groups for qualitative data collection in a
global pandemic. Am J Surg. 2021;221(5):918–22. 35. Abdullah T, Brown TL. Mental illness stigma and ethnocultural
beliefs, values, and norms: an integrative review. Clin Psychol Rev. 2011;31(6):934–48. References 1. Australian Bureau of Statistics. 2021 Census: Nearly half of Australians
have a parent born overseas [press release]. Canberra: Commonwealth
of Australia2022. 1. Australian Bureau of Statistics. 2021 Census: Nearly half of Australians
have a parent born overseas [press release]. Canberra: Commonwealth
of Australia2022. 25. Goffman E. Stigma: Notes of the Management of Spoiled Identity: Touch‑
stone; 1963. 26. Corrigan PW, Watson AC. The paradox of self-stigma and mental illness. Clin Psychol (New York). 2002;9(1):35–53. 2. Fozdar F, Salter K. A review of mental ill health for culturally and linguis‑
tically diverse communities in Western Australia. Multicultural Futures;
2019. 2. Fozdar F, Salter K. A review of mental ill health for culturally and linguis‑
tically diverse communities in Western Australia. Multicultural Futures;
2019. 27. Yang L, Thornicroft G, Alvarado R, Vega E, Link BG. Recent advances in
cross-cultural measurement in psychiatric epidemiology: utilizing “what
matters most” to identify culture-specific aspects of stigma. Int J Epide‑
miol. 2014;43(2):494–510. 3. Australia’s Permanent Migration Program: a quick guide [press release]. Commonwealth of Australia2021 Dec. 3. Australia’s Permanent Migration Program: a quick guide [press release]. Commonwealth of Australia2021 Dec. 4. Department of Home Affairs. 2019–20 Humanitarian Program Out‑
comes. 2020. 28. Mak WWS, Cheung RYM. Affiliate Stigma Among Caregivers of People
with Intellectual Disability or Mental Illness. J Appl Res Intellect Disabil. 2008;21:532–45. 5. OMI. New and emerging communities in Western Australia. Western
Australia: Office of Multicultural Interests (OMI) Department of Local
Government Sport and Cultural Industries; 2018. 29. Kleinman A, Hall-Clifford R. Stigma: a social, cultural and moral process. J
Epidemiol Community Health. 2009;63(6):418–9. 6. Schlaudt VA, Bosson R, Williams MT, German B, Hooper LM, Frazier V, et al. Traumatic Experiences and Mental Health Risk for Refugees. Int J Environ
Res Public Health. 2020;17(6):1943. 30. McCann TV, Mugavin J, Renzaho A, Lubman DI. Sub-Saharan African
migrant youths’ help-seeking barriers and facilitators for mental health Slewa‑Younan et al. BMC Public Health (2022) 22:2353 Page 13 of 13 and substance use problems: a qualitative study. BMC Psychiatry. 2016;16:275. and substance use problems: a qualitative study. BMC Psychiatry. 2016;16:275. 53. Sayed MA. Conceptualization of Mental Illness within Arab Cultures:
Meeting Challenges in Cross-Cultural Settings. Soc Behav Pers. 2003;31(4):333–41. 31. Kpanake L. Cultural concepts of the person and mental health in Africa. Transcult Psychiatry. 2018;55(2):198–218. 54. Yang LH, Purdie-Vaughns V, Kotabe H, Link BG, Saw A, Wong G, et al. •
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illness and its treatment in the Arab culture: A systematic review. Int J Soc
Psychiatry. 2018;64(6):597–609. 50. Misra S, Jackson VW, Chong J, Choe K, Tay C, Wong J, et al. Systematic
Review of Cultural Aspects of Stigma and Mental Illness among Racial
and Ethnic Minority Groups in the United States: Implications for Inter‑
ventions. Am J Community Psychol. 2021;68(3–4):486–512. 51. Kranke D, Guada J, Kranke B, Floersch J. What do African American
youth with a mental illness think about help-seeking and psychiatric
medication? Origins of stigmatizing attitudes. Soc Work Ment Health. 2012;10(1):53–71. 52. Fauk NK, Ziersch A, Gesesew H, Ward PR, Mwanri L. Strategies to improve
access to mental health services: Perspectives of African migrants and
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